1836 lines
1.3 MiB
1836 lines
1.3 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "18977cd3-de19-43e0-87a7-79ddc0fda973",
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||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/torch/cuda/__init__.py:734: UserWarning: Can't initialize NVML\n",
|
||
" warnings.warn(\"Can't initialize NVML\")\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd \n",
|
||
"import spacy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "afe53935-8175-4dee-bb27-0bc87fbd5d5f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import re"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "70a77468-aba1-4042-9900-d3c96d4c9f88",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import nltk\n",
|
||
"from nltk.tokenize import sent_tokenize\n",
|
||
"#nltk.download('punkt_tab')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "8ab815f2-b63b-429b-9036-3870aae54fad",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"nlp = spacy.load(\"en_core_web_sm\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "fa6a7cea-1375-4153-a388-1847dfa5b257",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"phab_path = \"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/0228_ve_phab_comments.csv\"\n",
|
||
"phab_df = pd.read_csv(phab_path)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "812ab4c8-2561-466b-bc57-defc93f5c893",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#cleaning df \n",
|
||
"phab_df['has_ref'] = phab_df['comment_text'].apply(lambda x: bool(re.search(r\"\\b(visualeditor|VE|ve|VisualEditor)\\b\", str(x), re.IGNORECASE)))\n",
|
||
"phab_df['has_bot_ref'] = phab_df['comment_text'].apply(lambda x: bool(re.search(r\"\\b(bots|scripts|gadgets)\\b\", str(x), re.IGNORECASE)))\n",
|
||
"phab_df['timestamp'] = pd.to_datetime(phab_df['date_created'], unit='s', origin='unix', utc=True)\n",
|
||
"phab_df['comment_id'] = phab_df.index + 1\n",
|
||
"# after 11-1-2012 before 11-1-2013\n",
|
||
"filtered_phab_df = phab_df[(phab_df['date_created'] < 1383264000) & (phab_df['date_created'] > 1351728000)]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "60bcef32-67be-44f5-a51a-84e6e63d29ed",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def remove_urls(text):\n",
|
||
" return re.sub(r'http\\S+', '', text)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "7babf07b-4f91-4e48-88a9-4fe10f8b668d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#turning df into sentences \n",
|
||
"sentence_level_data = filtered_phab_df.explode(\n",
|
||
" 'comment_text').reset_index(drop=True)\n",
|
||
"\n",
|
||
"sentence_level_data['sentence'] = sentence_level_data['comment_text'].apply(\n",
|
||
" lambda x: sent_tokenize(str(x)))\n",
|
||
"\n",
|
||
"sentence_level_data = sentence_level_data.explode('sentence').reset_index(drop=True)\n",
|
||
"\n",
|
||
"sentence_level_data['sentence_id'] = sentence_level_data.groupby('comment_id').cumcount() + 1\n",
|
||
"\n",
|
||
"sentence_level_data = sentence_level_data.drop(columns=['has_bot_ref', 'has_ref'], errors='ignore')\n",
|
||
"\n",
|
||
"sentence_level_data['has_ref'] = sentence_level_data['sentence'].apply(\n",
|
||
" lambda x: bool(re.search(r'\\b(visualeditor|VE|ve|VisualEditor)\\b', x)))\n",
|
||
"\n",
|
||
"sentence_level_data['has_bot_ref'] = sentence_level_data['sentence'].apply(\n",
|
||
" lambda x: bool(re.search(r'\\b(bots|scripts|gadgets)\\b', x)))\n",
|
||
"\n",
|
||
"sentence_level_data = sentence_level_data.reset_index(drop=True)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "558d1638-abe9-4fc2-896e-6fc1bc396ca3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
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"text/html": [
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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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" .dataframe tbody tr th {\n",
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" .dataframe thead th {\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>task_title</th>\n",
|
||
" <th>comment_text</th>\n",
|
||
" <th>date_created</th>\n",
|
||
" <th>AuthorPHID</th>\n",
|
||
" <th>WMFaffil</th>\n",
|
||
" <th>TaskPHID</th>\n",
|
||
" <th>comment_type</th>\n",
|
||
" <th>status</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" <th>comment_id</th>\n",
|
||
" <th>sentence</th>\n",
|
||
" <th>sentence_id</th>\n",
|
||
" <th>has_ref</th>\n",
|
||
" <th>has_bot_ref</th>\n",
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||
" <th>sentence_no_url</th>\n",
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||
" </tr>\n",
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" </thead>\n",
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||
" <tbody>\n",
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||
" <tr>\n",
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||
" <th>0</th>\n",
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" <td>VisualEditor: [Regression] \"More\" menu gets sh...</td>\n",
|
||
" <td>Tested on both the Italian and the English Wik...</td>\n",
|
||
" <td>1380976920</td>\n",
|
||
" <td>PHID-USER-wil4b5lylrvf3krixlkl</td>\n",
|
||
" <td>True</td>\n",
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" <td>PHID-TASK-64s56xzrc22ustp2z7wx</td>\n",
|
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" <td>task_description</td>\n",
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" <td>resolved</td>\n",
|
||
" <td>2013-10-05 12:42:00+00:00</td>\n",
|
||
" <td>709</td>\n",
|
||
" <td>Tested on both the Italian and the English Wik...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Tested on both the Italian and the English Wik...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>VisualEditor: [Regression] \"More\" menu gets sh...</td>\n",
|
||
" <td>Tested on both the Italian and the English Wik...</td>\n",
|
||
" <td>1380976920</td>\n",
|
||
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" <td>True</td>\n",
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" <td>PHID-TASK-64s56xzrc22ustp2z7wx</td>\n",
|
||
" <td>task_description</td>\n",
|
||
" <td>resolved</td>\n",
|
||
" <td>2013-10-05 12:42:00+00:00</td>\n",
|
||
" <td>709</td>\n",
|
||
" <td>--------------------------\\n**Version**: unspe...</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>--------------------------\\n**Version**: unspe...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>VisualEditor: [Regression] \"More\" menu gets sh...</td>\n",
|
||
" <td>Note that this is fixed and has been deployed ...</td>\n",
|
||
" <td>1381281033</td>\n",
|
||
" <td>PHID-USER-ydswvwhh5pm4lshahjje</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>PHID-TASK-64s56xzrc22ustp2z7wx</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-10-09 01:10:33+00:00</td>\n",
|
||
" <td>710</td>\n",
|
||
" <td>Note that this is fixed and has been deployed ...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Note that this is fixed and has been deployed ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>VisualEditor: [Regression] \"More\" menu gets sh...</td>\n",
|
||
" <td>Note that this is fixed and has been deployed ...</td>\n",
|
||
" <td>1381281033</td>\n",
|
||
" <td>PHID-USER-ydswvwhh5pm4lshahjje</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>PHID-TASK-64s56xzrc22ustp2z7wx</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-10-09 01:10:33+00:00</td>\n",
|
||
" <td>710</td>\n",
|
||
" <td>Please re-open if it still occurs for you afte...</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Please re-open if it still occurs for you afte...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>VisualEditor: [Regression] \"More\" menu gets sh...</td>\n",
|
||
" <td>Change 88226 merged by Robmoen:\\nThe amazing m...</td>\n",
|
||
" <td>1381274919</td>\n",
|
||
" <td>PHID-USER-idceizaw6elwiwm5xshb</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>PHID-TASK-64s56xzrc22ustp2z7wx</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-10-08 23:28:39+00:00</td>\n",
|
||
" <td>711</td>\n",
|
||
" <td>Change 88226 merged by Robmoen:\\nThe amazing m...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Change 88226 merged by Robmoen:\\nThe amazing m...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32483</th>\n",
|
||
" <td>Implement minification for SVG files in Resour...</td>\n",
|
||
" <td>I think we can apply the same as PNG files.\\n\\...</td>\n",
|
||
" <td>1362551377</td>\n",
|
||
" <td>PHID-USER-sai77mtxmpqnm6pycyvz</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>PHID-TASK-s5at4xy2rbu4kz3beaqh</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-03-06 06:29:37+00:00</td>\n",
|
||
" <td>32338</td>\n",
|
||
" <td>I know SVG is text where PNG is not, but unles...</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>I know SVG is text where PNG is not, but unles...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32484</th>\n",
|
||
" <td>Implement minification for SVG files in Resour...</td>\n",
|
||
" <td>I think we can apply the same as PNG files.\\n\\...</td>\n",
|
||
" <td>1362551377</td>\n",
|
||
