867 lines
588 KiB
Plaintext
867 lines
588 KiB
Plaintext
{
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"cells": [
|
||
{
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||
"cell_type": "code",
|
||
"execution_count": 1,
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||
"id": "0d54533f",
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"metadata": {},
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||
"outputs": [],
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"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
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||
"import matplotlib.pyplot as plt\n",
|
||
"import tensorflow as tf\n",
|
||
"from tensorflow import keras\n",
|
||
"from tensorflow.keras import layers\n",
|
||
"import tensorflow_datasets as tfds\n",
|
||
"import tensorflow_probability as tfp\n",
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||
"tfd = tfp.distributions"
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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": 3,
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||
"id": "d3654c88",
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"file = 'outputs/pred_matchday_33.xlsx'"
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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": 4,
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||
"id": "f89d6b70",
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"metadata": {},
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||
"outputs": [],
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||
"source": [
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"db = pd.read_excel(file, index_col = 0) "
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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": 5,
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"id": "6f61a1fa",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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||
"<style scoped>\n",
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||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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||
" }\n",
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"\n",
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||
" .dataframe tbody tr th {\n",
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||
" vertical-align: top;\n",
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||
" }\n",
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"\n",
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||
" .dataframe thead th {\n",
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||
" text-align: right;\n",
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||
" }\n",
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||
"</style>\n",
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||
"<table border=\"1\" class=\"dataframe\">\n",
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||
" <thead>\n",
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||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>role</th>\n",
|
||
" <th>team</th>\n",
|
||
" <th>oppteam</th>\n",
|
||
" <th>home</th>\n",
|
||
" <th>starter</th>\n",
|
||
" <th>vote%</th>\n",
|
||
" <th>MV</th>\n",
|
||
" <th>MV std</th>\n",
|
||
" <th>FV</th>\n",
|
||
" <th>FV std</th>\n",
|
||
" <th>MV loc</th>\n",
|
||
" <th>MV scale</th>\n",
|
||
" <th>MV skewness</th>\n",
|
||
" <th>MV tailweight</th>\n",
|
||
" <th>FV loc</th>\n",
|
||
" <th>FV scale</th>\n",
|
||
" <th>FV skewness</th>\n",
|
||
" <th>FV tailweight</th>\n",
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||
" <th>Clean Sheet %</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>player</th>\n",
|
||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>Musso</th>\n",
|
||
" <td>P</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6.254639</td>\n",
|
||
" <td>0.411284</td>\n",
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||
" <td>5.946916</td>\n",
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||
" <td>0.450058</td>\n",
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||
" <td>5.985031</td>\n",
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||
" <td>0.167425</td>\n",
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||
" <td>0.881443</td>\n",
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||
" <td>1.599276</td>\n",
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||
" <td>6.369741</td>\n",
|
||
" <td>0.568063</td>\n",
|
||
" <td>-0.528498</td>\n",
|
||
" <td>0.866981</td>\n",
|
||
" <td>65.361601</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Sportiello</th>\n",
|
||
" <td>P</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>6.251123</td>\n",
|
||
" <td>0.408416</td>\n",
|
||
" <td>5.167640</td>\n",
|
||
" <td>0.400064</td>\n",
|
||
" <td>5.984908</td>\n",
|
||
" <td>0.171609</td>\n",
|
||
" <td>0.860805</td>\n",
|
||
" <td>1.599271</td>\n",
|
||
" <td>5.377477</td>\n",
|
||
" <td>0.562605</td>\n",
|
||
" <td>-0.271637</td>\n",
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||
" <td>0.856012</td>\n",
|
||
" <td>29.907155</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Rossi F.</th>\n",
|
||
" <td>P</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6.061734</td>\n",
|
||
" <td>0.351279</td>\n",
|
||
" <td>5.129675</td>\n",
|
||
" <td>0.639138</td>\n",
|
||
" <td>5.971167</td>\n",
|
||
" <td>0.378423</td>\n",
|
||
" <td>0.176554</td>\n",
|
||
" <td>1.599066</td>\n",
|
||
" <td>5.736819</td>\n",
|
||
" <td>0.811367</td>\n",
|
||
" <td>-0.532390</td>\n",
|
||
" <td>0.811936</td>\n",
|
||
" <td>19.623594</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Scalvini</th>\n",
|
||
" <td>D</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>90</td>\n",
|
||
" <td>6.217599</td>\n",
|
||
" <td>0.504713</td>\n",
|
||
" <td>6.653731</td>\n",
|
||
" <td>0.868059</td>\n",
|
||
" <td>6.140544</td>\n",
|
||
" <td>0.573256</td>\n",
|
||
" <td>0.098986</td>\n",
|
||
" <td>0.968883</td>\n",
|
||
" <td>5.961493</td>\n",
|
||
" <td>1.111705</td>\n",
|
||
" <td>0.430606</td>\n",
|
||
" <td>1.599904</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Zappacosta</th>\n",
|
||
" <td>D</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>90</td>\n",
|
||
" <td>6.164116</td>\n",
|
||
" <td>0.437797</td>\n",
|
||
" <td>6.573402</td>\n",
|
||
" <td>0.771070</td>\n",
|
||
" <td>6.108955</td>\n",
|
||
" <td>0.502768</td>\n",
|
||
" <td>0.081000</td>\n",
|
||
" <td>1.039319</td>\n",
|
||
" <td>5.945317</td>\n",
|
||
" <td>0.969838</td>\n",
|
||
" <td>0.445450</td>\n",
|
||
" <td>1.599910</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Gaich</th>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.55</td>\n",
|
||
" <td>55</td>\n",
|
||
" <td>5.889443</td>\n",
|
||
" <td>0.456912</td>\n",
|
||
" <td>6.155655</td>\n",
|
||
" <td>0.718308</td>\n",
|
||
" <td>5.801504</td>\n",
|
||
" <td>0.513575</td>\n",
|
||
" <td>0.126238</td>\n",
|
||
" <td>1.050550</td>\n",
|
||
" <td>5.545915</td>\n",
|
||
" <td>0.868884</td>\n",
|
||
" <td>0.476943</td>\n",
|
||
" <td>1.599893</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Kallon</th>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>5.890604</td>\n",
|
||
" <td>0.410215</td>\n",
|
||
" <td>6.084521</td>\n",
|
||
" <td>0.610053</td>\n",
|
||
" <td>5.816953</td>\n",
|
||
" <td>0.463717</td>\n",
|
||
" <td>0.117285</td>\n",
|
||
" <td>1.100079</td>\n",
|
||
" <td>5.598563</td>\n",
|
||
" <td>0.781981</td>\n",
|
||
" <td>0.429863</td>\n",
|
||
" <td>1.599914</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Djuric</th>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.45</td>\n",
|
||
" <td>60</td>\n",
|
||
" <td>5.929804</td>\n",
|
||
" <td>0.343351</td>\n",
|
||
" <td>6.060709</td>\n",
|
||
" <td>0.435960</td>\n",
|
||
" <td>5.884566</td>\n",
|
||
" <td>0.396357</td>\n",
|
||
" <td>0.084547</td>\n",
|
||
" <td>1.171547</td>\n",
|
||
" <td>5.795485</td>\n",
|
||
" <td>0.651227</td>\n",
|
||
" <td>0.293543</td>\n",
|
||
" <td>1.599941</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Lasagna</th>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>5.816626</td>\n",
|
||
" <td>0.392675</td>\n",
|
||
" <td>5.906178</td>\n",
|
||
" <td>0.511994</td>\n",
|
||
" <td>5.756489</td>\n",
|
||
" <td>0.448620</td>\n",
|
||
" <td>0.099122</td>\n",
|
||
" <td>1.123268</td>\n",
|
||
" <td>5.539504</td>\n",
|
||
" <td>0.706812</td>\n",
|
||
" <td>0.366451</td>\n",
|
||
" <td>1.599927</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Braaf</th>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>35</td>\n",
|
||
" <td>5.788721</td>\n",
|
||
" <td>0.370759</td>\n",
|
||
" <td>5.802216</td>\n",
|
||
" <td>0.441945</td>\n",
|
||
" <td>5.755557</td>\n",
|
||
" <td>0.433772</td>\n",
|
||
" <td>0.056644</td>\n",
|
||
" <td>1.144138</td>\n",
|
||
" <td>5.557937</td>\n",
|
||
" <td>0.682864</td>\n",
|
||
" <td>0.259868</td>\n",
|
||
" <td>1.599939</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>526 rows × 19 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" role team oppteam home starter vote% MV MV std \\\n",
|
||
"player \n",
|
||
"Musso P Atalanta Spezia 1 0.00 5 6.254639 0.411284 \n",
|
||
"Sportiello P Atalanta Spezia 1 1.00 80 6.251123 0.408416 \n",
|
||
"Rossi F. P Atalanta Spezia 1 0.00 1 6.061734 0.351279 \n",
|
||
"Scalvini D Atalanta Spezia 1 1.00 90 6.217599 0.504713 \n",
|
||
"Zappacosta D Atalanta Spezia 1 1.00 90 6.164116 0.437797 \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"Gaich A Verona Inter 1 0.55 55 5.889443 0.456912 \n",
|
||
"Kallon A Verona Inter 1 0.00 40 5.890604 0.410215 \n",
|
||
"Djuric A Verona Inter 1 0.45 60 5.929804 0.343351 \n",
|
||
"Lasagna A Verona Inter 1 0.00 0 5.816626 0.392675 \n",
|
||
"Braaf A Verona Inter 1 0.00 35 5.788721 0.370759 \n",
|
||
"\n",
|
||
" FV FV std MV loc MV scale MV skewness \\\n",
|
||
"player \n",
|
||
"Musso 5.946916 0.450058 5.985031 0.167425 0.881443 \n",
|
||
"Sportiello 5.167640 0.400064 5.984908 0.171609 0.860805 \n",
|
||
"Rossi F. 5.129675 0.639138 5.971167 0.378423 0.176554 \n",
|
||
"Scalvini 6.653731 0.868059 6.140544 0.573256 0.098986 \n",
|
||
"Zappacosta 6.573402 0.771070 6.108955 0.502768 0.081000 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"Gaich 6.155655 0.718308 5.801504 0.513575 0.126238 \n",
|
||
"Kallon 6.084521 0.610053 5.816953 0.463717 0.117285 \n",
|
||
"Djuric 6.060709 0.435960 5.884566 0.396357 0.084547 \n",
|
||
"Lasagna 5.906178 0.511994 5.756489 0.448620 0.099122 \n",
|
||
"Braaf 5.802216 0.441945 5.755557 0.433772 0.056644 \n",
|
||
"\n",
|
||
" MV tailweight FV loc FV scale FV skewness FV tailweight \\\n",
|
||
"player \n",
|
||
"Musso 1.599276 6.369741 0.568063 -0.528498 0.866981 \n",
|
||
"Sportiello 1.599271 5.377477 0.562605 -0.271637 0.856012 \n",
|
||
"Rossi F. 1.599066 5.736819 0.811367 -0.532390 0.811936 \n",
|
||
"Scalvini 0.968883 5.961493 1.111705 0.430606 1.599904 \n",
|
||
"Zappacosta 1.039319 5.945317 0.969838 0.445450 1.599910 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"Gaich 1.050550 5.545915 0.868884 0.476943 1.599893 \n",
|
||
"Kallon 1.100079 5.598563 0.781981 0.429863 1.599914 \n",
|
||
"Djuric 1.171547 5.795485 0.651227 0.293543 1.599941 \n",
|
||
"Lasagna 1.123268 5.539504 0.706812 0.366451 1.599927 \n",
|
||
"Braaf 1.144138 5.557937 0.682864 0.259868 1.599939 \n",
|
||
"\n",
|
||
" Clean Sheet % \n",
|
||
"player \n",
|
||
"Musso 65.361601 \n",
|
||
"Sportiello 29.907155 \n",
|
||
"Rossi F. 19.623594 \n",
|
||
"Scalvini 0.000000 \n",
|
||
"Zappacosta 0.000000 \n",
|
||
"... ... \n",
|
||
"Gaich 0.000000 \n",
|
||
"Kallon 0.000000 \n",
|
||
"Djuric 0.000000 \n",
|
||
"Lasagna 0.000000 \n",
|
||
"Braaf 0.000000 \n",
|
||
"\n",
|
||
"[526 rows x 19 columns]"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"db"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "aa1c6af5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def get_player_distributions(player): \n",
|
||
" dist_mv = tfp.distributions.SinhArcsinh(\n",
|
||
" db.loc[player, 'MV loc'],\n",
|
||
" db.loc[player, 'MV scale'],\n",
|
||
" db.loc[player, 'MV skewness'],\n",
|
||
" db.loc[player, 'MV tailweight']\n",
|
||
" )\n",
|
||
" \n",
|
||
" dist_fv = tfp.distributions.SinhArcsinh(\n",
|
||
" db.loc[player, 'FV loc'],\n",
|
||
" db.loc[player, 'FV scale'],\n",
|
||
" db.loc[player, 'FV skewness'],\n",
|
||
" db.loc[player, 'FV tailweight']\n",
|
||
" )\n",
|
||
" \n",
|
||
" dist_cs = tfp.distributions.Bernoulli(probs = db.loc[player, 'Clean Sheet %']/100)\n",
|
||
" \n",
|
||
" return [dist_mv, dist_fv, dist_cs];"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "d8456c70",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def simulate_lineup(squad, ITERS = 1000, MOD = False, CS = False, plot = True):\n",
|
||
" dist = [None] * len(squad)\n",
|
||
"\n",
|
||
" defenders = list([0]) * len(squad)\n",
|
||
"\n",
|
||
"\n",
|
||
" for i in range(len(squad)):\n",
|
||
" dist[i] = get_player_distributions(squad[i]) \n",
|
||
"\n",
|
||
" if(db['role'][squad[i]] == 'D'):\n",
|
||
" defenders[i] = 1\n",
|
||
" \n",
|
||
" total_points = np.zeros(ITERS)\n",
|
||
" clean_sheets = np.zeros(ITERS)\n",
|
||
" mod_points = np.zeros(ITERS)\n",
|
||
"\n",
|
||
" mv_samples = [None] * len(squad)\n",
|
||
" fv_samples = [None] * len(squad)\n",
|
||
"\n",
|
||
" for i in range(len(squad)):\n",
|
||
" mv_samples[i] = dist[i][0].sample(ITERS)\n",
|
||
" fv_samples[i] = dist[i][1].sample(ITERS)\n",
|
||
"\n",
|
||
" cs_samples = dist[0][2].sample(ITERS)\n",
|
||
"\n",
|
||
" for k in range(ITERS):\n",
|
||
" d_points = list([0]) * len(squad)\n",
|
||
"\n",
|
||
" cleansheet = float(cs_samples[k])\n",
|
||
" if(not CS):\n",
|
||
" cleansheet = 0;\n",
|
||
" \n",
|
||
" total_points[k] += cleansheet\n",
|
||
" clean_sheets[k] += cleansheet\n",
|
||
"\n",
|
||
" for i in range(len(squad)): \n",
|
||
" if(defenders[i] == 1):\n",
|
||
" d_points[i] = float(mv_samples[i][k])\n",
|
||
"\n",
|
||
" total_points[k] += float(fv_samples[i][k])\n",
|
||
"\n",
|
||
" d_points.sort(reverse = True)\n",
|
||
"\n",
|
||
" if(MOD and d_points[3] > 0): # minimum 3 defenders to get MOD\n",
|
||
" mod_avg = 0\n",
|
||
" for j in range(3):\n",
|
||
" mod_avg += round(d_points[j] * 2) / 2\n",
|
||
" mod_avg /= 3\n",
|
||
"\n",
|
||
" if(mod_avg >= 7):\n",
|
||
" mod_points[k] = 6\n",
|
||
" elif(mod_avg >= 6.5):\n",
|
||
" mod_points[k] = 3\n",
|
||
" elif(mod_avg >= 6):\n",
|
||
" mod_points[k] = 1\n",
|
||
"\n",
|
||
" total_points[k] += mod_points[k]\n",
|
||
" \n",
|
||
" loc_0 = total_points.mean()\n",
|
||
"\n",
|
||
" squad_model = tf.keras.Sequential(\n",
|
||
" [\n",
|
||
" tf.keras.layers.Dense(3),\n",
|
||
" tfp.layers.DistributionLambda(\n",
|
||
" lambda t: tfp.distributions.SinhArcsinh(loc= loc_0 + t[..., 0], scale = 1e-3 + tf.math.softplus(t[..., 1]), \n",
|
||
" skewness = t[..., 2], tailweight = 0.8) # fixed tailweight seems ok\n",
|
||
" )\n",
|
||
" ]\n",
|
||
" )\n",
|
||
"\n",
|
||
" def negloglik(y, distr):\n",
|
||
" return -distr.log_prob(y)\n",
|
||
"\n",
|
||
" squad_model.compile(optimizer=tf.optimizers.Adam(learning_rate=1), loss=negloglik)\n",
|
||
"\n",
|
||
" dummy_input = np.zeros(total_points.shape)[:, np.newaxis]\n",
|
||
" squad_model.fit(dummy_input, total_points, epochs=100, verbose=False)\n",
|
||
" \n",
|
||
" squad_points_dist = squad_model(np.zeros(1)[:, np.newaxis])\n",
|
||
"\n",
|
||
" if(plot):\n",
|
||
"\n",
|
||
" x = np.arange(start = 0, stop = 200, step = 0.001)\n",