" <td>PHID-USER-sai77mtxmpqnm6pycyvz</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>PHID-TASK-s5at4xy2rbu4kz3beaqh</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-03-06 06:29:37+00:00</td>\n",
|
||
" <td>32338</td>\n",
|
||
" <td>As for solving this bug, if we want to minify ...</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>As for solving this bug, if we want to minify ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32485</th>\n",
|
||
" <td>Implement minification for SVG files in Resour...</td>\n",
|
||
" <td>I think we can apply the same as PNG files.\\n\\...</td>\n",
|
||
" <td>1362551377</td>\n",
|
||
" <td>PHID-USER-sai77mtxmpqnm6pycyvz</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>PHID-TASK-s5at4xy2rbu4kz3beaqh</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-03-06 06:29:37+00:00</td>\n",
|
||
" <td>32338</td>\n",
|
||
" <td>fonts), that would get quite tricky.</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>fonts), that would get quite tricky.</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32486</th>\n",
|
||
" <td>Implement minification for SVG files in Resour...</td>\n",
|
||
" <td>I think we can apply the same as PNG files.\\n\\...</td>\n",
|
||
" <td>1362551377</td>\n",
|
||
" <td>PHID-USER-sai77mtxmpqnm6pycyvz</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>PHID-TASK-s5at4xy2rbu4kz3beaqh</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-03-06 06:29:37+00:00</td>\n",
|
||
" <td>32338</td>\n",
|
||
" <td>They'd need a url to be served from.</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>They'd need a url to be served from.</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32487</th>\n",
|
||
" <td>Implement minification for SVG files in Resour...</td>\n",
|
||
" <td>I think we can apply the same as PNG files.\\n\\...</td>\n",
|
||
" <td>1362551377</td>\n",
|
||
" <td>PHID-USER-sai77mtxmpqnm6pycyvz</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>PHID-TASK-s5at4xy2rbu4kz3beaqh</td>\n",
|
||
" <td>task_subcomment</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2013-03-06 06:29:37+00:00</td>\n",
|
||
" <td>32338</td>\n",
|
||
" <td>As for SVGs we embed in CSS (SVGs for icons li...</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>As for SVGs we embed in CSS (SVGs for icons li...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>32488 rows × 15 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" task_title \\\n",
|
||
"0 VisualEditor: [Regression] \"More\" menu gets sh... \n",
|
||
"1 VisualEditor: [Regression] \"More\" menu gets sh... \n",
|
||
"2 VisualEditor: [Regression] \"More\" menu gets sh... \n",
|
||
"3 VisualEditor: [Regression] \"More\" menu gets sh... \n",
|
||
"4 VisualEditor: [Regression] \"More\" menu gets sh... \n",
|
||
"... ... \n",
|
||
"32483 Implement minification for SVG files in Resour... \n",
|
||
"32484 Implement minification for SVG files in Resour... \n",
|
||
"32485 Implement minification for SVG files in Resour... \n",
|
||
"32486 Implement minification for SVG files in Resour... \n",
|
||
"32487 Implement minification for SVG files in Resour... \n",
|
||
"\n",
|
||
" comment_text date_created \\\n",
|
||
"0 Tested on both the Italian and the English Wik... 1380976920 \n",
|
||
"1 Tested on both the Italian and the English Wik... 1380976920 \n",
|
||
"2 Note that this is fixed and has been deployed ... 1381281033 \n",
|
||
"3 Note that this is fixed and has been deployed ... 1381281033 \n",
|
||
"4 Change 88226 merged by Robmoen:\\nThe amazing m... 1381274919 \n",
|
||
"... ... ... \n",
|
||
"32483 I think we can apply the same as PNG files.\\n\\... 1362551377 \n",
|
||
"32484 I think we can apply the same as PNG files.\\n\\... 1362551377 \n",
|
||
"32485 I think we can apply the same as PNG files.\\n\\... 1362551377 \n",
|
||
"32486 I think we can apply the same as PNG files.\\n\\... 1362551377 \n",
|
||
"32487 I think we can apply the same as PNG files.\\n\\... 1362551377 \n",
|
||
"\n",
|
||
" AuthorPHID WMFaffil \\\n",
|
||
"0 PHID-USER-wil4b5lylrvf3krixlkl True \n",
|
||
"1 PHID-USER-wil4b5lylrvf3krixlkl True \n",
|
||
"2 PHID-USER-ydswvwhh5pm4lshahjje True \n",
|
||
"3 PHID-USER-ydswvwhh5pm4lshahjje True \n",
|
||
"4 PHID-USER-idceizaw6elwiwm5xshb True \n",
|
||
"... ... ... \n",
|
||
"32483 PHID-USER-sai77mtxmpqnm6pycyvz False \n",
|
||
"32484 PHID-USER-sai77mtxmpqnm6pycyvz False \n",
|
||
"32485 PHID-USER-sai77mtxmpqnm6pycyvz False \n",
|
||
"32486 PHID-USER-sai77mtxmpqnm6pycyvz False \n",
|
||
"32487 PHID-USER-sai77mtxmpqnm6pycyvz False \n",
|
||
"\n",
|
||
" TaskPHID comment_type status \\\n",
|
||
"0 PHID-TASK-64s56xzrc22ustp2z7wx task_description resolved \n",
|
||
"1 PHID-TASK-64s56xzrc22ustp2z7wx task_description resolved \n",
|
||
"2 PHID-TASK-64s56xzrc22ustp2z7wx task_subcomment NaN \n",
|
||
"3 PHID-TASK-64s56xzrc22ustp2z7wx task_subcomment NaN \n",
|
||
"4 PHID-TASK-64s56xzrc22ustp2z7wx task_subcomment NaN \n",
|
||
"... ... ... ... \n",
|
||
"32483 PHID-TASK-s5at4xy2rbu4kz3beaqh task_subcomment NaN \n",
|
||
"32484 PHID-TASK-s5at4xy2rbu4kz3beaqh task_subcomment NaN \n",
|
||
"32485 PHID-TASK-s5at4xy2rbu4kz3beaqh task_subcomment NaN \n",
|
||
"32486 PHID-TASK-s5at4xy2rbu4kz3beaqh task_subcomment NaN \n",
|
||
"32487 PHID-TASK-s5at4xy2rbu4kz3beaqh task_subcomment NaN \n",
|
||
"\n",
|
||
" timestamp comment_id \\\n",
|
||
"0 2013-10-05 12:42:00+00:00 709 \n",
|
||
"1 2013-10-05 12:42:00+00:00 709 \n",
|
||
"2 2013-10-09 01:10:33+00:00 710 \n",
|
||
"3 2013-10-09 01:10:33+00:00 710 \n",
|
||
"4 2013-10-08 23:28:39+00:00 711 \n",
|
||
"... ... ... \n",
|
||
"32483 2013-03-06 06:29:37+00:00 32338 \n",
|
||
"32484 2013-03-06 06:29:37+00:00 32338 \n",
|
||
"32485 2013-03-06 06:29:37+00:00 32338 \n",
|
||
"32486 2013-03-06 06:29:37+00:00 32338 \n",
|
||
"32487 2013-03-06 06:29:37+00:00 32338 \n",
|
||
"\n",
|
||
" sentence sentence_id \\\n",
|
||
"0 Tested on both the Italian and the English Wik... 1 \n",
|
||
"1 --------------------------\\n**Version**: unspe... 2 \n",
|
||
"2 Note that this is fixed and has been deployed ... 1 \n",
|
||
"3 Please re-open if it still occurs for you afte... 2 \n",
|
||
"4 Change 88226 merged by Robmoen:\\nThe amazing m... 1 \n",
|
||
"... ... ... \n",
|
||
"32483 I know SVG is text where PNG is not, but unles... 3 \n",
|
||
"32484 As for solving this bug, if we want to minify ... 4 \n",
|
||
"32485 fonts), that would get quite tricky. 5 \n",
|
||
"32486 They'd need a url to be served from. 6 \n",
|
||
"32487 As for SVGs we embed in CSS (SVGs for icons li... 7 \n",
|
||
"\n",
|
||
" has_ref has_bot_ref sentence_no_url \n",
|
||
"0 False False Tested on both the Italian and the English Wik... \n",
|
||
"1 False False --------------------------\\n**Version**: unspe... \n",
|
||
"2 False False Note that this is fixed and has been deployed ... \n",
|
||
"3 False False Please re-open if it still occurs for you afte... \n",
|
||
"4 False False Change 88226 merged by Robmoen:\\nThe amazing m... \n",
|
||
"... ... ... ... \n",
|
||
"32483 False False I know SVG is text where PNG is not, but unles... \n",
|
||
"32484 False False As for solving this bug, if we want to minify ... \n",
|
||
"32485 False False fonts), that would get quite tricky. \n",
|
||
"32486 False False They'd need a url to be served from. \n",
|
||
"32487 True False As for SVGs we embed in CSS (SVGs for icons li... \n",
|
||
"\n",
|
||
"[32488 rows x 15 columns]"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"sentence_level_data['sentence_no_url'] = sentence_level_data['sentence'].apply(\n",
|
||
" lambda x: remove_urls(str(x)) if x else []\n",
|
||
")\n",
|
||
"sentence_level_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "acb87a1a-c3e0-4d3f-8450-e2af96150e94",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def extract_dependency_tree(sentence):\n",
|
||
" doc = nlp(sentence)\n",
|
||
" return [(token.text, token.dep_, token.head.text, token.ancestors, token.subtree, token.children) for token in doc]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "b67c136e-16c4-4002-a2d6-f92c88252baf",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"filtered_sentence_level_data = sentence_level_data[sentence_level_data['has_ref'] == True]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "f749706a-f2bb-42e3-aae5-3876b00c48ad",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_56151/2706376531.py:1: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" filtered_sentence_level_data['dependency_tree'] = filtered_sentence_level_data['sentence'].apply(extract_dependency_tree)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"filtered_sentence_level_data['dependency_tree'] = filtered_sentence_level_data['sentence'].apply(extract_dependency_tree)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "82c48463-5a90-4105-9ee9-5763d0b1e35b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"dependency_relations = []\n",
|
||
"\n",
|
||
"for index, row in filtered_sentence_level_data.iterrows():\n",
|
||
" sentence = row['sentence']\n",
|
||
" timestamp = row['timestamp']\n",
|
||
" comment_id = row['comment_id']\n",
|
||
" sentence_id = row['sentence_id']\n",
|
||
" WMFaffil = row['WMFaffil']\n",
|
||
" \n",
|
||
" for token, dep, head, ancestors, subtree, children in row['dependency_tree']:\n",