|
||
" prb = squad_points_dist.prob(x)\n",
|
||
"\n",
|
||
" mn = total_points.mean()\n",
|
||
" pot = mn + 2 * total_points.std()\n",
|
||
"\n",
|
||
" f, ax = plt.subplots(1, 2)\n",
|
||
"\n",
|
||
" ax[0].plot(x, prb)\n",
|
||
" ax[0].fill_between(x, prb, color = 'lightblue')\n",
|
||
" ax[0].vlines(x = mn, color = 'black', ymin = 0, ymax = 3, linestyle = 'dashed', label = 'mean = ' + \"{:.2f}\".format(mn))\n",
|
||
" ax[0].vlines(x = pot, color = 'grey', ymin = 0, ymax = 3, linestyle = 'dashed', label = 'potential = ' + \"{:.2f}\".format(pot))\n",
|
||
"\n",
|
||
" \n",
|
||
" ax[0].set_xlim([40, 140])\n",
|
||
" ax[0].set_ylim([0, 0.12])\n",
|
||
"\n",
|
||
" ax[0].legend()\n",
|
||
"\n",
|
||
" #ax[0].hist(total_points, bins = 20, density = True)\n",
|
||
"\n",
|
||
"\n",
|
||
" ax[1].text(0.1, 0.8, \"\\n\".join(squad), fontsize=10, transform=ax[1].transAxes, verticalalignment = 'top')\n",
|
||
"\n",
|
||
" text = \"\\n\".join(['Avg Total Points = ' + \"{:.2f}\".format(total_points.mean()), \n",
|
||
" 'Avg Mod Points = ' + \"{:.2f}\".format(mod_points.mean()), \n",
|
||
" 'Avg Clean Sheets = ' + \"{:.2f}\".format(clean_sheets.mean())])\n",
|
||
"\n",
|
||
" ax[1].text(0.5, 0.8, text, fontsize=10, transform=ax[1].transAxes, verticalalignment = 'top')\n",
|
||
"\n",
|
||
" ax[1].axis('off')\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
" plt.subplots_adjust(right=1.5)\n",
|
||
"\n",
|
||
" plt.show()\n",
|
||
" return [squad_model, squad_points_dist, total_points.mean(), mod_points.mean(), clean_sheets.mean()]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "852ef39e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def sinh_archsinh_pdf(x, mu, sigma, eps, delta):\n",
|
||
" mul = 2 / np.sinh( np.arcsinh(2) * delta) \n",
|
||
" z = (x - mu) / (sigma*mul) \n",
|
||
" S = np.sinh( -eps + (1/delta) * np.arcsinh(z))\n",
|
||
" return np.exp(-0.5 * S * S) * np.sqrt(1 + S * S) / ( sigma * mul * delta ) / np.sqrt(1 + z * z) / np.sqrt(2 * np.pi)\n",
|
||
"\n",
|
||
"def plot_lineup(squad, config):\n",
|
||
" fig, axs = plt.subplots(6, 5, figsize=(14, 10))\n",
|
||
"\n",
|
||
" i = 0;\n",
|
||
" j = 1;\n",
|
||
"\n",
|
||
" for ax in axs.flat:\n",
|
||
" ax.axis('off')\n",
|
||
"\n",
|
||
" if(i < len(config) and config[i] == j):\n",
|
||
" player = squad[i];\n",
|
||
"\n",
|
||
" mu = db.loc[player, 'FV loc'];\n",
|
||
" sigma = db.loc[player, 'FV scale'];\n",
|
||
" eps = db.loc[player, 'FV skewness'];\n",
|
||
" delta = db.loc[player, 'FV tailweight'];\n",
|
||
"\n",
|
||
" x = np.arange(start = 0, stop = 30, step = 0.001)\n",
|
||
"\n",
|
||
" pxf = sinh_archsinh_pdf(x, mu, sigma, eps, delta)\n",
|
||
"\n",
|
||
" mf = np.average(x, weights = pxf);\n",
|
||
"\n",
|
||
"\n",
|
||
" ax.plot(x, pxf, color = 'g', label = player)\n",
|
||
" ax.fill_between(x, pxf, color = 'lightgreen')\n",
|
||
"\n",
|
||
" ax.vlines(x = mf, color = 'g', ymin = 0, ymax = 3, linestyle = 'dashed', label = 'mfv = ' + '{:.2f}'.format(mf)) \n",
|
||
"\n",
|
||
" ax.legend(fontsize=\"9\", loc =\"upper right\", handletextpad=0, handlelength=0)\n",
|
||
"\n",
|
||
" ax.axis(xmin = 0, xmax = 15, ymin = 0, ymax = 1)\n",
|
||
"\n",
|
||
" ax.axis('on')\n",
|
||
" ax.get_yaxis().set_visible(False)\n",
|
||
"\n",
|
||
" ax.tick_params(axis='both', labelsize=7)\n",
|
||
"\n",
|
||
" i = i + 1;\n",
|
||
"\n",
|
||
" j = j + 1;\n",
|
||
" \n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "dda9acb8",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"config_442 = [3, 6, 7, 9, 10, 15, 17, 19, 21, 27, 29];\n",
|
||
"config_433 = [3, 6, 7, 9, 10, 13, 17, 19, 26, 28, 30];\n",
|
||
"config_343 = [3, 7, 8, 9, 11, 15, 17, 19, 26, 28, 30];\n",
|
||
"config_4231 = [3, 6, 7, 9, 10, 12, 19, 23, 25, 26, 28];\n",
|
||
"config_433_classic = [3, 6, 7, 9, 10, 17, 18, 19, 26, 28, 30];\n",
|
||
"config_343_classic = [3, 7, 8, 9, 16, 17, 19, 20, 26, 28, 30];"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "beea77cf",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 30 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"squad = ['Szczesny',\n",
|
||
" 'Di Lorenzo',\n",
|
||
" 'Kim',\n",
|
||
" 'Bastoni',\n",
|
||
" 'Carlos Augusto',\n",
|
||
" 'Kostic',\n",
|
||
" 'Frattesi',\n",
|
||
" 'Barella',\n",
|
||
" 'El Shaarawy',\n",
|
||
" 'Rafael Leao',\n",
|
||
" 'Hojlund']\n",
|
||
"\n",
|
||
"s = simulate_lineup(squad)\n",
|
||
"\n",
|
||
"plot_lineup(squad, config_442)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "acb6d8c0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 30 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"squad = ['Szczesny',\n",
|
||
" 'Di Lorenzo',\n",
|
||
" 'Kim',\n",
|
||
" 'Bastoni',\n",
|
||
" 'Carlos Augusto',\n",
|
||
" 'Rovella',\n",
|
||
" 'Frattesi',\n",
|
||
" 'Barella',\n",
|
||
" 'Gonzalez N.',\n",
|
||
" 'Hojlund',\n",
|
||
" 'Rafael Leao']\n",
|
||
"\n",
|
||
"s = simulate_lineup(squad)\n",
|
||
"\n",
|
||
"plot_lineup(squad, config_433)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "3be44a67",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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z2Ux6ejomk8nfoYiIiPRrSsaIiIiI19Q21bImd80J94mNjAXgcPVhj9Rps9nIzs7WUKVusNls6k0kIiLiA0rGiIiIiNd8kvsJTa0nTorERrUlY8qqy6hvqSfUEtrjes1mMyEhIT0uR0RERMQb9NWHiIiIeM2KvStOuk9MZAwATc4m8mo1tEhERET6PyVjRERExCsMw+hSMibIGkRUeBQAu47s8nZYIiIiIn6nYUoiIiLiFTtKd5BXlYfVbCUpLgmTydTpxLCxkbFU11az78g+GOTjQEVERER8TMkYERER8QpXr5jstGx+dOmPTrivPcIOQEFNgbfDEhEREfE7DVMSERERr1ixry0ZMyJjxEn3jYpoG6ZUXFPs1ZhEREREegMlY0RERMTjqhqq+Cz/MwCGZww/6f72cDsAh2oOeTMsERERkV5Bw5RERETE4/514F80tzaTGJNIVFgUD/z9AQDuWXAPtiDbcftHR0QDUOoo9WmcIiIiIv6gZIyIiIh4nGu+mBEZIzAwOFJzBAADo8P9XaspHXEcwTCMTif6FREREekPNExJREREPKrVaOWDfR8AXZsvBr6bwLeytpL61npvhSYiIiLSKygZIyIiIh71zcFvOOQ4RHBQMFkpWV06xtUzpsnZREljiTfDExEREfE7JWNERETEo1xDlE5LPw2rpWsjooODggmxhQBwoOqA12ITERER6Q2UjBERERGPci1pPXzQyVdROlp0eNskvjnVOR6PSURERKQ3UTJGREREPKasrowvC78Eurak9dFcKyoVVhd6PC4RERGR3kSrKYmIiIjHrNy3EgODlPgU96S8JkwkxSa5X3fGlYwpqinyepwiIiIi/qRkjIiIiHiMexWlQd+tomQLsvHfC/77pMe6hikdrDnoneBEREREegkNUxIRERGPaGltYeX+lcCpD1GC75Ixhx2HPRqXiIiISG+jZIyIiIh4xNfFX1NWV0aILYSMpIxTPt41TKnMUebhyERERER6Fw1TEhEREY9wDVEalj4Mi8Xifr/J2cQTrz8BwM+v/Dm2IFuHx7t6xhxxHMEwDEymzueXEREREenLlIwRERERj3AnYwYNa/e+gcGhikPu151xJWOqa6upb60nzBLmpUhFRERE/EvDlERERKTHSmtL2VC0AYDhg059vhiAyPBITJhoNVrJdeR6MDoRERGR3kXJGBEREemxlfvblrROjU91z/1yqixmC5FhkQDkVOd4MjwRERGRXkXJGBEREekx1xCl7qyidDRXIievKq/HMYmIiIj0VkrGiIiISI+0tLawct+/l7Tu5hAll6jwKAAKHYU9jktERESkt1IyRkRERHrk6+KvKa8vb1vSOjmjR2W5esYUVRd5IDIRERGR3kmrKYmIiEiPtFvS2mw5brsJEzGRMe7XJ+JaUelQzSEPRykiIiLSeygZIyIiIj2yYu8KoPP5YmxBNu6/8f4uleVKxpQ4SjwTnIiIiEgvpGFKIiIi0m2Haw/zdfHXAAwbNKzH5bmGKZU7yntcloiIiEhvpWSMiIiIdNvyPcsxMEhLTHP3aukJVxlHHEcwDKPH5YmIiIj0RkrGiIiISLct270MgNOzTu90n6bmJh5/7XEef+1xmpqbTlieq2dMbUMt1c5qzwUqIiIi0osoGSMiIiLdUues41/7/wXAyMyRne5nGAYFhwsoOFxw0t4uYcFhWC1tU9rtq97nuWBFREREehElY0RERKRbPjrwEfXN9cRExpASn+KRMk0mk3uoUm51rkfKFBEREeltlIwRERGRbnl397tA2xAlk+nES1afCtdQpbyaPI+VKSIiItKbKBkjIiIip6zVaOW9Pe8BMCprlEfLdvWMKagu8Gi5IiIiIr2FkjEiIiJyyr4s/JLDtYcJsYUwOGWwR8uOCo8CoLim2KPlioiIiPQWSsaIiIjIKXtj+xtA28S9FovFo2XbI+wAHKo55NFyRURERHoLq78DEBERkb6l1WjlzR1vAnBG9hldOiY8JLzL5bt6xhx2HD714ERERET6ACVjRERE5JSsy19HUU0RIbYQhqUPO+n+wUHBPPTDh7pcvqtnTHlNeXdDFBEREenVNExJRERETsnr218HYPTg0Vitnv9eJyYyBoCKmgrqmus8Xr6IiIiIvykZIyIiIl3W0tpyykOUTpU9wo7ZbKaltYU91Xu8UoeIiIiIPykZIyIiIl32z/3/5HDtYcJDwhmaNrRLxzQ1N/HUkqd4aslTNDU3nXR/s9lMbGQsANvLt/coXhEREZHeSHPGiIiISJc9/83zAIwfNr7LqygZhsH+ov3u110RHx1PWVUZe46oZ4yIiIj0P+oZIyIiIl1SWlvKu7vfBeDsEWd7ta646DgA9h/Z79V6RERERPxByRgRERHpkpe2vISz1Un6gHRS4lO8Wld8dDwAeUfyvFqPiIiIiD8oGSMiIiIn1dLawrNfPwvAOSPO8Xp9rp4xRZVFXq9LRERExNeUjBEREZGTem/Pe+yr2EdYcBhnDjvT6/W5esYcOnKI5tZmr9cnIiIi4ktKxoiIiMhJPf754wCcd/p5BAcFe72+RHsiZpOZ+qZ6dlbu9Hp9IiIiIr6kZIyIiIic0Gf5n/FZ/mdYzBYmjZ7UrTJsVhs2q63L+1utVhJjEgH48tCX3apTREREpLfS0tYiIiLSKcMw+O+P/htoW0EpOiL6lMsIDgrmsdsfO+XjkuOTOVRxiG8OfwMjTvlwERERkV5LPWNERESkU+/vfZ91BesIsgRx4YQLfVp3Slzbik3bS7b7tF4RERERb1MyRkRERDpU56zjzg/vBGDSmEnYI+w+rT81IRWAnQc1Z4yIiIj0L0rGiIiISIce+PQBDhw5gD3C3qNeMc5mJ39996/89d2/4mx2dvm4jOQMTJg4XHWY/VX7u12/iIiISG+jZIyIiIgcZ+W+lfxu/e8AmD95PiG2kG6X1Wq0siN3Bztyd9BqtHb5uLDgMFLi24YqLc9d3u36RURERHobJWNERESknZ2lO7nm7WswMDhv1HmMGjzKb7EMTh0MwIf7PvRbDCIiIiKepmSMiIiIuO0q28X3XvoeFfUVpA9IZ+4Fc/0az+mDTwdgzd41NDY3+jUWEREREU9RMkZEREQAWLJjCWf/7WyKa4pJik3ih5f8kCBrkF9jGpwymKjwKOoa6/jbtr/5NRYRERERT1EyRkREJIAZhsH6gvXMWTyH+W/Op7qxmqyULP7j8v8gIjTC3+FhNps5//TzAXh4zcPUOev8HJGIiIhIz1n9HYCIiIj4RqvRSmVDJQVVBWw7vI2vi79mxb4V7CnfA4DFbGHquKlcdPZFWC2950+EC8ZcwGdbPqPoSBFzXp/DoosXkR6d7u+wRERERLqt9/ylJSIi0gcZhgHA1OemYg41t3vP9drAOOXXrjK68tr1e2f7GBjUNtVS2VDZ7hgXi8XC2OyxTB4zmcSYRJprm2mm2ROXB6BtrpeGttcNNQ0Y1uNjOBETJq46/yr+vuLvfLL9EwZtH8SAyAHEh8YTYm1b5clkMrn3NZlMmDB5LH5p01zf9pno6DMkIiIip8Zk6I4qIiLSbQcOHGDw4MH+DkPEZ/bv309WVpa/wxAREenT1DNGRESkB2JjYwHIz88nOjrap3VXV1eTlpZGQUEBUVFRqlt1e1VVVRXp6enuz7yIiIh0n5IxIiIiPWA2tw1Nio6O9ssDMkBUVJTqVt0+4/rMi4iISPfpbioiIiIiIiIi4kNKxoiIiIiIiIiI+JCSMSIiIj0QHBzM/fffT3BwsOpW3f227t5Qv4iISH+i1ZRERERERERERHxIPWNERERERERERHxIyRgRERERERERER9SMkZERERERERExIeUjBERERERERER8SElY0RERLpo+fLlnHbaaWRnZ/O3v/3tuO1fffUVI0eOZMiQITz44IMeq7egoIApU6YwYsQIRo8ezZtvvnncPhkZGYwePZqxY8cya9Ysj9UNYLVaGTt2LGPHjuWWW245bru3znv37t3ueseOHUtoaCjvvPNOu308fd5z584lJiaG+fPnu9/ryvnt37+f8ePHM2TIEG677Ta6sz7CsXXX1dUxa9Yshg0bxqhRo3jqqac6PG7KlCkMGzbMfZ26o6Pz7sq19cR5i4iIBCRDRERETsrpdBrZ2dlGYWGhUV1dbQwZMsQoLy9vt8/48eONb7/91nA6ncb48eONrVu3eqTu4uJi45tvvjEMwzBKSkqM1NRUw+FwtNtn0KBBRk1NjUfqO1ZcXNwJt3vrvI9WU1NjxMXFef28V61aZbz77rvGvHnz3O915fwuv/xy47333jMMwzAuu+wy9+ue1F1bW2t8+umnhmEYhsPhMIYNG2bs3bv3uOMmT57c42ve0Xl35dp64rxFREQCkXrGiIiIdIGrd0RqaiqRkZHMmjWLlStXurcXFxfT3NzM6NGjsVqtXHPNNbz33nseqTs5Odnd4yExMZHY2FgqKio8UnZPefO8j/buu+8yffp0wsPDPV720aZOnUpkZKT7966cn2EYfP7558yePRuAhQsXdusaHFt3WFgYkydPBiA8PJzs7GwOHjzYndM65bq7wlPnLSIiEoiUjBEREemC4uJiUlNT3b8PHDiQoqKiLm/3lK+//prW1lbS0tLavW8ymbjggguYMGECS5Ys8Wid1dXVnHnmmUycOJHVq1e32+ar837jjTe48sorj3vfm+cNXTu/8vJyYmNjMZlMne7TUwUFBWzZsoVx48Z1uP2aa65h3LhxPPPMMx6r82TX1hfnLSIi0l9Z/R2AiIhIX2B0MBeG6yG0K9s9oby8nIULF3Y4X826detISUmhsLCQadOmMWbMGIYMGeKRenNzc0lJSWHbtm3Mnj2brVu3EhUVBfjmvKurq1m3bh2vvfbacdu8ed7QtfPz9jVoaGjgyiuv5Pe//32HPYMWL15MSkoKFRUVXHTRRYwcOdLdo6YnTnZtffFvLyIi0l+pZ4yIiEgXpKamtvvWv7CwkOTk5C5v76nGxkbmzp3LPffcw3nnnXfc9pSUFKCtd8L06dPZvHmzx+p2lT1q1ChGjBjBnj173Nu8fd4Ay5YtY8aMGYSEhHQamzfOG7p2fvHx8VRUVLiTE568BoZhcP311zNr1qx2k+sezXUNYmNjmTdvHhs2bPBI3Se7tt48bxERkf5OyRgREZEumDBhAtu2baOoqIiamhpWrFjBjBkz3NtTUlKwWCxs2bKF5uZmXn31VS6++GKP1G0YBjfccAPTpk3juuuuO257bW0tNTU1AFRWVrJmzRqGDx/ukbqPHDlCY2Mj0PawvWPHDrKystzbvXneLp0NUfLmebt05fxMJhPnnHMO77//PgAvvviix67BPffcQ1hYGPfdd1+H25ubmykrKwPaetCsXLmSkSNH9rjerlxbb563iIhIv+efeYNFRET6nmXLlhnZ2dnG4MGDjeeee84wDMOYOXOmUVRUZBiGYXz++efGiBEjjKysLOP+++/3WL1r1641TCaTMWbMGPfPli1b3HXv37/fGD16tDF69Ghj1KhRxl/+8heP1b1u3Tpj1KhRxujRo40xY8YYS5cuNQzDN+dtGIZRWVlpJCYmGo2Nje73vHneF154oREfH2+EhoYaqampxldffdXp+d18883Ghg0bDMMwjD179hjjxo0zsrKyjFtvvdVoaWnpcd1r1qwxAGPEiBHuf/cPP/ywXd0Oh8MYN26ccfrppxsjRowwfvWrX3nkvL/44otOr62nz1tERCQQmQyjgwG/IiIiIiIiIiLiFRqmJCIiIiIiIiLiQ1pNSaSPa21tpbi4mMjISK1iIf2aYRjU1NSQkpKC2dx7vktQG5RA0RvboNqfBIre2P5EpGeUjBHp44qLi0lLS/N3GCI+U1BQwMCBA/0dhpvaoASa3tQG1f4k0PSm9iciPaNkjEgfFxkZCbTdnKOiovwcjYj3VFdXk5aW5v7M9xZqgxIoemMbVPuTQNEb25+I9IySMSJ9nKtbdlRUlP4Q7QbDMCira1sWNj4sXt3c+4De9m+kNtg1amv9R2/6t1P7OzVqh32f/s1E+g8lY0QkoNU560j8fSIAjnschNvC/RyRSP+ktibif2qHIiK9h2Z/EhERERERERHxISVjRERExOue2fCMv0MQERER6TU0TElExAsMw6C5uZmWlhZ/h9KnWCwWrFarxsT3Q3/Z+Bf364rGCq8Oj2hpacHpdHqt/P4sKCgIi8Xi7zCkj9M9sHt0DxQJLErGiIh4WFNTEwcPHqSurs7fofRJYWFhJCcnY7PZ/B2KeIijycGBIwfcv68+uJoFkQu8U5fDQWFhIYZheKX8/s5kMjFw4EAiIiL8HYr0UboH9ozugSKBQ8kYEREPam1tJScnB4vFQkpKCjabTd9wdZFhGDQ1NVFaWkpOTg7Z2dmYzRpN2x8cnYgB2Fq6FYZ6vp6WlhYKCwsJCwsjISFBbe8UGYZBaWkphYWFZGdnq4eMnDLdA7tP90CRwKNkjIiIBzU1NdHa2kpaWhphYWH+DqfPCQ0NJSgoiLy8PJqamggJCfF3SOIBxyZj8qryvFKP0+nEMAwSEhIIDQ31Sh39XUJCArm5uTidTiVj5JTpHtgzugeKBBYlY0QkoFnNVq4fc737tafo26zu07Xrf/ZX7G/3e1F1kVfr0zfx3adr17956553LP3/ePfp2okEDiVjRCSgBVuDWXTZIn+HIdKv5VflAxAbFUtFdQUlNSV+jkgkMOmeJyLSeyj1KiLSS8ycOZNnntHyv9L/lNaVApAanwpAZW2lJtg9ysiRI1m+fLm/wxCRf7vtttv4r//6L3+HISL9nJIxIhLQDMOgtqmW2qZanzwcTpkyhSeffNL9+/79+8nKyuLOO+9kxYoV3H777V6PQcTXXMmYBHsCAFW1VTQajT6NYcqUKQQHBxMREUFkZCQjR47kzTff9GkMndm+fTtz5szxdxgSAHx9zzuWt9qhyWRi8+bNPQ/w3/7yl7/w6KOPeqw8EZGOKBkjIgGtzllHxMMRRDwcQZ3Tt8twbtmyhYkTJ7Jw4UL++Mc/aq4G6bfK6soAWLVpFQBNzU2UNZX5PI5HH30Uh8NBdXU1jz32GNdeey15ed6ZTNhXmpub/R2C9CH+vOe59Md2KCLSHUrGiIj4wfr165k6dSr33nsvv/rVr4D2vWY+/fRT7HY7zz77LKmpqcTExPDkk0+yc+dOzj77bKKiorjsssuora3130mIdFFpbelx7+XX5PshkjYmk4nZs2djt9vZvXs3ixYtYuzYse32GTt2LIsWLXL//vLLLzN8+HDsdjsTJ07km2++cW+bMmUK99xzDzNmzCAiIoJx48axdetW9/bCwkK+//3vExUVxZlnnslvf/tbMjIy3NszMjJ45513ulzXL37xCy688ELCw8P54IMPyMjI4LHHHuOcc84hMjKSyZMnU1BQ4D5m3759zJgxg9jYWAYPHtyud56IvxzbDh0OB5deeimJiYlER0dzwQUX8O2337r337RpE+eccw5RUVHEx8dz8cUXAzBhwgQAzjvvPCIiIvjtb38LwNdff83555+P3W5nxIgRvPrqq+6yfvWrX3HxxRdzxx13YLfbSU9P5/XXX3dvv+GGG/jZz37mg6sgIoFMyRgRER9btWoVM2fO5Mknn+QnP/lJp/vV1NSwf/9+cnJyeOONN7j77rv5+c9/zhtvvEF+fj579+7lueee82HkIqfOMAz3MKWjFToK/RBNm9bWVpYtW0ZDQwNnnHHGSfdfu3YtP/7xj3nuuecoLS1l/vz5zJgxg6qqKvc+L774Io888giVlZWMHz++Xdu+5pprGDRoECUlJbz66qs8//zzPapr0aJF/OY3v8HhcPC9733PXf/ixYspLS0lPDyc//3f/wXaes7MmTOHMWPGUFxczNKlS3nsscdYvHjxKV83EU86th22trZyzTXXkJOTQ0lJCWeccQY/+MEP3MOp7rjjDi6++GIqKyspKiriP//zPwH46quvgLYvORwOB/feey+VlZVcdNFFXHXVVZSWlvLss89y6623sm7dOnf9K1eu5Pzzz6e8vJzf/OY33HLLLdTU1Pj+QohIwFIyRkTExz799FMSExOZNWvWSfd98MEHsdlsfP/73yc2NpZLL72UQYMGYbfbmT17Nps2bfJBxCLdV9NUQ1NL03HvFzuKfR7LPffcg91uJzw8nMsvv5z77ruPhISEkx734osvsmDBAi644AKCgoL42c9+RkxMDO+//757n+uuu44zzjgDq9XK9ddfz8aNGwEoKChg7dq1PPLII4SGhjJ06FBuu+22HtV1zTXXMGHCBEwmE6GhoUDbg2pWVhYhISFce+217vq//PJLDh48yG9+8xtCQkIYPXo0d9xxR7tePyK+1Fk7jIqK4sorryQ8PJyQkBAeeOAB9uzZQ3Fx2/9XBAUFkZeXR3FxMcHBwVxwwQWd1vH++++TkJDAT37yE4KCgpg8eTLXXHMN//jHP9z7jBs3jquvvhqLxcJ1111HU1MTe/bs8fr5i4i4KBkjIuJj9913H8OGDWPatGmUlXU+b0ZkZCRhYWHu38PCwkhKSmr3u8Ph8GqsIj3lmi8myBLU7v1DtYd8HsvDDz9MZWUl9fX17N69m7///e9d6l1WWFjYblgRQGZmJoWF3/XuObpthoeHu9tmcXExISEhxMfHu7enp6f3qK6Ojj+2ftc3/IWFhaSkpGCz2dzbs7Ky2pUn/V9FfQXTX5zOze/e7O9QOm2H9fX13H777WRkZBAVFeVuB6775AsvvEBDQwNnnnkmw4YN4+mnn+60jo7a0bGf+6PbjCuxqZ4xIuJLSsaIiPiYzWZjyZIlZGRkMHXqVEpLjx/CIdJfuOaLCQ8Nb/d+iaPEH+G4DRkyhNmzZ7N8+XIiIiKoq2s/memhQ98liwYOHEhubm677bm5uQwcOPCk9aSkpNDQ0NAu8Zqf3/l8OV2py2zu+p9vAwcOpLi4GKfT6X4vJyenS7FL//H0V0+zKmcVr29//eQ7+9DR7fDxxx9n48aNfPbZZ1RXV7vbgWuY0uDBg3nxxRc5dOgQf/vb37j77rvdPcCOnQC/o3akz72I9DZKxoiI+IHNZuOtt94iOzubqVOncvjwYX+HJOIVrvlijk3GlNeV+yMct7y8PFasWMHpp5/O2LFjOXDgAGvXrqW5uZnHHnuM8vLv4luwYAGvvPIK69ato7m5maeeeory8vIuDTVMS0vj/PPP595776W+vp69e/fy17/+tdP9e1JXRyZMmMCAAQP45S9/SWNjI9u2bePpp5/m+uuv71Z50jet3L/S3yF06Oh2WF1dTUhICDExMe65X4724osvUlJSgslkIiYmBrPZjNVqBWDAgAHs37/fve+sWbM4fPgwzzzzDM3Nzaxdu5bFixezcOFCn56fiMiJKBkjIgHNYrYwf8R85o+Yj8Vs8WndQUFBvP766wwbNowpU6a0+yZepL9wDVOKCI1gzJAxpMSlAP5JxvzXf/0XERERREREcP755/O9732PX/7ylwwZMoTHHnuM+fPnk5ycTGNjIyNHjnQfN3nyZJ566iluvvlm4uLieO211/jggw+w2+1dqnfx4sUcOHCAAQMGcNVVV7FgwQKCg4M73LendR0rKCiI5cuXs3HjRpKSkrjkkkv4+c9/zjXXXNOt8qTvaTVa2XTwu/nFQm2hfrnnuXTWDn/+859jsVgYMGAAo0aN4txzz2133EcffcSYMWOIiIjgkksu4Xe/+x1jxowB4Ne//jU//elPiYmJ4ZFHHiEmJoYPPviAl19+mbi4OH74wx/y7LPPMnHiRH+csohIh0yGq++fiPRJ1dXVREdHU1VVRVRUlL/DCXgNDQ3k5OSQmZlJSEiIv8Ppkzq7hr31s95b4+otfrfud/zio19w1rCzuPbCa/l619e8/M+XGZE2gu03bfdoXX2l/f32t79l1apVfPTRR/4O5Tgnuoa98bPeG2PqbfKr8hn05CD372aTmYp7KogOivZ4XX2lDfZmfe0eKCLdp54xIiIi4jXHDlOKCI0AoKquqtNj+ptNmzaxa9cuDMNg48aNPP3001xxxRX+DksCxJ7ythWCEmMSsVlttBqtbKnY4ueoREREyRgRERHxGncyJqR9MqamvoZA6ZxbWlrKzJkz3Uv53nzzzdx8s/9XtZHAsLtsNwADYgYQFx0HwLbybf4MSUREAKu/AxAR8afaploiHm57OHTc4yDcFn6SI0TkVLjmjAmxhfCzP/3M/b6j3kF9az1hlrBOjuw/ZsyYQU5Ojr/DkAB14MgBAOKi42htbeVg+UFuf/N2Ft6zUPc8ERE/Us8YERER8Rr30tYh7R/6Wo1WDtVr0moRbyt2FANgj7C7e8aIiIj/KRkjIiIiXtPR0tbBQW0rCRU6Cv0Sk0ggKa5pS8ZEhUcRExnj52hERMRFw5RERETEa1zDlI7uGRMRGkGjs9H9jb2IeI8rGRMdHg2BMU2TiEifoJ4xIiIi4hWNzY1UN1YD303ce/TrQ7UapiTiTYZhtEvG2CPt7m0tRoufohIREVDPGBEREfESV68Ys8lMSHCI+33XkKWSuhK/xCUSKKobq6lz1gFtw5RMJpN7W6WzkqjgKH+FJiIS8NQzRkSkl2poaGDu3LnY7XYmTJjg73BETpl7iFJoeLuHQFfPmMO1h/0SV1eo/Ul/4OoVExocii3IRljod6uX5Th69wpfaoMi0t8pGSMiAc1itjArexazsmdhMVv8HU47S5YsYffu3ZSUlPDVV1/5tO7GxkbuvvtukpOTiYiI4PTTTyc3N7fT/U0mE2FhYURERBAREcGYMWPc27744gtmzJhBfHw8sbGxzJgxgx07dvjgLMTfXJP3RoRGYDaZGZExghEZI4gIa0vGlNWW+TO8E+pL7W/nzp2cf/75hIWFMXToUN599133tsLCQs477zzi4uKIjo5m7NixLF261AdnIb1Bu/liAKvZSpA1CIDcmlx/hdUlfaUNNjU1MX/+fDIyMjCZTLzzzjvttr/yyivue6Prx2Qy8cQTT3j/RESkV1MyRkQCWog1hPeveZ/3r3mfEGvIyQ/woZycHIYOHUpwcLDP677xxhvZv38/GzdupKamhjfffBO73X7CY9avX4/D4cDhcPDtt9+63z9y5Ag33ngj+/bt49ChQ0yYMIGLLrqIlhbNV9DfuZa1jgiNIMgaxA8v+SE/vOSH7gfDiroKf4Z3Qn2l/TmdTi6++GKmT59ORUUFTzzxBNdccw379u0DICYmhkWLFlFaWkpVVRXPPPMMCxYsICend/eKEM84NhkTZA0iLTENgIOOg36Lqyv6ShsEmDhxIi+99BIDBw48btu1117rvjc6HA5Wr16N2Wzmiiuu8OIZiEhfoGSMiIiPZGRk8PDDD3PWWWcRHh7OzJkzqaio4Pbbb8dut5Odnc369esBuOuuu3jwwQdZvnw5ERER3H///YwZM4YXX3yxXZkzZ87kkUce8Wic27dvZ9myZbzwwgukpKRgMpkYNmzYSZMxnZk5cyZXXXUVdrsdm83Gf/7nf1JQUEBeXp5H45bex72s9VErKcF3w5R8mYzpr+1vzZo1lJeX87//+7+EhIQwZ84cJk+ezEsvvQRAeHg4Q4cOxWw2YxgGZrOZlpaWE/a0kf7j2GQMgD3CDkBBdYFPY+mvbdBms/Gzn/2MSZMmYbGcvIft888/z4UXXkhaWppH4xaRvkfJGBERH3r11VdZsmQJRUVF5OfnM2HCBKZNm0Z5eTlXXXUVt912GwCPP/449957L3PmzMHhcPDAAw9w3XXXuR+wAEpKSvj444+59tprO6zL9QduZz+fffZZh8etXr2arKwsHn30URITExk6dCi///3vT3puM2fOJCEhgenTp/PFF190ut/q1aux2+2kp6eftEzp21xzxhy9ktLRv1fVV/k0nv7Y/rZs2cLIkSMJCgpyvzd27Fi2bNnSbr/Ro0cTHBzMueeey/nnn8+kSZO6fN2k73IlYyLDI93vuZIxRdVFPo+nP7bBU1FfX8/ixYu55ZZbPFKeiPRtSsaISECrbaol/LfhhP82nNqmWq/Xd/vtt5Oeno7dbmf27NnEx8czf/58LBYLV199Ndu2baOpqanDY6+99lpWr15NUVHbH9CLFy9m0qRJnX679swzz1BZWdnpz8SJEzs8rqKigm3btmEYBvn5+SxdupQ//OEPvPLKK52e16pVq8jNzSU3N5dZs2Zx4YUXkp+ff9x+eXl5/OhHP+Lxxx/HatWCfv2da5hSeGg4jc5GfvHML/jFM78g2NY27KCqzrfJmP7Y/hwOx3Hf2Nvtdmpqatq9t2XLFhwOB++99x4zZ87s0jf40vcVO9qSMVHhbasmNTobWb15NQCFlYU+j6c/tsFT8dZbb2Gz2bjkkkt6XJaI9H1KxohIwKtz1rmX/vS2pKQk9+uwsLDjfjcMg7q6jmNJTk5m2rRp7j8IX3zxRRYuXOjxGCMiIrBYLDz44IOEhIQwcuRIbrrpJpYtW9bpMVOnTiU4OJjw8HDuuusuhg0bxooVK9rtU1hYyPTp07njjju46aabPB639D5HT+AL0NTcRFNzk3vYUm1DLc4Wp8/i6Y/tLyIigqqq9kmtqqoqIiMjj9vXZrMxZ84cPvnkE488WErvd8hxCGg/TKmltW2+rjKH7yfQ7o9t8FQ8//zzLFy4sF1PNhEJXErGiIj0Ia5u2tu2bWPPnj3Mmzev031vu+2241ZwOPpn7dq1HR7nWgnp6KWIT5XZ3P72UlRUxNSpU7nuuuu49957u12u9C3HJmNcXMkYwzA4WNe7JxE9Wm9sf6NHj2b79u04nd8ltTZv3szpp5/e6TFOp5O9e/d2qXzp20ocJQBEhh2fnDviOIJhGL4OqUd6Yxvsqn379rFmzRpuvvlmj5YrIn2XkjEiIn3I3LlzycvL4+6772bu3LlERER0uu9f/vKXdis4HPvT2ZwRF1xwAdnZ2TzwwAM4nU52797NokWLuPTSSzvcf9u2bWzcuBGn00lDQwN/+tOf2L59OzNmzACguLiYKVOmcOWVV3L//ff3/CJIn3H0MKWjWSwWwoLDACis9f1Qie7qje3vggsuIDY2loceeojGxkZWrFjBp59+6u4xsHr1aj7//HOamppoampi0aJFfPLJJ3z/+9/v+QWRXs/VM6ajZEx1XTU1LTXHvd+b9cY2CG1LYTc0NGAYhvteeOyKgc8//zznnnsuw4cP797Ji0i/o2SMiEgfEhYWxrx581i5cqVXumdD24Pyu+++y+eff47dbueiiy7izjvvbDdJ4tHfKpaWlrJgwQLsdjupqam8/fbbfPjhh2RmZgLwf//3f+zbt48nn3yyS99KSv/RWc8YgIiwtveKHL6fRLS7emP7CwoK4t133+Vf//oXdrudO++8k1deeYUhQ4YAUFtby49+9CPi4uIYMGAAzz77LK+99lqn82VI/1HnrKOmqS3ZEhUW1eE++6v3+zKkHuuNbRDgtNNOIzQ0lPz8fH7wgx8QGhrabrLhlpYW/vGPf2jiXhFpx2T0tf6JItJOdXU10dHRVFVVERXV8R9b0rnaploiHm57KHTc4yDcFn6SI06soaGBnJwcMjMzCQkJ8USIAaeza9hbP+u9NS5/a2ltwfYbG61GKw/e/CDBtmD+69n/AuDRHz/Kc8ue40DxAf542R/56ZifeqROtb+eO9E17I2f9d4YU2+RcySHrD9lEWQJ4rHbH8NkMtHobHS3Q4A3rnuDK7Ku8FidaoM919fugSLSfeoZIyIiIh53pOEIrUYr8N0cMUdz9ZY5VHvIp3GJBAr3EKXwyE7nP8mtzvVhRCIicjStKyoiAc1sMjN50GT3axHxDNd8MaHBoVgsFlqMFganDgbaJsZ0DVM6XHvYbzGK9Gcltf+evDf0u/liTCYTg1MHU1JRgqPeQX5Vvr/CExEJeErGiEhACw0K5dMbPvV3GCL9zrHzxdisNn4y7yfu7a73XfuJiGe5esZEhX83pMXVDt9d9y6rNq6iqLrvzNkkItLf6GtgERER8ThXz5iOJu+F776tL68t91lMIoHEtax1R5P32iPsABys6TtLy4uI9DdKxohIQHA0Obhx2Y3MemUWe8r3eL0+zY3efbp2/UNZXRnQeTLGtdx1RV2Fx+vWZ6j7dO36D1fPGNeQwKO5kjGHq70zTFCfo+7TtRMJHBqmJCIB4Z6P7mHR5kUA7Hl9D7tv243FbKG2qZaMP2YAkHtnbo9XUwoKCgKgrq6O0NDQHpUVqOrq6oDvrqX0TccOU2p0NvLg3x8E4Jc3/tLdM6ayrtJjdVosFgCamprU/rqpqakJ+O5aSt/lmhw7Muy7OWNc7dA1uXaZowzDMDqd4PdU6R7Yc7oHigQOJWNEpN9zNDl4YfML7t/3l+7njb1vcPVpVwPffYPvCRaLBbvdzuHDbd82hoWFeeyP3P7OMAzq6uo4fPgwdrtdD4N9nGuYUlhImPu92oZa92vXt/XV9dUeq9NqtRIWFkZpaSlBQUGYzeoAfCpaW1spLS0lLCwMq1V/IvZ17mFK4e2HKR3dDmtqa3A0O4gMisQTdA/sPt0DRQKP7rQi0u+9v+d96px1xEfHMyx9GJ9t/Yy/ffs3dzLG05KSkgDcf4zKqbHb7e5rKH3XsT1jjuV6v7ahlsaWRoItwT2u02QykZycTE5ODnl5eT0uLxCZzWbS09P1AN0PuJe2Dus40WI2mWk1WtlbvZdxceM8Vq/ugT2je6BI4FAyRkT6vU9yPwFgVOYoTh98Op9t/Ywvc77E2eL0Sn2uB8LExEScTu/U0V8FBQXp28B+wr2sbicPguEh4ZgwYWBQWFvI4KjBHqnXZrORnZ3tHm4jp8Zms6lHUT9gGMZJkzH2CDsVNRXsq9rn0WSM7oHdp3ugSGBRMkZE+r21+WsByErNIiMpg+CgYGobavmo6CMuSLrAa/VaLBb9USUBy7VKy7FDJFzMZjNhIWHUNtRS4CjwWDLGVXZISIjHyhPpaxxNDuqb64HOkzHR4dFU1FSQU5njlRh0DxQROTF99SEi/VpZXRk7SncAkJWShcViYWjaUADe3f+uP0MT6dcOOv6djOlgWV0X10NioaPQJzGJBApXr5jgoGCCgzoeAhgdGQ1AXrWG9ImI+IOSMSLSr206uAmABHuCe46KIQOHAPBlwZd+i0ukP2tobqCyoRLovGcMfLe89cHag74ISyRgnGyYIIA93A5AYbWSoSIi/qBhSiLSr207vA2A1PhU93uZyZkA7CreRYvRwviU8UDbZIYi0nOub+WtFiuhwW3L25pMJtIS09yvAffy1q4leEXEM1xt8Nhk6NHtMDYqFoDCSiVjRET8QckYEenXth7eCkBS3HcrE6TGp2Kz2qhvrGdTxSY23LrBX+GJ9EtHzxfjSrzYrDbuuuqudvu5eqsdrtOqKyKe5G6DxwwTPLod7s7f3bZvpXqmiYj4g74GFpF+zdUzJjku2f2exWJhUNIgAD7K+8gvcYn0Z12ZLwYgIqwtGVNaW+r1mEQCiWvoUXREdKf7xEfHA1BWXUZja6NP4hIRke8oGSMi/Var0cr2w9uB9skY+G6o0ueFn/s8LpH+zvWtfHR45w+C8F3PmFKHkjEinlRUUwScuA3aI+2YzWaaW5rZXbnbV6GJiMi/KRkjIv1WzpEc6pvrsVqs7m8AXTKSMwDYWrCVjCczyHgygzpnnR+iFOl/XD1jjp48tMnZxAN/f4AH/v4ATc4mAGIiYwAoc5T5PkiRfsydjDmmZ8zR7bClpYXYyLZ5Y7aVb/N5jCIigU5zxohIv+WeLyY2CbO5fe45IzkDEyZKq7/7Rt4wDJ/GJ9JfHT1njIuBwZGaI+7XAPYIOwDl1eW0Gq2aRFvEQ1zDlFxtzOXYdhgXHUdZVRm7K9QzRkTE1/RXj4j0Wx3NF+MSFhxGcvzx74tIz7nnjDnBstbwXc+Y2oZaypvKvR6XSCAwDIOi6pMPU4Lv5o3Zd2Sf1+MSEZH2lIwRkX7rRMkYgKzkLF+GIxIwimuKgZMnY0KDQ7EF2QDYU7nH63GJBILKhkrqm+sBiIo4cRt0JWNyj+R6OywRETmGkjEi0m+5kjFHL2t9tMyUTF+GIxIw8qvyge96vnTGZDIRE9G2z74qfTMv4gmu+WLCQsKwWW0n3DcuOq7tmMoir8clIiLtKRkjIv1SU0sTu8vbxsB32jMmRT1jRDytprGGIw1tc1K4Ei0nYo+0A5BTmePNsEQCRmfzxXQk0Z4IwKEjh3C2Or0ZloiIHEPJGBHpl3aX7aa5tZkQW0inf5DGRMacdDy9iJyaguoCoG0IUkhwyEn3d/Weya/O92pcIoGiq/PFAMTb4zGbzTQ6G9lZudPboYmIyFGUjBGRfuno+WJMJlOn+2Umtw1VsofaT7ifiHRNZ0OUTJhIik0iKTYJE9+1NVeytLCq0GcxivRnrmFKHX0RcWw7tFqsJEQnAPD14a99GaaISMDT0tYi0i+5kjEpcSkn3G/IwCFs3reZQYmDCAsK80VoIv2aOxlzzBAlW5CN/17w38ft70raHKo+5P3gRAJAQVVb77ToiON7xnTUDpPikig5UsKWw1tgmE9CFBER1DNGRPqprYe3Ap1P3uvimjdmV/EuGlsavR6XSH/X1cl7XVz7lVSXeC0mkUDimn8pNiq2S/snxbbdJ3eWapiSiIgvKRkjIv3SyZa1dkmKTSI0OJRGZyMfFX7ki9BE+rW8qjzgu4l5T8a1tG55dTl1LXXeCkskYLiSMXFRcV3a35WMOVB+wGsxiYjI8ZSMEZF+p6axxv3H6MmSMc0tzbS2tgLw9u63vR6bSH/n6hlz7LfyTc4mHnn5ER55+RGanE3u9+2RdqwWKy2tLWw/st2nsYr0Ny2tLZ22Qei4Hbp6kBaWF9Lc2uy7YEVEApySMSLS7+wo3QFAVHgU4aHhJ9zXwKDR2TY8aW3OWq/HJtLf5VbmAscPUzIwOFRxiEMVhzAw3O+bTWb3N/jby5WMEemJopoimlubsZgtHa6m1FE7TLAnYDabaWhqYHul2qCIiK8oGSMi/Y5rvpjk2BP3ijnWvkP7KKsv80ZIIgGhobnBPXmoa/hRV8Tb2/bdWa45K0R6IudIW6/QmMgYzOau/ZlvtVjdQ5XWFK3xWmwiItKekjEi0u+4V1KKP/FKSscyMHhz35veCEkkIBw4cgADgxBbCBGhEV0+LsHetrTu/or93gpNJCC4eqZ1dfJel/TEdAA2FG/wdEgiItIJJWNEpN/p6kpKHVm+d7mnwxEJGHvL9wJtyRWTydTl41y9aHIqcrwSl0igcM2XFh/V9Z5pAAMTBwKw9dBWj8ckIiIdUzJGRPqdrSX/HqZ0ksl7O7J231qaWzSBoUh37K34dzImOuGUjnP1jCmuLPZ4TCKBxJWMiYnq2tLyLmmJaUDbcF3XpPYiIuJdSsaISL9yuPYwpXWlmDC5x8B3VWhwKDX1Nbyb+66XohPp31w9Y1xzwHSVKxlTWlWKo9nh8bhEAsWe8j3Aqc3ZBG3Des1mM44GhybxFRHxESVjRKRfcfWKiYuOwxZkO+n+JkzERMYQExnDyMyRALy8/WWvxijSX7l6xnSUjDm6rZloP4TJHmnHFmSjpbWFjaUbfRKrSH9jGAa7ynYBMCB2QIf7dNYOg6xB7knvVxWs8n6wIiKC1d8BiIh40saDbQ9yAxMGdml/W5CN+2+8H4AduTv4etfXrNq9iuaWZqwW/V+kyKlwD1OyHz9M6ei2diyzyUxybDJ5JXlsKNnA5OTJXo1TpD8qrSulsqESE6YO2yCcuB1mJmdSVFbEmoI13DnmTm+GKiIiqGeMiPQz7mRMYteSMUcbmjaU0OBQquqqeGv/W54OTaRfq2yopLC6EOj8W/kTSY5v+1Z+S8kWj8YlEihcvWJio2IJsgad8vFZqVkAbMxX7zQREV9QMkZE+pWvi78GvpuM8FRYLVbOPO1MAJ7b9JxH4xLp71xLytsj7IQFh53y8a4Jt3eV7vJoXCKBwpWMSYxJ7Nbxg1MGA5Bfms/h+sMei0tERDqmZIyI9BtH6o9w4MgBoOvJmKbmJh5/7XEef+1xmpqbOGfkOQB8tvczDtUe8lqsIv3NyVYxO7atHSslLgWAnFItby3SHbvLdgMwIKbznmknaofREdHER8djYPBe7ntejVVERJSMEZF+ZNPBTQDERcURFtK1b+YNw6DgcAEFhwswDIOBCQMZmDCQ5tZmnvzmSS9GK9K/bD3cloxJiU/pcPuxbe1YrmFKZdVlHKpXIlTkVO0s2wlAQkznS8ufrB0OTm3rHfNxzsfeCVJERNyUjBGRfqMnQ5SOdu6ocwF4YcMLNLc29zgukUDgGqbUWc+Yk4kIjSA6PBqA1cWrPRaXSKDYfGgz0HlCtCuyB2YD8FnOZ54ISURETkDJGBHpN74o+gKA9AHpPSrnrOFnER4STml1Kc9ve94ToYn0a61Gq3vi3e4mYwAGJQ0C4LMCPQiKnIoSRwkHHQcxYXIP+euO4YOGYzKZKCgrYM+RPR6MUEREjqVkjIj0C4Zh8Fl+2wNcZkpmj8qyWW1MGjMJgN+t+12HXblF5Dt7y/dS1VhFkCWIpNikbpeTkZQBwMYireYicipcvWISYhIItgV3u5zw0HB3O1y8e7EHIhMRkc4oGSMi/cLu8t2U1ZURZAnq8TAlgImjJxJkDWL/4f0s3qU/SEVO5MuiL4G2JeUtFku3y3H1jNlxcIeSoCKnwJWMSY1P7XFZwzOGA/DB3g96XJaIiHROyRgR6RfW5q0FID0pHavF2uPyIkIjuGDMBQDc+/G9mjtG5AS+KvoKgEEDBvWonLTENMwmM1W1Veyq1BLXIl31zaFvAEhN6HkyZmTGyLYy877hSMORHpcnIiIdUzJGRPqFtfltyZjBKYNP+djwkHDCQ8KPe3/6+OmEhYSRX57PU5ue6nGMIv2Vq2dMetKJ52vqrK252IJs7slHV+Su8FyAIv2cKyE6MGHgSfc9WTtMiU8hwZ6As8XJC9tf8FiMIiLSnpIxItLnGYbBJ7mfAJCVknVKxwYHBfPQDx/ioR8+RHBQ+3H2YcFhfH/89wH41apfUVZb5pmARfqR2qZavj30LfDdMKOOnKitHc21mstHOR95NlCRfqq4ppicyhxMJpN7vpfOdKUdmkwmzjztTABe3faqp8MVEZF/UzJGRPq87aXbKawuJMgSRFbqqSVjTmbSmEkkxSZRXV/NrStv9WjZIv3BZ/mf4Wx1EhMZQ2xkbI/LG5o+FICvcr/SvDEiXbAufx3QtpJZSHCIR8ocN3Qc0DZUqdBR6JEyRUSkPSVjRKTP+3DfhwAMHjgYm9Xm0bKtFitXTr8SEybe2foOy/Yu82j5In3dRwfaerAMTRuKyWTqcXlZKVlYzBYqair4puybHpcn0t+tK2hLxnRnmG5nEmMSSR+QTqvRyhMbn/BYuSIi8h0lY0Skz/tgX9uKDyMGjTjlY5uam3hqyVM8teQpmpqbOtwnMzmTiaMnAnD9O9dTXF3c/WBF+pmPcz4G2pIxJ9KVtgZtwygyk9uWp39z75ueC1Skn3LNmZaRnHHSfbvaDgHOP/18AF7a+BItrS09jlNERNpTMkZE+rQj9UfcKym5luM8FYZhsL9oP/uL9p9wSMTFEy8mJT6FqroqLltymVZXEgEO1x52L6nrmuulM11tawAjM9tWc1m+c7lH4hTpr0ocJWw6uAk4eRuEU2uHZww9g/CQcMpqynh558seiVdERL6jZIyI9GlLdy3F2eokOS6ZBHuC1+qxWW1cf9H12IJsbMjfwM3v36z5LCTgvbPrHQwM0hLTiAqP8li5o4eMBmB70XYKago8Vq5If7Ny/0qgbRUlT7ZBaLvvnTPyHAAeXfeo7nkiIh6mZIyI9Gmvb38d+G6yQW8aEDuABRcuwISJFze9yIOfPej1OkV6s7d3vg3AmCFjPFpuXFQc6QPSMQyD57c/79GyRfoT1zDd4YNOvWdoV1ww9gKCLEHsPLiTpXuXeqUOEZFApWSMiPRZJY4SPj7QNl/FGdln+KTO0YNHc+mkS4G25a5/9/nvfFKvSG9TUV/hni9m9ODRHi9/7JCxALy6RUvrinSkobmBFXtXAN0bptsV0eHRnD+6be6Yez65R71jREQ8SMkYEemz/rbpb7QYLQxKGkS8Pd5n9U45YwrTz5wOwC/++Qt+89lv9AeqBJyXt7xMc2szqfGpJMYkerz8s4afhcVsYc/BPawvXu/x8kX6uhV7V1DdWI09wt6lyXu7a/qZ07EF2dhzaA9Pf/O01+oREQk0SsaISJ/U3NrMcxufA2Di6RN9Xv+c8+Zw4YQLAfjfj/+XW5bfgrPF6fM4RPzBMAz+b9P/AXDuyHO9UkdkWKS7x83vvlIPNJFjLd66GIAzTzsTs8l7f9JHhkVy0YSLAPifj/6H8rpyr9UlIhJIlIwRkT7p7Z1vU1BdQHhIOGOzx/aoLJvVhs1qO6VjTCYTs86ZxSUTL8GEiRc2vcCUl6ZwsOZgj2IR6QvW5K1h2+FtBFmDGDes6/M1nWpbcy0pv3zbcvKq8k45TpH+qrimmHd3vwuc+pxp3bnnTR47maTYJGrqa1jw3gL1BhUR8QAlY0Skz2lpbeGB1Q8AMGn0JIKsQd0uKzgomMduf4zHbn+M4KDgUz5+2rhp3DznZoKDglmft54Rz45wT2oq0l/9Zu1vADhr2FmEBYd16ZjutLWslCyyUrJobmnmv9f8d7fjFelvnt3wLM5WJ5nJmaQmpHb5uO7e8ywWC1d97yrMZjMf7vqQp75+qjthi4jIUZSMEZE+55Wtr7CjdAehwaFMPmOyv8NhVNYo/t+V/4+BCQOprK9k3hvzmPvGXPKr8v0dmojHfZb/GR8d+Aiz2cz08dO9WpfJZOKis9uGR7y5+U22lm71an0ifUF1YzXPfv0s0NZjxVcykjKYfe5sAO5eeTef5H7is7pFRPojJWNEpE+pqK/g7n/eDcD3zvweocGhfo6oTVJsEj/7wc+YfuZ0TCYT7+x8h9OePo1ffvJLKhsq/R2eiEc0tzbzkw9+AsDZw88mLirO63VmD8xmRMYIWlpbWPjuQlqNVq/XKdKbPbbuMcrry0mwJ3D64NN9WvfUcVMZPXg0zhYnF792MZsPbvZp/SIi/YmSMSLSZxiGwX+s+A9K60pJik3ySK8YZ7OTv777V/767l9xNvdsAl6rxcrF51/M3VfdTVZKFg3NDfx6za9JfzKdX37yS0prS3scr4g/Pb7+cTYf2kxYcJj7G/Ku6m5bM5lMzJsyD5vVxubCzdy/9v5TDVuk39hTvocnPn8CaJtI3mK2nNLxPb3nmU1mFsxYQGZyJrWNtUz8x0TW5K455XJERETJGBHpQ/705Z94bdtrmE1mrpx+JVaLtcdlthqt7MjdwY7cHR77xj01IZWfzPsJN8y8oW3Cw8Yafr3m16T+IZWrl1zNmrw1mvxQ+pw1eWv4n1X/A8ClEy8lIizilI7vSVuLi4rjsgsuA+ChTx/ind3vnNLxIv2Bs8XJ9e9cT31zPUPThrpXGzsVnrjn2aw2br3kVrJSsqhtrOV7L3+Ppzc8rfuaiMgpUjJGRPqEF799kf+38v8BcMnES8hMzvRzRCdmMpkYmz2WX1z7C26cdSPpA9Jxtjh5bdtrTF40mbQn0/j5yp+zvmC9hl1Ir/fNwW+45NVLaDFaGH/aeCaMmODzGM4deS5njzgbwzD4wZs/4L097/k8BhF/MQyD25bfxheFXxBiC+Hq712NyWTyWzxhwWHcdtltnJ51Os4WJz9Z8RNmvzab3Mpcv8UkItLXKBkjIr1aq9HKg6sf5Pp3rsfAYOLpE306YWFPmU1mxgwZw8+v/Dl3XXUX5448l+CgYIqqi/jDF3/g/BfOJ/538VzxxhU89/Vz7C7breSM9Crv73mfKf+YQlVjFVkpWVwx7Qq/PASaTCaumHqFe76Ky167jIfWPkRLa4vPYxHxpebWZn743g95YfMLmEwmFs5YSExkjL/Dwma1cdPsm7h04qVYzBY+2PMBw/48jLv/eTfFNcX+Dk9EpNfreR9/EREv+br4a37ywU/4ovALoG3ViEsnXerXbwN7Ii0xjSunX8ncyXPZlbeLb/d9y7YD2zhSf4S3dr7FWzvfAiAqOIqzUs7irJSzOCP5DIbHDyc7LpsQa4ifz0ACSYmjhHs/vpcXNr8AtC0z/cOLf9itJeA9xWqxsvCihbyx6g2+2vkV9626jzd3vMmTM55k8qDJffb/G0Q6s6N0Bzctu4kvi77EZDJx1bSrGJE5wt9huZlMJqaOm8qwQcN4e/Xb7C3cy+OfP84fv/wjlw+/nGtPv5aLhlyEzWLzd6giIr2OkjEi0quU15Xz/t73WbR5kXvZzOCgYOZNnueXoRHeYLPaGD14NKMHj6alpYX8w/nsKdjDnvw95JXkUd1Yzcc5H/NxzsfuY0yYGGQfxLD4YWREZzAwaiBp0Wlt/41KIykiiQhbhB5GpUecLU5W563m1a2v8srWV2hsaQRg0uhJXDrpUo/M09RTVouVq793NZnJmSz7bBnfHvqWqf+Yyuik0Vw/+nouG3YZmfZMtQXps1paW1idt5q/bfobr29/nVajlVBbKNd+/1pGDR7l7/A6lByXzO1zb2dH7g5WbVzF/uL9vLH9Dd7Y/gZhQWFcMOgCpmVM46zUsxg9YDSxobH+DllExO/8/1eViASUppYmaptqqW6sprimmMLqQgqqC9h6eCubDm5i2+Ft7mE6ZpOZM087k9nnzcYeYfdv4F5isVjITM4kMzmTGRNm0NLSwsHygxQcLiC/JJ+D5QcpOVJCfWM9uZW5JxyPH2QOIi4sjrjQOPd/Y0NjibRFEm4LJ8IW4f4JD2r7PdwWTrAlGJvF1ulPsDWYIHOQHm77gVajldqmWhxNDkrrStvaX1UBeyv2svHgRjYWb6Smqca9/6ABg7h00qVkpWT5MerjmUwmzh11LqOyRvHhlx/y1c6v2HJoC3cduou7/nkXSRFJnJ16NsPjh5MZk0mmPZOE8ARiQmKIDY1V4lL8rrm1GUeTg6qGKgqqC8irzGP/kf18VfQVnxd+TkV9hXvf07NO5/LJl/eKoUknYjKZGJk5kpGZIyk4XMDXu77mm73fUF1bzYf7PuTDfR+6902JTGFwzGDSo9NJj04nNTKV2NBYYkJjiAmJISY0hqjgKEKsIYRYQwi2BKvNiki/o2SMSB/nWr1g2l+nYQ5pmwbKwGi3qoFhGBgY7V67tnf0+th9T3ac+/dO9m0xWqhrqsPR5KC5tfmk55QUl8SozFGMHza+LQnTCg3VDd27QCfR2NwI/y66oaYBw+r/1SDiQ+KJT4/njPQzgLbr6WhwUFZZRmllKZW1lVQ5qtp+aquodFTidDpx4uRQ3SEOccgrcVnMFswmMxZT23/NJrP7vaN/jt3PhKndftDW08f1h3VXX7c2tLqvR2/iimfqc1Mxh5rbved6fbI2d/Tr7ra/E5XR0NxAbVMt9c76k55PeGg4wwcN58xhZ5IxIAOTyeSR9ueNthZEEBefeTHTRk5j877NbM/ZTk5xDocaDrGsbBnLWNbhcSaTiRBrSLuEo81sI8gShAlT2+fWZHJ/Bl3/dX2e3Z/Lo7YFgpb6tvl5elMbPLr9WUItHd7/4OTt7mSvXWV19tpdXwf3wqNfNzQ34Gh00NB84jYVGhLKqMxRnD3ybAbGDwTDM/dBX93zEkISmDl2JjPGzOBQxSH2F+3nwMEDHCo/xJHqIxQ3FFNcemrzytgstrbEjDUYq9na/h5Ex/ch14+Jjttod9puZ8d0p47OjulIc33b30+9qf2JSM+YDLVokT7twIEDDB482N9hiPjM/v37ycrqPT011AYl0PSmNqj2J4GmN7U/EekZ9YwR6eNiY9vGXefn5xMdHe3Tuqurq0lLS6OgoICoqKiAqdvf9Qdq3VVVVaSnp7s/872F2qDqDoS6oXe2QbU/3QMDpe7e2P5EpGeUjBHp48zmtmER0dHRfvmDDCAqKiog6/Z3/YFat+sz31uoDaruQKobelcbVPvTPTDQ6u5N7U9EekatWURERERERETEh5SMERERERERERHxISVjRPq44OBg7r//foKDg1V3gNSvuv3zb96ZQL0mqjuw6u4N9XckUP89/P1vEajnHqh1i4h3aDUlEREREREREREfUs8YEREREREREREfUjJGRERERERERMSHlIwREREREREREfEhJWNERERERERERHxIyRiRPmT58uWcdtppZGdn87e//e247V999RUjR45kyJAhPPjggx6rt6CggClTpjBixAhGjx7Nm2++edw+GRkZjB49mrFjxzJr1iyP1e1itVoZO3YsY8eO5ZZbbjluu7fOfffu3e56x44dS2hoKO+88067fTx57nPnziUmJob58+e73+vKue3fv5/x48czZMgQbrvtNrozN/uxddfV1TFr1iyGDRvGqFGjeOqppzo8bsqUKQwbNsx9jbqro3PvyrX1xLl3VaC2wUBpfxC4bVDtr3OB2v5A90DdA0XEqwwR6ROcTqeRnZ1tFBYWGtXV1caQIUOM8vLydvuMHz/e+Pbbbw2n02mMHz/e2Lp1q0fqLi4uNr755hvDMAyjpKTESE1NNRwOR7t9Bg0aZNTU1Hikvo7ExcWdcLu3zv1oNTU1RlxcnFfPfdWqVca7775rzJs3z/1eV87t8ssvN9577z3DMAzjsssuc7/uSd21tbXGp59+ahiGYTgcDmPYsGHG3r17jztu8uTJHrneHZ17V66tJ869KwK5DQZK+zOMwG2Dan+dU/tro3tgYN8DRcTz1DNGpI9wfTOUmppKZGQks2bNYuXKle7txcXFNDc3M3r0aKxWK9dccw3vvfeeR+pOTk52f9uTmJhIbGwsFRUVHinbE7x57kd79913mT59OuHh4R4v22Xq1KlERka6f+/KuRmGweeff87s2bMBWLhwYbfO/9i6w8LCmDx5MgDh4eFkZ2dz8ODB7pxWt+rvCk+de1eoDXasP7U/CNw2qPbXObW/NroHBvY9UEQ8T8kYkT6iuLiY1NRU9+8DBw6kqKioy9s95euvv6a1tZW0tLR275tMJi644AImTJjAkiVLPF5vdXU1Z555JhMnTmT16tXttvnq3N944w2uvPLK49735rl35dzKy8uJjY3FZDJ1uk9PFRQUsGXLFsaNG9fh9muuuYZx48bxzDPPeLTek11bX5y7SyC3wUBtfxDYbVDt73iB2v5A98BAvweKiOdZ/R2AiHSN0cEYYNfNtyvbPaG8vJyFCxd2OFZ/3bp1pKSkUFhYyLRp0xgzZgxDhgzxWN25ubmkpKSwbds2Zs+ezdatW4mKigJ8c+7V1dWsW7eO11577bht3jz3rpybt8+/oaGBK6+8kt///vcdfiO6ePFiUlJSqKio4KKLLmLkyJHubxN76mTX1hf/9l2tqz+3wUBtfxDYbVDtr71AbX+ge6DugSLiDeoZI9JHpKamtvu2o7CwkOTk5C5v76nGxkbmzp3LPffcw3nnnXfc9pSUFKDtW5np06ezefNmj9V9dPmjRo1ixIgR7Nmzx73N2+cOsGzZMmbMmEFISEinsXnj3LtybvHx8VRUVLj/KPPk+RuGwfXXX8+sWbPaTSp4NNf5x8bGMm/ePDZs2OCRuo8uu7Nr681zP1Ygt8FAbX8Q2G1Q7e87gdz+QPdA3QNFxBuUjBHpIyZMmMC2bdsoKiqipqaGFStWMGPGDPf2lJQULBYLW7Zsobm5mVdffZWLL77YI3UbhsENN9zAtGnTuO66647bXltbS01NDQCVlZWsWbOG4cOHe6RugCNHjtDY2Ai0/aGxY8cOsrKy3Nu9ee4unXXP9va5d+XcTCYT55xzDu+//z4AL774osfO/5577iEsLIz77ruvw+3Nzc2UlZUBbd8erly5kpEjR3qk7q5cW2+e+7ECtQ0GcvuDwG2Dan/fCfT2B7oH6h4oIl7h3fmBRcSTli1bZmRnZxuDBw82nnvuOcMwDGPmzJlGUVGRYRiG8fnnnxsjRowwsrKyjPvvv99j9a5du9YwmUzGmDFj3D9btmxx171//35j9OjRxujRo41Ro0YZf/nLXzxWt2EYxrp164xRo0YZo0ePNsaMGWMsXbrUMAzfnLthGEZlZaWRmJhoNDY2ut/z1rlfeOGFRnx8vBEaGmqkpqYaX331VafndvPNNxsbNmwwDMMw9uzZY4wbN87Iysoybr31VqOlpaXHda9Zs8YAjBEjRrj/3T/88MN2dTscDmPcuHHG6aefbowYMcL41a9+5bFz/+KLLzq9tp4+964KxDYYSO3PMAK3Dar9dS6Q259h6B6oe6CIeIvJMLQYvYiIiIiIiIiIr2iYkoiIiIiIiIiID3lkNaXW1laKi4uJjIzUDN7SrxmGQU1NDSkpKZjNymWKiIiISODSc6AECm88B3okGVNcXExaWponihLpEwoKChg4cKC/wxARERER8Rs9B0qg8eRzoEeSMZGRkUBbYFFRUZ4oUqRXqq6uJi0tzf2ZFxEREREJVHoOlEDhjedAjyRjXF3SoqKi1Ai7wTAMyuralsWLD4tXF78+QP9GIiIiIhLo9BzoGXoe7Ds8+W/jkWSM9Eyds47E3ycC4LjHQbgt3M8RiYiIiIiIiC/oeTAwaQZSEREREREREREfUjJGRERERERERMSHNEypH2tpacHpdPo7jD4nKCgIi8Xi7zBEREREREROmZ4Du8fXz4FKxvRTDoeDwsJCDMPwdyh9jslkYuDAgURERPg7FBERERERkS7Tc2D3+fo5UMmYfqilpYXCwkLCwsJISEjQbNynwDAMSktLKSwsJDs7Wz1kRERERESkT9BzYPf54zlQyZh+yOl0YhgGCQkJhIaG+jucPichIYHc3FycTqeSMSIiIiIi0ifoObBnfP0cqGRML2A1W7l+zPXu156iTGj36LqJiIiIiIivePp5UM8z3ePr66ZkTC8QbA1m0WWL/B2GiIiIiIiI+JieBwOTlraW46xdu5aBAwf6OwwRERERERHpI1555RXOO+88f4fRZygZ0wsYhkFtUy21TbVen/V6ypQpBAcHExkZSXR0NKNGjeKuu+6itLTUvc+kSZMoLCzstIwbbriBn/3sZ16NU0REREREJBD44nlwypQpPPnkk+7f9+/fT1ZWFnfeeWe36vz000+x2+3t3rv22mtZv359DyMNHErG9AJ1zjoiHo4g4uEI6px1Xq/v0UcfpaamhsrKSt544w2Kioo488wzKSkp8XrdR2tubvZpfSIiIiIiIr2Nr58Ht2zZwsSJE1m4cCF//OMfNceMnygZE8BMJhMjRozg5ZdfJjo6mieeeALoOMvZVfv27WPGjBnExsYyePDgdtnXRYsWMXbsWO6//36SkpK48sorAXjttdcYPXo0druds846q102dcqUKdxzzz3MmDGDiIgIxo0bx9atWwFYsmQJERER7p/Q0NB2/0fy8ssvM3z4cOx2OxMnTuSbb77p1jmJiIiIiIj0B+vXr2fq1Knce++9/OpXvwJO/Nz0yiuvkJ2dTWRkJKmpqfz617+mvLycmTNnUlVV5X4WW7t2rft5z6W6upo77riD9PR0oqKiOOussygoKPDxGfdeSsYIVquVSy+9lE8//bRH5TQ3NzNnzhzGjBlDcXExS5cu5bHHHmPx4sXufbZt24bVaiU/P5+XXnqJFStWcPfdd7No0SIqKiq45557uPjiiykvL3cf8+KLL/LII49QWVnJ+PHj+clPfgLAvHnzcDgcOBwOqqqqmDJlCgsWLADa5r358Y9/zHPPPUdpaSnz589nxowZVFVV9egcRURERERE+qJVq1Yxc+ZMnnzySfcz1Ymem2pra7nhhht4/vnnqampYfv27Vx00UXExcXxwQcfEB0d7X4emzRp0nH13XDDDezbt48vvviCyspK/vrXv2rJ7aMoGSMApKamUlFR0aMyvvzySw4ePMhvfvMbQkJCGD16NHfccQeLFi1y7xMdHc3//M//YLPZCAsL489//jP/+Z//ybhx4zCbzVx++eUMGzaMFStWuI+57rrrOOOMM7BarVx//fVs3LjxuLp/+tOfUltby/PPPw+0JXAWLFjABRdcQFBQED/72c+IiYnh/fff79E5ioiIiIiI9EWffvopiYmJzJo1y/3eyZ6bgoKC2LlzJ9XV1e6RDF1RUlLC0qVL+etf/0pKSgpms5kzzjiD+Ph4r5xbX6RkjABQVFREbGxsj8ooLCwkJSUFm83mfi8rK6vdZMCpqamYzd997HJzc7n33nux2+3un82bN1NUVOTeJykpyf06PDwch8PRrt4nn3ySf/7znyxdutRdd2FhIRkZGe32y8zMPOHExCIiIiIiIv3Vfffdx7Bhw5g2bRplZWXAiZ+bwsPDee+991i2bBlpaWlMnDiRTz75pEt15eXlERwcTHp6uqdPo99QMkZobm5m2bJlTJkypUflDBw4kOLiYpxOp/u9nJycdstkH52IAUhLS+Pxxx+nsrLS/VNbW8t///d/d6nO5cuX89BDD7F8+XLi4uLaxZKbm9tu39zcXC3ZLSIiIiIiAclms7FkyRIyMjKYOnUqpaWlJ31umj59OitWrKCsrIwrrriCuXPn0traetxz3bEGDRpEY2Oj5og5ASVjAtyuXbu4/vrrqaqq4uc//3mXj2tpaaGhoaHdz4QJExgwYAC//OUvaWxsZNu2bTz99NNcf/31nZZzxx138Lvf/Y6NGzdiGAZ1dXV89NFHXerB8u2337Jw4ULefPNNTjvttHbbFixYwCuvvMK6detobm7mqaeeory8vF2XPBERERERkUBis9l46623yM7OZurUqSd8bnINNaqpqcFqtRIVFYXFYgFgwIAB1NTUUFpa2mE9AwYM4NJLL+W2227j4MGDtLa28s0337SbGzTQKRnTC1jMFuaPmM/8EfOxmC1er++//uu/iIyMJDo6mssvv5ykpCS+/vprBgwY0OUynn76aUJDQ9v9BAUFsXz5cjZu3EhSUhKXXHIJP//5z7nmmms6LWfOnDk88sgj3HrrrcTExJCZmckf//hHWltbTxrD0qVLqaqqYs6cOe1WVQKYPHkyTz31FDfffDNxcXG89tprfPDBB91eJUpERERERMQbfP08GBQUxOuvv86wYcP48Y9/3OlzU2trK3/84x9JS0sjOjqaP//5z7z11luYzWZOO+00br75ZvcqTJ999tlx9fzjH/8gLS2N8ePHY7fbue2226ivr/f6+fUVJsMwjJ4WUl1dTXR0NFVVVURFRXkiLumBhoYGcnJyyMzMJCQkxN/h9Dknun76rIuIiIiItNHfxr2LngN7xtfPgeoZIyIiIiIiIiLiQ0rGiIiIiIiIiIj4kJIxvUBtUy2mB0yYHjBR21Tr73BERERERETER/Q8GJiUjBERERERERER8SElY0REREREREREfEjJGBERERERERERH1IyRkRERERERETEh5SMERERERERERHxISVj5IQaGhqYO3cudrudCRMm+DscERERERER8TI9B3qfkjG9gMVsYVb2LGZlz8Jitvg7nHaWLFnC7t27KSkp4auvvvJp3Y2Njdx9990kJycTERHB6aefTm5ubqf7m0wmwsLCiIiIICIigjFjxri3NTU1MX/+fDIyMjCZTLzzzjvePwEREREREZGT6I3Pg33lOfCVV15xP/+5fkwmE0888QQAhYWFnHfeecTFxREdHc3YsWNZunSpD8+mc1Z/ByAQYg3h/Wve93cYHcrJyWHo0KEEBwf7vO4bb7yR+vp6Nm7cSHJyMrt378Zut5/wmPXr1zN27NgOt02cOJE777yTa665xvPBioiIiIiIdENvfB7sK8+B1157Lddee637940bNzJhwgSuuOIKAGJiYli0aBFDhgzBbDazfv16vv/977Nt2zYyMzN9cTqdUs+YAJORkcHDDz/MWWedRXh4ODNnzqSiooLbb78du91OdnY269evB+Cuu+7iwQcfZPny5URERHD//fczZswYXnzxxXZlzpw5k0ceecSjcW7fvp1ly5bxwgsvkJKSgslkYtiwYSdNxnTGZrPxs5/9jEmTJmGx9I5ss4iIiIiIiC8EynPg888/z4UXXkhaWhoA4eHhDB06FLPZjGEYmM1mWlpaTjjiwleUjAlAr776KkuWLKGoqIj8/HwmTJjAtGnTKC8v56qrruK2224D4PHHH+fee+9lzpw5OBwOHnjgAa677jpeeukld1klJSV8/PHH7bKRR3M17s5+Pvvssw6PW716NVlZWTz66KMkJiYydOhQfv/735/03GbOnElCQgLTp0/niy++6MbVERERERER6X/683MgQH19PYsXL+aWW245btvo0aMJDg7m3HPP5fzzz2fSpEldKtOblIzpBWqbagn/bTjhvw2ntqnW6/XdfvvtpKenY7fbmT17NvHx8cyfPx+LxcLVV1/Ntm3baGpq6vDYa6+9ltWrV1NUVATA4sWLmTRpkjvzeKxnnnmGysrKTn8mTpzY4XEVFRVs27YNwzDIz89n6dKl/OEPf+CVV17p9LxWrVpFbm4uubm5zJo1iwsvvJD8/PxTvDoiIiIiIiK+46vnwf76HOjy1ltvYbPZuOSSS47btmXLFhwOB++99x4zZ87sFaMllIzpJeqcddQ563xSV1JSkvt1WFjYcb8bhkFdXcexJCcnM23aNHdjePHFF1m4cKHHY4yIiMBisfDggw8SEhLCyJEjuemmm1i2bFmnx0ydOpXg4GDCw8O56667GDZsGCtWrPB4bCIiIiIiIp7ki+fB/voc6PL888+zcOFCgoKCOtxus9mYM2cOn3zySZeSO96mZIycMlcXtW3btrFnzx7mzZvX6b633XbbcbNbH/2zdu3aDo9zrYRkMpm6HafZrI+3iIiIiIiIJ/Tm58B9+/axZs0abr755pPu63Q62bt37ymV7w16WpVTNnfuXPLy8rj77ruZO3cuERERne77l7/8BYfD0elPZ2P1LrjgArKzs3nggQdwOp3s3r2bRYsWcemll3a4/7Zt29i4cSNOp5OGhgb+9Kc/sX37dmbMmOHep7GxkYaGBgzDcO/X0tLSs4shIiIiIiISAHrjc6DL888/z7nnnsvw4cPbvb969Wo+//xzmpqaaGpqYtGiRXzyySd8//vfP/UL4GFKxsgpCwsLY968eaxcudIrXdMALBYL7777Lp9//jl2u52LLrqIO++8s90EUUdnVEtLS1mwYAF2u53U1FTefvttPvzww3bLlZ122mmEhoaSn5/PD37wA0JDQ9tNQiUiIiIiIiId643PgQAtLS384x//6HDi3traWn70ox8RFxfHgAEDePbZZ3nttdc6nbPGl0yGYRg9LaS6upro6GiqqqqIioryRFwBpbaploiH27KKjnschNvCe1ReQ0MDOTk5ZGZmEhIS4okQA8qJrp8+6yIiIiIibfS3sWd46nlQz4E94+vnQPWM8SFni5MSR4m/wxARERERERERP7L6O4BAUdVQxTnPn8Ousl3cc8E9/Hbqb93bzCYzkwdNdr8WERERERGRwKDnwcCkZIyPPPnFk+wq2wXAo589yg1jbmBo7FAAQoNC+fSGT/0YnYiIiIiIiHjaO7ve4fXtr3P7+NuZNKjjSWv1PBiYlHbzkTd2vOF+3drayp++/ZMfoxERERERERFv2lO+h/lvzOe1ba8x67VZlNeV+zsk6UWUjPGBnCM57Cjdgdls5pKJlwDwwe4PvF6vB+ZmDki6biIiIiIi0lMvfPMCLUYLAI4GB09884RP6tXzTPf4+ropGeMDXxR+AUBaQhrjho4DIOdwDgfrDgJts2cn/C6BhN8lUNtU2+P6LBYLAE1NTT0uKxC5rpvrOoqIiIiIiJyqD/a1fQE/KGkQAMt2LetwP089D+o5sGd8/RyoOWN8YEPxBgDSB6Rjj7ATHx1PWVUZ7+e9zy3D29ZCL6sr81h9VquVsLAwSktLCQoKwmxWzq2rWltbKS0tJSwsDKtVzUNERERERE5ddWM1W0u2AnDJ+Zfw1JKn2FW8i9L6UhJCE47b3xPPg3oO7D5/PAfqadMHXMmYtAFpAGSlZlFWVcaq3FXuZIwnmUwmkpOTycnJIS8vz+Pl93dms5n09HRMJpO/QxERERERkT7oq6KvMDCIjYplcOpg4qLiKK8uZ1nOMm4Z4flnQNBzYE/5+jlQyRgvazVa2XRwEwDpiekAZCVn8dWOr9hcvNlr9dpsNrKzs9VFrRtsNpuyyCIiIiIi0m2uXjHuZ8CULMqry1lbuNZryRjQc2BP+Po5UMkYLyusLqTOWYfFbCEhpq07WvqAtgZ5oOQATa3eayRms5mQkBCvlS8iIiIiIiLH21exD4B4ezwAGckZbNi1gU1Fm7xet54D+wZ9/e9lu8p2ARAXHYfF3DYR0IDYAQRZg2h0NvLl4S/9GZ6IiIiIiIh42P4j+wGIj/53MiYpA4C9B/fS2NLor7CkF1Eyxst2l+0GICkmyf2exWxhYMJAANYWrfVLXCIiIiIiIuIdrmRMXHQcAElxSdiCbDQ6G1lfst6foUkvoWSMl+0ub0vGuIYouaQltk3mu6F4A2aTmfEp4xmfMh6zSf8kIiIiIiIifVVzazO5lbkAJES3PQdazBb3/DGfFHzSbn89DwYmzRnjZa5kTGJMYrv3XfPGbDu4jdCgUDbcusHnsYmIiIiIiIhn5Vfl09zajNViJSoiyv3+oKRB7Cvax4ai9s9+eh4MTEq7eZlrzphjkzGunjF5pXnUt9T7PC4RERERERHxvP0V380Xc3RPl0FJg4C2L+RFlIzxotqmWgqrC4HjkzEJMQmE2EJwNjtZd2idP8ITERERERERD3OvpPTvyXtdXMmYovIiKhorfB6X9C5KxnjRnvI9AISHhBMeEt5um9lkdveO+Tj3YzKezCDjyQzqnHU+j1NEREREREQ849jJe12iw6OxR9gxDIOPCz52v1/nrNPzYABSMsaLXEOUBsQO6HC7KzO6oXgDeVV55FXlYRiGz+ITERERERERzzp2WeujuZ4B1xSucb9nGIaeBwOQkjFe5J68157Y4XbXJL47S3b6LCYRERERERHxnr0Ve4GOkzEZSRkAbCza6MuQpBdSMsaLOltJycWVFS0uL/ZZTCIiIiIiIuIdhmGQcyQHgHh75z1jdhzcoV4wAU7JGC/aXXbiZIxrzKCIiIiIiIj0fYcch6hz1mE2mYmJjDlu+8CEgZhNZqpqq9hbudcPEUpvoWSMlxiG4Z7ANyEmodP9Bg0Y5KuQRERERERExItcKynFRMZgtViP224LspESnwLAP/P/6dPYpHdRMsZLDjoOUuusxWwyExcV1+l+rm5qIiIiIiIi0redaPJel/SktrlD1xWt80lM0jspGeMlrl4xsVGxHWZEXVyT+JrNZkYkjMBkMvkkPhEREREREfGs/RX/TsZ0MF+Mi2t0xOaizQCYTCZGJIzQ82CA6TxLID1ysvliXNIS0zCbzLS2tvL6Va8TFhTmi/BERERERETEw/YdaRumFBfd+egI14pK+w/vp6G5gbCgMLbfvt0X4Ukvop4xXuKeL8be+XwxAMG2YAYmDgTgvQPveT0uERERERER8Q53z5gTDFNKiEkgNDgUZ7OTVUWrfBWa9DJKxnjJnoquJWMAsgdmA7A6b7VXYxIRERERERHv6cqcMWaTmSGpQwBYfmC5T+KS3kfJGC9x9Yw52TAl+G4S3492fESds86rcYmIiIiIiIjnHak/QkV9BXDiYUoAQ9OGArA2Zy11zjpGPjOSkc+M1PNgAFEyxgucLU4OHDkAQKL95MmYzKRMAFpaW9hasdWrsYmIiIiIiIjnuXrFRIVFERwUfMJ9T0s/DYBdRbuoaqxiR+kOdpTuwDAMr8cpvYOSMV6QW5lLc2szNquNqIiok+5vs9ncr98/8L43QxMREREREREv6MpKSi4J9gTsEXaaW5tZkbfC26FJL6RkjBfsLm9bSSneHo/ZdGqX+KMDH3kjJBEREREREfGifRVtKymdaL4YF5PJxND0tqFKK/YpGROIlIzxAvey1l0YonSsTXmbaGhu8HRIIiIiIiIi4kWuZa27kowBGJkxEoA1+9d4LSbpvZSM8YLtpW1rxCfFJp3ysY3ORt7JecfDEYmIiIiIiIg37S3fC3RtmBLAsEHDCLIGUVZT5s2wpJdSMsYLth3eBkBS3KknYwCW7F7iyXBERERERETEy1zDlBLsCV3aPzgomGHpw7wZkvRiSsZ4WKvR6u4ZkxyX3KVjTJiIiYwhIjQCgE/2fKJZtEVERERERPqI6sZqSmpLgK4PUwIYPXg0ABazhUHRgzCZTF6JT3ofJWM8LLcylzpnHRazpcvd02xBNu6/8X5+ecMvCQ4KprymnA/yPvBypCIiIiIiIuIJrl4xEaERhAaHdvm4kVkjCbIE0dLawt/n/Z2woDBvhSi9jJIxHrb9cFuvmAGxA7CYLad0rC3I5s6M/u3bv3k8NhEREREREfG8Ux2i5BIWHMboIW3PgE9vetrjcUnvpWSMh7nmi0mJS+nW8WeediYA/9r1LxqbGz0Wl4iIiIiIiHiHa/LehOhTS8YAnD3ibAA+3PkhdU11Ho1Lei8lYzxsW2lbMmZA7IAuH9PU3MTjrz3O4689TkZyBlFhUTgaHLy06yVvhSkiIiIiIiIe4l7WuotTVRwtPSkdi9lCXWMdT37zpIcjk95KyRgP++bgNwCkxHe9Z4xhGBQcLqDgcAEmk4mzhp8FwJ83/NkrMYqIiIiIiIjn7C7bDXQvGWPCREtrCwDPfPWMFnMJEErGeFBNYw27ynYBkJaY1u1yzj/9fEwmE5vzN7OpZJOnwhMREREREREPMwzDvaJuUmxSj8oqqijijT1veCIs6eWUjPGgbw59g4GBPcJOVHhUt8uJjYplVOYoAH77xW89FZ6IiIiIiIh4WFFNEdWN1ZjNZhJjEntc3gOrH1DvmACgZIwHfV38NdCzXjEuF4y5AIB3t75LQXVBj8sTERERERERz3OtqJsQnYDVYu1RWVaLlZ0Hd7J452JPhCa9mJIxHuRKxqQPSO9xWUMGDiEzORNni5N71t7T4/JERERERETE81wr6ibHJfe4rAtGt30p/98f/zfNrc09Lk96LyVjPGhD8QYABiYO7HFZJpOJi86+CIDXv3ldvWNERERERER6Ifd8MXE9my8GYPIZkwkPCaewopBff/7rHpcnvZeSMR5yyHGIfRX7MGHqVs+Y8JBwwkPC2703NG0omcmZNLc08x//+g9PhSoiIiIiIiIe4uoZ05PJe13PgyHBIcw5bw4Aj3z6CPsr9nskRul9lIzxkLV5awFIjk8+LqlyMsFBwTz0w4d46IcPERwU7H7fZDJx6aRLAXhv23t8mv+px+IVERERERGRnmlqaWJLyRYAUhNSu1XGsc+D54w8hyGpQ2hqbuLqd6+m1Wj1ZMjSSygZ4yGr81YDMCR1iEfLzUjKYMKICQDc+v6tOFucHi1fREREREREumfb4W00tjQSFhxGfHS8R8o0mUxcOf1KgqxBbMjbwP+s/h+PlCu9i5IxHrImbw0AWSlZHi/74vMuJjQ4lH2H93HPak3mKyIiIiIi0htsKGqbNzQtMQ2TyeSxchPsCcyfMh+AR9c8ysoDKz1WtvQOSsZ4QImjhK2HtwIwOHXwKR/f1NzEU0ue4qklT9HU3HTc9siwSHdD/MNnf2B94fqeBSwiIiIiIiI95lrEpScr6nb2PHj2iLOZMHwChmEw7415bCvZ1uN4pfdQMsYDPtj3AdCWDY0Mizzl4w3DYH/RfvYX7ccwjA73OfO0Mzkj+wxajVYuf/NyyurKehSziIiIiIiI9MxXRV8BkDYgrdtlnOh5cP7U+WQmZ1LbWMv0V6ZTWF3Yo3il91AyxgOW71kOwMiMkV6t54qpVxAfHU9JdQmzXp+l+WNERERERET8pLyu3D1CIjM50yt12Kw2bplzC4kxiRyuOczZL5xNzpEcr9QlvqVkTA81tTTxz/3/BGBE5giv1hUWEsbNc24mOCiYDfkbuPbdazWztoiIiIiIiB98mvsp0LakdXdGSHRVeGg4P77sx8RHx1NcVcw5fz+H7Ye3e60+8Q0lY3rog70fUNNUQ1R4FAMTB3q9vuS4ZK6bcR1mk5k3t7zJre/f2unQJhEREREREfGOVTmrABg6cKjX64qJjOEn837i7iEz4fkJvLf7Pa/XK96jZEwPvbTlJQDGDR2H2eSbyzkqaxTXfP8aTJh4YeML3LT8Jppbm31St4iIiIiIiMBHOR8BMHjgqS/i0h3REdH8dP5PGZwymLqmOi597VLu++Q+PQv2UUrG9MCR+iO8t6ctGzl+2Hif1j1+2Hh+MO0HmDCxaNMi5rw2hzpnnU9jEBERERERCUQ7S3eyp3wPFrOF09JO81m9EaER/Hjujzlv1HkYGDy05iHOfv5s9pbv9VkM4hlKxvTA8988T1NLEynxKaTGp/aoLJvVhs1qO6Vjzh11LjfMugGrxcrKvSs54//OYHfZ7h7FISIiIiIiIif29s63ARiaNpSQ4JAel3cqz4NWi5UfTPsB1824jlBbKJuKNzHqL6P45Se/pN5Z3+NYxDdMhgcmHKmuriY6OpqqqiqioqI8EVev52xxMvhPgymoLuDq6Vdz9siz/RbLgeID/H3F36mpqyE0KJSnZj7FTWNvwmQy+S2m/ioQP+siIiIiIh0J1L+NDcNg7HNj2VKyhSunXcm5o871WyxHao7w6kevsqdgDwADowfyyLRHuGrUVVjMFr/F1d9447OunjHd9NKWlyioLiAiNIJxp43zayxZKVn859X/yZDUIdQ767nl3VuY+uJU9lfs92tcIiIiIiIi/c2G4g1sKdmC1WJl9JDRfo0lJjKGH1/2Y26YeQP2CDuFVYUsWLqAYc8M45Utr+Bscfo1PumckjHdUNtUy/9+8r8ATD9zOkHWID9HBFHhUfx47o+Zc94cgixBrM5dzYhnRvD/Vv4/yurK/B2eiIiIiIhIv/CXr/8CwNghYwkPCfdzNGAymRibPZZ7rruH2efOJiwkjH3l+1iwdAHpf0znwdUPcshxyN9hyjE0TKkbfvGvX/C79b8jJjKGe6+7t8fJGGezk7+v+DsAN866scfllVaW8uYnb7q7qkUER3DH+Du4Y8IdpEb1bG6bQBdon3URERERkc4E4t/GuZW5ZD+VTXNrM3decSeZyZk9LtPTz4MNjQ2s2bKGNZvX4Kh3AGA1W5kxZAYLTl/AxUMvJtzm/yRSX+KNz7rVI6UEkE9zP+X3638PwOUXXO6RXjGtRis7cne4X/dUgj2BH1/2Y3bl7+L99e9TWFrII+se4fef/54rRl7BrWfcyuSMyT5biltERERERKQ/+OUnv6S5tZnT0k7zSCIGPP88GBIcwoVnXci0M6axed9mPtvyGbmHcnl/z/u8v+d9QoNCmZ09m1lDZnHRkItIjkzucZ1y6pSMOQW7y3Yz7415GBicPeJsTh98ur9D6pTJZGL4oOGcln4a2w5sY/U3q9lfvJ9Xt77Kq1tfJSUyhQWnL+CyYZcxIXWCJncSERERERE5gZX7VvLSlpcwYWLWubP8Hc5JWa1Wxg8bz/hh4zlYfpBNezaxafcmyqvLeWvHW7y14y0ARg8Yzfcyv8fE9Imcn34+ieGJfo48MCgZ00WbDm5i1iuzqKivIH1AOvMmz/N3SF1iNpkZPXg0owePpuBwAeu3rmfz3s0U1xTz2PrHeGz9Y8SExjBz8EymZ03n/LTzGRo3VCsxiYiIiIiI/Nv+iv0sWLoAgAvGXsCgpEF+jujUJMclM/vc2cw6Zxb5Jflsz93OztydFBwuYEvJFraUbOGJL54AYHDsYM5JPYcxA8YwJmkMoweMJikiyc9n0P8oGXMSzhYnf/ryT/zPqv+hsaWRlPgUbr34VmxBXVsDvjdJS0zjyulXcvnky9mRu4PNezezK38XR+qPsHjbYhZvWwxAbGgs5w08jzOSz2BU4ihGJY4iOzabIIv/JyoWERERERHxpa0lW5m1eBZldWWkJaYx+9zZ/g6p20wmE4OSBjEoaRCzzplFTV0Nu/N3c6D4ADkHczhUfoj9FfvZX7GfV7a+4j4uITyBEfEjGBwzmCGxQ9w/mTGZRAdH68v8blAyphPFNcW8vu11/vjlH8mrygNgRMYIrptxHaHBoX6OrmeCrEGMGTKGMUPG0NLaQt6hPHbm7uRA8QHyS/KpqK9g+d7lLN+73H2MzWIjMyaTLHsWGfYMMu2ZZNgzSI1KZUD4ABLDE4mwRagRioiIiIhIv1BeV86fvvwTj6x7hKaWJhJjErnl4lv65BfznYkMi3QPZQKoa6wj92AuhaWFHCw7SFFZEaWVpZTWlrK6djWr81YfV0Z4UDgpkSmkRKaQGpVKSkTb6/iweOLC4ogNjSUuNI64sDiig6M1Rca/BWwyxjAM6pvrqWms4XDtYfKq8sirzGNLyRa+KPqCrSVbMWhbaCoyLJLZ58zm7JFn97tkg8VsISsli6yULACaW5opKi0i91AuB8sPcrDsIAcrDtLkbGJ32W52l+3utKwQawiJ4YkMCB9ATGgMUcFRRNmi2v7775/okGjCg8IJsYac9MdqtmI1W7GYLVjNVk04LCIiIiIiHmcYBo4mB2V1Zewu3832w9v5JPcTPs75mIbmBgCGDxrOghkLesVS1t4UFhzGiIwRjMgY4X6vydnEoYpDlFaWUlZVRlllGWVVZZRWluKod1DrrGVvxV72Vuw9afkmTNhD7cSExBBhizj+J+i71+G2cIItwQRbg7v0X5vFhsVswWKyuJ8jj35tNVuxmCy95pneI8kY1+rYU5+biiXUgoHB0Stmu14f/b43Xrt+P9E+LUYLjkYHNU01nGxV70FJgxibPZYzh52JzWKjsaaxW9fnZBqbG6GtjdNQ04Bh7fFq4z0yIGwAA7IGQFt+hlajlcqaSipqKqioruCI4whHqo9wpOYI1XXVOOodOJ1OGmgg35FPPvlei62jBmU2mdv9bsKEyWTC9T/A/fvRr7vz35b6FoCTfnZERERERPq7jp4Dj37/6NfHPp91ZVtH+51o27F/o3f2bHh0GXXOOqoaqmhpbenwHFPiU5hyxhROzzodU5OJhqaGU7lEXdLbngc7khiaSGJoIhyz8FJTcxPVtdXU1NVQVVdFtaOa6rpqamprqG2opa6hjvqmemrra2lyNmFgcKThCEc44p8T+beOkjVmkxmL2YIJE2aTGbPJjMnU9pp/pwI8+RxoMjxQ2oEDBxg8eLAn4hHpE/bv309WVpa/wxARERER8Rs9B0qg8eRzoEd6xsTGxgKQn59PdHS0J4rssurqatLS0igoKCAqKkp19/O6/V1/VVXV/2/vvuOrrO/+j7/POdnjZAcyCYEwEkYYggiyVJDhQKgDBLVqa622dvjr7bjraG9tq3Zax622ruK6URFQsRUERRQQGQFkmR1IICF7nIzr90eaUwIJJOSc62S8no/HeXByre/ne+WQz3V9zve6LiUmJjo/8wAAAEBfxXkgbfeFtiX3nAe6pBhjtTbfyyMkJMQjO0aS7HY7bfehtj3dfstnHgAAAOirOA+k7b7UtuTa80DOKAEAAAAAAExEMQYAAAAAAMBELinG+Pr66oEHHpCvr68rNkfbtN1t2/d03wEAAIDuoq8el9N232rbXe275GlKAAAAAAAA6BguUwIAAAAAADARxRgAAAAAAAATUYwBAAAAAAAwEcUYAAAAAAAAE3W6GLN69WoNHTpUKSkpev7550+bv2XLFqWlpWnw4MF6+OGHXRKkJOXm5mr69OlKTU3VqFGj9NZbb522TFJSkkaNGqX09HTNnTvXZW1LkpeXl9LT05Wenq5bbrnltPnu6vf+/fud7aanp8vf31/vvvtuq2Vc3e8FCxYoLCxMixYtck7rSP8OHz6s8ePHa/Dgwbrtttt0LveGPrXt6upqzZ07V8OGDdOIESP0l7/8pc31pk+frmHDhjn307loq98d2beu6DcAAADQnXEeyHkg54GtdbnfRifU19cbKSkpRl5enlFeXm4MHjzYKC4ubrXM+PHjjZ07dxr19fXG+PHjjd27d3emiXYVFBQYX3/9tWEYhlFYWGjExcUZlZWVrZYZMGCAUVFR4ZL2ThUREXHG+e7q98kqKiqMiIgIt/d73bp1xnvvvWcsXLjQOa0j/bvqqquMVatWGYZhGFdeeaXzfVfarqqqMj755BPDMAyjsrLSGDZsmHHw4MHT1ps2bVqX93lb/e7IvnVFvwEAAIDuivPA9nEeyHmgYZxbvzs1MqalKhYXF6fg4GDNnTtXa9eudc4vKChQQ0ODRo0aJS8vLy1evFirVq3qXHWoHTExMc5KV3R0tMLDw1VSUuKSbXeVO/t9svfee08XXXSRAgMDXb7tk82YMUPBwcHOnzvSP8MwtHnzZs2bN0+StGzZsnPaB6e2HRAQoGnTpkmSAgMDlZKSoiNHjpxLtzrddke4qt8AAABAd8V5YNs4D+Q8sCv97lQxpqCgQHFxcc6f4+PjlZ+f3+H5rrJt2zY1NTUpISGh1XSLxaKpU6dqwoQJWrFihUvbLC8v17hx4zRlyhRt2LCh1Tyz+v3mm2/qmmuuOW26O/stdax/xcXFCg8Pl8ViaXeZrsrNzdWuXbs0duzYNucvXrxYY8eO1VNPPeWyNs+2b83oNwAAAOBJnAdyHihxHngyV/TbqzMLG21cA9XSeEfmu0JxcbGWLVvW5nWKmzZtUmxsrPLy8jRz5kyNHj1agwcPdkm7WVlZio2NVUZGhubNm6fdu3fLbrdLMqff5eXl2rRpk15//fXT5rmz31LH+ufufVBbW6trrrlGjz/+eJsV4eXLlys2NlYlJSW69NJLlZaW5qykdsXZ9q0Zv3sAAADAkzgP5DywBeeBzVzR706NjImLi2tV7cnLy1NMTEyH53dVXV2dFixYoHvuuUcXXHDBafNjY2MlNVelLrroIu3YscNlbbdse8SIEUpNTdWBAwec89zdb0lauXKlZs+eLT8/v3Zjc0e/pY71LzIyUiUlJc4PpSv3gWEYuuGGGzR37txWN1U6Wcs+CA8P18KFC7V161aXtH22fevOfgMAAADdAeeBnAdKnAeezBX97lQxZsKECcrIyFB+fr4qKir0/vvva/bs2a0Cttls2rVrlxoaGvTaa6/psssu61RA7TEMQzfeeKNmzpyppUuXnja/qqpKFRUVkqTS0lJt3LhRw4cPd0nbJ06cUF1dnaTmnbx3714lJyc757uz3y3aG5rmzn636Ej/LBaLzj//fK1Zs0aS9PLLL7tsH9xzzz0KCAjQ/fff3+b8hoYGHT9+XFJz5XTt2rVKS0vrcrsd2bfu7DcAAADQHXAeyHkg54FuOA/s1O1+DcNYuXKlkZKSYgwaNMh49tlnDcMwjDlz5hj5+fmGYRjG5s2bjdTUVCM5Odl44IEHOrv5dn366aeGxWIxRo8e7Xzt2rXL2fbhw4eNUaNGGaNGjTJGjBhhPPPMMy5re9OmTcaIESOMUaNGGaNHjzbeeecdwzDM6bdhGEZpaakRHR1t1NXVOae5s9+zZs0yIiMjDX9/fyMuLs7YsmVLu/27+eabja1btxqGYRgHDhwwxo4dayQnJxu33nqr0djY2OW2N27caEgyUlNTnb/3Dz/8sFXblZWVxtixY42RI0caqampxoMPPuiSfn/xxRft7ltX9xsAAADozjgP5DyQ80DX9ttiGOfwEHAAAAAAAACck05dpgQAAAAAAICu6dTTlAB0P01NTSooKFBwcDBPckKvZhiGKioqFBsbK6uV7xIAkAPRd5ADgd6HYgzQwxUUFCghIcHTYQCmyc3NVXx8vKfDANANkAPR15ADgd6DYgzQwwUHB0tqTs52u93D0QDuU15eroSEBOdnHgDIgegryIFA70MxBujhWoZl2+12DkQ7wTAMHa9ufhReZEAkw9t7EH5XAFqQA12L3Nj98TsBeg+KMQD6pOr6akU/Hi1JqrynUoE+gR6OCAAAzyI3AoB5uPsTAAAAAACAiSjGAAAAAAAAmIjLlADADQzDUENDgxobGz0dSo9is9nk5eXFNfEA0IORA88NORDoWyjGAICLORwOHTlyRNXV1Z4OpUcKCAhQTEyMfHx8PB0KAKCTyIFdQw4E+g6KMQDgQk1NTcrMzJTNZlNsbKx8fHz4hquDDMOQw+HQsWPHlJmZqZSUFFmtXE0LAD0FOfDckQOBvodiDAC4kMPhUFNTkxISEhQQEODpcHocf39/eXt7Kzs7Ww6HQ35+fp4OCQDQQeTAriEHAn0LxRgAfZKX1Us3jL7B+d7V+Dbr3LHvAMAzXJUb+Tt+7th3QN9BMQZAn+Tr5asXr3zR02EAANBtkBsBwDyUXgEAp5kzZ46eeuopT4cBAMA5S0pK0rvvvitJevHFF5Wenu7ReADgZBRjAPRJhmGoylGlKkeVDMMwrd3p06fL19dXQUFBzte5FD2mT5+uP/7xj62mnXzQ2VUffPCBbr/9dpdsCwDQM7g7N56cA4ODg5WWlqa33nrL5e0AQE9AMQZAn1RdX62gR4MU9GiQquvNffzmb3/7W1VWVjpfpxY9GhoaTI0HAADJnNzYkgPLy8v1u9/9TkuWLFF2dnant0OuBNDTUYwBAA+78cYbdfPNN+vqq6+W3W7X008/ra+//lpTpkxReHi4oqKidN1116m4uFiS9LOf/UyffvqpfvGLXygoKEhz5szRd77zHeXk5Oi6665TUFCQbrvtNklSUVGRlixZotjYWMXGxuquu+5SXV2dJKmkpEQLFixQeHi4QkNDNW7cOOcBcVsjbwAAcBWLxaJ58+YpNDRU+/fvV2Vlpa644gpFR0crJCREU6dO1c6dO53LP/jgg5o/f75+8IMfKDw8XL/4xS9kGIb+/Oc/a9iwYQoNDdX06dO1b9++DrX/+9//XikpKQoODtagQYP05JNPuqurANAmijEA0A289tpruvnmm1VaWqqbb75ZVqtVv/nNb1RYWKiMjAzl5+frv/7rvyRJTzzxhC688ELnt4sffPCB3nrrLSUmJuq1115TZWWlnnnmGRmGocsvv1z9+/fXoUOHtHv3bu3cuVO//vWvJUmPP/64GhoalJeXp+LiYr3wwgsKDg725G4AAPQRTU1NWrlypWprazVmzBg1NTVp8eLFyszMVGFhocaMGaOrr7661eVSH374oSZOnKiioiL96le/0tNPP60XXnhBq1at0vHjx3XVVVfpsssuk8PhOGv7AwYM0Lp161ReXq7nn39ed999tzZt2uTOLgNAKxRjAMBk99xzj0JDQ52vqqoqzZo1S7Nnz5bValVAQIBGjx6tKVOmyNvbW/369dNPf/pTffLJJ51qZ9u2bTp48KAee+wxBQQEKCIiQvfee6+WL18uSfL29lZxcbEOHjwom82m9PR0hYeHu6HHAAA0a8mBgYGBuuqqq3T//fcrKipKdrtd11xzjQIDA+Xn56eHHnpIBw4cUEFBgXPdESNG6MYbb5SXl5cCAgL017/+VQ8//LBSUlLk5eWlH/3oR6qpqdGXX3551jgWLlyohIQEWSwWzZgxQ7Nnz+50ngWArqAYAwAme/TRR1VaWup8BQYGKjExsdUyhw4d0hVXXKHY2FjZ7XZdf/31On78eKfaycrKUmlpqfMypNDQUC1atEiFhYWSpLvvvlsXXnihrr76avXv318//vGPVVNT47J+AgBwqpYcWFNTo/379+vvf/+7nn32WdXU1Oj2229XUlKS7Ha7kpKSJKlV7js1V2ZlZen6669v9QXHiRMnlJeXd9Y4/vGPf2js2LEKCwtTaGio3n///U7nWQDoCooxANANWK2t/xzfdtttiouL0969e1VeXq5XX3211VDtU5dva1pCQoKio6NbFX7KyspUWVkpSQoKCtJvf/tb7d+/X5s3b9bHH3/M46wBAKYZPHiw5s2bp9WrV+uJJ57QV199pc8++0zl5eXKysqSpDPmvoSEBL311lut8lx1dbWuu+66M7abk5OjG264Qb/73e907NgxlZaWau7cuaY+XREAKMYAQDdUXl6u4OBg2e125ebm6rHHHms1v1+/fjp8+PAZp5133nlKTEzU/fffr4qKChmGoezsbH3wwQeSpNWrV+vAgQNqamqS3W6Xt7e3vLy83N85AAAkZWdn6/3339fIkSNVXl4uPz8/hYWFqbKyUvfee+9Z1//hD3+oX/7yl9q/f7+k5ty5cuVKVVRUnHG9yspKGYah6OhoWa1Wvf/++/roo49c0icA6CiKMQD6JJvVpkWpi7QodZFsVpunwznN73//e61evVp2u11XXHGFFi5c2Gr+XXfdpX/9618KDQ3V/PnzJUn33nuvnnzySYWFhen222+XzWbTqlWrlJ+fr+HDhyskJETz5s3ToUOHJDVfCnXppZcqODhYqampmjRpkn7wgx+Y3lcAQPdgRm5seRJgUFCQJk+erIsvvli//OUv9dOf/lQ2m039+vXTiBEjNGnSpLNu64477tCNN96oq666Sna7XcOHD3feF+1MUlNTdd9992nmzJmKiIjQG2+8ocsvv9wV3QOADrMYjMcDerTy8nKFhISorKxMdrvd0+H0ebW1tcrMzNTAgQPl5+fn6XB6pPb2IZ91AKfi70L3Qg7sOnIg0HcwMgYAAAAAAMBEFGMAAAAAAABMRDEGQJ9U5aiS5SGLLA9ZVOWo8nQ4AAB4HLkRAMxDMQYAAAAAAMBEFGMAAAAAAABMRDEGAAAAAADARBRjAAAAAAAATEQxBgAAAAAAwEQUYwAAAAAAAExEMQZAn2Sz2jQ3Za7mpsyVzWrzdDhtqq2t1YIFCxQaGqoJEyZ4OhwAQC/XnXIjORBAb0cxBkCf5OflpzWL12jN4jXy8/LzdDhtWrFihfbv36/CwkJt2bLF1Lbr6ur085//XDExMQoKCtLIkSOVlZXV5rJ5eXm64IILFBERoZCQEKWnp+udd95pc9mPPvpIFotFd911l/uCBwCck+6UG3tKDpSklStXatSoUQoODlZSUpIef/zxNpcjBwI4mZenAwAAtC0zM1NDhgyRr6+v6W3fdNNNqqmp0VdffaWYmBjt379foaGhbS4bFhamF198UYMHD5bVatXnn3+uSy65RBkZGRo4cKBzuaqqKv3oRz/S+eefb1IvAAA9VU/JgYWFhbr66qv1t7/9TYsXL9auXbs0bdo0jRgxQpdeeqlzOXIggFMxMgYATJKUlKRHH31U5513ngIDAzVnzhyVlJTo9ttvV2hoqFJSUvT5559Lkn72s5/p4Ycf1urVqxUUFKQHHnhAo0eP1ssvv9xqm3PmzNFvfvMbl8a5Z88erVy5Un/7298UGxsri8WiYcOGtXsgGhgYqCFDhshqtcowDFmtVjU2Np72LeL999+va6+9VkOHDnVpvACA7q+35sD8/HwZhqElS5bIYrFo9OjROu+885SRkdFqOXIggFNRjAHQJ1U5qhT4SKACHwlUlaPKtHZfe+01rVixQvn5+crJydGECRM0c+ZMFRcX69prr9Vtt90mSXriiSd07733av78+aqsrNRDDz2kpUuX6pVXXnFuq7CwUB9//LGWLFnSZlstB7jtvT777LM219uwYYOSk5P129/+VtHR0RoyZEi7Q65PNmrUKPn6+mrSpEmaPHmyLrzwQue8rVu3au3atbrnnns6s7sAACZyd27sjTkwPT1d06dP10svvaTGxkZt375dO3fu1MUXX+xchhwIoC0UYwD0WdX11aqurza1zdtvv12JiYkKDQ3VvHnzFBkZqUWLFslms+m6665TRkaGHA5Hm+suWbJEGzZsUH5+viRp+fLluvDCC5WQkNDm8k899ZRKS0vbfU2ZMqXN9UpKSpSRkSHDMJSTk6N33nlHf/jDH/SPf/zjjH3btWuXKisrtWrVKs2ZM0c2W/PNH+vr63Xrrbfqqaee8shwcwBAx7kzN/bGHGi1WrVs2TL95Cc/ka+vr8aPH6+7775b6enpksiBANpHMQYATNS/f3/n+4CAgNN+NgxD1dVtHwTHxMRo5syZzgPCl19+WcuWLXN5jEFBQbLZbHr44Yfl5+entLQ0ffe739XKlSvPuq6Pj4/mz5+v9evXO+N87LHHNGbMGE2fPt3lsQIAeo7emAPXrVunH/zgB3r77bflcDh08OBBvfrqq3r22WclkQMBtI9iDAD0IC3DtDMyMnTgwAEtXLiw3WVvu+02BQUFtfv69NNP21xv9OjRkiSLxXLOcdbX1+vgwYOSmp8esXLlSvXv31/9+/fXG2+8oeeee06TJk065+0DAPqe7pgDt2/frokTJ2r69OmyWq0aNGiQFi1apFWrVkkiBwJoH8UYAL3O8erjuvqtq7VkxRKV15V7OhyXWrBggbKzs/Xzn/9cCxYsUFBQULvLPvPMM6qsrGz3dfI9XU42depUpaSk6KGHHlJ9fb3279+vF198UVdccUWby2/YsEGbN2+Ww+GQw+HQiy++qPXr1+uSSy6RJL399tvau3evduzYoR07dujyyy/XkiVLnAeqAAB0RHfMgZMmTdLWrVu1adMmGYah7OxsrVixQmPGjJFEDgTQPh5tDaDXeWD9A3pr71uSpICgAD03+zkPR+Q6AQEBWrhwoV588UWtXbvWLW3YbDa99957+v73v6/Q0FBFR0frxz/+caubJAYFBemDDz7QhRdeqKqqKt15553KzMyUl5eXhgwZotdff915PX54eHir7fv7+ysgIECRkZFuiR8A0Dt1xxw4efJk/f73v9ctt9yivLw82e12XXnllbrvvvskkQMBtM9iGIbh6SAAnLvy8nKFhISorKxMdrvd0+F4XENTg6Iei1JpbakkKSQgRMU/K5bNamu1XJWjSkGPNn+jVnlPpQJ9Al3Sfm1trTIzMzVw4ED5+fm5ZJt9TXv7kM86gFPxd8G1upobyYFdRw4E+g5GxgDoVfYU7VFpbam8bd6yWq0qqy7T2ty1mjtgbqvlrBarpg2Y5nwPAEBfR24EAPNQjAHQq2zO2yxJGhg7UD5ePsrIzNCHWR+eVozx9/bXJzd+4oEIAQDonsiNAGAeSt4AepVtBdskSUn9kzQwdqAk6cu8Lz0ZEgAAAAC0wsgYAL3Ktye+lSRFh0Ur3N5807x9BftkGEaXHtXcWdyO69yx7wCgZ+Pv+Llj3wF9ByNjAPQq2WXZkqRwe7jio+JlsVhUUV2hb8q/abVclaNKUY9FKeqxKFU5qlzWvre3tySpurraZdvsa1r2Xcu+BACcu/rGeh0sPtihk/yu5kZyYNeRA4G+g5ExAHqNxqZG5ZTlSJLCgsPk4+2jqNAoFZ0o0mcFn2l4yPBWyx+vPu7yGGw2m0JDQ1VUVCSp+TGcZo7I6ckMw1B1dbWKiooUGhoqm8129pUAAO2qbajVpBcmacfRHboy9Uq9vejts+akruRGcuC5IwcCfQ/FGAC9RkFFgRqaGmS1WhUSGCJJiouKU9GJIm07uk23Dr/VlDj69+8vSc6DUXROaGiocx8CAM7d37/+u3Yc3SFJenfvu1p5eKWuHHylW9skB3YNORDoOyjGAOg1skqzJElhQWGyWpuvwoyLjNPXB75WRmGGaXFYLBbFxMQoOjpa9fX1prXbG3h7e/NtIAC4yFt732r185+3/9ntxRhy4LkjBwJ9C8UYAL1GSzEmwh7hnBYXFSdJOlx02PR4bDYbB1UAAI8oryvXpzmfSpKWzl6qV9a+ok2HNqm6oVoBXgFub58cCABnxg18AfQaLTfvDbOHOafFR8VLkopOFKmoliHTAIC+4auCr9TQ1KCw4DCNGTJGQf5BctQ7tCprladDAwCIYgyAXqRlZEzLI60lKTggWPYAuwwZ+uzIZx6KDAAAc20/sl2SlBidKKvFqqGJQyVJaw6v8WRYAIB/oxgDoNdw3jMmOKzV9JZLlbYe3eqcZrVYNT52vMbHjpfVwp9CAEDv8vXRryVJcdHNOXBIwhBJ0ubsze2uQ24EAPNwzxgAvUZmaaak1veMkZovVdqXvU87juxwTvP39tfWW7cKAIDeqGVkTMvluoNiB0mSMgszVVZfphDvkNPWITcCgHkoeQPoFRqbGpVbliup9WVK0n9Gxuwv2m96XAAAmK2+sV4Hig9IkmIjYyVJESERCg4IVmNTo/6V+y9PhgcAEMUYAL3Ekcojqm+ql9VqlT3Q3mpey7eCucdzVdNQ44nwAAAwTVZplhqNRnl7eSsksHkEjMVi0cCYgZKkdTnrPBkeAEAUYwD0Etml/36SUlCYbNbWj9IMDwmXn4+fGhob9GXRl5Kk6vpqJf0xSUl/TFJ1fbXp8QIA4C4HSw5KkiJDImWxWJzTW4oxW/K2tLkeuREAzEMxBkCv0NaTlFpYLVbFRTZfqvR5weeSJMMwlF2WreyybBmGYVqcAAC426GSQ5Kk6NDoVtNbijHf5H+jxqbG09YjNwKAeSjGAOgV2nuSUouWp0m0PF0CAIDe6mBx88iYiNBTbmgfHS9vm7cqayu15Vjbo2MAAOagGAOgVzjTyBjpP/eN2VO4x6yQAADwiEMnmkfGRIVEtZruZfNSQr8ESdKHWR+aHhcA4D8oxgDoFbLKsiSdvRiTVZTV5tBsAAB6i5aRMZGhkafNGxTX/IjrTTmbTI0JANAaxRgAvYJzZExw28WYfmH95GXzUo2jRtuLt5sYGQAA5qlvrHfmxKjQqNPmD4ptLsbszNtpZlgAgFNQjAHQ4zUZTcopy5HU/sgYm82muKjm+8b8K+dfpsUGAICZssuynY+1tgfaT5ufFJMkq8Wq4+XH9c2JbzwQIQBAohgDoBc4WnlUjkaHrBarQoJC2l0uOSZZkvR57ueyWCxKjUpValRqq8d+AgDQkzkvUQqJlNVy+qG+n4+f4qObL91dnbW61TxyIwCYh2IMgB6vZTh2SFCIbFZbu8sNjG1+pOeO/B0K8A7Qntv3aM/texTgHWBGmAAAuF3LY63bukSpRculShuyN7SaTm4EAPNQjAHQ47UUYyLsEWdcbmBMczEm/3i+CqsL3R0WAACmO1jSPDLmjMWYf9/Ed3su91ADAE+hGAOgxzvbY61bBAcEKzIkUoYMvZ/zvgmRAQBgrpaRMZEhpz9JqUXLSNGCkgJ9W/6tKXEBAFqjGAOgx2spxoQFh5112ZbRMR8d/khpT6Up7ak0VddXuzM8AABM05FiTKBfoOKjmu8b89bBt5zTq+uryY0AYBKKMQB6vOyybElnHxkjSSkJKZKkL3K+0N5je7X32F4ZhuHW+AAAMENDU4MySzMlSZGh7RdjJGl40nBJ0ocHP3ROMwyD3AgAJqEYA6DHyzzRfODZkWLM0MShkqSsoix3hgQAgOlyy3LV0NQgL5vXGZ8uKEnDBzQXY7ZkbVFDY4MZ4QEATkIxBkCP1tjU2OEb+EpSSGCIYiNj3RwVAADma7lEKcIe0eZjrU82oP8ABfgGqLquWmtz15oRHgDgJBRjAPRoBRUFqm+ql9VqVWhQaIfWGZY4zL1BAQDgAYdPHJZ05icptbBZbc7Rom/uf9OtcQEATkcxBkCP1nJtfFhQmKzWjv1JGzaAYgwAoPdxjowJOftIUUkaOWikJOnDfR9yjxgAMBnFGAA9Wsv9Yjp64ClJg2IHyd/X310hAQDgER15ktLJ0gamycfLR0VlRfok7xM3RgYAOBXFGAA9mvOpEfaOHXhKks1m04iBIyRJ/t7+slgsbokNAAAztVymdLYnKbXw9fZV2sA0SdLzu5+XxWLRgJABGhAygNwIAG5GMQZAj/btiW8lSWH2sE6tN27oOEmSl5eXvK3eLo8LAAAzGYahwyX/LsZ0cGSMJI0ZMkaS9MG+D+Rt9VbWXVnKuitLAd4BbokTANCMYgy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\n",
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 30 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"squad = ['Szczesny',\n",
|
||
" 'Kim',\n",
|
||
" 'Buongiorno',\n",
|
||
" 'Bastoni',\n",
|
||
" 'Di Lorenzo',\n",
|
||
" 'Kostic',\n",
|
||
" 'Frattesi',\n",
|
||
" 'Barella',\n",
|
||
" 'Gonzalez N.',\n",
|
||
" 'Hojlund',\n",
|
||
" 'Rafael Leao']\n",
|
||
"\n",
|
||
"s = simulate_lineup(squad)\n",
|
||
"\n",
|
||
"plot_lineup(squad, config_343)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "747b573f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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bUVFRBYYEKxQKDBo0CI6OjtDV1YWrq2uF9zBeu3YNT58+xaxZs+Dq6op69ephxowZSElJQWJiolLdadOmoU6dOujZs2eJ2z9w4AAOHTqERYsWFTg2cOBAfPfdd2jVqhVq1aqFvn37YsCAAdi1a9c73xcRERGpF/X5cz1RGdPV1VVKFtSZpqYmgoKCVB1GmZg3b16Rx5ydndGnTx/x9aJFi4rczsfe3l7pZ7Js2bJCtymaMWNGqWPcuHEjBg0ahNOnT+PcuXMYPHgw7O3tERwcDCBvWO6NGzewd+9eGBkZYdKkSfD398eVK1fg7e2NpUuXYvr06bh27RoAwMDAAAAwYMAAJCQkYNu2bbC1tcXu3bvRoUMHXLp0Cc7OzgDytlpatGgRfvrpJ2hoaKBv374YP348Nm/ejPHjxyM+Ph5paWnYsGEDAKBatWp48OCBUvy5ubmoUaMGduzYAXNzc0RHR2Pw4MGwsbEpcVKYmJgINze3Yuv07dsXK1euLPSYq6srzM3NsW7dOkyZMgUKhQLr1q1DvXr1YG9vL9Y7evQofvnlF8TFxZU4oXz48CGCg4OxZ88e6Onpleic1NRUVKtWrUR1iYiIqPJgwkpE7x07OzssWbIEEokErq6uuHTpEpYsWYLg4GAxUT158iS8vb0BAJs3b4adnR327NmDHj16wNjYGBKJBNbW1mKbt27dwtatW/HPP/+Iw1jHjx+PyMhIbNiwAXPnzgWQNzx25cqVqF27NgBgxIgRmDVrFoC8xFdXVxdZWVlKbb9OU1MTM2fOFF87OjoiOjoaO3bsKHHCamtr+8ZFnIyMjIo8ZmhoiKioKHTp0gVff/01AMDFxQUHDx4Uhy4/efIEQUFB+Pnnn4tt61WCICAoKAhDhgyBp6cnEhIS3nhOTEwMduzYgX379pXoGkRERFR5MGElojIVEhJS5LHXh2aPHz++yLqvD40eNWrUuwX2ig8//FCpfS8vLyxevBgKhQLx8fGQyWRo1qyZeNzMzAyurq6Ij48vss3z589DEAS4uLgolWdlZcHMzEx8raenJyarAGBjY4OUlJRS38PKlSuxdu1a3L17Fy9evEB2djbc3d1LfL5MJoOTk1Opr5vvxYsXGDhwIJo3b46tW7dCoVBg0aJF8Pf3x9mzZ6Grq4vg4GD06dMHLVu2LHG733//PdLS0op9H73q8uXL6NKlC6ZPnw4fH5+3vR0iIiJSU0xYqcrKyMiAg4MDgLxtQfT19VUbUDGys7PFOYijRo2ClpaWiiN6e6WJvbzqvotX57K+Xl7c/OLc3FxIpVLExsZCKpUqHcsfMgzk9Y6+SiKRFHnNouzYsQNjxozB4sWL4eXlBUNDQyxcuBCnT58ucRvvOiR4y5YtSEhIQExMjPiHiC1btsDU1BS//fYbevXqhaNHj2Lv3r3iPFRBEJCbmwuZTIbVq1dj4MCBBdo9evQoTp06BW1tbaVyT09PBAYGYuPGjWLZlStX8PHHHyM4OBjTpk0r8b0TERFR5cGElaq0x48fqzqEEitsfiaVj1OnThV47ezsDKlUCjc3N+Tk5OD06dPikOAnT57g+vXrqFu3LoC85FmhUCi10bhxYygUCqSkpJR6NdxXFdb2644fPw5vb28MGzZMLLt161aprvOuQ4IzMzOhoaGhlMTnv87NzQWQN1T31Xv57bffMH/+fERHR6N69eqFtvvdd99h9uzZ4usHDx7A19cX27dvV+r1vnz5Mj7++GN8/vnnmDNnTrH3QURERJUXE1Yieu/cu3cPY8eOxZdffonz58/j+++/x+LFiwHkLQzVpUsXBAcHY9WqVTA0NMTkyZNRvXp1dOnSBQDg4OCA9PR0HDlyBI0aNYKenh5cXFwQGBiI/v37Y/HixWjcuDEeP36Mo0ePokGDBvD39y9RbA4ODjh48CCuXbsGMzMzGBsbF6jj5OSETZs24eDBg3B0dMRPP/2Es2fPwtHRscQ/g3cdEuzj44MJEyZg+PDh+Oqrr5Cbm4tvvvkGMpkMbdq0AQAxwc937tw5aGhoKO0ne+bMGfTv3x9HjhxB9erVUbNmTaVz8nuna9eujRo1agDIS1bbtGmD9u3bY+zYsUhOTgaQt/2PhYXFW98TERERqR/13uuDiKgc9O/fHy9evMAHH3wgJlyDBw8Wj2/YsAEeHh7o1KkTvLy8IAgC9u/fLw7n9fb2xpAhQxAQEAALCwssWLBAPK9///4YN24cXF1d8cknn+D06dOws7MrcWzBwcFwdXWFp6cnLCwscPLkyQJ1hgwZgk8//RQBAQFo1qwZnjx5otTbWhHq1KmD//3vf/jrr7/g5eWFFi1a4MGDB4iMjISNjU2J28nMzMS1a9eKXC26ML/88gsePXqEzZs3w8bGRnw0bdr0bW6FiIiI1JhEKO3kKTWVlpYGY2NjpKamlng1SqraMjIyxN6Z9PR0tZ/Dmr8dTEhIiNrPYX358iXu3LkDR0dH6OjoqDqcUmndujXc3d2xdOlSVYdCFai49yw/P4iIiNQXe1iJiIiIiIhILTFhJSIiIiIiIrXERZeoytLQ0ICnp6f4XJ1JJBLY2tqKz6n8REVFqToEIiIiIiohJqxUZenq6uLs2bOqDqNENDU1ERwcrOowiIiIiIjUinp3OxGRWqsia7bRe4DvVSIiosqJCSsRlVr+9i6ZmZkqjoSoZPLfq/nvXSIiIqocOCSYqqzMzEy4ubkBAK5cuQI9PT0VR1Q0uVyOH3/8EQAwfPhwtf9SLZVKYWJigpSUFACAnp4e596SWhIEAZmZmUhJSYGJiQmkUqmqQyIiIqJSYMJKVZYgCLh79674XJ0JgoDU1FTxeWVgbW0NAGLSSqTOTExMxPcsERERVR5MWInorUgkEtjY2MDS0hJyuVzV4RAVSVNTkz2rRERElRQTViJ6J1KplMkAEREREZULLrpEREREREREaokJKxEREREREamlt0pYly9fDkdHR+jo6MDDwwPHjx8vsm5SUhL69OkDV1dXaGhoYPTo0YXW+/XXX+Hm5gZtbW24ublh9+7dbxMaERERERERVRGlTli3b9+O0aNHY+rUqbhw4QJatGgBPz8/JCYmFlo/KysLFhYWmDp1Kho1alRonZiYGAQEBKBfv364ePEi+vXrh549e+L06dOlDY9IJJFI4ObmBjc3N7XfckUikcDCwgIWFhZqHysRERERUUWRCKXcQ6NZs2Zo0qQJVqxYIZbVrVsXXbt2xbx584o9t3Xr1nB3d8fSpUuVygMCApCWloYDBw6IZR06dICpqSm2bt1aaFtZWVnIysoSX6elpcHOzg6pqakwMjIqzS0REdF7LC0tDcbGxvz8ICIiUkOl6mHNzs5GbGws2rdvr1Tevn17REdHv3UQMTExBdr09fUtts158+bB2NhYfNjZ2b319YmIiIiIiEj9lCphffz4MRQKBaysrJTKrayskJyc/NZBJCcnl7rNkJAQpKamio979+699fWJiIiIiIhI/bzVPqyvz7ETBOGd592Vtk1tbW1oa2u/0zWpasvMzETTpk0BAGfPnoWenp6KIyqaXC7HmjVrAADBwcHQ1NRUcURERERERKpXqoTV3NwcUqm0QM9nSkpKgR7S0rC2ti7zNokEQcCVK1fE5+pMEAQ8evRIfE5ERERERKUcEqylpQUPDw8cPnxYqfzw4cPw9vZ+6yC8vLwKtHno0KF3apOIiIiIiIgqt1IPCR47diz69esHT09PeHl5YfXq1UhMTMSQIUMA5M0tvX//PjZt2iSeExcXBwBIT0/Ho0ePEBcXBy0tLbi5uQEARo0ahZYtW2L+/Pno0qULfvvtN/z+++84ceJEGdwiERERERERVUalTlgDAgLw5MkTzJo1C0lJSahfvz72798Pe3t7AEBSUlKBPVkbN24sPo+NjcWWLVtgb2+PhIQEAIC3tze2bduGadOmITQ0FLVr18b27dvRrFmzd7g1IiIiIiIiqsxKvQ+ruuI+evS6jIwMGBgYAMjr3dfX11dxREXLzs4W9zEOCQmBlpaWiiMien/w84OIiEh9lWoOKxEREREREVFFeattbYgqA4lEIg5Vf9dtl8qbRCKBsbGx+JyIiIiIiDgkmIiI3nP8/CAiIlJfHBJMREREREREaokJKxEREREREaklJqxUZb148QJNmzZF06ZN8eLFC1WHUyy5XI41a9ZgzZo1kMvlqg6HiIiI6K20bt0ao0ePLtdrSCQS7Nmzp1yvQeqDCStVWbm5uTh37hzOnTuH3NxcVYdTLEEQ8ODBAzx48ABVZFo5EZHauXfvHgYNGgRbW1toaWnB3t4eo0aNwpMnT1QdGr0noqOjIZVK0aFDh3K/loODAyQSSZGP1q1bv/H8pUuXlnlc4eHhSnHY2NigZ8+euHPnTonbSEpKgp+fX6muaWJi8hbRlp3X7/vVR0pKCgDg2rVraNOmDaysrKCjo4NatWph2rRpJe7MyMrKgru7OyQSCeLi4pSOFXbdlStXlvVtlguuEkxERERV3u3bt+Hl5QUXFxds3boVjo6OuHz5MiZMmIADBw7g1KlTqFatmqrDpCpu/fr1+Oqrr7B27VokJiaiZs2a5Xats2fPQqFQAMhLlLt3745r166Ji8upcs93IyMjXLt2DYIg4OrVq/jyyy/xySefIC4uDlKp9I3nW1tbV0CUZSsgIKDAHyqCgoLw8uVLWFpaAgA0NTXRv39/NGnSBCYmJrh48SKCg4ORm5uLuXPnvvEaEydOhK2tLS5evFjo8Q0bNijFkL9DhbpjDysRERFVecOHD4eWlhYOHTqEVq1aoWbNmvDz88Pvv/+O+/fvY+rUqQDyepXmzp2LgQMHwtDQEDVr1sTq1auV2po0aRJcXFygp6eHWrVqITQ0VKkHJCwsDO7u7vjpp5/g4OAAY2Nj9OrVC8+fPxfrREZG4qOPPoKJiQnMzMzQqVMn3Lp1q2J+GKQSGRkZ2LFjB4YOHYpOnTohPDxcPObl5YXJkycr1X/06BE0NTXxxx9/AMjrVezYsSN0dXXh6OiILVu2FNsLamFhAWtra1hbW4t/jLG0tBTL/vjjD9SrVw/a2tpwcHDA4sWLxXNbt26Nu3fvYsyYMWJvHAA8efIEvXv3Ro0aNaCnp4cGDRpg69atpf5ZSCQSWFtbw8bGBm3atMGMGTPw999/4+bNmwCAFStWoHbt2tDS0oKrqyt++umnAufnDwlOSEiARCLBrl270KZNG+jp6aFRo0aIiYkBAERFRWHAgAFITU0V7yUsLAwAsHz5cjg7O0NHRwdWVlb47LPPSn0vJaWrqyv+7K2trSGVSnH06FEMGjRIrFOrVi0MGDAAjRo1gr29PT755BMEBgbi+PHjb2z/wIEDOHToEBYtWlRkHRMTE6UYdHV1y+TeyhsTViIiIqrS/v33Xxw8eBDDhg0r8AXN2toagYGB2L59uzglY/HixfD09MSFCxcwbNgwDB06FFevXhXPMTQ0RHh4OK5cuYJly5ZhzZo1WLJkiVK7t27dwp49exAREYGIiAgcO3YM33zzjXg8IyMDY8eOxdmzZ3HkyBFoaGigW7duaj+Fhd7e9u3b4erqCldXV/Tt2xcbNmwQ33OBgYHYunWr0rSg7du3w8rKCq1atQIA9O/fHw8ePEBUVBR+/fVXrF69WhxKWlqxsbHo2bMnevXqhUuXLiEsLAyhoaFiEr1r1y7UqFEDs2bNQlJSEpKSkgAAL1++hIeHByIiIvD3339j8ODB6NevH06fPv0OPxmIv5dyuRy7d+/GqFGjMG7cOPz999/48ssvMWDAADFxL8rUqVMxfvx4xMXFwcXFBb1790ZOTg68vb2xdOlSGBkZifcyfvx4nDt3DiNHjsSsWbNw7do1REZGomXLlkW2n5iYCAMDg2IfQ4YMKfE9b9q0CXp6esUmyTdv3kRkZKT4HijKw4cPERwcjJ9++gl6enpF1hsxYgTMzc3RtGlTrFy5svL8fyNUEampqQIAITU1VdWhkJpIT08XAAgAhPT0dFWHU6ysrCwhLCxMCAsLE7KyslQdDtF7hZ8fVd+pU6cEAMLu3bsLPf7tt98KAISHDx8K9vb2Qt++fcVjubm5gqWlpbBixYoi21+wYIHg4eEhvp4xY4agp6cnpKWliWUTJkwQmjVrVmQbKSkpAgDh0qVLpbgzqky8vb2FpUuXCoIgCHK5XDA3NxcOHz4sCELev79MJhP+/PNPsb6Xl5cwYcIEQRAEIT4+XgAgnD17Vjx+48YNAYCwZMmSN177jz/+EAAIT58+FQRBEPr06SP4+Pgo1ZkwYYLg5uYmvra3ty9R2/7+/sK4cePE161atRJGjRpVZP0NGzYIxsbG4ut79+4JH374oVCjRg0hKytL8Pb2FoKDg5XO6dGjh+Dv7y++fvX3+c6dOwIAYe3ateLxy5cvCwCE+Pj4Qq8pCILw66+/CkZGRkq/p8WRy+XCjRs3in08fPiwRG0JgiC4ubkJQ4cOLfSYl5eXoK2tLQAQBg8eLCgUiiLbyc3NFTp06CB8/fXXgiD8/8/jwoULSvW+/vprITo6Wrhw4YKwaNEiQU9PTzxH3bGHlYiIiN5rwn+9WvnDHhs2bCgeyx+6+GpP1s6dO/HRRx/B2toaBgYGCA0NRWJiolKbDg4OMDQ0FF/b2NgotXHr1i306dMHtWrVgpGRERwdHQGgQDtUNVy7dg1nzpxBr169AAAymQwBAQFYv349gLzhuz4+Pti8eTMA4M6dO4iJiUFgYKB4vkwmQ5MmTcQ2nZycYGpq+lbxxMfHo3nz5kplzZs3x40bN8R5r4VRKBSYM2cOGjZsCDMzMxgYGODQoUOlft+mpqbCwMAA+vr6sLOzQ3Z2Nnbt2gUtLa0iY4uPjy+2zVd/b21sbACg2B5oHx8f2Nvbo1atWujXrx82b96MzMzMIuvLZDI4OTkV+8ifi/omMTExuHLlitJw4Fdt374d58+fx5YtW7Bv375ih/l+//33SEtLQ0hISLHXnDZtGry8vODu7o5x48Zh1qxZWLhwYYniVTUmrFSlmZubw9zcXNVhlIienl6xwziIiOjtODk5QSKR4MqVK4Uev3r1KkxNTcXPC01NTaXjEolEHDp36tQp9OrVC35+foiIiMCFCxcwdepUZGdnK51TXBsA0LlzZzx58gRr1qzB6dOnxSGVr7dDVcO6deuQk5OD6tWrQyaTQSaTYcWKFdi1axeePn0KIG9Y8M6dOyGXy7FlyxbUq1cPjRo1AoAidxAoqvxNBEEQ/0BTmrYWL16MJUuWYOLEiTh69Cji4uLg6+tb6vetoaEh4uLicOnSJaSnpyM2NhZNmzYVjxcW2+tlr3v1dy6/bnFDXg0NDXH+/Hls3boVNjY2mD59Oho1aoRnz54VWr8shwSvXbsW7u7u8PDwKPS4nZ0d3Nzc0Lt3b3zzzTcICwsr8g8JR48exalTp6CtrS0m1QDg6emJzz//vMgYPvzwQ6SlpeHhw4clilmVuEowVVn6+vp49OiRqsMoES0tLUyYMEHVYRARVUlmZmbw8fHB8uXLMWbMGKV5rMnJydi8eTP69+//xi/EAHDy5EnY29uLizQBwN27d0sVz5MnTxAfH49Vq1ahRYsWAIATJ06Uqg2qPHJycrBp0yYsXrwY7du3VzrWvXt3bN68GSNGjEDXrl3x5ZdfIjIyElu2bEG/fv3EenXq1EFOTg4uXLggJjk3b94sMrl6Ezc3twLvuejoaLi4uIir9GppaRVIko4fP44uXbqgb9++APISwhs3bqBu3bqlur6GhoaYWL2ubt26OHHiBPr3768UW2mv8arC7gXI6zVt164d2rVrhxkzZsDExARHjx7Fp59+WqCura1tga1iXpe/AnNx0tPTsWPHDsybN69EsQuCALlcXuQfFL777jvMnj1bfP3gwQP4+vpi+/btaNasWZHtXrhwATo6Oirf7qckmLASERFRlffDDz/A29sbvr6+mD17ttK2NtWrV8ecOXNK1I6TkxMSExOxbds2NG3aFPv27cPu3btLFYupqSnMzMywevVq2NjYIDExscAKsVR1RERE4OnTpxg0aFCBbUQ+++wzrFu3DiNGjIC+vj66dOmC0NBQxMfHo0+fPmK9OnXqoF27dhg8eDBWrFgBTU1NjBs3Drq6uiX6Q8vrxo0bh6ZNm+Lrr79GQEAAYmJi8MMPP2D58uViHQcHB/z555/o1asXtLW1YW5uDicnJ/z666+Ijo6Gqakpvv32WyQnJ79TMvm6CRMmoGfPnmjSpAnatm2L//3vf9i1axd+//33t27TwcEB6enpOHLkCBo1agQ9PT0cPXoUt2/fRsuWLWFqaor9+/cjNzcXrq6uhbbxau/lu9i+fTtycnLE4d6v2rx5MzQ1NdGgQQNoa2sjNjYWISEhCAgIgEyWl7adOXMG/fv3x5EjR1C9evUCWyMZGBgAAGrXro0aNWoAAP73v/8hOTkZXl5e0NXVxR9//IGpU6di8ODB0NbWfud7Km8cEkxERERVnrOzM86dO4fatWsjICAAtWvXxuDBg9GmTRvExMSUeA/WLl26YMyYMRgxYgTc3d0RHR2N0NDQUsWioaGBbdu2ITY2FvXr18eYMWMqzVwyKr1169ahXbt2he552b17d8TFxeH8+fMA8oYFX7x4ES1atCiQiGzatAlWVlZo2bIlunXrhuDgYBgaGkJHR6fUMTVp0gQ7duzAtm3bUL9+fUyfPh2zZs1CUFCQWGfWrFlISEhA7dq1YWFhAQAIDQ1FkyZN4Ovri9atW8Pa2hpdu3Yt9fWL07VrVyxbtgwLFy5EvXr1sGrVKmzYsAGtW7d+6za9vb0xZMgQBAQEwMLCAgsWLICJiQl27dqFjz/+GHXr1sXKlSuxdetW1KtXr+xuphDr1q3Dp59+Wuj8Y5lMhvnz5+ODDz5Aw4YNERYWhuHDh2Pt2rVinczMTFy7dk1pK6030dTUxPLly+Hl5YWGDRti2bJlmDVrltJWRupMIrzt4Hc1k5aWBmNjY6SmppaoO56qvhcvXsDPzw9A3t5U6rzXlFwuFxdaCAwMLDD3iYjKDz8/iKgy+ueff2BnZ4fff/8dbdu2VXU4ROWGQ4KpysrNzcWxY8fE5+pMEARxDlQV+RsSERERlaGjR48iPT0dDRo0QFJSEiZOnAgHB4di9w4lqgqYsBIRERERqTm5XI4pU6bg9u3bMDQ0hLe3tzjnkagqY8JKRERERKTmfH194evrq+owiCocF10iIiIiIiIitcSElYiIiIiIiNQSE1YiIiKiV0gkEuzZs0fVYRBVCgkJCZBIJIiLiyu3a4SHh8PExKTc2if1xoSVqjQ9PT3o6empOowS0dTU5MIJRETlJCgoCBKJBBKJBJqamrCysoKPjw/Wr19fYCX5pKQkcVu0otoq670n6f0QHR0NqVSKDh06VMj1wsLCIJFICr3eggULIJFI3ml/05Jq3bq1+Punra0NFxcXzJ07FwqFokTnBwQE4Pr166W+5ujRo98i2rL166+/ws3NDdra2nBzc8Pu3bvfeM6lS5fQqlUr6Orqonr16pg1a1aBXSSOHTsGDw8P6OjooFatWli5cmV53YLKMWGlKktfXx8ZGRnIyMiAvr6+qsMplpaWFqZMmYIpU6ZAS0tL1eEQEVVJHTp0QFJSEhISEnDgwAG0adMGo0aNQqdOnZCTkyPWs7a2hra2doXFlZ2dXWHXItVav349vvrqK5w4cQKJiYkVck0bGxv88ccf+Oeff5TKN2zYgJo1a1ZIDAAQHByMpKQkXLt2DSNHjsS0adOwaNGiEp2rq6sLS0vLco6w7MXExCAgIAD9+vXDxYsX0a9fP/Ts2ROnT58u8py0tDT4+PjA1tYWZ8+exffff49Fixbh22+/FevcuXMH/v7+aNGiBS5cuIApU6Zg5MiR+PXXXyvitiocE1YiIiJ6L2hra8Pa2hrVq1dHkyZNMGXKFPz22284cOAAwsPDxXrvOiT42LFj+OCDD6CtrQ0bGxtMnjxZKSFu3bo1RowYgbFjx8Lc3Bw+Pj4AgCtXrsDf3x8GBgawsrJCv3798PjxY6XzRo4ciYkTJ6JatWqwtrZGWFiYeDw8PFzsxXr1kV8nNzcXs2bNQo0aNaCtrQ13d3dERka+9X1S6WRkZGDHjh0YOnQoOnXqpPSe8/LywuTJk5XqP3r0CJqamvjjjz8A5PX8d+zYEbq6unB0dMSWLVvg4OCApUuXFntdS0tLtG/fHhs3bhTLoqOj8fjxY3Ts2FGpbkneI2fOnEHjxo2ho6MDT09PXLhwoUT3r6enB2trazg4OGDEiBFo27at+Hv29OlT9O/fH6amptDT04Ofnx9u3Lghnvv6kOCwsDC4u7vjp59+goODA4yNjdGrVy88f/4cQN4oiGPHjmHZsmXi70FCQgKePn2KwMBAWFhYQFdXF87OztiwYUOJ4n8bS5cuhY+PD0JCQlCnTh2EhISgbdu2xf6bbd68GS9fvkR4eDjq16+PTz/9FFOmTMG3334r9rKuXLkSNWvWxNKlS1G3bl188cUXGDhwYIn/AFDZMGElIiKi99bHH3+MRo0aYdeuXWXS3v379+Hv74+mTZvi4sWLWLFiBdatW4fZs2cr1du4cSNkMhlOnjyJVatWISkpCa1atYK7uzvOnTuHyMhIPHz4ED179ixwnr6+Pk6fPo0FCxZg1qxZOHz4MIC8YZNJSUniY+vWrZDJZGjevDkAYNmyZVi8eDEWLVqEv/76C76+vvjkk0+UEgMqP9u3b4erqytcXV3Rt29fbNiwQUxAAgMDsXXrVqVhn9u3b4eVlRVatWoFAOjfvz8ePHiAqKgo/Prrr1i9ejVSUlJKdO2BAwcqJcjr169HYGBggVFdb3qPZGRkoFOnTnB1dUVsbCzCwsIwfvz4t/p56OrqQi6XA8hLMM+dO4e9e/ciJiYGgiDA399fPF6YW7duYc+ePYiIiEBERASOHTuGb775RrwPLy8vsVc3KSkJdnZ2CA0NxZUrV3DgwAHEx8djxYoVMDc3L/Iac+fOhYGBQbGP48ePF3l+TEwM2rdvr1Tm6+uL6OjoYs9p1aqV0igPX19fPHjwAAkJCcW2e+7cuWJ/ZpWWUEWkpqYKAITU1FRVh0Jq4sWLF4K/v7/g7+8vvHjxQtXhFEsulwubN28WNm/eLMjlclWHQ/Re4efH++Hzzz8XunTpUuixgIAAoW7duuJrAMLu3bvfqq0pU6YIrq6uQm5urlj2448/CgYGBoJCoRAEQRBatWoluLu7K50XGhoqtG/fXqns3r17AgDh2rVr4nkfffSRUp2mTZsKkyZNKhDHzZs3BTMzM2HBggVima2trTBnzpwC5w8bNqzIe6Wy4+3tLSxdulQQhLzPfXNzc+Hw4cOCIAhCSkqKIJPJhD///FOs7+XlJUyYMEEQBEGIj48XAAhnz54Vj9+4cUMAICxZsqTIa86YMUNo1KiRkJ2dLVhaWgrHjh0T0tPTBUNDQ+HixYvCqFGjhFatWon13/QeWbVqlVCtWjUhIyNDPL5ixQoBgHDhwoUi42jVqpUwatQoQRAEQaFQCAcOHBC0tLSEiRMnCtevXxcACCdPnhTrP378WNDV1RV27NghCIIgbNiwQTA2Nla6Lz09PSEtLU0smzBhgtCsWbNCr5mvc+fOwoABA4qM83VPnjwRbty4UewjMzOzyPM1NTWFzZs3K5Vt3rxZ0NLSKvIcHx8fITg4WKns/v37AgAhOjpaEARBcHZ2LvDvdPLkSQGA8ODBgxLfX2UhU1WiTFTeFAoF9u/fLz5XZ7m5ueJfL19f/IOIiMqXIAiQSCRl0lZ8fDy8vLyU2mvevDnS09Pxzz//iHMGPT09lc6LjY3FH3/8AQMDgwJt3rp1Cy4uLgCAhg0bKh2zsbEp0MuWmpqKTp06wc/PDxMmTACQNy/uwYMHYm/rq7FdvHjxLe+WSuratWs4c+aM2JMvk8kQEBCA9evXo127drCwsICPjw82b96MFi1a4M6dO4iJicGKFSvE82UyGZo0aSK26eTkBFNT0xJdX1NTU+zVvX37NlxcXAq8l0ryHomPj0ejRo2UFrT08vIqUQzLly/H2rVrxTnb/fr1w4wZM/D7779DJpOhWbNmYl0zMzO4uroiPj6+yPYcHBxgaGgovi7sd+F1Q4cORffu3XH+/Hm0b98eXbt2hbe3d5H1q1WrhmrVqpXo/ory+v8tJfn/prBzXi8vSZ2qggkrERERvdfi4+Ph6OhYJm0V9mW0sC+Sry8GmJubi86dO2P+/PkF2rSxsRGfv76avEQiUfpDp0KhQEBAAIyMjLBmzZoCbb3Nl2d6d+vWrUNOTg6qV68ulgmCAE1NTTx9+hSmpqYIDAzEqFGj8P3332PLli2oV68eGjVqJNYtTFHlhRk4cCCaNWuGv//+GwMHDiyyXnHvkdJc73WBgYGYOnUqtLW1YWtrC6lUWmybb3pvvul3oTB+fn64e/cu9u3bh99//x1t27bF8OHDi5z7OXfuXMydO7fYNg8cOIAWLVoUesza2hrJyclKZSkpKbCysiqyvaLOASCeV1QdmUwGMzOzYuOtjDiHlYiIiN5bR48exaVLl9C9e/cyac/NzQ3R0dFKX8Kjo6NhaGiolKy8rkmTJrh8+TIcHBzg5OSk9CjNSvdjxozBpUuXsHv3bujo6IjlRkZGsLW1xYkTJ5TqR0dHo27duqW4QyqtnJwcbNq0CYsXL0ZcXJz4uHjxIuzt7bF582YAQNeuXfHy5UtERkZiy5Yt6Nu3r9hGnTp1kJOTo7TA0c2bN/Hs2bMSx1GvXj3Uq1cPf//9N/r06VPgeEneI25ubrh48SJevHghHj916lSJrm9sbAwnJyfY2dmJyWp+mzk5OUor5z558gTXr19/p/emlpZWoSPsLCwsEBQUhJ9//hlLly7F6tWri2xjyJAhSv9mhT1eHy3xKi8vL3GOeb5Dhw4V26vr5eWFP//8U2n18EOHDsHW1hYODg7Ftuvp6Vklt0hkDysRERG9F7KyspCcnAyFQoGHDx8iMjIS8+bNQ6dOndC/f/9StZWamoq4uDilsmrVqmHYsGFYunQpvvrqK4wYMQLXrl3DjBkzMHbsWGhoFN1PMHz4cKxZswa9e/fGhAkTYG5ujps3b2Lbtm1Ys2aN0hf8omzYsAHLly/H7t27oaGhIfbA5C8OM2HCBMyYMQO1a9eGu7s7NmzYgLi4ODFhovIRERGBp0+fYtCgQTA2NlY69tlnn2HdunUYMWIE9PX10aVLF4SGhiI+Pl4pqaxTpw7atWuHwYMHY8WKFdDU1MS4ceOgq6tbqh7yo0ePQi6XK624+6o3vUf69OmDqVOnYtCgQZg2bRoSEhLeeWVaZ2dndOnSBcHBwVi1ahUMDQ0xefJkVK9eHV26dHnrdh0cHHD69GkkJCTAwMAA1apVQ1hYGDw8PFCvXj1kZWUhIiKi2KT4XYcEjxo1Ci1btsT8+fPRpUsX/Pbbb/j999+V/ijwww8/YPfu3Thy5AiAvJ/xzJkzERQUhClTpuDGjRuYO3cupk+fLv5bDxkyBD/88APGjh2L4OBgxMTEYN26ddi6detbx6rO2MNKRERE74XIyEjY2NjAwcEBHTp0wB9//IHvvvsOv/32W4kSwldFRUWhcePGSo/p06ejevXq2L9/P86cOYNGjRphyJAh4pf74tja2uLkyZNQKBTw9fVF/fr1MWrUKBgbGxeb6L7q2LFjUCgU+OSTT2BjYyM+8hOKkSNHYty4cRg3bhwaNGiAyMhI7N27F87OzqW6dyqddevWoV27dgWSVQDo3r074uLicP78eQB5w2YvXryIFi1aFNgjddOmTbCyskLLli3RrVs3BAcHw9DQUKkn/U309fWLTFaBN79HDAwM8L///Q9XrlxB48aNMXXq1EKHsZfWhg0b4OHhgU6dOsHLywuCIGD//v3v1Fs4fvx4SKVSuLm5wcLCAomJidDS0kJISAgaNmyIli1bQiqVYtu2be8cf1G8vb2xbds2bNiwAQ0bNkR4eDi2b9+uNF/38ePHuHXrlvja2NgYhw8fxj///ANPT08MGzYMY8eOxdixY8U6jo6O2L9/P6KiouDu7o6vv/4a3333XZmNFFE3EuFdBqOrkbS0NBgbGyM1NRVGRkaqDofUQEZGhrh4RXp6eqmGVFW07OxszJs3DwAQEhJSYJl5Iio//Pwgosron3/+gZ2dnTgXk6iq4pBgIiIiIiI1d/ToUaSnp6NBgwZISkrCxIkT4eDggJYtW6o6NKJyxYSVqix9ff13Ws2uImlpaWHGjBmqDoOIiIjUlFwux5QpU3D79m0YGhrC29sbmzdvrpKL7BC9ikOCiYjovcbPDyIiIvXFRZeIiIiIiIhILTFhpSrr5cuX6NGjB3r06IGXL1+qOpxi5eTk4JdffsEvv/yCnJwcVYdDRERlJCwsDO7u7qoOg6hYDg4OWLp0qarDKBGJRII9e/aoOgyqQExYqcpSKBTYuXMndu7cWejG0eokNzcXV65cwZUrV5Cbm6vqcIiIqpygoCBIJBJIJBJoamqiVq1aGD9+PDIyMlQdGr1HoqOjIZVK0aFDhwq7ZlpaGqZOnYo6depAR0cH1tbWaNeuHXbt2qV2a32kpKTgyy+/RM2aNaGtrQ1ra2v4+voiJiamQuOIioqCRCLBs2fPKvS6r3v69Cn69esHY2NjGBsbo1+/fm+MSRAEhIWFwdbWFrq6umjdujUuX76sVCcrKwtfffUVzM3Noa+vj08++QT//PNPOd7Ju2HCSkRERO+FDh06ICkpCbdv38bs2bOxfPlyjB8/XtVh0Xtk/fr1+Oqrr3DixAkkJiaW+/WePXsGb29vbNq0CSEhITh//jz+/PNPBAQEYOLEiUhNTS33GEqje/fuuHjxIjZu3Ijr169j7969aN26Nf79919Vh6YSffr0QVxcHCIjIxEZGYm4uDj069ev2HMWLFiAb7/9Fj/88APOnj0La2tr+Pj44Pnz52Kd0aNHY/fu3di2bRtOnDiB9PR0dOrUSX07eIQqIjU1VQAgpKamqjoUUhPp6ekCAAGAkJ6erupwipWVlSWEhYUJYWFhQlZWlqrDIXqv8PPj/fD5558LXbp0USr74osvBGtra+Hly5fCV199JVhYWAja2tpC8+bNhTNnzoj1/v33X6FPnz6Cubm5oKOjIzg5OQnr168Xj9+7d08ICAgQTE1NBT09PcHDw0M4deqUIAiCMGPGDKFRo0bCpk2bBHt7e8HIyEgICAgQ0tLSKuS+SX2kp6cLhoaGwtWrV4WAgABh5syZ4rEPP/xQmDRpklL9lJQUQSaTCUePHhUEQRAePHgg+Pv7Czo6OoKDg4OwefNmwd7eXliyZEmR1xw6dKigr68v3L9/v8Cx58+fC3K5XBAEoUA7z549E4KDgwULCwvB0NBQaNOmjRAXFycev3nzpvDJJ58IlpaWgr6+vuDp6SkcPnxYqX17e3thzpw5woABAwQDAwPBzs5OWLVqVZGxPn36VAAgREVFFVlHEAQBgLBmzRqha9eugq6uruDk5CT89ttvSnUuX74s+Pn5Cfr6+oKlpaXQt29f4dGjR+Lx3NxcYf78+YKjo6Ogo6MjNGzYUPjll18EQRCEO3fuiN8f8x+ff/65IAiC8Msvvwj169cXdHR0hGrVqglt27Ytt++YV65cEQCI/5cIgiDExMQIAISrV68Wek5ubq5gbW0tfPPNN2LZy5cvBWNjY2HlypWCIOT922pqagrbtm0T69y/f1/Q0NAQIiMjy+Ve3hV7WImIiOi9pKurC7lcjokTJ+LXX3/Fxo0bcf78eTg5OcHX11fs1QkNDcWVK1dw4MABxMfHY8WKFTA3NwcApKeno1WrVnjw4AH27t2LixcvYuLEiUrTO27duoU9e/YgIiICEREROHbsGL755huV3DOpzvbt2+Hq6gpXV1f07dsXGzZsEIfkBgYGYuvWrUpDdLdv3w4rKyu0atUKANC/f388ePAAUVFR+PXXX7F69WqkpKQUeb3c3Fxs27YNgYGBsLW1LXDcwMAAMlnBHS4FQUDHjh2RnJyM/fv3IzY2Fk2aNEHbtm3F34n09HT4+/vj999/x4ULF+Dr64vOnTsX6DVevHgxPD09ceHCBQwbNgxDhw7F1atXC43XwMAABgYG2LNnD7Kysor9Wc6cORM9e/bEX3/9BX9/fwQGBoqxJSUloVWrVnB3d8e5c+cQGRmJhw8fomfPnuL506ZNw4YNG7BixQpcvnwZY8aMQd++fXHs2DHY2dnh119/BQBcu3YNSUlJWLZsGZKSktC7d28MHDgQ8fHxiIqKwqefflrssOr8eyrq4efnV+S5MTExMDY2RrNmzcSyDz/8EMbGxoiOji70nDt37iA5ORnt27cXy7S1tdGqVSvxnNjYWMjlcqU6tra2qF+/fpHtqpxq8+Wyw7+Q0+vYw0pEJcHPj/fD6z2sp0+fFszMzITPPvtM0NTUFDZv3iwey87OFmxtbYUFCxYIgiAInTt3FgYMGFBou6tWrRIMDQ2FJ0+eFHp8xowZgp6enlKP6oQJE4RmzZqVwV1RZeLt7S0sXbpUEARBkMvlgrm5udgrmd+b+ueff4r1vby8hAkTJgiCIAjx8fECAOHs2bPi8Rs3bggAiuxhffjwoQBA+Pbbb98Y26s9rEeOHBGMjIyEly9fKtWpXbt2sT2kbm5uwvfff6/UZt++fcXXubm5gqWlpbBixYoi29i5c6dgamoq6OjoCN7e3kJISIhw8eJFpToAhGnTpomv09PTBYlEIhw4cEAQBEEIDQ0V2rdvr3TOvXv3BADCtWvXhPT0dEFHR0eIjo5WqjNo0CChd+/egiAIwh9//CEAEJ4+fSoej42NFQAICQkJRcb/uhs3bhT7+Oeff4o8d86cOYKzs3OBcmdnZ2Hu3LmFnnPy5EkBQIEe9eDgYPFnsnnzZkFLS6vAuT4+PsLgwYNLfG8VqeCfVYiIiIiqoIiICBgYGCAnJwdyuRxdunTBV199hZ07d6J58+ZiPU1NTXzwwQeIj48HAAwdOhTdu3fH+fPn0b59e3Tt2hXe3t4AgLi4ODRu3BjVqlUr8roODg4wNDQUX9vY2BTbM0ZVz7Vr13DmzBns2rULACCTyRAQEID169ejXbt2sLCwgI+PDzZv3owWLVrgzp07iImJwYoVK8TzZTIZmjRpIrbp5OQEU1PTIq8p/NfzJ5FIShVrbGws0tPTYWZmplT+4sUL3Lp1CwCQkZGBmTNnIiIiAg8ePEBOTg5evHhRoIe1YcOG4nOJRAJra+ti3/vdu3dHx44dcfz4ccTExCAyMhILFizA2rVrERQUVGi7+vr6MDQ0FNuNjY3FH3/8AQMDgwLt37p1C6mpqXj58iV8fHyUjmVnZ6Nx48ZFxtaoUSO0bdsWDRo0gK+vL9q3b4/PPvus2H8DJyenIo+VRGH/doIgvPHf9PXjJTmnJHVUhQkrERERvRfatGmDFStWQFNTE7a2ttDU1MTFixcBFP8Fz8/PD3fv3sW+ffvw+++/o23bthg+fDgWLVoEXV3dN15XU1NT6bVEIuGK8O+ZdevWIScnB9WrVxfLBEGApqYmnj59ClNTUwQGBmLUqFH4/vvvsWXLFtSrVw+NGjUS6xamqHIAsLCwgKmpqfiHl5LKzc2FjY0NoqKiChwzMTEBAEyYMAEHDx7EokWL4OTkBF1dXXz22WfIzs5Wqv82730dHR34+PjAx8cH06dPxxdffIEZM2YoJazFtZubm4vOnTtj/vz5Bdq2sbHB33//DQDYt2+f0r8HkDd8tihSqRSHDx9GdHQ0Dh06hO+//x5Tp07F6dOn4ejoWOg5hSXNr2rRogUOHDhQ6DFra2s8fPiwQPmjR49gZWVV5DkAkJycDBsbG7E8JSVFPMfa2hrZ2dni++7VOvl/iFM3nMNKVZaenh7S09ORnp4OPT09VYdTLE1NTYSEhCAkJKTAf8JERFQ29PX14eTkBHt7e/H/WicnJ2hpaeHEiRNiPblcjnPnzqFu3bpimYWFBYKCgvDzzz9j6dKlWL16NYC8np64uLj3dhVTerOcnBxs2rQJixcvRlxcnPi4ePEi7O3tsXnzZgBA165d8fLlS0RGRmLLli3o27ev2EadOnWQk5ODCxcuiGU3b94sdosTDQ0NBAQEYPPmzXjw4EGB4xkZGYXu/d6kSRMkJydDJpPByclJ6ZE/d/v48eMICgpCt27d0KBBA1hbWyMhIeEtf0LFc3NzK9X2U02aNMHly5fh4OBQIH59fX24ublBW1sbiYmJBY7b2dkBALS0tACgwKq5EokEzZs3x8yZM3HhwgVoaWlh9+7dRcby6r93YY+1a9cWea6XlxdSU1Nx5swZsez06dNITU0tMrF0dHSEtbU1Dh8+LJZlZ2fj2LFj4jkeHh7Q1NRUqpOUlIS///5bbRNW9rBSlSWRSKCvr6/qMEpEIpGI/zkSEVHF0dfXx9ChQzFhwgRUq1YNNWvWxIIFC5CZmYlBgwYBAKZPnw4PDw/Uq1cPWVlZiIiIEJPZ3r17Y+7cuejatSvmzZsHGxsbXLhwAba2tvDy8lLlrZGaiIiIwNOnTzFo0CAYGxsrHfvss8+wbt06jBgxAvr6+ujSpQtCQ0MRHx+PPn36iPXq1KmDdu3aYfDgweIogXHjxkFXV7fYYZxz585FVFQUmjVrhjlz5sDT0xOampo4fvw45s2bh7Nnz4q9pvnatWsHLy8vdO3aFfPnz4erqysePHiA/fv3o2vXrvD09ISTkxN27dqFzp07QyKRIDQ09J1HDTx58gQ9evTAwIED0bBhQxgaGuLcuXNYsGABunTpUuJ2hg8fjjVr1qB3796YMGECzM3NcfPmTWzbtg1r1qyBoaEhxo8fjzFjxiA3NxcfffQR0tLSEB0dDQMDA3z++eewt7eHRCJBREQE/P39oauri8uXL+PIkSNo3749LC0tcfr0aTx69EjpD1uve5chwXXr1kWHDh0QHByMVatWAQAGDx6MTp06wdXVVaxXp04dzJs3D926dYNEIsHo0aMxd+5cODs7w9nZGXPnzoWenp74fjI2NsagQYMwbtw4mJmZoVq1ahg/fjwaNGiAdu3avXW85YkJKxEREb3XvvnmG+Tm5qJfv354/vw5PD09cfDgQXG4nJaWFkJCQpCQkABdXV20aNEC27ZtE48dOnQI48aNg7+/P3JycuDm5oYff/xRlbdEamTdunVo165dgWQVyJuzOXfuXJw/fx5NmjRBYGAgOnbsiJYtW6JmzZpKdTdt2oRBgwahZcuWsLa2xrx583D58mXo6OgUeW1TU1OcOnUK33zzDWbPno27d+/C1NQUDRo0wMKFCwuNSSKRYP/+/Zg6dSoGDhyIR48ewdraGi1bthSHlS5ZsgQDBw6Et7c3zM3NMWnSJKSlpb3Tz8nAwADNmjXDkiVLcOvWLcjlctjZ2SE4OBhTpkwpcTu2trY4efIkJk2aBF9fX2RlZcHe3h4dOnSAhkbe4NKvv/4alpaWmDdvHm7fvg0TExM0adJEvE716tUxc+ZMTJ48GQMGDED//v0xadIk/Pnnn1i6dCnS0tJgb2+PxYsXF7vS77vavHkzRo4cKa7o+8knn+CHH35QqnPt2jWl/XQnTpyIFy9eYNiwYXj69CmaNWuGQ4cOKc2jX7JkCWQyGXr27IkXL16gbdu2CA8Ph1QqLbd7eRcSobjB75VIWloajI2NkZqaCiMjI1WHQ2ogKysLX375JQBg1apVxc5LULWcnBxEREQAADp16lToMvNEVD74+UFEldE///wDOzs7cV41UVX1VnNYly9fDkdHR+jo6MDDwwPHjx8vtv6xY8fg4eEBHR0d1KpVCytXrixQZ+nSpXB1dYWuri7s7OwwZswYvHz58m3CIwKQlwRu3LgRGzduLHSOhjrJzc3FxYsXcfHiRS7EQURERAUcPXoUe/fuxZ07dxAdHY1evXrBwcEBLVu2VHVoROWq1Anr9u3bMXr0aEydOhUXLlxAixYt4OfnV2AZ63x37tyBv78/WrRogQsXLmDKlCkYOXKkuCEvkNfdPXnyZMyYMQPx8fFYt24dtm/fjpCQkLe/MyIiIiKiKkIul2PKlCmoV68eunXrBgsLC0RFRXGxRqrySj0kuFmzZmjSpIm4LxSQNyk4f7GB102aNAl79+5VWlJ7yJAhuHjxImJiYgAAI0aMQHx8PI4cOSLWGTduHM6cOfPG3tt8HNJFr8vIyBCXE09PT1frBZiys7PF35+QkBAuwERUgfj5QUREpL5K1cOanZ2N2NhYceJvvvbt2yM6OrrQc2JiYgrU9/X1xblz5yCXywEAH330EWJjY8Vlm2/fvo39+/ejY8eORcaSlZWFtLQ0pQcRERERERFVHaVa2eXx48dQKBQFNqu1srJCcnJyoeckJycXWj8nJwePHz+GjY0NevXqhUePHuGjjz6CIAjIycnB0KFDMXny5CJjmTdvHmbOnFma8ImIiIgqnaCgIDx79gx79uxRdShERBXurRZden2/J0EQit0DqrD6r5ZHRUVhzpw5WL58Oc6fP49du3YhIiICX3/9dZFthoSEIDU1VXzcu3fvbW6FiIiI3gNBQUGQSCTiw8zMDB06dMBff/1VJu2Hh4cX2M+yrCxbtgzh4eHl0jYRkborVcJqbm4OqVRaoDc1JSWlQC9qPmtr60Lry2QymJmZAQBCQ0PRr18/fPHFF2jQoAG6deuGuXPnYt68eUWumKqtrQ0jIyOlBxEREVFROnTogKSkJCQlJeHIkSOQyWTo1KmTqsN6I2Nj43JLhomI1F2pElYtLS14eHjg8OHDSuWHDx+Gt7d3oed4eXkVqH/o0CF4enqKq5plZmaKG/nmk0qlEAQBVWSbWFIBPT09pKSkICUlBXp6eqoOp1iampoYP348xo8fz9X+iIjKiba2NqytrWFtbQ13d3dMmjQJ9+7dw6NHjwDkLRTp4uICPT091KpVC6GhoeJ6GwBw8eJFtGnTBoaGhjAyMoKHhwfOnTuHqKgoDBgwAKmpqWIPblhYGADg6dOn6N+/P0xNTaGnpwc/Pz/cuHFDbDO/Z/bgwYOoW7cuDAwMxMQ6X1BQELp27VohPyMiInVT6iHBY8eOxdq1a7F+/XrEx8djzJgxSExMxJAhQwDkDdXt37+/WH/IkCG4e/cuxo4di/j4eKxfvx7r1q3D+PHjxTqdO3fGihUrsG3bNty5cweHDx9GaGgoPvnkE0il0jK4TXofSSQSWFhYwMLCotgh6+pAIpFAX18f+vr6ah8rEVFVkJ6ejs2bN8PJyUkc8WVoaIjw8HBcuXIFy5Ytw5o1a7BkyRLxnMDAQNSoUQNnz55FbGwsJk+eDE1NTXh7e2Pp0qUwMjISe3Dzv+cEBQXh3Llz2Lt3L2JiYiAIAvz9/ZUS4czMTCxatAg//fQT/vzzTyQmJip9TyIiep+VatElAAgICMCTJ08wa9YsJCUloX79+ti/fz/s7e0BAElJSUp7sjo6OmL//v0YM2YMfvzxR9ja2uK7775D9+7dxTrTpk2DRCLBtGnTcP/+fVhYWKBz586YM2dOGdwiERERERARESFud5aRkQEbGxtERESIo7ymTZsm1nVwcMC4ceOwfft2TJw4EQCQmJiICRMmoE6dOgAAZ2dnsb6xsTEkEgmsra3Fshs3bmDv3r04efKkOBJt8+bNsLOzw549e9CjRw8Aeftrrly5ErVr1waQt93frFmzyuvHQERUqZQ6YQWAYcOGYdiwYYUeK2xRgFatWuH8+fNFByGTYcaMGZgxY8bbhENUqKysLIwdOxYA8O2330JbW1vFERUtJycHBw8eBJC37ZNM9la/mkREVIw2bdqI+8j/+++/WL58Ofz8/HDmzBnY29tj586dWLp0KW7evIn09HTk5OQorZExduxYfPHFF/jpp5/Qrl079OjRQ0wyCxMfHw+ZTIZmzZqJZWZmZnB1dVXan15PT0+pHRsbG6SkpJTlrRMRVVpvtUowUWWQk5OD5cuXY/ny5cjJyVF1OMXKzc3FuXPncO7cuSIXGiMionejr68PJycnODk54YMPPsC6deuQkZGBNWvW4NSpU+jVqxf8/PwQERGBCxcuYOrUqcjOzhbPDwsLw+XLl9GxY0ccPXoUbm5u2L17d5HXK2odjtd3V3h97QKJRMI1PIiI/sOElYiIiN5LEokEGhoaePHiBU6ePAl7e3tMnToVnp6ecHZ2xt27dwuc4+LigjFjxuDQoUP49NNPsWHDBgB5C1MqFAqlum5ubsjJycHp06fFsidPnuD69euoW7du+d4cEVEVwYSViIiI3gtZWVlITk5GcnIy4uPj8dVXXyE9PR2dO3eGk5MTEhMTsW3bNty6dQvfffedUu/pixcvMGLECERFReHu3bs4efIkzp49KyaeDg4OSE9Px5EjR/D48WNkZmbC2dkZXbp0QXBwME6cOIGLFy+ib9++qF69Orp06aKqHwMRUaXChJWIiIjeC5GRkbCxsYGNjQ2aNWuGs2fP4pdffkHr1q3RpUsXjBkzBiNGjIC7uzuio6MRGhoqniuVSvHkyRP0798fLi4u6NmzJ/z8/DBz5kwAgLe3N4YMGYKAgABYWFhgwYIFAIANGzbAw8MDnTp1gpeXFwRBwP79+7mFGRFRCUmEKjJJIi0tDcbGxkhNTVVaIIHeXxkZGeJqkOnp6dDX11dxREXLzs7GvHnzAORtDaWlpaXiiIjeH/z8ICIiUl/sYSUiIiIiIiK1xISViIiIiIiI1BI3e6QqS1dXF3fu3BGfqzNNTU2MGjVKfE5ERERERExYqQrT0NCAg4ODqsMoEYlEAhMTE1WHQURERESkVjgkmIiIiKgcrF69GnZ2dtDQ0MDSpUtVHQ4RUaXEhJUqhfSsHNxMeY6XcsWbK/8nOzsbEyZMwIQJE5CdnV2O0b07hUKBQ4cO4dChQwU2niciorKRkpKCL7/8EjVr1oS2tjasra3h6+uLmJgYAHmjXfbs2VMm10pLS8OIESMwadIk3L9/H4MHDy6TdomI3jccEkxqTRAEfHfkJn744wbkCgFGOjJM6OCKvs3sIZFIij1XLpdj0aJFAICwsDC13ipGoVCIX5hat24NqVSq4oiIiKqe7t27Qy6XY+PGjahVqxYePnyII0eO4N9//y1xG3K5vERrDSQmJkIul6Njx46wsbF5l7CJiN5r7GEltbb40HUs+f065AoBMqkEaS9zELrnMhYeuqbq0IiIqBJ59uwZTpw4gfnz56NNmzawt7fHBx98gJCQEHTs2FFc86Bbt26QSCTi67CwMLi7u2P9+vWoVasWtLW1IQgCUlNTMXjwYFhaWsLIyAgff/wxLl68CAAIDw9HgwYNAAC1atWCRCJBQkICAOB///sfPDw8oKOjg1q1amHmzJnIyckRz5NIJAUeYWFhAFDosfw4FQoFBg0aBEdHR+jq6sLV1RXLli2rkJ8tEVF5Yg8rqa0LiU/xY9RNAEAPLzs0czHH0b8fYn/sAyz/4xZcrQzRxb26iqMkIqLKwMDAAAYGBtizZw8+/PBDaGtrKx0/e/YsLC0tsWHDBnTo0EFppMvNmzexY8cO/Prrr2J5x44dUa1aNezfvx/GxsZYtWoV2rZti+vXryMgIAB2dnZo164dzpw5Azs7O1hYWODgwYPo27cvvvvuO7Ro0QK3bt0ShwrPmDEDAQEB6NChg3jdqKgo9OvXD82bNwcAJCUliccyMjLQoUMHeHl5AQByc3NRo0YN7NixA+bm5oiOjsbgwYNhY2ODnj17ls8PlYioAjBhJbU1P/IqBAHwrF0NXnUsAADtGloj82UOoi6nYNqev9G8thnMDXVUHCkREak7mUyG8PBwBAcHY+XKlWjSpAlatWqFXr16oWHDhrCwyPucMTExgbW1tdK52dnZ+Omnn8Q6R48exaVLl5CSkiImvosWLcKePXuwc+dODB48GGZmZgAACwsLsb05c+Zg8uTJ+PzzzwHk9b5+/fXXmDhxImbMmAFdXV1xG7Zbt25hxIgRmDt3Lnx8fABAbEcQBHTv3l1MlIG8LdFmzpwpxuzo6Ijo6Gjs2LGDCSsRVWocEkxqKe7eM5y6/S80JIC/h63SMX8PW9iY6uD5yxzM2h+vogiJiKiy6d69Ox48eIC9e/fC19cXUVFRaNKkCcLDw4s9z97eXkxWASA2Nhbp6ekwMzMTe24NDAxw584d3Lp1q8h2YmNjMWvWLKVzgoODkZSUhMzMTLFeamoqOnXqBD8/P0yYMKFAO1OmTEFMTAz27NmjtM/4ypUr4enpCQsLCxgYGGDNmjVITEwsxU+IiEj9sIeV1NLPp+4CAJrUqgYTfeXFkmRSDXT70A7LD9xARNwDDGtVG3WsjVQRJhERVTI6Ojrw8fGBj48Ppk+fji+++AIzZsxAUFBQkefo6+srvc7NzYWNjQ2ioqIK1C1uT+3c3FzMnDkTn376aaFxAXlzUQMCAmBkZIQ1a9YUqPfzzz9jyZIliIqKQo0aNcTyHTt2YMyYMVi8eDG8vLxgaGiIhQsX4vTp00XGQ0RUGTBhJbXzUq5A5N/JAIAPXcwLreNkbQg3OyNcuZeGbyKvIjzog4oMkYiIqgg3NzdxKxtNTc0SbS3WpEkTJCcnQyaTiYselUSTJk1w7do1ODk5FVlnzJgxuHTpEs6ePSsmsfliYmLwxRdfYNWqVfjwww+Vjh0/fhze3t4YNmyYWFZcby8RUWXBhJXUTtS1R0jPyoGJniYcrPSLrNfB3RZX7qXhz2uPcOdxBhzNlevq6uri77//Fp+rM01NTQwdOlR8TkREZevJkyfo0aMHBg4ciIYNG8LQ0BDnzp3DggUL0KVLFwCAg4MDjhw5gubNm0NbWxumpqaFttWuXTt4eXmha9eumD9/PlxdXfHgwQPs378fXbt2haenZ6HnTZ8+HZ06dYKdnR169OgBDQ0N/PXXX7h06RJmz56NDRs2YPny5di9ezc0NDSQnJz3x1sDAwOkp6ejW7du6NWrF3x9fcVjUqkUFhYWcHJywqZNm3Dw4EE4Ojrip59+wtmzZ+Ho6FgOP00ioorDOaykdg5feQgAcHc0hUYxe63WMNeDs40hcgXguz9uFDiuoaGBevXqoV69etDQUO+3ukQigaWlJSwtLd+4vywREZWegYEBmjVrhiVLlqBly5aoX78+QkNDERwcjB9++AEAsHjxYhw+fBh2dnZo3LhxkW1JJBLs378fLVu2xMCBA+Hi4oJevXohISEBVlZWRZ7n6+uLiIgIHD58GE2bNsWHH36Ib7/9Fvb29gCAY8eOQaFQ4JNPPoGNjY34WLRoEa5evYqHDx9i48aNSseaNm0KABgyZAg+/fRTBAQEoFmzZnjy5IlSbysRUWUlEQRBUHUQZSEtLQ3GxsZITU2FkRHnM1ZWgiCg2dwjSHmehSG+TnCxLf7f8ur9NKw+dBNaMg2cmdoWJrpaxdYnInodPz+IiIjUl3p3O9F750ZKOlKeZ0FTKoGjpcEb67vaGsLKRAfZObnY9N9CTfmys7MRFhaGsLAwZGdnl1fIZUKhUCAqKgpRUVElmj9FRERERPQ+YMJKauXP648AALWtDaEpe/PbUyKRiAsz/XLuH7w6YEAul2PmzJmYOXMm5HJ5+QRcRhQKBY4dOyYOByMiIiIiIiaspGZO3/kXAOBsY1jiczxrV4NMKsG9J5mIufOkvEIjIiIiIqIKxoSV1IYgCLiQ+BQA4GBZ9OrAr9PXkaGhvQkAIDz6bvGViYiIiIio0mDCSmrjn6cv8Dg9G1INCaqb6ZXq3PxhwX9eS8GL7JzyCI+IiOithIWFwd3dXXwdFBSErl27qiweIqLKhAkrqY24e88AALbVdKFVgvmrr6plbQATfU28lOdi18X75RAdERFVZkFBQZBIJJBIJNDU1EStWrUwfvx4ZGRkVHgsy5YtQ3h4eIVfl4ioMmLCSmrjQuIzAIC9ecmHA+fTkEjQ2LEaAGDPhQdlGRYREVURHTp0QFJSEm7fvo3Zs2dj+fLlGD9+fIXHYWxsDBMTkwq/LhFRZcSEldRG3L28+as1LUs3HDifR21TAMD5hKd4nJ5VZnEREVHVoK2tDWtra9jZ2aFPnz4IDAzEnj178PPPP8PT0xOGhoawtrZGnz59kJKSIp739OlTBAYGwsLCArq6unB2dsaGDRvE45MmTYKLiwv09PRQq1YthIaGFrs6/etDgnNzczF//nw4OTlBW1sbNWvWxJw5c8rlZ0BEVNnIVB0AEQDk5gq4mvwcAFCjlPNX89lW04O1iQ6Sn73E9th7GPKRI86cOQMA0NHRKbNYy4NMJsMXX3whPiciovKnq6sLuVyO7OxsfP3113B1dUVKSgrGjBmDoKAg7N+/HwAQGhqKK1eu4MCBAzA3N8fNmzfx4sULsR1DQ0OEh4fD1tYWly5dQnBwMAwNDTFx4sQSxRESEoI1a9ZgyZIl+Oijj5CUlISrV6+Wyz0TEVU2/GZMauHe00xkZisgk0pgYfT2yaVH7WrYF/sAEX8lYXgrJzRt2rQMoyw/GhoaqF69uqrDICJ6b5w5cwZbtmxB27ZtMXDgQLG8Vq1a+O677/DBBx8gPT0dBgYGSExMROPGjeHp6QkAcHBwUGpr2rRp4nMHBweMGzcO27dvL1HC+vz5cyxbtgw//PADPv/8cwBA7dq18dFHH5XBXRIRVX4cEkxqIT4pr3fVylgHUg3JW7fTuFbesOCr99NwP/XFG2oTEdH7JCIiAgYGBtDR0YGXlxdatmyJ77//HhcuXECXLl1gb28PQ0NDtG7dGgCQmJgIABg6dCi2bdsGd3d3TJw4EdHR0Urt7ty5Ex999BGsra1hYGCA0NBQ8dw3iY+PR1ZWFtq2bVum90pEVFUwYSW1cO2/4cC21XTfqZ1qBtqwM9eDAGD7mTtYuHAhFi5ciOzs7DKIsvwoFAqcPHkSJ0+ehEKhUHU4RERVUps2bRAXF4dr167h5cuX2LVrF/T19dG+fXsYGBjg559/xtmzZ7F7924AED87/Pz8cPfuXYwePRoPHjxA27ZtxcWaTp06hV69esHPzw8RERG4cOECpk6dWuLPHV3dd/vcIyKq6jgkmNTCtYdpAAAb03f/4G5ob4J7jzNx+NJ9RP43HGvYsGHQ0tJ657bLi0KhwO+//w4AaNq0KaRSqYojIiKqevT19eHk5KRUdvXqVTx+/BjffPMN7OzsAADnzp0rcK6FhQWCgoIQFBSEFi1aYMKECVi0aBFOnjwJe3t7TJ06Vax79+7dEsfk7OwMXV1dHDlyRFzLgIiI/h8TVlIL+UOCyyph3Rf7APH30965LSIiqtpq1qwJLS0tfP/99xgyZAj+/vtvfP3110p1pk+fDg8PD9SrVw9ZWVmIiIhA3bp1AQBOTk5ITEzEtm3b0LRpU+zbt0/soS0JHR0dTJo0CRMnToSWlhaaN2+OR48e4fLlyxg0aFCZ3isRUWXEIcGkci+yFbj7JG/j9ncdEgwAFsY6sDHVQa7wzk0REVEVZ2FhgfDwcPzyyy9wc3PDN998g0WLFinV0dLSQkhICBo2bIiWLVtCKpVi27ZtAIAuXbpgzJgxGDFiBNzd3REdHY3Q0NBSxRAaGopx48Zh+vTpqFu3LgICApS21SEiep9JBEGoEl/r09LSYGxsjNTUVBgZGak6HCqFyw9S0fG7E9DXluLrPo3KpM3ICw8QeSYB95Z8BgBIT0+Hvr5+mbRdHrKzszFv3jwAedsbqPPwZaKqhp8fRERE6os9rKRydx7n9a5aGpfdXqkN7U3LrC0iIiIiIlINJqykcnce5SWsFmWYsNqY6sDciL2URERERESVGRNWUrn8HlYLI+0ya1MikcCthnGZtUdERERERBWPqwSTyt0uh4QVABrUsoBV77nQ0ZRCqqneva0ymQyff/65+JyIiIiIiJiwkooJgoDbj9IBlO2QYACoZWMMU6fGeJGtwInb/6JdHasybb8saWhowMHBQdVhEBERERGpFQ4JJpX6NyMbaS9zIAFgZli2PaxSDQnq1shb8TPycnKZtk1ERFVX69atMXr0aFWHgYSEBEgkEsTFxb1TO0FBQejatWuZxEREVNGYsJJK5c9fNTHQgpasbN+OOXI5MuP24/n5CJy49rBM2y5rCoUCZ86cwZkzZ6BQKFQdDhFRlRMUFASJRIIhQ4YUODZs2DBIJBIEBQUBAHbt2oWvv/66giMkIqLCMGEllSqv+atAXsJ6cMUc/Ht4JR48fo6rD9PK/BplRaFQ4MCBAzhw4AATViKicmJnZ4dt27bhxYsXYtnLly+xdetW1KxZUyyrVq0aDA0Ni2wnOzu7XOMkIqL/x4SVVErcg9WobOevFuZ/fyWV+zWIiEh9NWnSBDVr1sSuXbvEsl27dsHOzg6NGzcWy14fEuzg4IDZs2cjKCgIxsbGCA4OBgBMmjQJLi4u0NPTQ61atRAaGgq5XC6eFxYWBnd3d/z0009wcHCAsbExevXqhefPn4t1cnNzMX/+fDg5OUFbWxs1a9bEnDlzlOK+ffs22rRpAz09PTRq1AgxMTEFrvGqpUuXFrsuQmxsLCwtLQtch4hIHTFhJZVKfJIJADArhx7W1x27/qjcr0FEROptwIAB2LBhg/h6/fr1GDhw4BvPW7hwIerXr4/Y2FiEhoYCAAwNDREeHo4rV65g2bJlWLNmDZYsWaJ03q1bt7Bnzx5EREQgIiICx44dwzfffCMeDwkJwfz58xEaGoorV65gy5YtsLJSXiRw6tSpGD9+POLi4uDi4oLevXsjJyfnre4/KioKbdu2xcyZMzF16tS3aoOIqCJxlWBSqXtP/0tYDcp/25n4+2l49iIbJrrqvcUNERGVn379+iEkJERc0OjkyZPYtm0boqKiij3v448/xvjx45XKpk2bJj53cHDAuHHjsH37dkycOFEsz83NRXh4uDjEuF+/fjhy5AjmzJmD58+fY9myZfjhhx/Erc1q166Njz76SOk648ePR8eOHQEAM2fORL169XDz5k3UqVOnVPf+22+/oV+/fli1ahV69+5dqnOJiFSFCSup1D//5s0jMjUs3ySymqEWnmUJiLz8EL087cr1WkREpL7Mzc3RsWNHbNy4EYIgoGPHjjA3N3/jeZ6engXKdu7ciaVLl+LmzZtIT09HTk4OjIyMlOo4ODgozYe1sbFBSkoKACA+Ph5ZWVlo27Ztsddu2LCh0vkAkJKSUqqE9fTp04iIiMAvv/yCbt26lfg8IiJV45BgUpmMrBz8m5m3cEU1g/IdEuxqm/dl4Y/rKeV6HSIiUn8DBw5EeHg4Nm7cWKLhwACgr6+v9PrUqVPo1asX/Pz8EBERgQsXLmDq1KkFFmTS1NRUei2RSJCbmwsA0NXVLdG1X21DIpEAgNiGhoYGBEFQqv/qPNp8tWvXRp06dbB+/XouGkVElQoTVlKZf57m9a7qakmhqyUt12s52+QlrLF3nhb4YCciovdLhw4dkJ2djezsbPj6+r5VGydPnoS9vT2mTp0KT09PODs74+7du6Vqw9nZGbq6ujhy5MhbxQAAFhYWSE5OVvpsK2zfVnNzcxw9ehS3bt1CQEBAoUktEZE6equEdfny5XB0dISOjg48PDxw/PjxYusfO3YMHh4e0NHRQa1atbBy5coCdZ49e4bhw4fDxsYGOjo6qFu3Lvbv3/824VEl8c9/81erldP8VU0tLUxZuQlTVm6Ca00zaEiAx8+zcDlJ/ba3kclk6N27N3r37g2ZjCP1iYjKk1QqRXx8POLj4yGVvt0fTJ2cnJCYmIht27bh1q1b+O6777B79+5StaGjo4NJkyZh4sSJ2LRpE27duoVTp05h3bp1JW6jdevWePToERYsWIBbt27hxx9/xIEDBwqta2lpiaNHj+Lq1avvtHATEVFFKnXCun37dowePRpTp07FhQsX0KJFC/j5+SExMbHQ+nfu3IG/vz9atGiBCxcuYMqUKRg5ciR+/fVXsU52djZ8fHyQkJCAnTt34tq1a1izZg2qV6/+9ndGai+/h9XMsHyGA0tlMni0bgeP1u2gr6sNRysDAEDkleRyud670NDQgIuLC1xcXKChwYEPRETlzcjIqMB809Lo0qULxowZgxEjRsDd3R3R0dHi6sGlERoainHjxmH69OmoW7cuAgICxDmuJVG3bl0sX74cP/74Ixo1aoQzZ84UWBzqVdbW1jh69CguXbqEwMBA7v1NRGpPIpRyfGSzZs3QpEkTrFixQiyrW7cuunbtinnz5hWoP2nSJOzduxfx8fFi2ZAhQ3Dx4kVxH7GVK1di4cKFuHr1aoG5HkXJyspCVlaW+DotLQ12dnZITU19pw8gqjizI65g7Yk7aFXPEl0+qFHu1/v9r2Tsj32Axg6m2D3Eu9yvR0SVQ1paGoyNjfn5QUREpIZK1ZWTnZ2N2NhYtG/fXqm8ffv2iI6OLvScmJiYAvV9fX1x7tw5cf7E3r174eXlheHDh8PKygr169fH3Llzi/2r37x582BsbCw+7Oy48mtlk9/DWl5DgnPkchzdtR1Hd21HjlyOOrZ5X0Sv/JOKF9nq9RdlhUKBuLg4xMXF8a/dRERERET/KVXC+vjxYygUigIbWltZWSE5ufBhlsnJyYXWz8nJwePHjwEAt2/fxs6dO6FQKLB//35MmzYNixcvxpw5c4qMJSQkBKmpqeLj3r17pbkVUgP5e7BWK6chwTlyOX6cMgY/ThmDHLkctma6MNCRISsnF3/cUK/VghUKBX777Tf89ttvTFiJiIiIiP7zVqu75C+pnk8QhAJlb6r/anlubi4sLS2xevVqSKVSeHh44MGDB1i4cCGmT59eaJva2trQ1i7frVCofJV3D+vrNCQSuNga4vztpzhyNQX+9Wwq5LpERERERPR2StXDam5uDqlUWqA3NSUlpUAvaj5ra+tC68tkMpiZmQHI2wTbxcVFaaW+unXrIjk5mXuFVVFpL+VIfZE3JLyiElYAqFM9b1jwmdv/Vtg1iYiIiIjo7ZQqYdXS0oKHhwcOHz6sVH748GF4exe+iI2Xl1eB+ocOHYKnp6e4wFLz5s1x8+ZNcRNsALh+/TpsbGygpVVxyQxVnH/+zetd1deWQVuzfPdgfZXrfwnrvSeZuPcss8KuS0RE6k8ikWDPnj3l0nZCQgIkEkmhe6QSEVHRSr1/xtixY7F27VqsX78e8fHxGDNmDBITEzFkyBAAeXNL+/fvL9YfMmQI7t69i7FjxyI+Ph7r16/HunXrlJZcHzp0KJ48eYJRo0bh+vXr2LdvH+bOnYvhw4eXwS2SOsrfg9W0AntXAcBQVxPVq+kCAA5deVih1yYiItVKTk7GV199hVq1akFbWxt2dnbo3Lkzjhw5AgBISkqCn59fuVzbzs4OSUlJqF+/frm0T0RUVZV6DmtAQACePHmCWbNmif/x7t+/H/b29gDy/rN/dU9WR0dH7N+/H2PGjMGPP/4IW1tbfPfdd+jevbtYx87ODocOHcKYMWPQsGFDVK9eHaNGjcKkSZPK4BZJHSWnvQQAmOqXbBujsuRsY4j7/77AyVuPMcjbscKvT0REFS8hIQHNmzeHiYkJFixYgIYNG0Iul+PgwYMYPnw4rl69Cmtr63e6hkKhgEQiKbCfdnZ2NrS0tN65fSKi91Gpe1gBYNiwYUhISEBWVhZiY2PRsmVL8Vh4eDiioqKU6rdq1Qrnz59HVlYW7ty5I/bGvsrLywunTp3Cy5cvcevWLUyZMkVpTitVLUmpeQmriX7FD/l2sjEEAFxMfIZSbkNMRESV1LBhwyCRSHDmzBl89tlncHFxQb169TB27FicOnUKgPKQ4KioKEgkEjx79kxsIy4uDhKJBAkJCQDyvvOYmJggIiICbm5u0NbWxt27d+Hg4IDZs2cjKCgIxsbGCA4OLjAkWKFQYNCgQXB0dISuri5cXV2xbNmyCvyJEBFVDm+1SjDRu0r+L2E1LsceVk0tLYxbukp8nq+WtQE0JMCT59mIf5gGN2vjcouhpGQyGT777DPxORERlZ1///0XkZGRmDNnDvT19QscNzExeeu2MzMzMW/ePKxduxZmZmawtLQEACxcuBChoaGYNm1aoefl5uaiRo0a2LFjB8zNzREdHY3BgwfDxsYGPXv2fOt4iIiqGn4zJpV48Cxv0SVjvfLrYZXKZPDu0LlAuY6mFDXN9ZHwKANHrz1Si4RVQ0MD9erVU3UYRERV0s2bNyEIAurUqVPmbcvlcixfvhyNGjVSKv/444+V1uvI75XNp6mpiZkzZ4qvHR0dER0djR07djBhJSJ6xVsNCSZ6V/k9rKYqGBIMAM62ecOCY249Ucn1iYio4ry+/3tZ0tLSQsOGDQuUe3p6vvHclStXwtPTExYWFjAwMMCaNWuU1gEhIiImrKQCgiAgKa38hwQrcnIQHfk/REf+D4qcHKVj+fNYL91LVdpOSVVyc3Nx+fJlXL58WS3iISKqSpydnSGRSBAfH1/ic/IXTnp1rQO5XF6gnq6ubqGJcGFDj1+1Y8cOjBkzBgMHDsShQ4cQFxeHAQMGcP95IqLXMGGlCvc0U47snLykzFiv/BJWeXY2Fo/+EotHfwn5a18AHCz0IZNKkPZCjrj7aeUWQ0nl5ORg586d2LlzJ3JeS66JiOjdVKtWDb6+vvjxxx+RkZFR4PirCyvls7CwAJC3+0G+stxD9fjx4/D29sawYcPQuHFjODk54datW2XWPhFRVcGElSpc/vxVAx0ZZFLVvAU1ZRpwtDQAABy9zv1YiYiquuXLl0OhUOCDDz7Ar7/+ihs3biA+Ph7fffcdvLy8CtR3cnKCnZ0dwsLCxD3iFy9eXGbxODk54dy5czh48CCuX7+O0NBQnD17tszaJyKqKpiwUoVLFre0qfg9WF/lZJOXsJ6+/a9K4yAiovLn6OiI8+fPo02bNhg3bhzq168PHx8fHDlyBCtWrChQX1NTE1u3bsXVq1fRqFEjzJ8/H7Nnzy6zeIYMGYJPP/0UAQEBaNasGZ48eYJhw4aVWftERFWFRKgiG1GmpaXB2NgYqampMDIyUnU4VIyfTt1F6J6/Ub+mMQa2rV1u13mZmYnAJk4AgM3nb0JHT0/peEJKBr7bdw162lL8Nb29ynp7gbxN5efNmwcACAkJgZaWahajInof8fODiIhIfbGHlSpccmr5b2lTEnbmetDW1EBmlgKn77KXlYiIiIhI3TBhpQqXpCZDgqUaEtS2yhsWHHX9kUpjISIiIiKigpiwUoVLelb+W9qUVP72NmfvsIeViIiIiEjdyFQdAL1/kv4bEmxSzkOCZZqaGD53ifi8MLWt8xLWq0nPIVfkQlNF81ilUim6dOkiPiciIiIiIvawUgUTBAHJaflDgss/Yf340wB8/GlAkQmrbTVdaGtq4GW2AucSn5ZrPMWRSqVwd3eHu7s7E1YiIhWSSCTYs2ePSq4dHh4OExMTlVybiEhdMWGlCpX6Qo6X8lwAgLGe6ocESzUk4n6sx28+VnE0RERUnpKTkzFq1Cg4OTlBR0cHVlZW+Oijj7By5UpkZmYCAJKSkuDn56fiSImIKB+HBFOFyl9wSV9bBk1Z+f69RJGTg7gTUQAA949aQyor/O1ey9oAV++n4VyC6uax5ubm4ubNmwDyNpPX0ODfkoiIytLt27fRvHlzmJiYYO7cuWjQoAFycnJw/fp1rF+/Hra2tvjkk09gbW1dbDtyuRyaRYzaISKissdvxVShxPmrFbDgkjw7G3OH9MfcIf0hz84usl6t/1YKvnI/DYrc3HKPqzA5OTnYunUrtm7dipycHJXEQERUlQ0bNgwymQznzp1Dz549UbduXTRo0ADdu3fHvn370LlzZwDKQ4ITEhIgkUiwY8cOtG7dGjo6Ovj555+Rm5uLWbNmoUaNGtDW1oa7uzsiIyPFa0VFRUEikeDZs2diWVxcHCQSCRISEsSy8PBw1KxZE3p6eujWrRuePHlSET8KIqJKhQkrVajk1CwA6jEcOF9Ncz3IpBKkv8zBXw9SVR0OERGVsSdPnuDQoUMYPnw49PX1C60jkUiKPH/SpEkYOXIk4uPj4evri2XLlmHx4sVYtGgR/vrrL/j6+uKTTz7BjRs3ShzT6dOnMXDgQAwbNgxxcXFo06YNZs+eXep7IyKq6piwUoVKeZ43JNhIjRJWmVQD9hZ5X2D+vMF5rEREVc3NmzchCAJcXV2Vys3NzWFgYAADAwNMmjSpyPNHjx6NTz/9FI6OjrC1tcWiRYswadIk9OrVC66urpg/fz7c3d2xdOnSEse0bNky+Pr6YvLkyXBxccHIkSPh6+v7trdIRFRlMWGlCvUwLa+HVZ0SVuD/hwWfVeE8ViIiKl+v96KeOXMGcXFxqFevHrKysoo8z9PTU3yelpaGBw8eoHnz5kp1mjdvjvj4+BLHEh8fDy8vL6Wy118TERETVqpgj/J7WHXVK2Gtbf3/81gFQVBxNEREVJacnJwgkUhw9epVpfJatWrByckJurq6xZ5f2DDi15NfQRDEsvyF8179PJHL5QXqExHRmzFhpQqV8lw9e1jtLfShIQH+Tc/GtZTnqg6HiIjKkJmZGXx8fPDDDz8gIyPjndoyMjKCra0tTpw4oVQeHR2NunXrAgAsLCwA5G2Rky8uLk6pvpubG06dOqVU9vprIiJiwkoV7GFaXg+rOi26BADamlLUMNcDABy78UjF0RARUVlbvnw5cnJy4Onpie3btyM+Ph7Xrl3Dzz//jKtXr0IqlZa4rQkTJmD+/PnYvn07rl27hsmTJyMuLg6jRo0CkNeja2dnh7CwMFy/fh379u3D4sWLldoYOXIkIiMjsWDBAly/fh0//PCD0krDRESUh/uwUoVR5Ap4nJ63vYxhBQwJlmlq4ovQOeLzN6llZYDER5k4c+cpvvyovKNTJpVKxY3qS/OliYiISqZ27dq4cOEC5s6di5CQEPzzzz/Q1taGm5sbxo8fj2HDhpW4rZEjRyItLQ3jxo1DSkoK3NzcsHfvXjg7OwMANDU1sXXrVgwdOhSNGjVC06ZNMXv2bPTo0UNs48MPP8TatWsxY8YMhIWFoV27dpg2bRq+/vrrMr93IqLKTCJUkUkUaWlpMDY2RmpqKoyMjFQdDhXi0fMsNJ3zOyQAFnzeGFKNorcQUIXLic+w7shtWBnr4HRIW1WHQ0QVhJ8fRERE6otDgqnC5G9pY6ArU7tkFQAcrQwgAfAw9SUSn2aqOhwiIiIiovceE1aqMCn5W9pU0ArBCoUCf5+Oxt+no6FQKN5YX09bBmtTHQDAnxU8jzU3NxcJCQlISEhAbm5uhV6biIiIiEhdMWGlCpNSwVvayLOyMOPzzzDj888gL2Z/vVc5WuZtb3OmgvdjzcnJwcaNG7Fx40bk5ORU6LWJiIiIiNQVE1aqMGIPq5qtEPwqB6u8vfb+/idVxZEQERERERETVqowD/N7WNU4Yc3vYb37OBNpL+VvqE1ERO+DsLAwuLu7v1MbEokEe/bsKZN4iIjeJ0xYqcJU9BzWt1HNQAuGujIocgVE336i6nCIiKiMBAUFoWvXrqoOg4iISokJK1WYlOfqPyRYIpHA4b9e1lN3KnYeKxERERERKWPCShXmYZr6DwkGAEfLvHmscfeeqjgSIiIqb+Hh4TAxMVEq27NnDySSordfu3PnDpycnDB06FDk5ubi7Nmz8PHxgbm5OYyNjdGqVSucP3++2OvOmjULVlZWiIuLe6sYiIjeF0xYqUIIgoBH6eo/JBjI248VAG4kPYeCW8wQEdEr/v77bzRv3hw9evTAihUroKGhgefPn+Pzzz/H8ePHcerUKTg7O8Pf3x/Pnz8vcL4gCBg1ahTWrVuHEydOvPPcWCKiqk6m6gDo/fA0U44chQAAMNStmLedVCZDvwnTxOclVb2aLmRSCTKyFLh4PxVN7EzLK0SRVCpFu3btxOdERKR+YmJi0KlTJ4SEhGD8+PFi+ccff6xUb9WqVTA1NcWxY8fQqVMnsTwnJwf9+/fHuXPncPLkSdSoUaPCYiciqqyYsFKFyB8OrK8tg0xaMR37mlpa6DpoWKnPk0k1UNNcH7cfpiP69pMKS1ibN29e7tchIqK3k5iYiHbt2mH27NkYM2aM0rGUlBRMnz4dR48excOHD6FQKJCZmYnExESlemPGjIG2tjZOnToFc3PzigyfiKjS4pBgqhCVYcGlVzn8N4819i7nsRIRVWUaGhoQBEGpTC4vuK2ZhYUFPvjgA2zbtg1paWlKx4KCghAbG4ulS5ciOjoacXFxMDMzQ3Z2tlI9Hx8f3L9/HwcPHnyrGIiI3kdMWKlCpPzXw2pcgQmrQqHAzUtxuHkpDgqFolTn5i+8FP8g7Q01y0Zubi7u37+P+/fvI5fzZomIKoyFhQWeP3+OjIwMsSwuLq5APV1dXUREREBHRwe+vr5K81OPHz+OkSNHwt/fH/Xq1YO2tjYeP35coI1PPvkEW7ZswRdffIFt27aVOgYiovcRE1aqEGIPawXNXwUAeVYWJvXwx6Qe/pBnZZXqXPv/trZJfvYSD1JflEd4SnJycrB27VqsXbsWOTk55X49IqL3UWpqKuLi4pQe9erVg56eHqZMmYKbN29iy5YtCA8PL/R8fX197Nu3DzKZDH5+fkhPTwcAODk54aeffkJ8fDxOnz6NwMBA6OrqFtpGt27d8NNPP2HAgAHYuXMnAKBZs2YljoGI6H3DhJUqREol2dImn4GODJbG2gCAP28W/Cs5ERFVPlFRUWjcuLHSY/r06fj555+xf/9+NGjQAFu3bkVYWFiRbRgYGODAgQMQBAH+/v7IyMjA+vXr8fTpUzRu3Bj9+vXDyJEjYWlpWWQbn332GTZu3Ih+/fph165dqFatWqliICJ6n0iE1ydNVFJpaWkwNjZGamoqjIyMVB0OvWboz7E48HcyujWrgRZuRX+Il6WXmZkIbOIEANh8/iZ09PRKdf62E3dx5sYTfNa0BhZ1b1QeIYqys7Mxb948AEBISAi0tLTK9XpE9P/4+UFERKS+2MNKFaKyLboE/P/CS3/9k6riSIiIiIiI3k9MWKlCPFTBokvvyvG/eax3UtLxQl66RZuIiIiIiOjdMWGlcicIwiuLLlWehNXCWBt62lLIFQJOJzxRdThERERERO8dJqxU7tJe5CA7J2+rFsNKlLBqSCTisOBTd/5VcTRERERERO8fJqxU7h4+zxsOrKcthaas4t5yUpkMPYePRc/hYyGVvd12Og4WecOC4xKflWFkBUmlUrRq1QqtWrWCVCot12sREVFBUVFRkEgkePbsWbm0L5FIsGfPnnJpm4ioKqu4TTHpvZWSpprhwJpaWgj4avw7tZHfw3o1KQ2CIEAikZRFaAVIpVK0bt26XNomIqL/Fx0djRYtWsDHxweRkZGqDoeIiN6APaxU7lKeV649WF9lZ64HDQnwLEOOm4/TVR0OERG9o/Xr1+Orr77CiRMnkJiY+E5tKRQK5ObmllFkRERUGCasVO5UteBSbm4uEm9cQ+KNa2/9hUJbUwrbaroAgJO3ym/hJUEQkJKSgpSUFFSRrZGJiNRORkYGduzYgaFDh6JTp04IDw8vUOfkyZNo1KgRdHR00KxZM1y6dEk8Fh4eDhMTE0RERMDNzQ3a2tq4e/cuzp49Cx8fH5ibm8PY2BitWrXC+fPnC7T9+PFjdOvWDXp6enB2dsbevXvFYwqFAoMGDYKjoyN0dXXh6uqKZcuWKZ0fFBSErl27Yu7cubCysoKJiQlmzpyJnJwcTJgwAdWqVUONGjWwfv36svuhERGpGBNWKneP/ktYK3rBpeyXLzGmcxuM6dwG2S9fvnU7Dv9tb3Pu7tOyCq0AuVyOFStWYMWKFZDL5eV2HSKi99n27dvh6uoKV1dX9O3bFxs2bCjwR8IJEyZg0aJFOHv2LCwtLfHJJ58o/b+cmZmJefPmYe3atbh8+TIsLS3x/PlzfP755zh+/DhOnToFZ2dn+Pv74/nz50ptz5w5Ez179sRff/0Ff39/BAYG4t9/8xb1y83NRY0aNbBjxw5cuXIF06dPx5QpU7Bjxw6lNo4ePYoHDx7gzz//xLfffouwsDB06tQJpqamOH36NIYMGYIhQ4bg3r175fRTJCKqWExYqdyJPax6lXPKtL1F3jzWy/dTVRwJERG9i3Xr1qFv374AgA4dOiA9PR1HjhxRqjNjxgz4+PigQYMG2LhxIx4+fIjdu3eLx+VyOZYvXw5vb2+4urpCX18fH3/8Mfr27Yu6deuibt26WLVqFTIzM3Hs2DGltoOCgtC7d284OTlh7ty5yMjIwJkzZwAAmpqamDlzJpo2bQpHR0cEBgYiKCioQMJarVo1fPfdd3B1dcXAgQPh6uqKzMxMTJkyBc7OzggJCYGWlhZOnjxZHj9CIqIK91YJ6/Lly+Ho6AgdHR14eHjg+PHjxdY/duwYPDw8oKOjg1q1amHlypVF1t22bRskEgm6du36NqGRGkpJ+28OayXa0uZVjv8tvHT3UQbSs9j7SURUGV27dg1nzpxBr169AAAymQwBAQEFhs96eXmJz6tVqwZXV1fEx8eLZVpaWmjYsKHSOSkpKRgyZAhcXFxgbGwMY2NjpKenF5gj++p5+vr6MDQ0REpKili2cuVKeHp6wsLCAgYGBlizZk2BNurVqwcNjf//+mZlZYUGDRqIr6VSKczMzJTaJSKqzErd5bV9+3aMHj0ay5cvR/PmzbFq1Sr4+fnhypUrqFmzZoH6d+7cgb+/P4KDg/Hzzz/j5MmTGDZsGCwsLNC9e3elunfv3sX48ePRokWLt78jUjuP0v8bElwJF10CAFMDLRjpaiLthRzRt5+gfV1rVYdERESltG7dOuTk5KB69epimSAI0NTUxNOnxU/5eHWFeF1d3QIrxgcFBeHRo0dYunQp7O3toa2tDS8vL2RnZyvV09RU/hyUSCTiGgs7duzAmDFjsHjxYnh5ecHQ0BALFy7E6dOn39hGce0SEVV2pe5h/fbbbzFo0CB88cUXqFu3LpYuXQo7OzusWLGi0PorV65EzZo1sXTpUtStWxdffPEFBg4ciEWLFinVUygUCAwMxMyZM1GrVq23uxtSS6ra1qasSCQS2P/Xy3r6zr8qjoaIiEorJycHmzZtwuLFixEXFyc+Ll68CHt7e2zevFmse+rUKfH506dPcf36ddSpU6fY9o8fP46RI0fC398f9erVg7a2Nh4/flyqGI8fPw5vb28MGzYMjRs3hpOTE27dulW6GyUiqoJKlbBmZ2cjNjYW7du3Vypv3749oqOjCz0nJiamQH1fX1+cO3dOaRGDWbNmwcLCAoMGDSpRLFlZWUhLS1N6kPp5ka1AelYOgMqbsAL/Pyw47t4z1QZCRESlFhERgadPn2LQoEGoX7++0uOzzz7DunXrxLqzZs3CkSNH8PfffyMoKAjm5uZvnKbk5OSEn376CfHx8Th9+jQCAwOhq6tbqhidnJxw7tw5HDx4ENevX0doaCjOnj37NrdLRFSllCphffz4MRQKBaysrJTKrayskJycXOg5ycnJhdbPyckR//p48uRJrFu3DmvWrClxLPPmzRPniRgbG8POzq40t0IVJH8PVi2ZBrQ1K+8aXw7/JazXkp5zmBURUSWzbt06tGvXDsbGxgWOde/eHXFxceI2NN988w1GjRoFDw8PJCUlYe/evdDS0iq2/fXr1+Pp06do3Lgx+vXrh5EjR8LS0rJUMQ4ZMgSffvopAgIC0KxZMzx58gTDhg0rVRtERFXRWy3b+vrcDUEQCpS9qX5++fPnz9G3b1+sWbMG5ubmJY4hJCQEY8eOFV+npaUxaVVDr25pU9x7pDxIZTJ8MnCI+Pxd1DDTg1RDgvSXObiWko661kZlEaJIKpWKC31IpdIybZuI6H33v//9r8hjTZo0Eb+X5H+v6NSpU6F1g4KCEBQUVKC8cePGBXpDP/vsM6XXhe2x/ezZM/G5trY2NmzYgA0bNijVmTdvnvi8sH1jo6KiCpQlJCQUDJ6IqJIq1bd4c3NzSKXSAr2pKSkpBXpR81lbWxdaXyaTwczMDJcvX0ZCQgI6d+4sHv+/9u48Our63v/46zuZLTtJgIQgCWGpLEGrya0FF2y1WNdS17qAPfZ6Su2tLOoFq7dWewRFW9FSsHj13mu9Lvd3FatetASLCJIKhlVEQAgEQkIWSELWmWS+vz/CDIQkkGWS70zyfJzDOZPvfOY77/mc4YQXn80/gmW327Vr1y6NHDmy1X1dLpdcLldnyocFAkfaRPb+kTYOp1N3/+tvgnIve4RNw5KitL+0Ruv2lvVIYD196jwAAADQ33VqjqbT6VRWVpZycnJaXM/JydGkSZPafM3EiRNbtV+5cqWys7PlcDg0ZswYbd++vcUmCDfccIO+973vacuWLYyahrnAkTZhukPwqfzTgvMOnHk3SQAAAADB0elhrzlz5mjatGnKzs7WxIkTtWzZMhUUFGjGjOaplw8//LAKCwv16quvSmpek7F48WLNmTNH9957r3Jzc/Xyyy/rjTfekCS53W5lZma2eI8BAwZIUqvrCD/+I22s2HDJ5/Op7HChJGlg6tAW59Z1RfrgaGmHtKMw+Bt8maapyspKSVJ8fHyvT58GAAAAQlGnA+ttt92m8vJyPfHEEyoqKlJmZqZWrFih9PR0SVJRUVGLQ64zMjK0YsUKzZ49W3/605+UmpqqF154odUZrOib/EfaxFoQWD319frFlRdJkv570zdyR0V1637+EdZDR2tVUevRgKgzb8LRGV6vV88//7yk5v/0OdsGHwAAAEB/0KWFhffdd1+7O9e1tSHA5MmTA7vvdURb90B4Cqxh7QNTguOjnEqMcepotUfr95XrmswhVpcEAAAA9Gnhe84IwkJJYJfg3t90qSeknxhl/Xz/UYsrAQAAAPo+Ait6VOnxvrPpkiQNH9QcWLcUVFhbCAAAANAPEFjRYxqbfCqv8UiyZtOlnpAxOEaStLv4uHy+1mfqAQAAAAgeAit6THmNR6Yp2Qwp2t03pgQPSYyU025TnadJXxYFf7dgAAAAACcRWNFjSk+sX42JdMjWR45pibAZGjawebfhz/aWWVwNAAAA0Lf1jWEvhKQS//pVizZcirBH6Id33B14HCwZg6O1t7haXxw4FrR72mw2ZWdnBx4DAAAAILCiB/nPYLVq/arD6dK9v1kQ9PumD46RdERfFVYG7Z52u13XXntt0O4HAAAA9AUM5aDH9KUzWE+VfmKn4KKKepVXN1hcDQAAANB3EVjRY0oDZ7BaE1hN01Tl0XJVHi2XaQZvR98Yt12D412SpHVBWsdqmqZqampUU1MT1FoBAACAcEZgRY85uYbVmsDaUFeneyZN0D2TJqihri6o9/aPsn6+/2hQ7uf1evXss8/q2WefldfrDco9AQAAgHBHYEWP8U8Jju1jU4IlafiJ81i3HqywthAAAACgDyOwosf4pwRbNcLakzIGN4+w7imuVmOTz+JqAAAAgL6JwIoeYZrmyU2XLDrWpicNHuCW2xkhT6NP24K4WzAAAACAkwis6BFVdY3yNDaPPFq16VJPshlGYB1rsDZeAgAAANASgRU9wr/hUqQzQg573/yaDT8xLTjvwDGLKwEAAAD6pr6ZJGC50j56Buuphp8YYf2qsMriSgAAAIC+qe8tLkRIKAmBDZci7BG6fOqtgcfBlj4oWoaaw3lxZZ1S4iO7fC+bzabzzz8/8BgAAAAAgRU95OQZrNZ9xRxOl3711KIeu7/bGaGUhEgVHavT2r1luuXCYV2+l91u19SpU4NXHAAAANAHMJSDHlHah89gPZV/HeuG/axjBQAAAIKNwIoeEQpTgk3TVH1trepra2WaZo+8hz+wbjtY0a37mKYpj8cjj8fTY7UCAAAA4YbAih5RUnVihNXCwNpQV6c7LxylOy8cpYa6uh55D//GS3tLqtXQ2NTl+3i9Xi1YsEALFiyQ1+sNVnkAAABAWCOwokcE1rD28SnBA+NcinbZ1dhkalM3R1kBAAAAtERgRY8ormoOrPF9PLAahhGYFrx+b5nF1QAAAAB9C4EVQVfd0KiahubpsX09sEon17HmHaiwthAAAACgjyGwIuiOnBhddTtscjmCf/5pqPEH1q8KK9kwCQAAAAgiAiuC7khl/1i/6jdsYLRshlRR69XBoz2zuRMAAADQHxFYEXRHjvvXrzotrqR3OO02DU2KkiStZR0rAAAAEDR2qwtA31Nc2XykjdXrV20RNk286rrA4540fFC0DpbVasP+o7rzO2mdfr3NZtO4ceMCjwEAAAAQWNED/GtYrZ4S7HS59eDzy3rlvYYPjtbanaXa1sWjbex2u2655ZbgFgUAAACEOYZyEHRH+smRNqcaPjhGknSgrEY1DV6LqwEAAAD6BgIrgq6/nMF6qgHRDsVHOeQzpc/3H7O6HAAAAKBPILAi6AIjrNHWbrpUX1urm8ak6qYxqaqvre3R9zIMI3C8Te6+8k6/3uPx6PHHH9fjjz8uj8cT7PIAAACAsERgRVD5fKZKqpo3XYqL7D8jrNLJ81g3FzDCCgAAAAQDgRVBdbTWo0afKUPWb7rU2/zrWHcePi7TNC2uBgAAAAh/BFYEVXFl83TgmEi7ImyGxdX0rqGJkbJHGKppaNTXR45bXQ4AAAAQ9gisCKr+uEOwnz3CpmFJUZKkdXvLLK4GAAAACH8EVgTVkRPrV+OjrN1wySr+daxfsFMwAAAA0G0EVgSV/0ib/rZ+1c+/jvXLwkqLKwEAAADCn93qAtC3lITQlGBbhE0XTr4i8Lg3+EdYDx+t09HaBiVGuTr0OpvNptGjRwceAwAAACCwIshCaYTV6XLrkT//pVffMzbSoaRYp8qPe7T2m3L96LzUDr3Obrfrjjvu6OHqAAAAgPDCUA6Cyr9LcCiMsFrFPy348/xyiysBAAAAwhuBFUHVn3cJ9vNPC95cUGFtIQAAAECYI7AiaOo8TTpW65UkDYi2fpfg+tpa3XHBSN1xwUjV19b22vuOTGkeYf2m+LhqPY0deo3H49H8+fM1f/58eTyeniwPAAAACBsEVgRNUWWdJMlltynSGWFxNc0a6urUUFfXq++ZHO9WjNsub5OpzzpxHqvX65XX6+3BygAAAIDwQmBF0BSdWL86INopwzAsrsY6hmFo1IlR1jV7Oh5YAQAAALREYEXQFFY0j2QmxFg/Hdhqo4bESpLyDhyzuBIAAAAgfBFYETRFFf4R1v674ZLfyJTmwLqn+LjqOriOFQAAAEBLBFYEzeETI6yhsOGS1QbHuxQbaVdjk6lPv2FaMAAAANAVBFYEzeFKAqtf8zrW5lHWT/eUWlwNAAAAEJ7sVheAvsM/wpoQIoHVsBka/08TA49726ghsdqcf6xD61gNw1B6enrgMQAAAAACK4LENM1TdgkOjTWsLneknvjL25a9v/881j3F1appaFS0q/2/bg6HQz/96U97qTIAAAAgPHRpSvCSJUuUkZEht9utrKwsrV279ozt16xZo6ysLLndbo0YMUIvvvhii+dfeuklXXrppUpISFBCQoKuvPJKbdiwoSulwSKVdV7VepokSfEhMsJqtUFxLsVFOdTkM7XmG6YFAwAAAJ3V6cD61ltvadasWXrkkUe0efNmXXrppbr66qtVUFDQZvv8/Hxdc801uvTSS7V582b9+te/1v3336+33z458vXJJ5/o9ttv1+rVq5Wbm6u0tDRNmTJFhYWFXf9k6FWHT+wQHOO2y2lnabTU8jzWTzmPFQAAAOg0wzRNszMvuOiii3ThhRdq6dKlgWtjx47V1KlTtWDBglbt586dq/fee087d+4MXJsxY4a2bt2q3NzcNt+jqalJCQkJWrx4saZPn96huqqqqhQfH6/KykrFxcV15iMhCFZ9dUT//OoXOicpSnNuGGN1OZKk+tpa/eKK70iSln68Qe6oqF6v4R+7y/Q/nxVodEqMcmZNbredx+PR888/L0maOXOmnE5GqYHewu8PAABCV6eGwjwej/Ly8jRlypQW16dMmaL169e3+Zrc3NxW7a+66ip98cUX8nq9bb6mtrZWXq9XiYmJ7dbS0NCgqqqqFn9gnaJK/4ZLobF+1a/q2FFVHTtq2fuPHtK8U/DeI9U6WtNwxra1tbWqra3tjbIAAACAsNCpwFpWVqampiYlJye3uJ6cnKzi4uI2X1NcXNxm+8bGRpWVtT1Nct68eRo6dKiuvPLKdmtZsGCB4uPjA3+GDRvWmY+CICus8G+4xMjgqZJiXRoU55LPlFZ+XWJ1OQAAAEBY6dJiw9OP3TBN84xHcbTVvq3rkrRw4UK98cYbeuedd+R2u9u958MPP6zKysrAn4MHD3bmIyDIijiDtV3fSm2eYrhmF4EVAAAA6IxOHWszcOBARUREtBpNLSkpaTWK6peSktJme7vdrqSkpBbXn332Wc2fP1+rVq3Seeedd8ZaXC6XXC5XZ8pHDzp07MSU4BgC6+nGDI3VZ1+X6ov9Zz+PFQAAAMBJnRphdTqdysrKUk5OTovrOTk5mjRpUpuvmThxYqv2K1euVHZ2thyOk+sdn3nmGf3ud7/TRx99pOzs7M6UhRBQcLR57WVSLP+JcLqRQ2JlM6TSqgZ9feS41eUAAAAAYaPTU4LnzJmjf//3f9crr7yinTt3avbs2SooKNCMGTMkNU/VPXVn3xkzZujAgQOaM2eOdu7cqVdeeUUvv/yyHnzwwUCbhQsX6tFHH9Urr7yi4cOHq7i4WMXFxaqurg7CR0RPq/M0qfR484ZCibGMsJ7O7YjQ8MHNx9v87au213oDAAAAaK1TU4Il6bbbblN5ebmeeOIJFRUVKTMzUytWrFB6erokqaioqMWZrBkZGVqxYoVmz56tP/3pT0pNTdULL7ygm266KdBmyZIl8ng8uvnmm1u812OPPabf/va3Xfxo6C2HjjWPrrodNkU5Iyyu5iTDZmhk5vmBx1Y6d2is9h2p1ro9ZZr5vdGtnjcMQ6mpqYHHAAAAALpwDmuo4hw96/z96yO65z+/0NDESD3wo7FWlxOSDpbV6Ln3d8ntsGnbY1PktIdOsAf6O35/AAAQurq0SzBwqoNHmzdcSmTDpXYNTYxStCtC9V6f1u4tt7ocAAAAICwQWNFtbLh0djabodEnjrdZuZN1rAAAAEBHEFjRbQdPBNbEEAusDXW1mvH972jG97+jhrpaq8vR2HOaA+v6Pa1HWL1erxYtWqRFixbJ6/X2dmkAAABASOr0pkvA6Q4eC80pwaYplR4+FHhstbHnxMswpIPltdpbWq2Rg2ICz5mmqcrKysBjAAAAAIywoptM0wyMsCZxpM0ZxbjtGj44WpL03vbDFlcDAAAAhD4CK7qlotar6oZGSVJCTGhNCQ5F44fFS5JWf11icSUAAABA6COwolsOnjiDNS7SIaedr9PZjB82QJK041CVKutYqwoAAACcCQkD3ZJfViOJ6cAdNTjepYGxLjX5TP3fjiKrywEAAABCGoEV3eIPrIPj3RZXEh4Mw9D4tOZpwTk7jlhcDQAAABDa2CUY3eIPrIPiQ2/9qmFI54z6VuBxqBg/LF5rdpRoY/5RNTb5ZI+wyTAMDRo0SFJzqAUAAABAYEU37Ss9EVjjQm+E1RUZpec/+MTqMlrJSI5RpDNC1fWN+vvuEk0ZmyKHw6H77rvP6tIAAACAkMKUYHSZaZohPcIaqiJshiakD5AkvbuF420AAACA9hBY0WWl1Q2qbmiUYUgDYwmsnfHtjARJ0trdpWps8llcDQAAABCaCKzoMv904MQYp+wRofdVaqir1czrLtfM6y5XQ12t1eW0MHpIrKJcETpe16i/7y6V1+vVkiVLtGTJEnm9HHcDAAAASARWdENgOnAIrl+VJNOUDn2zW4e+2S3TtLqaliJshiakDZAkLd9ySKZpqrS0VKWlpTJDrVgAAADAIgRWdNnJwMp04K4ITAveVSZvY5PF1QAAAAChh8CKLttbUi1JGsQZrF0yakisol3NuwWv3lNqdTkAAABAyCGwost2HTkuSUoZQGDtiubdgptHWd/ZXGhxNQAAAEDoIbCiS6obGnXoWJ0kKSUh0uJqwtc/jUqUJOV+U25xJQAAAEDoIbCiS3afGF2NjbQrxm23uJrwNXxwtAbFueRt5GgbAAAA4HQEVnTJruLmwDokhEdXDUMalHqOBqWeI8Owupq2GYah7FGJMiU12NyKj4+XEarFAgAAAL2MoTF0iT+wpoZwYHVFRunFv2+wuoyzyh6ZpI82Fen1mkz9/ReT5XA4rC4JAAAACAmMsKJL/IGV9avdlxDj1KghsZKk/8jdb20xAAAAQAghsKJL/GtYhySwQ3AwfPdbSZKk9zYfloczWQEAAABJBFZ0QcnxepXXeGRISh4QuiOsDfV1+tebr9a/3ny1GurrrC7njMafE6MfRe7UpU1b9f/yDlhdDgAAABASCKzotG0HKyVJyQPcctpD9ytk+kzt/XKr9n65VabPtLqcM7LbDCWqRoNstXr9HwVWlwMAAACEhNBNGwhZ2wqbA+uwgVEWV9I37Sqq0tZDFVaXAQAAAFiOwIpO23YiTA0bGG1tIX3Y0jV7rS4BAAAAsByBFZ1imqa2HWKEtaet2nFEhytCe90tAAAA0NMIrOiUwoo6Ha3xyGaE9hms4Sx9ULQafaae//seq0sBAAAALEVgRadsPbHh0pCESDlCeMOlcHZ5ZrIk6d3Nhaqo9VhcDQAAAGAdEgc6ZeP+o5KkjMExFlfSMXEJiYpLSLS6jA6JcLkV4XJrzNBYDUmIVIPXpxdWf2N1WQAAAIBl7FYXgPDyeX5zYB2REvqB1R0Vpf/I/dLqMjrEZndo3I+nB36+8rxk/WXNfr3+jwP65eSRSopxWVgdAAAAYA1GWNFhlbVefV1cJUkakRz6gTWcnZ+RoKGJkar3+vTU3762uhwAAADAEgRWdNjG/UdlmtLgeJfiohxWl9On2QxD12UPlSS9k1eo/WU1FlcEAAAA9D4CKzrsH/vKJYXP6GpDfZ1+M+0m/WbaTWqoD+0jYnyNjdr38fva9/H78jU2SpLOHRqnb6XGqsln6rH3d1hcIQAAAND7CKzosNW7SiRJ30qNs7iSjjF9pnZszNWOjbkyfabV5ZyFqZrSItWUFkk6Wev12UNlGNKaXaXK2VlsXXkAAACABQis6JCC8lrtLa2RzWge+UPvGJoUpUvHDpYkPfruDtV7myyuCAAAAOg9BFZ0iH90NSM5RpHOCIur6V9+eOEQxUc5dKSyXvM/3Gl1OQAAAECvIbCiQ1btPCJJGntOvMWV9D9uR4Ru/O4wSdJf1h/Quj2lFlcEAAAA9A4CK86q5Hi9PvumTJJ0XvoAa4vppyakD9BFo5NkSpr51hZV1HqsLgkAAADocQRWnNUHW4vkM6W0QVEaGOeyupx+a+pF52hQnEvl1R7d+5cv1Njks7okAAAAoEcRWHFWyzcXSpKyRiRaXEnnuSIj5YqMtLqMDjEi7DIi7O0+73JEaPrlGXLabdqYf4yjbgAAANDntf+vY0DS5oJj2l5YqQiboQtGJFhdTqe4o6L0+ua9VpfRITa7Q5m33HPWdkOTonT7pen6r9X5+u9/FGjogEjdd/moXqgQAAAA6H2MsOKM/nP9fklS1ogExbgd1hYDSdL5wxN0zYWpkqSFH+3SK+v2WVwRAAAA0DMIrGjXvtJqfbCtSJJ0yYmzQBEarjgvWVeclyxJeuKDnVq0ardM07S4KgAAACC4CKxo1+9X7laTz9S4YXE6Z2CU1eV0mqehXk/+fJqe/Pk0eRrqrS7njHxNjdq/5kPtX/OhfE2NZ21vGIauuTBV35/QHFoXrdqj2f+zVfXepp4uFQAAAOg1rGFFmz7dXar/214kQwpMPw03viafNq35OPA4pJmmjhcdDDzuCMMwdF32UA2Idmr55wf17uZCbT9UoSV3ZunclNgeLBYAAADoHYywopWjNR7Ne3ubJOnisYOUmhh+o6v9ySVjB+neH4xSjNuuvaU1uvaPa/X0h1+rpuHsI7UAAABAKCOwooV6b5NmvJanw5X1Sop16dqs8Bxd7W/GDI3TQ1PHatw5cWpsMrV0zV5Nfma1Xvp0r6oJrgAAAAhTBFYElFc3aNrLn2tD/lG5HTb97MoRcjkirC4LHRQb6dDPrhype74/QokxTpVVe/Tkiq81ccHHenT5duUdOMrGTAAAAAgrXQqsS5YsUUZGhtxut7KysrR27doztl+zZo2ysrLkdrs1YsQIvfjii63avP322xo3bpxcLpfGjRun5cuXd6U0dIGn0ac3NxRoynOfauP+Y3I7I/TPPxillAGRVpeGTjIMQ5npAzTvxnG69eI0DYpz6Xh9o177vEA3Lc3Vd+Z/rDlvbdHbeYe058hxNfkIsAAAAAhdnd506a233tKsWbO0ZMkSXXzxxfrzn/+sq6++Wl999ZXS0tJatc/Pz9c111yje++9V6+99po+++wz3XfffRo0aJBuuukmSVJubq5uu+02/e53v9OPf/xjLV++XLfeeqvWrVuniy66qPufEgE+n6mqeq8OHavT18XHtTH/qFbtPKLyGo8kaUiCW3dNztCQBMJqOLNH2PTdbw3Ud0YlaU/RceXtPaptBypUerxB72wu1DubCyVJbrtNo5NjlZYUpXMSInVOQpQGxTgVH+lUQrRDAyKdinHb5bbbZI9gQgYAAAB6l2F2co7gRRddpAsvvFBLly4NXBs7dqymTp2qBQsWtGo/d+5cvffee9q5c2fg2owZM7R161bl5uZKkm677TZVVVXpww8/DLT54Q9/qISEBL3xxhtt1tHQ0KCGhobAz5WVlUpLS9MPn1wuu+vkJkH+D3fqpww8POXiqZ3gv2yq9fNt9VZ7XdjmfQLXWr++xV3aqNdso96Wn8tsfe2Uxw2NTaqsa2xzVC3Wbdel4wbpu+cO7DPBpL62VvdedoEk6aVPN8sdFbqbR/kavdr57muSpLFT75LN7gj6e3gbfSoordWeoirtL61R0bF6eRs7vntyhM2Q027IFWGT0xEhZ4RNNkOyGYZsNiPw2DAMGYZkU/M1/8/d0c2Xy+hmAd19f4Q2b32NPnzkx6qoqFB8fLzV5QAAgFN0aoTV4/EoLy9P8+bNa3F9ypQpWr9+fZuvyc3N1ZQpU1pcu+qqq/Tyyy/L6/XK4XAoNzdXs2fPbtVm0aJF7dayYMECPf74462uf/TIjzv4aXC6ryT92eoieog/uIaFp56yugKgXyovLyewAgAQYjoVWMvKytTU1KTk5OQW15OTk1VcXNzma4qLi9ts39jYqLKyMg0ZMqTdNu3dU5IefvhhzZkzJ/BzRUWF0tPTVVBQwD84uqCqqkrDhg3TwYMHFRcXZ3U5YYf+6x76r3vov+7xz9BJTEy0uhQAAHCaTq9hlVpPrzNN84xT7tpqf/r1zt7T5XLJ5XK1uh4fH88/2LohLi6O/usG+q976L/uof+6x2brG8shAADoSzr123ngwIGKiIhoNfJZUlLSaoTULyUlpc32drtdSUlJZ2zT3j0BAAAAAH1fpwKr0+lUVlaWcnJyWlzPycnRpEmT2nzNxIkTW7VfuXKlsrOz5XA4ztimvXsCAAAAAPq+Tk8JnjNnjqZNm6bs7GxNnDhRy5YtU0FBgWbMmCGpeW1pYWGhXn31VUnNOwIvXrxYc+bM0b333qvc3Fy9/PLLLXb/nTlzpi677DI9/fTT+tGPfqS//vWvWrVqldatW9fhulwulx577LE2pwnj7Oi/7qH/uof+6x76r3voPwAAQlenj7WRpCVLlmjhwoUqKipSZmamnnvuOV122WWSpJ/+9Kfav3+/Pvnkk0D7NWvWaPbs2dqxY4dSU1M1d+7cQMD1+9///V89+uij2rdvn0aOHKknn3xSN954Y/c+HQAAAAAgbHUpsAIAAAAA0NPYEhEAAAAAEJIIrAAAAACAkERgBQAAAACEJAIrAAAAACAkhXVgXbBggQzD0KxZswLXTNPUb3/7W6WmpioyMlKXX365duzYYV2RIaawsFB33XWXkpKSFBUVpW9/+9vKy8sLPE//ta+xsVGPPvqoMjIyFBkZqREjRuiJJ56Qz+cLtKH/Tvr00091/fXXKzU1VYZh6N13323xfEf6qqGhQb/61a80cOBARUdH64YbbtChQ4d68VNY50z95/V6NXfuXE2YMEHR0dFKTU3V9OnTdfjw4Rb3oP/a//6d6uc//7kMw9CiRYtaXO/P/QcAQKgI28C6ceNGLVu2TOedd16L6wsXLtQf/vAHLV68WBs3blRKSop+8IMf6Pjx4xZVGjqOHTumiy++WA6HQx9++KG++uor/f73v9eAAQMCbei/9j399NN68cUXtXjxYu3cuVMLFy7UM888oz/+8Y+BNvTfSTU1NTr//PO1ePHiNp/vSF/NmjVLy5cv15tvvql169apurpa1113nZqamnrrY1jmTP1XW1urTZs26d/+7d+0adMmvfPOO9q9e7duuOGGFu3ov/a/f37vvvuuPv/8c6WmprZ6rj/3HwAAIcMMQ8ePHzdHjx5t5uTkmJMnTzZnzpxpmqZp+nw+MyUlxXzqqacCbevr6834+HjzxRdftKja0DF37lzzkksuafd5+u/Mrr32WvOee+5pce3GG28077rrLtM06b8zkWQuX7488HNH+qqiosJ0OBzmm2++GWhTWFho2mw286OPPuq12kPB6f3Xlg0bNpiSzAMHDpimSf+dqr3+O3TokDl06FDzyy+/NNPT083nnnsu8Bz9BwBAaAjLEdZf/vKXuvbaa3XllVe2uJ6fn6/i4mJNmTIlcM3lcmny5Mlav359b5cZct577z1lZ2frlltu0eDBg3XBBRfopZdeCjxP/53ZJZdcoo8//li7d++WJG3dulXr1q3TNddcI4n+64yO9FVeXp68Xm+LNqmpqcrMzKQ/21BZWSnDMAIzJui/M/P5fJo2bZoeeughjR8/vtXz9B8AAKHBbnUBnfXmm28qLy9PX3zxRavniouLJUnJycktricnJ+vAgQO9Ul8o27dvn5YuXao5c+bo17/+tTZs2KD7779fLpdL06dPp//OYu7cuaqsrNSYMWMUERGhpqYmPfnkk7r99tsl8f3rjI70VXFxsZxOpxISElq18b8ezerr6zVv3jzdcccdiouLk0T/nc3TTz8tu92u+++/v83n6T8AAEJDWAXWgwcPaubMmVq5cqXcbne77QzDaPGzaZqtrvVHPp9P2dnZmj9/viTpggsu0I4dO7R06VJNnz490I7+a9tbb72l1157Ta+//rrGjx+vLVu2aNasWUpNTdXdd98daEf/dVxX+or+bMnr9eonP/mJfD6flixZctb29F/z6Onzzz+vTZs2dbov6D8AAHpXWE0JzsvLU0lJibKysmS322W327VmzRq98MILstvtgdGa0//3u6SkpNVITn80ZMgQjRs3rsW1sWPHqqCgQJKUkpIiif5rz0MPPaR58+bpJz/5iSZMmKBp06Zp9uzZWrBggST6rzM60lcpKSnyeDw6duxYu236O6/Xq1tvvVX5+fnKyckJjK5K9N+ZrF27ViUlJUpLSwv8Ljlw4IAeeOABDR8+XBL9BwBAqAirwHrFFVdo+/bt2rJlS+BPdna27rzzTm3ZskUjRoxQSkqKcnJyAq/xeDxas2aNJk2aZGHloeHiiy/Wrl27WlzbvXu30tPTJUkZGRn03xnU1tbKZmv5VyYiIiJwrA3913Ed6ausrCw5HI4WbYqKivTll1/SnzoZVvfs2aNVq1YpKSmpxfP0X/umTZumbdu2tfhdkpqaqoceekh/+9vfJNF/AACEirCaEhwbG6vMzMwW16Kjo5WUlBS4PmvWLM2fP1+jR4/W6NGjNX/+fEVFRemOO+6wouSQMnv2bE2aNEnz58/Xrbfeqg0bNmjZsmVatmyZJAXOtKX/2nb99dfrySefVFpamsaPH6/NmzfrD3/4g+655x5J9N/pqqur9c033wR+zs/P15YtW5SYmKi0tLSz9lV8fLx+9rOf6YEHHlBSUpISExP14IMPasKECa02XOuLztR/qampuvnmm7Vp0yZ98MEHampqCoxWJyYmyul00n9n+f6dHvAdDodSUlJ07rnnSuL7BwBAyLBwh+KgOPVYG9NsPi7jscceM1NSUkyXy2Vedtll5vbt260rMMS8//77ZmZmpulyucwxY8aYy5Yta/E8/de+qqoqc+bMmWZaWprpdrvNESNGmI888ojZ0NAQaEP/nbR69WpTUqs/d999t2maHeururo681/+5V/MxMREMzIy0rzuuuvMgoICCz5N7ztT/+Xn57f5nCRz9erVgXvQf+1//053+rE2ptm/+w8AgFBhmKZp9mpCBgAAAACgA8JqDSsAAAAAoP8gsAIAAAAAQhKBFQAAAAAQkgisAAAAAICQRGAFAAAAAIQkAisAAAAAICQRWAEAAAAAIYnACgAAAAAISQRWAAAAAEBIIrACAAAAAEISgRUAAAAAEJL+P6IrV04VOj56AAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 30 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"squad = ['Onana',\n",
|
||
" 'Di Lorenzo',\n",
|
||
" 'Posch',\n",
|
||
" 'Bastoni',\n",
|
||
" 'Strefezza',\n",
|
||
" 'Pasalic',\n",
|
||
" 'Miranchuk',\n",
|
||
" 'Ciurria',\n",
|
||
" 'Giroud',\n",
|
||
" 'Lukaku',\n",
|
||
" 'Abraham']\n",
|
||
"\n",
|
||
"s = simulate_lineup(squad)\n",
|
||
"\n",
|
||
"plot_lineup(squad, config_343_classic)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "d5518f8c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|