|
||
" if re.search(r'\\b(visualeditor|VE|ve|VisualEditor)\\b', token, re.IGNORECASE):\n",
|
||
" dependency_relations.append({\n",
|
||
" 'sentence_id': sentence_id,\n",
|
||
" 'comment_id': comment_id,\n",
|
||
" 'timestamp': timestamp,\n",
|
||
" 'wmfAffil':WMFaffil,\n",
|
||
" 'token': token,\n",
|
||
" 'dependency': dep,\n",
|
||
" 'head': head,\n",
|
||
" 'depth': len(list(ancestors)), \n",
|
||
" 'children': len(list(children)) \n",
|
||
" })\n",
|
||
" \n",
|
||
"dependency_relations_df = pd.DataFrame(dependency_relations)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "60d7d808-0211-41b3-8dfa-0143dbba94bd",
|
||
"metadata": {},
|
||
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
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|
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|
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|
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|
||
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|
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|
||
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||
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|
||
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|
||
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|
||
" <td>2013-10-06 10:36:55+00:00</td>\n",
|
||
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|
||
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||
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|
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|
||
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|
||
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|
||
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||
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|
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|
||
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|
||
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|
||
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|
||
" <td>VisualEditor</td>\n",
|
||
" <td>nsubjpass</td>\n",
|
||
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||
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||
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||
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|
||
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|
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|
||
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|
||
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|
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||
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||
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||
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|
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|
||
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|
||
" <td>2013-10-03 20:32:16+00:00</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ve.core</td>\n",
|
||
" <td>compound</td>\n",
|
||
" <td>request</td>\n",
|
||
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|
||
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||
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|
||
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|
||
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||
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||
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||
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||
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|
||
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|
||
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|
||
" <td>2</td>\n",
|
||
" <td>32259</td>\n",
|
||
" <td>2013-10-06 23:34:50+00:00</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>False</td>\n",
|
||
" <td>'ve</td>\n",
|
||
" <td>aux</td>\n",
|
||
" <td>determined</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>5432</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>32324</td>\n",
|
||
" <td>2012-12-06 18:16:58+00:00</td>\n",
|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>2</td>\n",
|
||
" <td>32330</td>\n",
|
||
" <td>2013-04-28 17:25:19+00:00</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>5434</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>32338</td>\n",
|
||
" <td>2013-03-06 06:29:37+00:00</td>\n",
|
||
" <td>False</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"</table>\n",
|
||
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|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" sentence_id comment_id timestamp wmfAffil \\\n",
|
||
"0 2 723 2013-10-06 10:36:55+00:00 True \n",
|
||
"1 1 725 2013-10-03 20:15:00+00:00 False \n",
|
||
"2 1 725 2013-10-03 20:15:00+00:00 False \n",
|
||
"3 1 730 2013-10-03 20:32:16+00:00 False \n",
|
||
"4 2 730 2013-10-03 20:32:16+00:00 False \n",
|
||
"... ... ... ... ... \n",
|
||
"5430 2 32259 2013-10-06 23:34:50+00:00 False \n",
|
||
"5431 1 32324 2012-12-06 18:16:58+00:00 False \n",
|
||
"5432 1 32324 2012-12-06 18:16:58+00:00 False \n",
|
||
"5433 2 32330 2013-04-28 17:25:19+00:00 False \n",
|
||
"5434 7 32338 2013-03-06 06:29:37+00:00 False \n",
|
||
"\n",
|
||
" token dependency head depth children \n",
|
||
"0 ’ve aux attached 1 0 \n",
|
||
"1 ve.base pobj for 3 1 \n",
|
||
"2 VisualEditor nsubjpass broken 1 0 \n",
|
||
"3 ve.base compound request 2 0 \n",
|
||
"4 ve.core compound request 3 0 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"5430 VE pobj in 5 0 \n",
|
||
"5431 've aux determined 1 0 \n",
|
||
"5432 ve.ce pobj within 3 0 \n",
|
||
"5433 VE dobj enabling 6 0 \n",
|
||
"5434 VisualEditor pobj in 4 0 \n",
|
||
"\n",
|
||
"[5435 rows x 9 columns]"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dependency_relations_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "70178cd5-c3f9-43e4-b859-99f655b07048",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_56151/3477839074.py:2: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
|
||
" filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n",
|
||
"filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "37e1e207-5462-46f3-ae56-85b1f231f44c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"from matplotlib.gridspec import GridSpec"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "80f2d8b9-6363-429c-bbe8-4cc4bafa39f5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "bdb36a7b-a9b1-4b99-adc4-65cefd78db7c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_22147/2479837711.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"/tmp/ipykernel_22147/2479837711.py:17: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_22147/2479837711.py:17: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_22147/2479837711.py:23: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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qKlq1aiWuvvpqn+dfe+01IUmSSE1NbfQ768oDIWqXiyd948aNqyUfJEkSN998s/eaoiiiVatWPnGvW7dOAGL+/Pk+7/n55599rn/77bcNyvq8vLxaZezBX1ksWLBAAGLt2rXea0888YQAxMyZM2ulW5Ik8cILL3ivFxUVicDAQL/1tGXLll7ZI4QQX375pQDEG2+8UWf6hRDi0UcfFYAoKyvzub5o0SIBiAMHDgghhPjhhx+EzWYT48eP9ynznj17issuu8zn2Y8++kgEBgZ68yA3N1dYrVYxduxYb70VQoi3335bAOLjjz+uN42ePKpLDtasPx4Z+9RTT4m8vDyRnZ0t1q1bJwYMGCAAsWjRoibFL0Tj5JKHsWPHii5dujQqrIGBgcHpYFhKGRgYGBjUS0hIiPcUvsLCQlauXMmECRN8LC4KCgoYN24cKSkpnDhxwuf5mTNnYrFYvH/fcsstmM1mli5dCugr8MXFxUycONHHcsNkMjFo0CBWrVpVK00333yzz98jRozwOW1u6dKlmM1mbrnlFu81k8nEHXfc4fPc6X5P9ZO0RowYgaqqHDt2zPs9ZWVlPPjgg7Wsnao/N2XKFLZs2eKz9WL+/Pm0bt2aUaNG1fpmD55tTCEhIbXutWvXjpiYGO+v5hZEm83G9OnTfa4tXbqU+Ph4H6fAFouFO++8k/LyctasWVNnWhqiugWZJEncfvvtuFwufv311ybH5akvNU+5+9e//gVQy1IoMTGRcePGNfk9/rj66quxWCw+W/jWrFnDiRMnfLbu+SMiIoL9+/eTkpJyRtJS3S9WUVERJSUljBgxotGWV48//jjLly+v9YuKigJO5fOdd97p89zdd9/9u9K9dOlSBg4cyPDhw73XQkJCmDlzJunp6Rw4cMAn/NSpU8+oH7uG5JAsy0yaNIkffvjB59TR+fPnM3ToUBITE89YWvxxww03+MiHQYMGIYTghhtu8F4zmUz079/fR9YtWrSI8PBwzj33XB/52a9fP0JCQrzyMyIiAoDFixefliVP9bJwOBzk5+d7faz5q3szZsyole6a3xMREUGnTp38nhQ6ZcoUn63JV155Jc2bN/eWV10UFBRgNptryUfPVjePVda6desYMGAA5557rtdSqri4mH379nnDeli6dCljxozx5sGvv/6Ky+Xi7rvv9nFaf+ONNxIWFtZoq8Wm8sQTTxATE0N8fDwjRozg4MGDvPrqq6flI64pcikyMvJ3n+RnYGBgUB+GUsrAwMDAoF7Ky8u9k4MjR44ghOCxxx7zUX7ExMR4t2Xl5ub6PN+hQwefv0NCQmjevLl364FnUHzWWWfVivOXX36pFV9AQIDX94mHyMhIH/8px44do3nz5rUmJjX9wpzO97Rp06bWuwHv+z1Kpu7du1MfV199NTabjfnz5wNQUlLC4sWLmTRpUr3Hx3vKory8vNa977//nuXLl/PKK6/4fbZly5a1tkEdO3aMDh061DoRzLN9xaNsayqyLNdyjNuxY0eAWlsyG8OxY8eQZZmkpCSf6/Hx8URERNRK55lUIjRr1oxx48bx7bffen19ff7555jNZiZMmFDvs08//TTFxcV07NiRHj168H//938+PmyayuLFixk8eDABAQFERUV5t12VlJQ06vkePXpwzjnn1Pp56oUnn9u3b+/z3O/1qXTs2DG/cdRVz860EqghOQS6IsRut3u3EyYnJ7Njxw7vNuY/kppyJTw8HIDWrVvXul5d1qWkpFBSUkJsbGwtGVZeXu6VX6NGjeKKK67gqaeeIjo6mksuuYQ5c+bU8sdWF4WFhdx1113ExcURGBhITEyMt4z81T1/3xMQEEB0dHS93+OhZnlJkkRSUtJpyQ7QHdJ36NDBq4Bat24dI0aMYOTIkWRlZZGamsqGDRvQNM1HKeV2u1m+fLnP9lVPXa1Zn61WK+3atTttmVkdf33AzJkzWb58OT/++CP33HMPdru91pbixtIUuSSEqLdPMjAwMPi9GKfvGRgYGBjUSWZmJiUlJV5FgKZpANx33311WqHUVBo0hCfOefPmER8fX+u+2ezbVZ3J075O53vqer9owIF3TSIjI7nooouYP38+jz/+OF999RVOp7NB3zVJSUmYzWb27dtX657Hwqpmnnn4PZYndU1KTndSdKbTUZMzfVrk5MmTWbx4MYsXL2b8+PF8/fXXjB07tpaCtCYjR47k6NGjfP/99/zyyy98+OGH/Oc//+G9997zWpNIkuS3/tTM23Xr1jF+/HhGjhzJrFmzaN68ORaLhTlz5vh1xP5P5q847bNr167069ePzz77jClTpvDZZ59htVobVDyeCeqSK/6uV68rmqYRGxvrVW7XxFM/JUniq6++YvPmzfz4448sW7aM66+/nldffZXNmzf7tbyszoQJE9i4cSP/93//R+/evQkJCUHTNM477zyvHG0o3WdKdtZHs2bNUBSFsrKyWodADB8+nBUrVmC329mxYwePP/443bt3JyIignXr1nHw4EFCQkLo06eP95n169dTWlrq40/q9+KxoK3LP1ZlZaVfn4IdOnTwOh6/6KKLMJlMPPjgg4wZM8bn9NzG0Bi55KGoqKiWMtHAwMDgTGIopQwMDAwM6sTjUNejsPFYvlgsllqnG9VFSkoKY8aM8f5dXl7OyZMnvYN8j0VGbGxso+NsiISEBFasWEF5ebnPZCs5Odkn3Ol8T0N4vmffvn0NKuimTJnCJZdcwrZt25g/fz59+vRp8Mjx4OBgRo8e7d0+1rJly9+V3oSEBPbu3YumaT7WUocOHfLeh1MWYTVPl6rLKkDTNFJTU73WUQCHDx8GqHWiXGPTqWkaKSkpPk6Ic3JyKC4u9qbzj2L8+PGEhoby+eefY7FYKCoqanDrnoeoqCimT5/O9OnTKS8vZ+TIkTz55JPeyV9kZKTfLUw18/brr78mICCAZcuWYbPZvNfnzJnzO77MF08+Hz161McSpGbbqYu6lIYJCQl+46hZz/4oGpJDHqZMmcK9997LyZMn+fzzz7nwwgtPy5H0n0X79u359ddfGTZsWKMUeYMHD2bw4ME899xzfP7550yaNImFCxcyY8aMOsuuqKiIFStW8NRTT/H44497r5+pLan+qBm3EIIjR47Qs2fPep/r3LkzoJ/CVzPsiBEjmDNnDgsXLkRVVYYOHYosywwfPtyrlBo6dKiP8mzJkiV07drVR2Z56mpycrKPNajL5SItLa3BvqT68zUt4SorKzl+/Dhjx46tNw6ARx55hA8++IBHH33Ue4hGU2hILnlIS0ujV69eTY7fwMDAoLEY2/cMDAwMDPyycuVKnnnmGRITE72T79jYWEaPHs3777/PyZMnaz2Tl5dX69rs2bN9fJi8++67KIrC+eefD+gKr7CwMJ5//nm/vk78xdkQF1xwAYqieE+TAt3q5K233vIJdzrf0xBjx44lNDSUf//7396tXh5qWgScf/75REdH8+KLL7JmzZpGn/D1+OOPo6oqkydP9ruNrymWBxdccAHZ2dk+JwEqisJbb71FSEiI1/oqISEBk8lU66SsWbNm1Rn322+/7ZOmt99+G4vFwtlnn93o9FVPJ+gnvFXntddeA2jU6XC/h8DAQC677DKWLl3Ku+++S3BwMJdcckmDzxUUFPj8HRISQlJSks+2qfbt23Po0CGf+rZnz55aJ16ZTCYkSfKxoEpPT+e77747za+qjaddvvnmmz7Xa+Z7XQQHB9dSXIJeflu3bmXTpk3eaxUVFcyePZu2bdvStWvX005zY2hIDnmYOHEikiRx1113kZqa+oefuvd7mTBhAqqq8swzz9S6pyiKtyyKiopqyQXPiZSeuhgUFATUVjx7lDQ1n29snTgdPv30Ux/fXl999RUnT56sVV41GTJkCADbt2+vdc+zLe/FF1+kZ8+e3i2SI0aMYMWKFWzfvt2vP6massWz3fXNN9/0yZOPPvqIkpKSBmXR2WefjdVq5d13361lZTZ79my/9dIfERER3HTTTSxbtozdu3c3GL46jZFLoG/NPHr0KEOHDm1S/AYGBgZNwbCUMjAwMDDgp59+4tChQyiKQk5ODitXrmT58uUkJCTwww8/+GwleOeddxg+fDg9evTgxhtvpF27duTk5LBp0yYyMzPZs2ePT9wul4uzzz6bCRMmkJyczKxZsxg+fDjjx48HICwsjHfffZfrrruOvn37cs011xATE0NGRgZLlixh2LBhPsqNxnDxxRczbNgwHnzwQdLT0+natSvffPONX98nTf2ehggLC+M///kPM2bMYMCAAVx77bVERkayZ88eKisrmTt3rjesxWLhmmuu4e2338ZkMvk4G6+PESNG8Pbbb3PHHXfQoUMHJk2aROfOnXG5XBw+fJj58+djtVr9boesycyZM3n//feZNm0aO3bsoG3btnz11Vds2LCB119/3bsFJjw8nKuuuoq33noLSZJo3749ixcvruVzy0NAQAA///wzU6dOZdCgQfz0008sWbKEhx9+uMEtb/7o1asXU6dOZfbs2RQXFzNq1Ci2bt3K3LlzufTSS32sYP4oJk+ezKeffsqyZcuYNGkSwcHBDT7TtWtXRo8eTb9+/YiKimL79u189dVXPk7gr7/+el577TXGjRvHDTfcQG5uLu+99x7dunXzOrYHXfH22muvcd5553HttdeSm5vLO++8Q1JSUqP9VK1bt66WshSgZ8+e9OzZk969ezNx4kRmzZpFSUkJQ4cOZcWKFRw5cqRR8ffr1493332XZ599lqSkJGJjYznrrLN48MEHWbBgAeeffz533nknUVFRzJ07l7S0NL7++utaPs3ONA3JIQ8xMTGcd955LFq0iIiIiD9c2fl7GTVqFDfddBP//ve/2b17N2PHjsVisZCSksKiRYt44403uPLKK5k7dy6zZs3isssuo3379pSVlfHBBx8QFhbmVfgGBgbStWtXvvjiCzp27EhUVBTdu3ene/fujBw5kpdeegm3203Lli355ZdfSEtL+8O+KyoqiuHDhzN9+nRycnJ4/fXXSUpK4sYbb6z3uXbt2tG9e3d+/fVXrr/+ep97SUlJxMfHk5yc7HPoxciRI3nggQcAfJRSaWlpHDx40GdxA/Q68tBDD/HUU09x3nnnMX78eG+dGjBgQIOKzNjYWB5//HEeffRRRo4cyfjx4wkKCmLjxo0sWLCAsWPHcvHFFzcqn+666y5ef/11XnjhBRYuXOhz77XXXvMqGj3IsszDDz/cKLkEulN3IUSjFPAGBgYGp82fft6fgYGBgcHfBs9x5J6f1WoV8fHx4txzzxVvvPGGz5Hc1Tl69KiYMmWKiI+PFxaLRbRs2VJcdNFF4quvvqoV95o1a8TMmTNFZGSkCAkJEZMmTRIFBQW14ly1apUYN26cCA8PFwEBAaJ9+/Zi2rRpYvv27d4wU6dOFcHBwbWe9RyBXZ2CggJx3XXXibCwMBEeHi6uu+46sWvXLgGIOXPmnPb31DxS3XOE+apVq3yu//DDD2Lo0KEiMDBQhIWFiYEDB4oFCxbUSvvWrVsFIMaOHVs7oxtg165dYsqUKaJNmzbCarWK4OBg0bNnT/Gvf/1LHDlyxCfsqFGjRLdu3fzGk5OTI6ZPny6io6OF1WoVPXr0qJVHQuhHxl9xxRUiKChIREZGiptuukns27evVp56yuno0aNi7NixIigoSMTFxYknnnjC5wj1uqirnN1ut3jqqadEYmKisFgsonXr1uKhhx4SDofDJ1xCQkKjjztvCoqiiObNmwtALF261G+YhIQEnyPun332WTFw4EAREREhAgMDRefOncVzzz0nXC6Xz3OfffaZaNeunbBaraJ3795i2bJlYurUqSIhIcEn3EcffSQ6dOggbDab6Ny5s5gzZ47f+l8zHZ56WtfviSee8Ia12+3izjvvFM2aNRPBwcHi4osvFsePH68VztMm0tLSvNeys7PFhRdeKEJDQwXgc7T90aNHxZVXXikiIiJEQECAGDhwoFi8eLFPuj3prHnM/enSVDkkhBBffvmlAMTMmTNP653dunXz+e7q1CyXuuSKp0zz8vJ8rtfVNmbPni369esnAgMDRWhoqOjRo4e4//77RVZWlhBCiJ07d4qJEyeKNm3aCJvNJmJjY8VFF13kI1+FEGLjxo2iX79+wmq1+pR3ZmamuOyyy0RERIQIDw8XV111lcjKyqpVJ5qa7ppyyVP+CxYsEA899JCIjY0VgYGB4sILLxTHjh3zm6c1ee2110RISIiorKysde+qq64SgPjiiy+811wulwgKChJWq1XY7Xbv9bfffluEh4cLt9vt9z1vv/226Ny5s7BYLCIuLk7ccsstoqioqFFpFEJv84MHDxbBwcHe9vzUU0/VkmdpaWkCEC+//LLfeKZNmyZMJpNX5nvKwN/PZDIJIRovl66++moxfPjwRn+TgYGBwekgCXEGvQsaGBgYGBhU8cknnzB9+nS2bdvWZCes/0vs2bOH3r178+mnn/4pp3z9GUybNo2vvvrK79ZCA4O/O99//z2XXnopa9eurbWdy+CPZfXq1YwZM4ZFixZx5ZVXnlYcJSUltGvXjpdeeokbbrjhtNNywQUXEBISwpdffnnacfyTyc7OJjExkYULFxqWUgYGBn8ohk8pAwMDAwODv5APPviAkJAQLr/88r86KQYGBuhtsl27dgwfPvyvTorBaRAeHs7999/Pyy+/7PdkwMYyevRo7rnnnjOYsn8Wr7/+Oj169DAUUgYGBn84hk8pAwMDAwODv4Aff/yRAwcOMHv2bG6//fZG+ScyMDD441i4cCF79+5lyZIlvPHGG3WeRmfw9+eBBx7w+ok6Xe6///4zlJp/Ji+88MJfnQQDA4P/EQyllIGBgYGBwV/AHXfcQU5ODhdccAFPPfXUX50cA4P/eSZOnEhISAg33HADt95661+dHAMDAwMDg/8JDJ9SBgYGBgYGBgYGBgYGBgYGBgZ/OoZPKQMDAwMDAwMDAwMDAwMDAwODPx1DKWVgYGBgYGBgYGBgYGBgYGBg8Kdj+JT6L0DTNLKysggNDTWcchoYGBgYGBgYGBgYGBgYGPylCCEoKyujRYsWyHLd9lCGUuq/gKysLFq3bv1XJ8PAwMDAwMDAwMDAwMDAwMDAy/Hjx2nVqlWd9w2l1H8BoaGhgF7YYWFhf3FqDAwMDAwMDAwMDAwMDAwM/pcpLS2ldevWXn1FXRhKqf8CPFv2wsLCDKWUgYGBgYGBgYGBgYGBgYHB34KGXAwZjs4NDAwMDAwMDAwMDAwMDAwMDP50DKWUgYGBgYGBgYGBgYGBgYGBgcGfjqGUMjAwMDAwMDAwMDAwMDAwMDD40zGUUgYGBgYGBgYGBgYGBgYGBgYGfzqGUsrAwMDAwMDAwMDAwMDAwMDA4E/HUEoZGBgYGBgYGBgYGBgYGBgYGPzpGEopAwMDAwMDAwMDAwMDAwMDA4M/HUMpZWBgYGBgYGBgYGBgYGBgYGDwp2MopQwMDAwMDAwMDAwMDAwMDAwM/nQMpZSBgYGBgYGBgYGBgYGBgYGBwZ+OoZQyMDAwMDAwMDAwMDAwMDAwMPjTMZRSBv/TCCFqXji95/4L8PdNmlb7mhCi0d+vaY0Pe1p5ehrPnKmy+2+sAw3RlLKvK5zn+t8t//zV9dPlr/i26u+s+f6mlFtdcTY2nurlW2fYRtYBIcRptfEGIj2z8f1daULe+SuzestGCBBag/F621Qj4vRX1xoKU/NanWn35EUDMul0OBPt6veGr6+d1syfmj9/8fjcqx5P1b+r9+vV5WbNeGu+w/Nczft1yQpP3J77nuerx1Pz2ZrXqscBIKo96xuPdip8Hemv+U5NO9UGNE2rNd7xSYsQ3nfXzHNN0+r8xqpE+y07f/mm1fi+U++o/1l//66vT6yv/OsKWzON1Z9tbP9bn5zwl/fV/66Z1pr/rrusG5B1fsu0Rh7XeH9d39JYudcY6uo/RVV9a1I8+CmjanW7Zvj6vsO3DQlv3tS6zqn2WFOOVP+/3/yu5zsa+71/Fv76q4a+5b8V81+dAAODPxu7W8Viklifks/RvHIsJplBiVG0axYIeYewFB6BpLNBNoM1yPtcpcuNzWxmc2oBydllSBL0bh1Bj5bhKKpGgPWf1ZyEEDjcGi5VY/mBbIoq3QxKjKJDbAgVTpVfD+ZQ6lCICbExtlsckgQ5JQ5WH85DAN2ah9G/bSROt0aQTf92TRM4FBVFFSzbr8cZEWhhbLc4rGYZiywhSRJmk4yiagjgWEElm1LzcSoaic2CGdUxBrcqCLSa/CfcVQmaAoeWQGU+BEZB5wvAHKD/JMk3uKIhS3Awu4ydx4pQNY1O8WEMaheFogoCLHW8xw92l4rZJLHqUC4ZRZUEmk0M6xBNi/BAZBnM8n+fnt/uUrCYZH47UcKezGJUTdA5PozB7ZrhVjVv/imqhiYgq8TOhpR87IpKm8ggxnSOxa1q5Jc7WZ2ch1vVaNssmJEdYyiqcNIsxIq7ieVwpqhwKtjMMisP5ZJRWInVLDO0fTPaRAUjENjMTasbFpPE6uQ80gsrsJllhrWPplVkELIEZtOZrxt2l4IsS6w8mEtmsZ0gq4mRHWKICdXz1KVorDiYQ4lDISrYyrld4pBlCatJxmLS26K/ODUByw/kkBgTTIfYEBxuleUHdHngicdskjBJElazjMOt4VT0MEWVbqKCLZzTJQ5FE5TZ3bRpFoTLrSKjYTKb+S2jkD1Z5Qiga5UcUVSBLAFIuJ2VBAQEoB1dhakwBWQLtBmCFNMJEGCyNi2jXJW6EuXQEqjIhYBw6HQBWIPBZIP/lnarOEE2QeYOOLlbnyw07wWtB4CqgCUAALeqT7KyS+wE28wEWc0sP5BDdqmDIKuJ0R1jiQqxIoTAVlW+wWYBmhscpXD4Z3CWQUgcdL5Qf7c1GLeqoQlBTqmTNYfzcLhVWkYEck6XOBxuhSO55RzMLmVUxxhiQmxIkkR6QQWbUwtwqxrtY0IYnhRNVomD3ceL6BofRvOIQGxmmVXJuRwr0NvokHbNSGgWjMOtgACHorEyOZcyh0KL8EDGdo7CbJIg/wgc2wCqGymqnd6v24sQQVEIVeVQroOtxwoRAro0D2NA28gGZZGmCdyqRmGli1WH8qhwKbQID+DsLnFoQhDkZxzg6YMOnCxlV0YxqqbROT6MgXX0QZ7yOZpbztb0QhRVo31MKMM6NKtqJ1KdfVpOiYOtaYWUORWGto+mTVQgqiZwKyqBNgvp+RVsSi3AapIZmtSMFuGB7M8qZfdxPV0d48MYlBjFsYIKiiqc9GkTCYoLt2TB7tb45UA2ZQ6FyCAr53WLQ5YkhBBYzDJuVZBX5mDDkQK6NA+lR6sIPb80jQCzif1Zpew6XoSqCTrGhjIkqRlOt8a+E8XsPVFKYnQwA9pGEmQ1szo5j2OFFdhMMkOqZLKmaZhMMkWVLqKCrGxLL+Jofjm9W4XTITaUE8V2NhzNx+nW+5hRnWL0b3dp2N0qKw/pdSQ6xMo5XeKwu1UyCirpEBeKWYZyh5OIICuagOxSB+uP5ON0q7SKDOSszrEo5fkEZm9HWEOREoaiqQoVmgmrWWbFwVyyiu0EWEyM6BBN8/AAZASKgDK7ixUHcylzacSGWDm3W7y3/a0+nI/NJDOmUyzRoTZOFNtZfyQPp6KREBXE6E6xuBWNg1nF7MosJaFZEAPaRhFsM7OmWl8zpF00LSMCSckto6DcxfAO0aiahuYGq1lmw9ECjuSWYZZl+iZE0iU+FKeiYTPLbEotICWnDJMs079tJB3jQknNK2f7sUJCbGbGdo1Hq5IF6QWVbDyaj0vRaBOl9+92p4pZlli89yQFFS4igyyc21Uf86XklFPmVOgSH4rZJPPrgRyfMDazifSCcjYcKcBqlhmWFE3ryCBAYDWbcCkqIHGssIJNRwtwKRoJzYIY0ykWu1vFqaiEB1rZklZISk4ZsiTRs1U43VqE43Qr2CxmMgpPpdnzrFPRcKsaQkBooJn1h/M4mldOWICFi7pHE2CWoeQ4HF2FpDgRkQnQ8TxQnEiWQL0/ydkPmdtRE0fjjkhEEwJJkvi1SpZ2bxFGj5bhBFhNrDucT2p+OWZZZkDbKDrEheBUVGTAajGx6WgBh3PKMMkSfVpH0q1FGG5V42BWKbszi+uVF9VxuBXMmgvZbEVLW48p/yBIMrTqD/E9oSAV6fgmNHMQdLkQIUAzB2KSfccDdpfqnRsUVrhPlalJIlDWoCIXKSQOjvyKGhyDEtuTArvG6mRdJsaF2Ti3SzxORSXYZkZVBSYTqJpA00AVguVVdSE8wMxZXeIwyRIpOWUommBgYhSllW62phWSU+ZkVMcY4kJtVfJRkFvuIDbEBpLEsv3ZFFa4CLWZOadrHMFWM2YZEODWBDaLiQ1H8knJ1fO3b5tIujYPQ6265/lei1liQ0oBR/LKsJhkBiZG0T4mBADLGR6/Od36XGJ7ehEHTpYiSdCrlT6frHSprE7OI6fMQWyojXO7xiEBgf+wOebpIIn/RVXcfxmlpaWEh4dTUlJCWFjYX52cvzVuVWPWqiN8tjmDvHKnz70eLcO596y2DGkuETD/EmjRC8b9GwLCcWHh003pzNmQzoliu89zSbEh3D4mifO7x3sF3N8dl6JSWOHmmcUH+OVANrIk8f51/YgPD+CVZcmsPJRL9UURm1lmfK8W3H9eJxbvPclTPx4AoE1UEDeOSOTqAW2Q0CiyKzy7+CA/78vGpZ5aXTLLEud2jeOxi7oSFmjBJEnsOFbIy8uS2ZNZ4pO2ZsFWJg5sw51nd8BqrtYRKC5wFMOyh+DAD6C6Tt2TzdD5Ijjv3xDUDMx65+VUVH49kMubK1JIzinzeU/z8ACmD2vL9GGJDXY4miZQNMErvyTzxbbjlNjdPvf7J0TywPmd9QHIP6QONIRaNflati+bt1cdISW33Od+i/AArh+eyJQhbQHBnswSXvzpENuPFfmEiwiyMKF/a+46uwPPLz3I/C0ZAMSE2Jg0uA03jWzHltRChnWIPuMdf10IIXCrgtd/PcyCrRkUVfqWZ5/WEdw3rhN920TWrRxtZFx920Twf+M606dNxBmrG6qm4VYFL/x0iK93ZFLmVACwmCTeubYvSbEhvPjzIX49mItarSHbzDIX9GjOg+d3xmaWCbSYvDLLrWpUOBWeXaK337nXDyA2NIBnlxzwG8+FPZvz0PldCAswk15QzoVvbkCpFsZqkjmvezz3n9eJYwWV9G4dwdLfTvLu6qOk5lf4fE/rqEBuHNGOqwe0xiRU5I1vIG//EMqyfT88vidizMNI7cZ4FSz1Z5QLnOWw7GHY/y0ojlP3ZBN0GAfjnoew5rpC+5+M4oS9X8D6/0Bhqu+9yEQYeif0mYxDmFh7OI+8cifje7XghZ8O8e2uE1S6VG9wSYIRSdHcf15n2kQFIWtOgh05SMsehpRffK2kLIHQ/QrE2OfIc5m584vf2Jxa6PP6sAAzV/Zrxf3ndWbN4TxumreDIe2a8a+xHbGYZKZ8vNUrUz1y4bbR7RFIvP7rYRZuO05hhcsnzj6tI/jX2E70aRPBtR9sZk9mCa0iA/n6xr5E5W3FsuZ5yNrlmw8hsdD/ehh6F2rWLiqiezPx453szyoFoFVkIDOGJzJpcIJfWeRwq6TnV/Dc0oOsP5LvYyAQbDVxWd9WPHxBZ6wm2auE9ihr31yRwuGc2jJ0+rBEpg1r632fw62y4Ug+ry0/7E2Xh0GJUcye0p/1KXm8ueKI3z5t6tC2XDc4gdvm72T14TzO6xbPy1f1ZFdGMa/8kszezBI6x4cy74aBrEvJ593VR/3K9mnDErl2UBucikqlU+XZJQf59WBOLTlwfvfmPHZRFwKtJhZtP86E/m0oc7jJLnEQFWwhOjSAXw/m8Jaf9MaHBTBtaALXD2/H97tPcEGP5ry98ggLt/mXo/eN60Sf1pF8v/sEb686gqIK5s8YRGZRJa//msKu48Xe8BaTxOwp/WnbLJgXfjpYpyx84LzOrDiUw2+ZxTx6YTcO55Tx0rJDddfhc9tjXf00WIJxj7ifV5Yf4YvtGZTaFZ+4F84cTFigheeWHGR1su94KsAiM75XSx65oDO/HMihV+sIskscvP5rCjszavef1wxozR1ndWDpb1lc2LMFb688Umdfc/c5HWkREciX245x37guzF57lE83HSO37NR495wusbw5sQ+fbEhn7qZ0ckp9x8Jdmody25gk+raJ5LqPtnCyxMElvVtw/3mdmb85g1d+SfaGjaoar911dgf2HC/i6tmb0YQ+5hvbLY7nLu2BU9F4fqn/ceHYbnHcP64zv50o4e4vdqNqgr5tInjioq50jA9lx7EiXvnlMLurla3nvdcMaM3d53Rk+YFsbvvct613iA3htrOSGNkhhkkfbubgyTK/z6bklDL9k+3kljnpHBfKj7f0w5y9G2nFU3B8i0+cBEZC3ymIMY+A4kZ6rSOumzZDeEtcquClnw/xzc4TlDsVHjivEzNGtOO91Uf5dPMx8sp887hbizDuPqcDw5NieODrvfywJ8vnfse4EO44qwPndo1j2b6T3PXFHr/ywoNb1XC6VWyyhrz9Q0xb3tWVatWJ6QzD74H2Y2DeZXo/USW7XXIgkskMSBRXunhm8QF+3p+NWz1VcS0miXHd4nnsoq5Elh/BumgSjss+Jk1uy3M/H2HDUf8y8f5x+mKS1Wyi3KHw/E8HWbL3JE7lVF0wyRJnd47l/8Z1Ir2gkueXHmDq0LZcOzCBF386xEcb0hjcLor7z+tMp7hQVFXj6SUH+XFPVq14zuocy0tX9CQkwMyH61KZu/EY2aXV+n6gc3wod5ydxNmddWXYu6uPMs9POXVvGca953ZkaPvoMzZ+cykaC7Zm8MG6VDKLfOeT7WOCuWlUe87uHMvUOVvZd6LUKy8evbALQVbTH7LA+UfTWD2FoZT6L8BQSjUOt6px49ztrD6cV2cYSYJnLu7MlR3NBHwwHCyBiBtXsiZLZtrcXXU+B3DHWUncNibpb6+UcKsaWcV2Lp+1kYKqgf6b1/SmVWQQUz7eSrlTqfPZVpGBfHnTED7bfIxZq496r08a1IYnLu7GCz8d5OMN6XU+Hxlk4etbhhJgkRn24ip/lsVehrRvxtzpA3XFlOqG8hz44Cz9/3URFAU3/AoRrXFqJj5cn8rLyw7XHR64qGdz/nN173oVIk63ysQPNrMzo7jOMCZZ4q2JfTirc+zfvg40hKYJXKrGe2uO8vqvKfWGHd+rBa9c1YvL393AvhOldYbr2yaST28YyL1f7OaXA6fKcHTHGGZN7ssnG9KZMaKdryLyD8KlqFz30Va2pBXWGUaW4OUre3FBj/h6V6hcisZ1H21pMK7XJvTmvO7xZ6RuVLoUrnx3EwdO+ub3y1f2pHN8GJM+2uwzSapJfFgAX948hACzTESQFZMMhRVuLn1nAyeK7bxzbR+SYkO56v2N9cbTPDyARTcPITbUxo97svjXor21wvRoGc6XNw/hP78cZva6VD+xnOKaAa15+qIOWD8YAfn11LvzXoR+0+pXTKkK2At1mVFzcF6dgHCYthSiO3iV2f84FCcsfwK2vFt3mMBIHLfu4rPdRaTnV3DfuE5c8e4mjuaV1/lIgEXmk+kD6R1nJuDNbrp1VF1EJOCcvpy3NhXw9uo0v0G6twxj0U1D+WL7cZ78YT9Wk8w7k/oQFmjh2g+2eJUGT1/SjWsGtGbqx9vYlFpQ5ys9bfTcrnFc9OY6Flzfm7i0bzH/9K/6ty4mnQ0T5qH+9hXlHa9g3FtbfCYtV/VrxXOX9fCRRU63yq7jxUz9eKvPJKhW1LEhfHfrMIJtJlyKxuy1qby6vP4+aHyvFrw6oReqJli4NYMnqxZ9qhMdYuWH24fz1Y5MXmsgvot6NueFK3oy7eOtvHxVTzanFvLwt78hBMSE2vjx9uF8vvUYb644Um88l/RuwctX9mLSh5vZll5UZ7j4sAC+vW0oEYFW7v5iF69N6I0EyLLER+vSeLmaEsMf95/XSVcGfril3vfIErxyVS86x4cy8YPNLJw5hN9OlPDg13t9lD4Ar1zVk45xoUz+aEuDMuzLm4YAsD+rlDsW7PSZiNeke8swvr5pIEJIXPPhtlrKEoB3ru1LXJiNqR9vpaKasrcmraMC+f624WQWVXLZrI0+SrOa9E+IZP6MQby+IoV3q429aiJL8NKVPbmwR3P+9eUelu7zVez3bh3B/BmDuPfLPSzbn11HLDoPnteZi3o15+K31lNU6SYxOpgvbxrCO6uO8MnGdJ+wQ9o145PrB7DiYC63zt8JwMMXdOHsLrFc8/7mWovA1YkKtvL5jYPYmlbI49/vJzzAwtoHxrD8QDb3f1W7bGu+d+71A3hvTarfdnHHWUlMHpzAxW+t91HMga7k/fSGgbyz6ghzNqSz/YFhWI/8jPTtTNDqLjdaD0RM/RFNSGiShUq3yoT3NnmVrhMHtubpS7pz82c7WHEwt+54gCcu6sqEAa05/421ZBTaa92/99yOzBzZjhd/OsicjceAU/LCM2ZVNY1Sh0KwScO65A7Y+2W972TU/dBvOnwwRl/4iUhAu3Elbks4ueVuLpu1gfxyV52PNwu28u3MfsRa7OzKl5n26e56ZeJrE3pxQY/mFJS7uOq9jWSVOOoMGxZgZt4NgziSW86/Fu3hqv6teO7SHtz82Q5WHsrFYpJ4d1I/+iVEMuTfK3D4ee9lfVry0hU9ueuLXSz9rf46fv+4TkwflsiFb60jNa+iznBPj+/GhAGtf/f4zaVoPPrdPr7cXs+YBLhpZDtmjGjHJW+v9+aXR16EB5ox/cOsuxurp/hnfZWBwWlidym8+ktyvQop0Mexj/94iKMVAdB3CpTnIM27jOEdYogNrX/C8tbKI2w6WuA1vf+7Ikkw+aMtXoVU95ZhnN0ljhs/3V6vQgogs8jOrfN3cvtZSYQFnJqoz9+Swbe7Mrl9TId6ny+qdHPdR1uJDQ2gXXRwvWE3HS3g3z8dxO5S9UTPu7R+hRRAZSHMuxQNEzuOFTWokAJYvPckH69Pw+H2Pwixu1Qe/W5fvQop0C2L7l64m4J6Bl//FBRNY9PRggYVUgA/7Mni003pPHZh13rD7cwo4qkf9/PAeZ19rq8+nMebK1Lo3zaKL7cfx6nUMxg8A1Q4FZ5efLBeJRKAJuCBr/eSVeyo09+F3aXw9OIDjYrrvkV7yK5nMNZYHG6Ve7/cU0sh1SE2hIt7teCGudvqnYSBvjXlpnnbCQ+0IEm63Lth7jZOFNvpFBfKuV3jG5zMAZwscTDz0x0IYFzVlpSaXNmvFb8eyGlQIQWwcNtxvtmVjWvEg/UHXPYg5OyrX/EgAfOvql8hBeAo0WULtbcy/iNQ3XBocf0KKUDrP4MDuQ5e+SWZ+8Z14s4Fu+pVSAE43Boz5m7HjRla9Kk/HcXHsH05kTvPak+ozb8Sd9+JUu7/ag9X9WuFWQaXqnHHgl20igzirM6x3nCX92nJs0sO1quQAr1d3f/1XnLLnLwzqS/NHBmYf7qvYV9aR1bAmpcwxXQk8PgabhqR4HN70Y7MWrLIqWjc8Mm2eidfAEdyy7l9wU5cqsa2Y4UNKqRAl6E7jxWRnF3GU4trK6QApg5tS3J2WYMKKdD7tM82HePZy7pjd6k8UqWQArhhWCK/nShpUCEF8P3uLOZuSuf64Yn1hssudTB9zjYsZomr+7fm/77ag0nWt6Y0pJACOLtzHE/+cKBehRRUlfdXezHJMo9f1A2Ah7/5rZbSomNcCBf1bMENc7c3SobdNG8H8eEBPPnDvnoVUqArrorsgoe/P+BXIdWrVTgjO0Zz46fb61VIARwvtDNj7nbaxYQQ2MBkd/uxIp78cT+X9WlZbzhNwINf/0ZmkZ2wQEut+/ee25EP16c1qJACeOHnQxwrqOS6IXr7SMuv4M6Fu7jn3I4EWHynj5tSC3h+6SFGd4whPiygygquLTfO3V6vQgqgsMLFjLnbuXpAa1pHBfLIhV3IK3PwwNe1y7Ymm1ILeHbJQaYNbVvTcwOgj8v3ZhZz/bDadXhLWiHPLD7IDcMTefj8zljt+Ujf3Vy/Qgrg+Fakpf+HLBQqXQr3LdrjYwV4zzkdeWNFSoMKKYCnlxzgcE4Zz17a3e/915YfZnt6IfdXGzf9sCeLTzake8esQsCRrHxMOz5uWCEFsOYlfXv3oFv0v4uPIS+4BqsJbp63vV6FFEBBhYvJc/dgDm/OYz8m1ysTzVXWVZIEM+dtr1chBVDqUJgxdzsX9GhOp7hQFm3XZfHjF+njS7cquO3znbhVjXvO7eg3jvvP68TsdakNKqQAXlqWzO7jxTxfR/57eOLH/aTklP8uP08uReWrHccbVEgBvL82lS1pBdw4sp33mkdenEH3p387DKXU7+Tnn39m+PDhRERE0KxZMy666CKOHtVXMVavXo0kSRQXF3vD7969W/ejkJ4OwPXXX0/Pnj1xOnWh7XK56NOnD1OmTPmzP+W/GpMs8/nWjEaF1QS8u+EE9v636MqQ/MO4U9dz7cDWDT77/tqjaH9j40NVE6xJzuN4tRWZyYMT+G7XCa+SqiF2Hy/mQFYpl/dt5XP9w3VphAWa6dGyfmu9E8V2fj2Yw0Pnd643HMCX245jkYH09fVbTlSn7CRuRfGx5GqIORvS67SUUjSN73dn+b1XE5eqMXtdGpWu+gfCf3c0QaOUCB7mbEinX0IkzcPr3wL1/a4sIoIsDG3fzOf651sz6NEynJWHcv5wv1ySBF/taHhQAKBogg/WpWKvQ2EpaFpc7605iv131o0yh5tf/EwoJg9OYPHerFqrwXVx8GQZ248VkV/u5ODJUvZWbaOdPDiBJb9l1TJjr4sDJ0vZeawYq1nmgfM6+dwLtpq4vG9LPmxCXfpgwzHkruP1bbh1IYS+TU2pZ4B7cq8+8G4MFXmw7ytdwfNPZMMb9d+XTbj6z2TW+kwu6NGcogoXa1PyGxV1uVPh821ZOPvf3HDgEztQsg9yeb9WdQZZui8bp6Jy59n6AobDrTF/8zGuG6xPfG8Z3Q6TLLFoe2aj0qdqgtlrU2kXE0LA5jca5YAdgB2fQPNeWA8v5ur+LWpNsj9cl+qVRQ63yrzNxxpUMnhYnZxHfpmTPQ0sZHiQJWgVGcSs1Uf96tMsJolrBrTho/X+LdD88cnGdNpEBTF7bZp3EmMzy0wY0JqPmxLPhnTO6hxLfFj9sv1Qdhk70osY2TGa4koXApi9tuE+eGBiFHFhNr7e2bjyVjTB3I3pnN0lljkb0n22DHuYPDiBH/c0TYbtyihmfO/6FT6gb2s1yfDjHv9jguuGJPDNzhO1ttbVxc6MIo7klDWobAL4ZucJYkJsDEqMqjecogk+Wp/mVSZ5aNssiEHtovhs07FGpQ3go/VpXDswAbPu8I9NRwvIKrZzca8WtcIu2n4cJLj7nA5MHNiatSl5tbZq10VmkZ3lB3KYNDCBsd3ieH9tar2WY77vzdS3AQ9O8Hv/o/VpTBjQGpsfK+yvdhzHYpK5oncs0qa3Gt8H7P0ChKb7yTp4arF0TKcYIoOtfLa5cXkshK6A6JcQhcXkf2Hk/bWpSJJEn9YR3mtzNqTpfvOAlNxy+rSNwbRlVuPSDrBpFvS97pR1cOY2tNxD9Gtbf93ykFFYyarkXC7rW7esB7h9dBJCCHYeK661Hbku8sqd/Lg3i8lV5fnR+jRaRwXSMU737+RUND7ekOa3zQxuF0VMiI25NSz56uP9NUfp1TpS9yNWB0LArNVHcLhP3+jAJMt8sK7xsvfj9Wlc0a+Vj8J6Z0ZRg4tJ/2QMpdTvpKKignvvvZft27ezYsUKZFnmsssu8zmVoz7efPNNKioqePBBfWX4kUceobi4mLfffvuPTPb/FJoQ/LzvZIMrZtVZtj8bLTASWvYDIHDnB1zdJ6bB5zanFlLQwCrDX4lb1fi02oBEknRT4IXbGjex9rBw23EurdEhpOSWcyi7jCfH17/iAPDppmMMbhfdYLgKl4rLWQlbZzc+cYmjKLU72XC0cZMu0Fd6N/kJ71I0vth23McPQkN8syMT6z9wz7cHp1uloNzFpqP1WylU50SxnW3phVzet/6BtUvV+HrniVp1p9SusPS3kwxs24y9mcWnk+xGoagaX+/MbNLA4vvdWd7BX824vtl5oslx/R6za8/k2N9Y/dI+LVm4tYnteGsGQRaTz1aMK/q1ZN6mxinwPSzYmkFRhZsraygjzu4SR2aRvZbfuPo4mlfBwcx86HpJ/QEP/+TrV646rgrY8l6j3wnAtg+aFv7vQlE6nNxTf5g2Q3FIAaw8lMulvVvy2Zamle/8rZlYOp+nO4ZvgKCds7m2T90KRVUTfLY5g0uqKQC+3H6cYUnRNAu2ct3gtnyz80SdimB//LDnhN5GtSYofB3FsP873c9KeS6jO8X63E4vqPTKIqtZZkEjF7U8fLLxGN1ahjcqbN82kVjNvpPb6gxrH637mmpCnxYdqh8G8NO+k95rIzpEU2p3N2iBVp0TxXY2HS3gol7NGwz76aZjOBTBg+d3odTuZt2RhtN7ae8WfLvrRIMWaNX5bvcJgqxm9p3wL1cu7d2yyWOazzYfa5Ri6JI+Lfl6xwm/FlUmWeKini34oonvXuBnPOUPp6Lx7a7a/ac/vt+dRWJ0MEmxId5r43u3YOWh3AYtl6qzOlm39hlYTRG2YGuG37yqdKl8u/ME47rHc0nvlk3Oh4Vbj3NV/1YEWk11Kv38YXerfLMzk0mD2/i9vzm1kOJKFyM71h7DO9waX+/IBNmqK5oai+JE2jkPGy4fRfLNo9qzbH82xY1USgL8ekD31TZpkH+l2voj+ZQ5FF65qqf3WlaJg62phVQ6FQ7nlOFO29SwVXB10teBvRjan+29ZNr6Ptf2aXhc7mH+5gwu6V1bOVmdS/q0oNShsHBb0+Tnwq0ZXNpHjzstv4I9x0u446xTOzG+3J5JdKiNrs1DfZ67bUwSa1PyG704B7AmJY9Kl8L0BixClx/IQWnk3N4f+06UkNZIJS3AzoxiThY7fKyIQV8ErmxgV8s/lX/uzOlvwhVXXMHll19OUlISvXv35uOPP+a3337jwAH/Jtg1CQkJ4bPPPuOdd97h8ccf5/XXX2fevHn17rl0Op2Ulpb6/Azqxq1oHM5tmmbZrQpyisogpGpLSsFRokKD6n+oiqYInT8bq0kmNf9UXoRWnbzU1DSn5Vf43c6YklNOTGjDJ2Ol51cQbDNVnbbVQJqtNihoeKuBl9B4jueXNbiDoyaHsstqmea6Va3JqxJlToVSxz+7w6heRxpLck4ZrSMDGwyXXkfdSSuoICbMRnJ2PX5rficuVeNobtPqur1KSecvriNNlCt2t0pR5ekrrVVN+PV7YDPLhAdamt6OCyqwWUze5wIscpU8aNp3pRdUEGA11bJyiwm1nZY8TMl36ie71YemQskJ//ckuWkyA6AgFUy1t7v87clveDsXIbFkFZajVfkUqs93hj8yCiv1fwQ1YsJSeJSY0PqtatLyK3xWf/PLXVQ4FWJCbdjMcpNlrsOt6W00ql3DgatTcFSvZwVH/cokjyzShKjlkLYh0vLLG9zy7yE2zEZmUWWdliExYTbSCyqa1KfFhgaQU+r0UfbEhgaQXtD09qj39w0fBJBeUIHFJNEs2Nro9MaEBjRZRlS6dDka7md7ms0sE3Y6sjC/gphGlFdsqK1O65+wADMBFlOT+8+6+kR/pDYyrN2tklPq9AkbGxpAWhPbvibgWKFv+afXUx9S8yuwmmRiw5ouZ9ILKogIspJf7mqyRUpqfgXB9fh+PFZQWWe+peZX4FLV+n3m+aMgBVn4jvUig6xNHhcomiCr2E5CM/9zDCH0vGkW4pv+5JwyZFlCCLAWHGxa2gEKj0JotW33BUcalN3VSStoWC4EWc0EWk2n1R5DAyzefuJwbhnx1SzxCytcVDpVH6UrQLNgG4dzmlaOQuh9XJsGxq+KJn6XC4aaBz00hvSCCmLDfMs9Pb/iH+ttoCEMpdTvJCUlhYkTJ9KuXTvCwsJo27YtABkZjdcKDxkyhPvuu49nnnmGf/3rXwwfPrze8P/+978JDw/3/lq3bnhb2f8ykqQfXd5UZEkCUbVaK5vq9CtTE1NjNC1/EQJ88sLzSU1NskmW/G5TNMnQmIUET0famCwVQoDUBOeCQkM+jTLwV24SVfWgifyNq0CjOJ06bJIkGmNQJsuS38mXSZLQNOHdJvBHICGd1rf5qwNnMq7f+7ynLTa13puqjnP3HAXtadJN/S6T5F8eaEKcXl2SOSV760OuRy7Ud89v+H/ocEhqRLqF8NYNIQRNNeSUJb0fbVSZSA33lSZZomYIj1wQoun1GKr6taZYSukv1b+pjv7dI4vk05gBmOTGyUPQ+8H65IIQTW+TmhC1+iH92ul9S2PGP7J0ql9vrEWoOE0ZIUsSqh+ZI37PmKYR36hpdbcfT3qaOt6sq0/0R11jL79ha8hlVROn3baqx1Nfej1tW6/TTXuPXOXg8HSGALJUW6bUTFddaT7tPlmSocZbT7eNybKEWo8/M399rKlqHK1HULdCrk4kk6//LNnUJPcjdfX71RFCl+lNbRMemeCJ3+ynfcoytbbvCk53zCHRGGPN3zO/O52xrSzVrren04b/KfxDR2F/Hy6++GIKCwv54IMP2LJlC1u26EeIulwu5KpOubr1hdtd26RT0zQ2bNiAyWTiyJGGV3cfeughSkpKvL/jx5tmIvu/hsUk0btNRJOeCbaaaN4sHIqrlIvxPcgualjLbZIlOsWFNhjur8KpqHRtccoKr9ypUFjholuLxm0z8NC1eZjfleMerSI4XlTZ4PPdWoRR6micebPL5YT4Ho1PXNEx2sVF1Lk/vy76ton0Ts49WM0yvVpFNCme2FAboQH/QIuLKiQJOsWFNrkD7dMmslErhHXVna4t9Ou9qvlNONNYzTI9WzWtrkcGWYgOqW39p9eNpscVGXz6dcNskujhZ0uQW9VX8Lo1b9rpq11bhOFwa3SrkglORaOowkXX04jH6VZrOanPLLLTJT7MrwPa+ujZPOSU7K0LSyBE1LEgIzSI7+n/Xl3E99RPsfun0ZjvLD5Gm5hwbGaZ40V2b3k3li7Nw1AVN1Q0YvtYfI8GrYpqyv82UUFYTTI5pQ4q3Qo9G7ntzUNEkIVmIVbIa4TVmE9ae0LxcaTYLn7T7JFFGqLJ/Xr3FuGcKG64LwQ4XlhJYkxwnc6ujxdW0iE2tEl92vFCO83DA32czh8vqqRTfNNluy6zG/6Wri3CUFTBiWI7SbEhjUrv8aLKJsubZsFWIoMslPkZQ7hUjZxSxxkb09Qks8hO1+b+4y5zKJTY3T5jrDP5btDbTmPCRgZZiAu3+YTV0960tNnMMu1jQnzKv7760L1FGHaXwvHCyqaXQYswsksdxITYiAhqWj/Zo1U4RRX+x5QmWaJjXGid+dazVTg2swlCYv3er5MWfVEl37FBdqmD3k0cwwRaTLSODOLgSf+7XiwmiaTYEE7USH+fNpEIBLIMzvi+TXonsgniuvr2s/E9G9XOPXRtRF0stevO4E+nTeSVObyWnj1bRfhYebaKDMRmNtXyU3WiyN7k/LeaZBKjg0nOrn/XUaDFRIuIhncD1EXPJs4lZAm6NK9db5vahv9JGEqp30FBQQHJyck8+uijnH322XTp0oWiolOnh8TE6PuXT548tad/9+7dteJ5+eWXOXToEGvWrOHnn39mzpw59b7XZrMRFhbm8zOoG0mSGNkhpkFHndW5rE9LtPyjkLMfgMr+tzB3e/0n9wGc0yW2lsPUvxOBFhMzRvhucVi0/TiTBvnfi18Xkwa1qeUvoH9CJC0jAvm/RbsbfP6G4e1YfqDhkzGaBVsJCAqBoXc0PnEZG7HIUp2ngfkjKTbE70TNbJK5pE8LQuo4Tcof1w5q87c/gbE+rGYTgVYT53ZtYPtUNTrFhdIxLpRvdtWxnaqKUJuZS3q3qHX6SHxYAKM7xbAvq4S2DZzK+HswyRIX9GjepAHvhP6t/fo7MckS5zcxrqsHtMatnP5BCDaziYmD2vh12Prl9uN1+tSoi8mDE3ApKjOq+VKYvyWDGxrwreAvnuhQG2+v8l1UWZ2cS6BVZmSHhv3xeejTOoKWUUFw8Mf6A3a/suYi9SmswTDk9ka/E4DBt57eavNfTXA0JI6qP8yJHUhlJ7m4l972Jg1KaNKK79RBLRG/LarfsXwV9v4388m2uk+dCrDIXD2gNXM3pHuvTR6cwLL92ZQ6FF5ZlswFPZoT2YR2dVW/1vpJVHUpKf0R1gI6joPSE9ilwFr+j3q2CvfKIk2DacPaNjpqsyxx3ZCERm/j2Z9VSk6Jg/F1+GfZml5IhVNpUp8mSfr28+pO5z2nA5/dpfGyvXN8KN1ahPPD3oZ9/NwwLBGrReKpH/ZjNcmc371hP1SLtmdyUc8WhAU2vu1dPaA1RZUuRtQhV748jTHNtGFt+aIRp2J9uf04l/ZpQbC1tgJRCN1xdl2+gfwhSfp4qjEncoUFmrm4Z+3+0x9XD2jNjmNFPhPa73adYFC7qDq3ifnjwp7NKahweU8fliV9jOMvDc2CrZzfozlfbjuujyub2h8NSuCzzRkUVLhq+Sesj6hgK+d3j+ed1f4PwzmnSxyKprHRj0+2yCALF/RojttpR/Sd2vjEBoQjelyJIpl9fIi+siyZYUnRtGyC8mJ87xa4VJWv6xg/jesWj9kkcdOn273XOsWF0iU+lCCrmb5tIjHHd4O4bo1Pf6cLdJ+MaWu8l7TBt9Yru2syfVjbBuvinI1pxITYvE7LG8ukwQl8sU0//KBnq3ASo4N5ZdmpkzwnD2pDVrGdYwW+SrSXfj5En9YRDZ7uXZ3ze8QjAZ834Pfq0j4tmuwWpDoJzYKatJA5smMMFpPM2mqnxksSzBieSFA9W1X/yfx9Z8//ACIjI2nWrBmzZ8/myJEjrFy5knvvvdd7PykpidatW/Pkk0+SkpLCkiVLePXVV33i2LVrF48//jgffvghw4YN47XXXuOuu+4iNbXxpxUZNIxb1bhldPtGhQ20mLhlWEsCt1edZNF2OOa4LnzTwOkwZlni9jFJfieMfxckSaJnq3CfUzzmb8ng3G5xtI9pnBAf2zWOZiE2lv52StkqSXDH2UkUVbjILq3fZ06PluH0TYjgpWUNHxU9c2Q7XIrQndG2rX9bq5fmfQi02bjjrKRGryzfcVZSnVsJNQ2mDW3bqHjCAy1MG9qWgAaOd/67Y5ElbhndvtEr6neencSq5FxK7PVbv00d1pbDOWW1VrduGtWOtYfzmTigaYPY08Gtaj5KmPoItZmZMaIdQX4mIACKKrixhpK3obgC64irsZgkiWsG1s6nBVszGNkxhs7xjbPoGNUxhoSoYKJDA4gPD+ScLvoq8edbjjEsKbrRliGjO8aQ0CyISpfKZ5t9B3VuVbBg63FuGd2+0Vsy7hydgLx7vu6svC7MATDiX2CtZ3IV1hI6nte4l8Z0gqRzmr7l7++AbIbRD9KQOVrgtlncNrwlG4/ko2iCyxvhLBmgRXgAl/ZphWV7Iw6b6HwRSlCsj3PtmkwalIBbFV5n6zEhNib0b8W8qtOqfthzkgqXUmvxpC5CbGZuHJnIzowi7IPvAksjJ9xD74AjK3H0msonW7JqbZG4s5pTXatZ5vI+LRs8XdTD5X1bEWAxcXaXuEbLULtb5bbR7f2OH4SAz7Yc48YR7Rrdp90yuj0HskqrJjB6vdaE7pz4ppHtGp2u28a05/s9Jxo8KGZEh2gSY4L5bucJBrdvhizraWgovYeyy/jtREmjZXJYgJnJgxP4dlcWU4Yk+FiCeViwJYPRnWKbJMPaNgtifUrDC497MksornQxZUhbv/c/25zB+d3jadtIxc953eIJD7Tw876GF+mmD01kX1YJB0/Wb7UfajMzfVgi82qcspdX7uSX/TmNHgtbTTIzhid62ybA+F4tMckSvx6srby4YXgiLkXj/XWpfLUzk+4twn0cpNdHr1bhDGgbyZfbj/PNzhPMHNGu0YuBM4YnUmJ38/O+2gcFmGWJm0a2Y/7mDL9jvBuGJ1Jc6eajLSdh8C0QENGodzLwJlDdVLo0JvQ/pUDbl1VKVrGdWxuZxzazzK2j27M62X/ds5gkbhuTBAKySk9Z8t5x9qkxa2xoANvTC3APv79xaZfNMPRO2D7n1GmlXS5GColttM+kvm0i6dUqgjV1pNvDgq3HcSgabaKCGNOpcZZoHeNCGN0phs+36PXujrOSSMkpI6/Kt2ezYCuTB7dl7qb0Ws8eyavgeJGd289KatS7rCaZ28YkseFIfr2uRwIsMreOTvpd4zcJuOucDg2GA135e/Oo9izYmuGzRXFct3ii/Fju/7fw9509/wOQZZmFCxeyY8cOunfvzj333MPLL7/svW+xWFiwYAGHDh2iZ8+evPjiizz77LPe+w6Hg8mTJzNt2jQuvvhiAGbOnMmYMWO47rrrUNXGnz5jUD8BFhMTB7ZpULkQYJH5YFIPmlUegb1fQnwPxMSFbEwtrtd5tVmWeGVCL5JiQ7zbNv+uyEh8cv1AOlQ5CMworOTDdWnMmTaQVg04+uvbJpJXJvTiyR/2e61HJAkev6grA9s24+Vlh+p9vn1MCJ/eMJD8MicVzvrr98SBrZk+LFHvBGQzTFzY8Da+mE5w3TcAJDQL5s1r+jQ4KL77nA6c1z0eax3KxECribvO6cB4P0cgVycswMy8Gwb+bqXD3wGL2USH2FBendCrwcnLv8Z25Kwucbz6S/1KxvG9WnDLqPY89aPvIRBTh7bl8r6tKKpwMqJDNJY/+OTCIKuZmSPbc1UDK7HBVhMfTxtAiM1Ua1unh0CriRtHtGtUXHOvH+h3AtVUAq0mHr2wi1eJ5OFkiYN3Vh3ho2kDGpwQ9WwVzpsT+6CbGgmsZpm3r+1Ln9YRZJU4eHfNUebfOKjBFfVercJ569o+WE0y7672v/V8XUoePVuF8+/Le9SrmJIkeOyiLgxpG4p5/ct1BzTb4OrPfB20+g1nhavmQKv+9YeLTISpDVhl/Z2RTdCiL1z0ev3+pXbPp3mgxjvX9uXJH/bz9CXdGZ5Uv+Py2FAb82cMQlJdYC+qNyytB+K+dDaP/HC4zpPUxnWL58HzO/Pacl1WRAVb+XjaAFYl57E1rdAb7pWfk7lxRDsm9K/f8klvo/0RGtwyfyeHSq24rpqvb+2sj4Ezode1uFWNbFsiczb4Tt4fPr9zLVkkyxILbhxMTEj9TqZHdojm2Uu7E2AxkRgdzBvX9G5Yhp7bkU7xocSGBTD7un5+FVPzN2cgSxKvXtWrwT7tzrOTGJEUzb8W7eFEsZ0Pp/T3bg38dFM6gVYTL13Zs8F03Te2I+d0jeebnfVbwPZoGc57k/vhVFS2phXy0PldcCkqCVFBvNGIPjg5u5SbRyVxRQOnt4bYzHw0bQAHT5by8rJDHMkt5/0p/WpZLWVVycKPpw9oUIb1bBXOGxP7sD+rlHcn92vQ8nVct3iah5q59+xELu5Z2xIsLb+CORvT+WT6wAatZfonRPKfq3tTWOFqcDHzsj4tuW1MEhsbONEw2Grig6n9CQ0w0zqq9vtfWnaIc7rEccuo+pUmVpPM69f0rjqBWFcgD2nfjOcu687j3++vpcS9ekBrZoxoxycb0im1K5TaFZ5fepD3JvejS/P6lYNJsSF8MKU/r/xymIIKF68uT0YTgo+m9a9zQcjDhP76e59bUtvRt1mWeOnKngRaTXzqR4FxVb9WzBzZnqcX7+c/vx6myGVGTP4abA3sPulxFWLU/WhuO6EBZh69qKuPwuWBr/dyZb9WDVoc28wy703uR2iAhUe/21frvsUk8frVfUhoFsSNn27zXv/XuR05t2ucd8xqNcv0TYzFnngO6pjH6k+7bIZL3gFLAGytOnG29SDE5R+iYOGDqf0bVOZ2jAvhkyk94cRO3r+2e4My8btdJ7BZZN6c2LtBS6GEZkF8PG0A764+SlaJg4fP78ywpGjuXaSfMBsRZGHeDYMocbj4cF2a3zju/2oPF/Rozu1j6ldMWUwSb07sTYvwAB74Zm+d4WxmmdnX9W/UQQj1YTbJDGsfzaMXdqk3nEmWeP7yHnr/uP7UN/ZPiOT1q3vrW03/S5FEzeOmDP5xlJaWEh4eTklJibGVrwFcisbq5Fxmr01l+7FTg2ybWeaCHs25c2QrmrvSCFhyJ/S4EgbfBiYrDlWwPb2Q99emsv5IvteE0yxLnNM1jtvHJNE+JpjAf4hJpappuBTBB+tS+XxLBjllDh6/qCsX92rBR+vS+HL7cQoqTlk8tYkKYvLgNkwalMDzSw8yf0sGsgSjOsZyy+h29GwVoTu6FoIPq+LMqrbiEhtq49pBbZg5sp3XOWJeuYu3VqTw494sn5NW+rSOYMaIdj6dLqA7ZFTdsPkd2P4xlFSzXAuNh37T9dUfs81r8eBwq6QXVPDWiiP8ciDb5xjnoe2bccvo9gxsG4WtEZZNblVjyd6TfLg+lX0nTln6BFlNXNK7BXee3YGoYOt/VYdhd6kczStn1uoj/LI/x7tiI0lV+TeqPf3bRiFLUFDh4s0VKXy/O4tK1ymFY/eWYUwbmsh53eK4Zf5O1qXog+r+CZFMG9qWER1jOF5YSVJsyJ9qYeZSNH7ed5KP1qexJ/PU0eIBFpnxvVpyx1lJRIdYG9WmXYrGsv3ZfLgu1W9cd56dREyIrVH1rLG4VY1vdmby8fp0n1NdHruwC1f2b82H61JZuPW4z/HfrSIDuXZgG6YPS0QCzGbJe2KepgkUTTB3Yzqfbk7n1lHtubhXS95bc5SF2zLIr3YCYavIQCYN0uMxSRL7s0qYOW+HzzHMLcIDmDhIXwhYnZzHyI7RpOdX8s6qI6w4lOud1EgSjOoQw61j2tO9ZTiy5kZKXYVty1twbOOpDzZZoeslMPJ+iGijD6obQtNAc8PW92HbR1CUfupecDT0mQIj7gVzIJj+GbK7Ttx2fbv5ulfg8LJTK+CSrFuBjfgXNO+FAyuZRZVsOFLA1QNas2j7cT7ZeMznxLuwQDNX9WvNLaPaE2Q14XS5iLAoSOtfg52fQmXBqfdGJsKAGYiBN1Lmlnhp2WG+23WC8mpHVndpHsq0oW25rE8r3ltzhA/WpnFZ35bcPKo9u48Xc/fC3biqtjx75MLZXeIwyRI/78/m4/Vp7D5e7I0vwCJzca8W3HlWB0IDzFz1/iZScsoJCzDz6dRedA0qw7rxFdj/ra+fsDaDdQuHpLNxl2ZzQovmmo93k13qQJJgZIcYbhndnt6tI/zKIpeqUe5QeHtlCl/tzPSxHkqKDWHa0ASuHtDGR5nlcKuk5Vfw1soUvzL05lG+fZDDrXKi2M6bK1L46bdsb76A7h7gxSt6klfm5K2V/vu064cn0r1FONPmbOVYQSUT+rfivrGdKKzU5fPivScJC7Qwd/oAnIrG7LWpVUedn0rXsPbR3DA8kU7xodjdCvFhgbocqEOe3DAiEUUVrDyUy7hu8SRnl5KeX8mwDlEEmM2kF1Yya9URlu33Te+Q9s24eWQ7+reN4pVlh7hnbCeWH8hh7sZ09laTo4EWE+N7t+C2MUlEBVnZn1XMO6uOsjOjiFmT+tEiIpDZa1P5Yc8Jn7HEaxN6cW7XON5fk+pXhk0enMDkwQm8v/oogTYT04cmUmx38c6qo37r8PWDW3Fp7+ZYvpkOsd1wj3qIH/Zk8/GGNB/r32CbidnX9ad7y3DeXXWEL7Yfp6jylBVxQrMgplS9+4WfDjGyYwxtmgXxwdpUvt+dhd19qv/s0TKcqUMTGNstnrdWpHDHWR349aCeR/76mptGtuNEsZ1l+7J59OKubDySz+y1qWyppvTt1SqCudcPYFdGMe+vPcrm1FP3LCaJ87s358YR7VCF4PpPthERaGHK0LZcM6A1T/ywz7utCvTx2vRhbTmvezyLtmfySJVyJTbUxsSBbZg5qh0I+Gh9Ggu2ZnCyxrhw4sA2XD88kTkb0nj91xTvd9x1VhKRIfpJfG+tTOHHPb7jxN6tI7h+eCLndYvnqx3HeeS7fT7j8nO7xnHbmCTCAy1M+nAzGYWntjH2ahXODcMTOa97c9Lyy3n8+/1sSSskKsjKirsGEiFKkda+DL8tAne17WHNeyMG3wzdrkCqzIc3e+O+5ktoOwJNwKIdmXy6KZ3DOeVc2rsFL1zRk7WH8/hwfZqP0t1qkjm/Rzx3nNWB+PAAHvv2N77dfWp7rMUkMbZrPLeNSaJtdBAvLj3Ip1sy/MoLD0IIFFWguOyYTmzFuukNSFtdzfO/GTpfqFuImm3w2ZVgDUbrPwNp4I0omLwOtN2qPjeYvzmD7NJT5RUfFsC1g1pz44h2WPMPYlp6D64BN1Pedhxvrc3g6x2ZPov3SbEhXDc4gasHtEZRNWwWE4qqjzE+23LMZ2tpdIjVq2BctP04G48WcPOo9vRsFc6tn+1gR0Yxl/bRx2UBZplAq5lPNqYxb/Mxjlcr22bBVq4e0Jo7zmqPLMlsSi3g/bWpbDp6qs+ymHT3HreNSaJtsyBMssTalHzeX3OUbem+88LzuzfnjrOTaBkReMbGpw63yp7MYmatOsralDyfA2bO6RLLjSPaERZoYerHWzlZ4tDlxZAErhvcFotJqnOR9O9MY/UUhlLqvwBDKdU0FFVDE5Bf7uREsR2zLNEhLhST5iaw8qTuNyOmk64AqTbxUVUVtwalDjcZVfuYk2JDsJllbGb5b28h5Q+HW8VikknJKaPcqRAfFkBUiBWrSebgyTLKnG6aBdtIig3GqWgoqiAlrwxVhXYxwYTYzFhMso9/kkqngs1i4mheOfnlTsIDLXSKD8Xl1jDJkk9nanepCCGqjhGWCLZZiAm1IUv6qoJf3A796Pa8Q2AvhoAwiO1SVV61VwaFEDjcGm5V42heOaomaBMVRHiQBbMsN8m3isdXVHaJg5MldmxmEx3jQ0GIf4xCsqkoqoZbFTgVlSO5+rHybZsFERZoqVX2dpcCksTh7DKcikrryECiQwNQNYEmBCk5ZTgVQYuIAKJDbCiqhsUkYzHJf8mJIq4qi46cUgeZRXZsZpnOzUMRQlc2NqXzV1QNAeSWOjhRbMdmMdEhNgQJ/rC64VI0ZEl3YJtb5iDAYqJTXCguVUPVBCE2M8k5ZZTZFcKDLHSIC8GtCmSoU0GmywSJ9PxKJARx4YHYzDLJOWWU2t1EBFnpWPUOk6T7IHO4VcwmicPZ5ZQ63IQH6u8qKHcRYJGxmU1YZAkJgUtRsCuCtLwKBBIJ0bocsZplZEnC7lQwywITGqIiH6kkA8lkgehOSCZT47dnVUdxgGyB/BRdoWIL1WWGpjRsVfNPQtNAdeoKqpJMUBWIbKtvczRZfU4YtLtUNKHhdGuEBVo4VlhJXpmTEJuZjnGhKFV7GSwmGYTAImm6jDVZIHufPlkLjoFm7fT3VPWVFU4Fsyxx4GQpiqYRHRJA68hAnIpGZlElsiTRplkQqiYwyzIuVeNEUSWlDoWWEYFEh9gosbsornQTEmgiKtCGLElkV7Urq+lUGzVJUOlSCQ20kJyt92HNgq20iwkGtx0ZDfKSQXUhhbeC4FjQFIRsRpEsVLhU0vMrUDVBQrNgQgPMjZJFdpeCSZY5nFNGhVMhJtRGm2ZBaBp+LW6FEDgUDZeikerpg5oFER5Ydx9kd6momkZqXgVuTaNFRCDNgm3Isr6Ft2af1joqiIhACw63ypG8cqwmmfZV1tAWk4xLUdFbIKTklOFWNbo0D8Ukm3ApKql5FShC0DYqiOAAM06XAppGcKAVk+LAIQdgM8tkFFRS5nYRajWT0CwUh1tFQv9ul6JR6nBxssRBYrMQAqwmNFXFajHjqupHUnLKkCVoGamn1yRLZBc7yK1wEGI1k9AsGFmWyC5xkFWil3eneL28bWYZVQicbhWLyUS5U+FYQQXRoTaiQ/Rxw+GccpxulRYRgcSFBSBJgkqnSrDNzKGqOhIZZKV9TDCFFU4cbo2WkUE4FRWX243VbNFPKZYlDp4sxaVqxIUG0CoyEM1egqU0E8JiEbZwHJqMSdb7iaxiO9mlDgItJjrFh6IJgU0GlyawmEwknyym3KkSFRJAu5hgXIqGS9VIzi7HapboEBMCkoQsSRzO0fvP5uGBxIcFoAlBYbmD7FInQTYTCVEhyLJETqmeRzaziY5xIXr+290EWiXCAwPQhFZ1Wh8UVbjILXWgaLqli0nW34UERRVuTpboE/v2sSFYZIkSu5vjRRV6+40KQlX1PlwTcLygknKXmzbhgUSEBqBqGlaziZScMoor3cSEWkloFoxb1SiqdFFS6SY2LICIICsZBRXklZ+SMy5Vo8KhkFlUiUCiS/NQNAHB1ayKK5wKkgSHTpbhUjVaRgQSHx6AomrY3SqBFjNlTn1cLksS7WKCMcsSFllCEbqi9UhOORUuhZaRQXqeagIh9Dpps5oorHBxotiOhETPlmGYVbu+uJmzD9xO3V9dWHPQNCSzTe9TFA3yD0JoPM7geAQSZlkivaCSEruLUJuZttHBCKCg3MXxwkrMJtmb/0KcOpGt2O4mvaACk6TPRywmCZtJ4kheOYFmMwE2U73ywoPeNkCobnCUIBWmIslmiE4CcwCisghRdAyCIpGjk1AVN0K2YqmxmOqZGxzJ1cs0JMBMp/hQnC5Ft16rKITAUCg9CULgCIjFZAsiObuMSpdCdIiNhGZBuFQNSdJ3aAiEVwaZZf3biivdhAaY6RQXSlGli6IKN5HBVkIDzKiaxuHsMswmmQ5xoaiawFolnyvsDpBMBAeYOZJbTkGFizbhgcRX9TUBZhkNfbENCYor3KQX6vnbMS4Us0ny8cukaBqaBgUVTk5UjQUTY0IwSdIfsvtB0wRuVaPMqXCiqBJVg8SYYALM+nj4UHYpZQ6FuNAAEqKDUFRxRhc1/2wMpdT/EP8rSimnW0WSJDShIaErN1yKhqppSJKEJIHQ9B4owGLCrWooquadEGpC6EfO+1F2eI4trW8wancpPpPUAIsJXJUgSdiFBZC8bj2896B+vydVuBQNIQRWE0g1/Jq4VU0f4JhkkCQcLn0lIqD6RFdooCo4hAmERoC1mgm6EPpkwlz3PmTPwFI/yleftHri96QNTh3PGmg1o6oKsiQhySa9DJBwKiqyLGERin4dGRMaksnszT+zLOFWNWRJwmYCIUmnuipNRTJZ9KOLq44h1zQNWZbRVAVZq1pt9DeRdDv0L6hxz+7S02muGpxZzL4TM48CzDOw8i0XVX/WT51xq3q+mIRbzwezr2mvw61iFS4kWUIyB+h5I0l+t6c53Ho6ar7fk/+e/KjZKblVzz0Js6znl6ppmE2+4VRVw2SSvf8/U6iqhiRLyIBb01fqZFlgM5tRFBXZpCsaFE1XaCIgwFp7hU8vZ/24aqeiIiP5lJOH+vLJg73KSivQqitLNKFPfq1mueqewGKS0YRuGWSRwGLR67qiaSCqFKJuBw5hBknCWrU6pai6rJGr8tmtCUySLotUVUMV+jeYZRln1Wq3EBo2SUMSqo8scCkqQtOwyRouTcZsMSNLEm5FQ0N4Le48g0OTLFUp1IVXESRJ+oSz5hHU1e8hRC2FuSevPbIFoded6hNqp1vFbJJxqxoSvnXPpWjIMj5WVpqoW7ZqVUfaO1wKclVZVMelaFUTHoFN0if8QragCYEEXt8ZsupElmWEyaIfzW5qeJDmcKtV8qv24FK/B1C3UtnuUvw+66m3Trdaq1168tcTxi+KEyFJIFtQhfAOuCWhIhQXyCacmhmzSao65lpGFhqqqiAEuDFhNsn6O6q3F8WJkGRUTHqcZhlF1TBpLiRZxi3MuizQNMxV70NTABnJbPX2k7LmwiVMIMnIgLXqG/VjuQVORej9nRAEWM3efDJJYDLJiCq5LcuStwxMsqQfDV7VfiRJwizcIDSkKrmtVeUFQmBGRdM0TNYAFFXFbDKhqJrXwb1SVWfMsu5Ogaq6hvBsTNXfqf8HqtDLTR87qFUTFr3ea5qGx0DFYtInTkKckhUuRY/RI789lkXVV881twNJlpFMfvpat0OfHZtrbwFxVL3YE5eqCVyK3v60qrGJ554mBE63hqmq/WmaQEi6DxJd1goUVe/L3KqG2aTLZ6pkrKIJAqrGThbhBCFwSjbvBNkinHr2mm2gOHFJVlRNEGQ1IxSHPp4wB6AoCrLJ7LWAcLkVLOj9sxsrZrOMpihogCpkqCoLjzJEU1U9DyW5Kq9PuUXT810C9Im7KjRkSa/rHtmh9wWn4nNVk1PuKnkCutxRq+q0SZYxVx0j7x2LKLrc1sPKWEy6JbdJruovUbCrst6OhUBD9w1jqpLziqYhBFXPSFV3T7V/VQOzrOe/5y5VfYnVbMLlVqvqKoDeV2lCwyKDIiRUTc+XKjGtf6MkUCQZUSVnZEnvNyXP2FfRkGS9rUqe90r697kVFSQ9bWaTXn9kSUKWJVRVw101lrNUyX4ByAhEVf0BPc89lq6iKs2eduUpF7NJQlE0LGbZm58eeStJel07ZZmj6fW4qg1oQiA0DQmBhj6+NMtSVd9blRdCxWQyV/WXusLSM/4R1fo8RdWQhIbJZK4qF1l3jSLpSlSzpCGbzKhVGW2WwaUKzLJUlT8azqqFHLNJ9vbBsixhrRpTmavK0WqSQNYVwFazCXdVG1aFwAwg6/GBpCuJvbJHeGWyhF6XhQCbRQ9vqspftyowmyTcqvCVOy47ksmMkMyomt5nmkz62FkSVWN7SUY2mU+Np6uUMEggNBWz2YRAzz9N6DIoALc+7pGt3jokS3rarVVtXZhsCCSvHNA0ffFCkmWcWtXYWQjdAhoBshm3kFE1sJglTEKgImESCsgmNCGhVc0IJEnCragEWM24FdXbdgQCkyTjUlVsZhOqWtUXedJWJfsCquS8p37LkgSahiJ09ZhnTKXXfVEVr+St4+6qe54xDECApKLJFpyqilmWT/UHVfVCb/16+wi0mrxzHVXTvHMJj7w3Vb3XYpaQhYpLk71nt1hNEi61SmZqbpxC7+8tplPj2H/SQnhj9RT/PNMOg/9JnG6V1PwK3l1zFCEktqYV4lJU3lmVQlp+JaomWLQ9A1XAb5nFuBSNV39J5mSJA7tLwa1qPPnDfkrsbn1QWw2XovHYd/sodyq19sl7sLsUdmYUUWp3sy4lj6W/ndSVQzn7sWtmNhwpwOFWWbY/mzWH83C43JC6Gg4tPqWcquvbFJX31x7lSHYRTkVFaKdMt12Kxhu/HiYzvxS3quJwKSzff5KVyble5RSKE5b+H8JVTlpOCVvTi/T3g76as+TeqlUd/w7IHW6V/VmlONwq3+8+wZbUQsqcCnaXgsOtsuNYIW5VMH9LBnsySyivuieX5yH98ghCdSEE5JY52J9VSmZ+CVJZFqx8Wu9oNDeO8iK2pRfx9Y5M3Kqg0qnoSgF7KdKS+5BUF9LuBeCqQChuyhxuHvt+P5qqIalOWHwPkuLQO7xDS3VLgOq4HbDva0hb63PP7lLYm1mCAF74OZmTpQ5vh2B3qeyo2sL5zOIDFFW6cSnV814lq8TBK78k1zpNz6moVDgV7PZKRO4h2Pgmoto2EYdbxeWoRGTtgu1zcbrcpOZV8M6qI17rnOphD54s5ZMN6Tirvd/zno83pHHgZCmVLtWr6PDUjbdXHiE1r5xKl4JTETz+/T4cikCp5o9OVTWcqsbD3/yGSxX64OsMoKoaFS6Fx7/bh0vVOHiyhMyiSk4WO3EpCsUOhSd/2I9b0dieXkhOqYOcMgeOalv7hBA4FY1Hvv0Nh6LiUlTS8ip4Z7X/fDqU7T+fPNhdKmsO57L0t5PYXSrLD2SzK6MYVdWwu1R+3ndSb5+KhqrpFkYuDdxuN86qd7+xIgWXouLUYNm+LEySbs7+6Hf7cCr64PnfPx1C0QS/ZZbw+dYMCitcuFWBJOA/yw/jcKm4NcGnm46xP6sMp5AR+SleWeBSVN5fk8qR3DKcmolyt+CJ7/fjUjT2ZBaTll+BU1FxuFWKK908u+QAblVjw5F8sop1mZZRUEmlS9Xzv1peOdwqBeVOyqvyX9H07boeNE3gUFS9PigaLrfGoewyPlyf6s1XPQ4XGYUV7D5ezIKtGd6651I0sksdvPxzslfx/1RV+/ErW7/fT2WVzPh5fza/HszxKg5Br+OqpvHtrkwcdjtyURpi7ctIrnJkTcFZNWk8WVCMlHcQsXkWkqMUGa1Bv4sepeSGowX8sOeEz3s9ipLlB7JZcSi3SqlSsz4pLD+YWyvNnnr78De/6VaE1dqlpgnsbpVHvv0NZzWFvg+KE1FwFNa+CqqLOevTyStzsuNYEZrihtyDsPldLJKbj9anIYRESo5uJSCpTtxC5niRnTd+TQEklvx2Uq8DihNRnAGrngeh4lI1Hv1uH5oAUXYSUn5BkiTWpeTpdef7/VXbqWQ4+RsuRa9PFU4FlwZ7jxexYGsGDkXD6VZxqxrvrT2KQ9HYnFbAd7tO4FIFDpfCL/tzWHkoB1VApctNod3NU4v1erv5aAFb0gr1yY7Q5W1xpVtXSG19HzVrL8Jtx6VoPP79fsodCmYUWP8aUmEKqsuBUxEUVbg4lF3GupQ83Jrg652ZbE0r1Ou4quFwaxwrqEAD5m0+xt7MEtyqrqRxqYIle7NYlZxHmcONogk2phbw454sSirduFXBupQ8Fv+WhVsV5JQ60ARV8kDj53163+5WNeZuTCer2E6p3e3tTzS3A6ngCGLta7pSsTpuh25xsfV93+2EVfVwyd6TbDiSj6Mqjw+eLCWzSN/Cp2qCQydLcbhUXIpGSk4ZR3LL+GBdGuVOBYFuBbN470ncquD15YfJLLLjVFTyypy88NMhNKEfyvDCz4fIK3OeUkjt/hyOb8asOkjOLsUsnIh9X0PaOqTi4+CqxKw5ySioQLgdsGMunNiJVHAEs2pHUxUcbjdOl4oFFyJlORxajAUXL/2cTLlbQxUyP+7NYn2Vg323ostShyrQJJnPt2aw+3gxLlUfP7kUjdxSB5qQeH/NUZyqSlp+JW+vSkGSdJlid+lhVxzKxa1qlNjdfLUjk23Hiqh0KXy7O5PNqYVoQlDpUpm7MZ2D2WXklDooqnRjd+mLOY9+tw+nquFQNA7nlDN77VGvRdcj3/6GS9WwK7DvRCnzNx/TrW7QlUMFFS4+23IMTcDcTenszyrV65qmkV3i5N9LDyGERHaJHZcidOWTQO+nv9uH3a3x64EcvWw0waLtx9mZUUxWiZ3MIjsOReLrHZloQvDZ5mPYXSq7M/T26BQS8zamU+pQyC13klViZ1NqAT/sySK31IFL0Vh1KFdv64fzQOD9JqcqKKpwYndrPP7dPjShy6uHv/lNb+eKRqlD4ckf94MEm1ML0JD4cU8WKbnlVdvENFYl57Jsv36ggaLpyqvKKhmqCc83qnq5qwKHWx8zLf3tJGur2tG65FzcisZnVW3V4dYoqXSjagKTBCoy7605ytG8Cipderm4Vd3CyaFKumwDyh1unIrGy8sO4VYF5U5dtrkUDRmJMpfGEz/sR62SExoSzy05gEtVKahUeG7JASRJYsORPNyqwKVoVLpUnvpR9526J6OY+Vsy9HFglfJRCFi8NwuXpuerIgSuqr7ArQqW78/Goejy160IFKHvtiio0C2i9p4o4fMtGRRXulGF4Ksdx3EqGg5FZXNqAd/vPkFBuRNNSCzYmuFVSD235CBFla5TcsdlRyo+hqJJPPnjfkocbhQheHbJAX1cnb4OKWsXkuqAH+9GUp18tysTp6IrszcfzcOsVCAtuQ+hOPVxTJXMEmlrYN/XqC47B6rq9ws/HcIi3JC8FCn5JyTVyZrkXJSqfHAqAuEoxulWyStzVckfCUkIKD0BK5/Fgq5U+WrbcVwC3M5KyE+GNS8hC7duJAA8v/QgBRVuyqvktUDSt3EL/VvLHKo+b6tS3D+75ADFdn0cb3ep2F0KiiZQhWDexnSE6sJVUYwmoMTu5vHv9wMS3+/KAgnciuBwbjlFlS6eWqzXiR92n4AqpdviPcdxavqYJbPQzmu/HMal6GOgF34+RH6ZC4HEO6uPkJZfgcOljz+eWXyA/HK9zBxulcV7s1h7OA9F1SiodPH80kMoQjdq+GLbcbanF+FUNE4W23ntl2QUZCTNRV6Z3ra3pRey4qD/Mcs/nX+Omu2/gE8++YS7776b4uLi3xXmfw2PQmrCe5socyrEhdq4vG9LXvnlMLPXpjJnQzoLZw7mgh4t2JpWwLCkGJ78YT+fb81g0fZMFt08hIggKz/uyWLN4Ty+uWWobgZr0ldKpn+ylQ1H9EHz17cMJdhmrrUlaWdGEZFBNralF3HXwl36ypoQnN+jDzuOFdMuJphfD+bwwNd7kSSJWdf2ZlRMEgGfXqBH0vkivxZTTkXl7ZVHeGvlEd5fY+aLG/rSPj4cmxncmsTzSw/yycZ0ZFni1lGhLN+fxV1f/oYkSSy6aTB9WgYjfTEJUpYjpa6i3dRf2HC0hLiwADpGq0ifXQHp6+H4Fpj+s/7SahZTHoVU8/AAlv6WzcPf/YZZlpg1qS+9W0cQajPTKT6Mz7dm8PzSgwRYZD6cMoBO8SFgDSfw4BKk8lxMl75HmUMhv6SM7kEK0kfjoCIPYS+GC17hUCHMmLsdV9VqwpX9WlPpchOsuDDvmodUmArXfIa05mXE8Htwukxc1bcFkuZE+vQSOL4F6cROmLYELWEY8qGl0PkC3SrK7YB9X8EPt+v75q+eD4kjsQsLezNL6NYynMe+38ei7Zl8t+sEX986lJgQGzsziujTJoJ7v9zDkt9OsvxADt/cOpTIqmLKKnFwxayNFFS4KLW7eeqS7lhMMs6qDk9SndiKUjDPHw/OMoTiQoy8DxdmXI5KbLl7MS2aiPOyOaTmlXH1B9sodSg43Rr3nNsRq1n2KqSu/WALdreuyJgxIhGb2aQrK9ek8trywwRZTXwyfQAdYkOrVpMlXvklWa//G9OYf8MgWkYGMqR9NBNnb2bBzMEEoG/XcKoaV7+/md9OlHAou5T5MwZj5fdZTHkUUpe/u4kjueWkF1Ty8bT+LPntJOd0jqHUoXD5rE1kFFZyssTBrGv78uX24wxu14ycMgdxoQHYLDJORePaD7awM6OIvZklLJw5mB/3ZPHO6qM43Cr3ntvJm0+HsvV8qnSpuFTBjSMTffx3eRRSt3++y7vyPa57PE//sJ8+bSL4ed9J7lu0B0mSeOfaPgxPiqZFeABZxXZaRgaSWVjJVe9tosTuptKlcN/YTpzbrQWagKlztrI5tZCdGUUsumkI95zbgb2ZJUz5eCvOqm05l/dtRWiAmdvHJOm+mTal8/KyZAIsMvNvGES3Fl2xlZ/AHdaat1ak8Naqo4zoMJQKt8blszaQXlDJiWI7703ux4Ktx2gZEUiFU+XyWRvIKnGQV+bkP1f3ZvbaVK4e0JqYMBtXvVc9/wcAUFDuJMBi4rJZG735/861fQF9FdahqFwzezPJ2WVc1b8VsiRx7QebqXDpE+KbR7an1O4mr9xJid3NjZ9u9yqGJg1KoLDCxRWzNpJX7qTY7uaJi7ty8GQpl7+7gW9uGUZk0CnZOmPuNnLLnUiSxLL92dz7pZ7/b03sw5hOsZirVvO/3XWClqEmIh3HkeacD45icFUgjXqAAHMgmqbSyp2ONPci/VQ+xYE08CZkWyiqil+LKY9CauPRAm75bEfVoBYu6dUSs0yVQiqHu7/YjSRJvHFNb87uHOtdffQopO5euAuAN67pwzld4gioqreTP9zC9mNF7Mks5ouZQwDdos3uVpnw/ib2Z5WSnF3GZzMGeVfxAa9CSppzHjhK0Nx2rh3+IHcv2s9bE7pC7gGkTy+u+k4X1/S7lTdWHOausztS4XQRYA7keLGDCe9vorjSTYVT4cELOpNXUk4LkYP08VjUPlNxuFQmfLCVgyfLSMktZ970fpjCWvPLgWwGtI3iinc3cjSvguOFlXxwXV/kFn244ZNtrEvJZ3NaIYtuHsLWYyW88sthFE1wdf/W2Cwy04a2ZUtaITM/3e61FjqvezwvLzvEyVInv9w9gtBAC5fP2khmkZ2cUgevTejFx+vSGNo+mru/2EVydhn/OisBNr2PtOJpzJYgxJQfyDC15eDJUmyyAqteRNrwOtLmWYhpS7FEtCet2MV3O4/zr3H6abiPfLcPq0lm9pR+DEyMIsAs0zoqmE82pvPCT4cIsMh8ev1A3VcZgld+SSan1Mk7k/oyoG0kD369l7xyFy9e3pPzusfzzOIDZBbrixoX9WjBwaxSbhieyE/7sn1kx4QBrbnx0+08fUl3ACzCjVx4BOmTC5AcJWiKHcY8gmS2nlJIzb1Y3/KoumHI7WC2eRVS9321B5MkMfu6fvRNiESS4MoqWVThVLjrnI4cySujZWQQdrfGpKr26lRUbhjejvAgM+d3b+4dL8zfmsGim4YQbDMhS7ql4SPf/saiHZlEh9i4aWgL2DUfaem/wGTFdN139GrRB35bhPTjnXo/euUcpKj2yGEt6BRtg+0fIy17SD/5cuICJFcF5qh2BFkCqXS7wWzB9tU0EAJx+WxmDBmLWZb5cc8JHvjm1LhiaPtoXWnuVFmyN5OnFx/AZpaZe/1AereOYEdGEcPaN+OtFYeZPKQtxwvtXP3+JkodCqE2C5MHt+GXA7osaR0VxPCkaH7cm8Xj3+/HZpb5YEp/OsSG8tySg8y9fiDzNqfz8rLDBFr0wybaRgcRbJGZNmcruzKKuaR3SwKtJiZ9uIVyp4JL1bh+WCIHT5ZxrLCSMrvCdR9vqdouKZg8JAGTBJGBFib0b83H69N4aVkygRYT824YSJfmYUQEWVi0PYOiShcvXN6TE0WV+nYzTXDjp9tZfySfLWmFLJw5GKeqK+Sf/EHPh/ev60dkkBWT7OCiXi35ZEMaAxOb8duJEq8s1oRg4sA2FNndlNndZBRWctvnO1E0wXOXdmdUxxgGtI3i530nOb97cxRNcN1HW9iWXsTu48V8cdMQ5m8+VmXZpDHpwy1V44My5s8YxAdrU/h00zFySh385+rebErN5/zuzXlu8QEevbgrq5PzuGPBLoQQvDYBxnaL162HqmTcjZ9uZ11KPptSC/n6liEgQYVDYcWhXB74ei8mSeKT6QMY1D6aTzam8++qtvrR1AF0aR6qL1xZTby1IoW3Vx1l9tpUFs4cTOvIIIKtEg4VJry3iQMnS0nJLefT6wdS7nBz+5gOONyqr2yb0p83Vxxh3uZjZJXYeXdSP+ZtSqd9TAgllW6unr2ZkyUO8stdvHJVL9YezmV4hxge/e43rhnQhu3Hipgxd7t3QWrykAQQsGDLMa7o15qJszezJ7OEA1mlfH7jYGQJvtuVyXndm3Plu5tIzikjNb+Cj6cOwGKSCLTIpOU7ue4jfezgVDWu7NeKC3s0p7DSTUpOGTdWydZntO6c0yWWy/q05J3VR7htdBIX92zOZe9s5NvbhtIs0ISlOAMlIpFbF+xm+YEcVifn8fUtQ7lzdDukjI1IqathxL1Icy6Ak3uQcg9w4aTv+GhjGjcMS2BoaxvSx2MhLxlTURrWqxcgI2PJ3ID05WTQFCyaRvceV/L/7J13fFZF1se/96npCQkJLaEEAoTeqxQBRV1RiigoIoogFtbed627iAWVoigIIiLYEAuoKCCo9A7SO6Gl9zzt3jvvH/d5bp6agm31ze/z2ZU8d+7MmTNnzpw5d+acJ77cx919klEOrMD8+QTt9OXw+fRrPphbFm7n56M5HDivyZDNKTN89gYKbS7+2TcFszMTad7lUJaLcBQRdsWLDO+cjOK0EVZ0AmnBP8BeiGjYE6lxXx76ZDdf7DrHij3nWXpnL2LCTRglQfvkOO5avMOnr6r7RGuJQ2bEmxtYelcv91VmlTCzAUUV3Ni9Ia6yfAivRZFd5oa3N+oyMntMJz7emsH1XVJIjLIyfLbv2vXxNu1Zr6ZJKMLA2QIb17+9kfwyFyUOmX9dnU6pQyYyzMSr3x/irXXHeffnE3x0R0+cssrizafZfaaAxbdr9u2jn+1h6rB25JQ4ue6tDWQWOcgrdfLC8LasPpBJYrSVcwV2Rr69kbxSJyUOF//+RzrxVhfZxXbap8Rxy/wtAAxMT/pLnZiqDDXX9/5AVMXhZLPZKC4uJimpaqkz4e99fc8pK5zOszHsjfUUu2M3/PzIpcxcoy1WHsSEmfhwYg/S68Xw5LJfWLylPDV5QqSFz+/uDUCfl36gUUIEn93Zi5gwM+PcDikP0pKi+OKe3vpd4zKnzK7TBURaTWQVO/TNDWhHWV++rh3XddaCxT66dI9+xNNokHjnpnb0rFVI2NxL4Lp3oflgn6tlTlnl7XXHmPb9Yf23KKvmmGrdUHOsLdhwki6NarHo9m6sPXiBuxbvRhXQuVEtPp7QDeNHo+HId+UMS2iK45bvMIZFYVrsdkh5UKc13L7KHVvEpDukEqMsbD2Zz0Of7tYD7pmNmgF5Wau6zPnxOFO+Ls9sEmbWDMjGCZFEG51EvJwCbUagDpuLM/ckYe9pDikPRNfbcQ6awmXTtU0ywIsj2nJthwYU213EFB/DOqcXpF4KN30MX92HGDwFTFbdIaWjXgfE+O+Qco9ppwnajoCdizSHlId4gwlx06eU1umKwRLG88v3s2RLhl5FYpSVT+7sSYO4cO77cBcr9panL28QF86X9/QmzGyg70trfYK939gthf8Oa0t+mRNJcRJRcgrre1eAwys9c99HYMCTOI6tx/rhCJxXTed0nUEMn7PNJwDknf2a8uiVLdl5Ol93SHnw7JDWjOqewrvrtY2VBx7HVLcmCUz5+gBzfjyuP4sJN/HxxJ4kRltZsfc8H27J4ONJPTFI6A4pDzo1jOOjO3r+qix3ZU6Za2at52hWeXDkS5rV5t1bu1JY5mT47I36WAMMbl2HN2/qzMsrD3Jjt0bIqkq92HBuekdzSHnQpkEMH9/Rk0c/3cNXe84zqV8qj12Zzq6MfN0h5cETV7ZkXO8m7mt5MhuP+26UJQleua49Izon89mOMzz0yW6f+TnnZm0jG2kxcSSrhOvf1jaBHux66jKiw0zc9M5mn0CwH93RA7PRwOg5m3yyjD1+ZUvu6NeUUofM4i2nfbIBeRxTnRvHM23lQWb+cIzZN3XikrTaDJn5Mydzy3k1oGUSc27uTE6JU3dIeXBN+/q8dkN7ypwKw97cEMD/+eO6Umx36Q4pf/67FIXr397EnjOFzBrdkeT4CH2D68H9g9K4d1BzfjycrW+CPHj+2tZc1qou/V/5QQ86e1P3hjz5j3SunP4TqhB8dmdv4iLMjF+wlZ+P5bD7qcv56UgO9yze4cP/maM7clXbeizadIoIo8LQJiqGdwZqDikPet4Ng6cgzu4od0h5MPAp6HIbwhqDokqYvK4EehxS207mM/69rXpwZUmCF4a3ZVTXhny56yz3fbTLh6Y3b+pE37REAH48nM2dH2wvvzoowZIJPejcqBaj5mzySZTRun4MH03siSShO6Q86NyoFh9N7KFdY5AdUHAa3hkI9vI5qfT8J8bBz+M4tRXrB9f69FMZ+AzFHSYwbc0JnrumjS6rBV6Bkyf2TeXhy1tgntsX6rTC/o+ZDHtrs0/q+G5N4llwa1dK7DKj527iWHZ5G/2bJzL3li7cOHeTHui1aWIUn93Vi5e/Pciizad58h/pTOiTytpDWUxYuM2Hpy+OaEe3xvF8uj2DsT0b60a9B7f3acLjV6Zz74c7WXsom58f6k3U7vmYVnllijJH4LhxGdYmPVC+exrjhtfLn4XFot72PWsyw7mkZQO+2n2Ohz8tz5bkcUz1b5HEW+uO+ejNMLOBJRN6aPFQXAodn1+lO0jqxIRx7RvrkSR49foOdGlUi/6vrEUVgpeua8fIzikV6o5B09ax+r6eRJadQZp3mc+Yqr3vw3DZs3BmW7lDyoPLn0d0u4NvD+Rx1+Id+tI1dXhbujWJZ9ibG3x00W29G/PUkNbsOVPA6Dm+83XqiLaM6JTMS98eZK5XNqq4CDOf3NGTZklRPPLpHj7ZfoY+zRJYeEsH2Psx0peTtYIGI9y9FXFmK9Lnk8rXUaNZs1vShyA2vqk5pDwwhcGYT7Wrd/U6IhvCKHbIRItizK+kar+PXEBpo4G0++86PdW6t10x96fjPjrSajKweEJ30uvF8Pa641zdrh4GSWLYm+spsssYDPjoEpPBwJqH+rHuULYeXNtTz+wxnRnQMokZq4/wqpd9FW428smknpQ6ZG6Ys4npozqQWjuK0XM3+QQ1v2dAMx66vAVbTuQydv4WnwDb/746nVFdGxJpNfHmD0d5aeUhn/o/nNiDpomR2F0qXf67ipFdkpkyrC1n8mycLbAxZt5mnc51D1/KmoOZPLHMl/63b9ZkeebqI7RNjiXMbOQW9wcQbzrGX5LKd/sucPfiHT7z8eXr2tEjNYHYcDPhZiOjveY1aPpq0fjuGAwSY9wOKQ86NazFkgnduWfJTr7fn8kVbeoyY1RHvj9wgX+0rc/Xe88zeclO/VaBQUL7yNBS27Pc8f52PZkJaHrky3t6c+B8ESPf3qjHa/zhof6s2HOe55aXZ+P1OKZ6N6vNKysPMeuH8oyuUVYTn93Vi5Ra4YyYrTmkPOjWJJ73b+tGmVPhurc2BOi2OWO7cNM7Gg8Gpifx5k2duFBoZ5TbIeXB0A4NeGVkOz7ZfobR3RoGXQOfu7Y117Svj9VkZNScjT7B5jumxLFwfDec7o9t3glIejZNYP4tXTh4oZhRfrbDY1e2ZFK/pkF169Th7ejbvDYJkVaeX76PZ65pzYq9F5iy4gDL7upJUpSFSYs1h5QHDeMj+OqeXkQf+xJDi6vg3Svh/G79OSndcd30OSgOzAsGa3H39AEbgLjxE6QProPjP+AhRL56JqbON+Pc/SmWzyeUJ9IwGHFd9z6n47ozcMZmtwzFsWRCDyYv2cmDAxvTPLIMaU5/nwQZostt8I9XIfMX3SFF8yuQb1jCI0v3+GT8rBsTxtI7e1E3NoxJi7YH9PXLe3rjUrTYiBMXbudwZjFfTb6EaKuJEodMlNUIkhZjrNj9oc9bRvo1T2TOzZ3JLXVy/dsbfdauq9rW5bUbOrBwwynG9W7Mmbwyhs/e4JO44NbejXniqnTmrDvGy9+V6xvPvnT/+SIuS6/D2sPZ3PfRLh68rAVDO9ZnxGzNIeXBsI4NeGVkew5nFnPTO5vJ89p/3Nq7EU9c0QKXy0lmmbavvWL6jzx9dWv6Nk/8n8/6XVU/xd/HvfY3QXh4OOHhf6PAq78SZqOB5FrhpNWJYsfpAopsLnJKnPRrkcQ7P5/QjQXN872J9PoxPlkuAFrVjyEpxsrqA5oiO5VbxtUzfyY+0uKzeQDonhqvx0kBMBkl0uvFsHL/BS5pVpt6cWF6pgch4OFP97B893l+PJKtG60A9WLDaFM/GtPB5VpmuOSuuKMJ6FCFoG/zRGavO6ZvtkscMte/s522ybH6RvhkbimoCu1TalEnJozzhXbO5JeRU1RCfNpVmL2dUrnHsM7rrwX/ztzny8xGvUEyaV9B0QzEtKQoNp/Io3OjWsRHWHQnjEsR3PXBDnqmJvCjl4EB0DghkrSkaCwmCdN5t1H5y1IMBacJyzsGZV78N5pxNh3Myewict1ZexIiLXRpFI+sCGLDzVj2/aSVTRsEJVlw4kekOf00B16Wb5pf0aSv9o+ja2DVv2H3Yji2utyQBi0zV922GAwmTueV0a95Ep9sO6M7K7JLHAx/cwON4iPY6ZXRCaB9Siwx4WYkNLnxNq4Wb8ngaHYpvVITmNi3CQZLE6idBmd3lFfw40twZgvWjM3gsmHOWE9y+jU0S4r2cb7MXneMXWcK2HW6wMchFW010S01HlUVXNKsNlHuRRW0gL7j3t1K+5Q4n0wiAM2TokmJj8BggO2n8tl/voirZ/yE0SD5LL4AfZsn6vE2LhZmg4FujWv5OEV+PprD0DfWk1vi9MnYIklwWXoiDpeM3aVSO9qCU1bZcCzHhyegZX1yuq9SALy1TstmF4xPvdNq61ejjAaJtg1iA+bnQ5/u5qvd54LOz7YNYjmeXcp/Vuzn0IViH6eh1WSgzOkizGykX/MkH6fUukPZ3N4nlUYJETqdAC98c5ANx3IY27Mx3RrHExNm0uu0u1RumreZTg1rscE9dhuO5TAwvQ6dG9XycUqtOZjFsDc3cKFIOx3lgUGCQa3qYHdpsQm6N4kP4P+wN9eTV+r0MbQlCfq3SOJcgY37P9qlZ7XaeiqfPs0TSU2M8tmUvLbqCFtP5rP1ZJ6P4RwbbqZjw1rsyijQfzcbJfo2T+RYVim5JU5KHDJDZv5MQlS5bj2Xb6N9ShxJ0WG6XCiqYPKSnXy8NYO1h7MZ2bkB17ZvAUkt4fSm8oHa+Aac34N0boevQ8oaDY0vQdiLwBSGyS+OnBbPRNC6fgz148I55eavEPD4Z3v5du+FAJmoGxNG++Q43LF/aZ8SS92YMN0pqAp4YtlePp3Uiz5ptX2cUvvOFXHNLO0DwPEc3/l2aYvE8pgiRgvEpmhB1r36adw4Ay7swnp2e0A/XY37s/9cIYs3Z3DgXDGHs4p9sr5ZTQYubZGIXJaPOe8oSGBQnfRKjfdxSm05kcfwNzdQ4pB9jG6AS1smkVlk98li1K1JLQwS+jj+d8UBfjqczcbjuT4Z1BIiLXRqGMeO0/nszCjgzv4mOqTE+bTx2Y6zjO3RiEtbJPHtL+f55WwhXRr1xWSNAYd7DXaVYV08DJK7YDzxow99JLZAiUlm1U/H6NW8Pl0ax5MQWb5eORWViQu30yM1Puh61SwpCpMEv2Rp/KgbG0ar+jF888sFAGpHWuncMI7tp/L0zfYjn+5hRYi1vW2DWM7m22hRNxqzxQqWhlpylIwtejnD+tfh3A7NKeXtkLLGQOqlCCFomxxL7SirPs+3nszj6vb1aVE32seOmb/+JAfOF7PnTIGPQyrSogW4dsgq/VsksXDjKX1uFpS5GPHWBponReuyeiSrFEVVMTbsCREJ2iZRVeDMFqT6nbTA9SVZWuWKCz69FZr0RTq62nc84ptAYkvE6S1gMCGrqhYk/th27Xl0XdT6nVGEgYQIq56xz6UI7ly0g97NarPucLZPlQ3jI0hLiqbEJtOveSK7Mwq4un19mtfR6FfVQF2yK6OATo1qUSvCrG8SHbLKnYu2061JvM/6DVpylia1I/VMjltP5HFpiySaJkb6OBdmrTnKztP5bD+V7+OQigk30bVxPBuP5bJw48kAWWtSO5KmSVFYjRK/nC3UssCl16HUIVM72sK8n8s/JDlklcwiO92bJBAXYdadzA5Z5Y73t9O1cTw/H83hrv5Nue2SJjSMj+CIl75/fvkBfjycw4ZjOT7zsXaklQ4ptdh8PI/Pdp5lxqgO9ElL9HFK7TtXxPDZGzBIBLEPalPskDmWVYIkaR9JzuSX8fQX+/hk6xl+OprjE+YiKTqMjg1rIaF9DPDnedfGtQD479cHdDPN7lI4nFlMr6YJAevk+Pe2+qyTHqQlRVE/Vkum0CM13scpteVEHtfMWk+pM1C3DUhPIqu4XLetPpDFyLc2cr7Qd301GiQua5VIicPFKysPsWLP+aBrYM/UBArKXMSEQ+9mtX3kZmdGAcPe3IBTVn0+CoG2DoCWHKlxQqSPw2rqNwfZcDQnqG7t2DCOEruMU1ZplhSNSxH8eCiLC0V2rpm1gXpxYT6ZKkFzLEYYBYbja7XMq036+jqlMjZjnj9ACydQcMrnXTVtMJLi9L1mLASm5ZPhwOdYjq0pd0gBRNdHqduBjQcL9J/6tUjE5tIyN284WUzz7vWhblstpIkb0rb5WrKiC7+UrwEX9uKSFS5Lr8MXu87pcnahyM7QN9ZTPy7Mh9+evkZaNVtfFXAip5T2KXHEhpsxADHhZkBLdjB7/UnG92lC50bxPnK/7nA2w2dvIKfE4eMkMkhwaYskzubbaFU/mqNZJYybv8XHIWUxGuiTlsiJnFKfgxIAzZKiSY6P4L2Np0itHUmnhrWoHWllZ0Y+t13SmLYNYsksytLLL9t5ltN5ZRxzB4D3bmNgWi0tLIdkAKHNH4vRQPuUOO/8JX951JyUqgb69+9Pmzbace33338fs9nMnXfeyXPPPYckSeTn53Pvvffy1Vdf4XA46NevHzNmzCAtLQ0oPym1YMECHn74YTIyMujXrx/vvPMOKSkpPmWqc33v73xSCsrjd9w4dxM7ThcQaTXy3f39OFdg4+Z5m32MBn/0SavNO7d0IbvIQZ+Xf6AiaR/ToyFPXd06MAivolBqV1h1IJOeTRMYPXeTj/Huj+Ra4Syb2Jlahz/BtH4ajF+lGYBBUpjbXQqHLhQzeu4mn1Mg/ri6XV1eu64tOWUuhs/Wvu40iAvns4mdiD+6DPPX94XuGEC3iXD5fwOCnSuqoNQhs/VEHk2Tohgxe4PP6SB/tKwbzeIJPbCYJCxFp7C80Tl0m0YzjpGLORnVkZHzdlBk0zIjfXxHT+rEhmExSlh2vgsrHkRcMRUpfQgsuBryTwStTvT6Jwz4F9KOhfD1Q8HbjE+F8d9DWBwOIVFU5iK3zMnJnDLucR9vD4Wr2tZl+qiO+gkip6wZSP5GFsDkAc24s18qZuHE/P7Vvo4pf7p73INjwLPc+M6WACeMN6KtJj6e1JPU2pFYzdr1vSOZJYya4/sV1x9dGtXivdu6YTJIPL5sr88XJn/cNyiNO/s39bn2drFwySpPf/kLi71OoflDkuDlEW24qm19Xvv+KPdfnoZLVvn5aA53L97pU/bOfk25/7Lm2sZ/+5kQNWp8+vCOHjRLjPILvq1QaJMZPnt9pfPzszt7kVVk5+pZ6wOeW00G3r+1C+n1Y9l0PJc+zZN4d/1JXvy2/PTF5AHNGNerMaPnbvJxTIFmQLxxUyeSoq3cPG+zj7PLH09d3YoxPRrx+Gd7WFrBuBkkeH1URy5tkciUFQd49trW2lWNFQf4YPPpkO9JEkwZ1pYeqQmMnrPJx1kI8O64LnRvksANc3xP0/kjNtzMB7d350y+jclLtK/yZqPEnJu70LpBDJe/9qOPEeVDuwF+fmQAAMPdzrZgGNU1hSlD0jAsGurrmPKHNRrGLEVE1YWoJD1Atj+04PqqdgVy9gbdMRUMDeLCWXpnL+IizHoAWYdLIb/MyfA3N/icVmuWFMWSCd1ZvPk0r606EppO4KHLmzOhb6rvfBNCM/jfv7bSfjpvXs620kRufX+Pz+ZIL2IysODWrnSoDeFvdgKHewxTuuEc+zUvrjzMvJ9PVkjjM9e0ZlB6EqPmbNI3dDd2S+GZa1rz6NI9LNt5LuS7taMs+sm4wa+v43yhg37NE3nzpk48unQPy/eUn0JNjLayZEIPdmcU8OTne3nnpnZ0icwmbNGQ8k1JMKR0w3nT5zz3zXEWbT5NVJiJLY8PJLPYwXVVWK8+mdRTcxKcK2L47I0k1wrnw4k9+H5/Js9+tZ/EKKv72raZf8z8iVO5leuOgjIX//16P7PHdEYI+PFQNgObx2D5YKiPYyoA1hi49WvtY4YpDKeixU8a9uYGfYM8sksyTw9pzW0LtgZ8YPNGpMXIgtu6YXNq8cu+uOcSDpwv4rYFW4PKigejuiYzZUhzpKIzSPMHa44pyQBDZ0P9jvDe1eWOqWBISodbvkKc2Q5NB+BQDRiNBswnf9RkOqY+9ltWsuK4AkYz7ZPjGD1nk+6YCoa0pCiW3tmLb/ad55KmtakVYeHAhWLO5JUyuE09/aqswQDf/rMvkWEmRrypbSJfH9WBpolR3Dh3k89m0R+t68fwwe3d+XDLaYZ2TObznWeZ+u1BbunVmAcva87N8zYHbHi9ERNuYtH47mQW2bnrgx0+zgOAVvVi+Ngta7syChk9dxNv3tSJ7qnxGJB45fvDvLfhpF7+pu4NefTKllrcIBVGvLUhpA69d2AaY3s1YtTbm3wcU/5IjLKyZGIP9pwp0E/3NU2M5MOJPViyJcPn1Fgw3DcojTE9GjF6ziaOZpfw4oh2dGlUi9FzN/ls1j2oGxOmzx2bS6HT86t8no/qmsKT/0jn1ne3+jjxPXPQKasU2+VK18mOKXG8N74br6w8xM7TBSy6vTvTVx1m/vqTFfbn2Wtac0PXFF769hDz1we3K0FzSM0Y1Z7ezWpz1fSfffS9B7HhZj6+oycN48ORJIkvdp3lslZ1eeen47y59liQWsvx5FUtGd1du/Z5IruUBvERXP/WRh/HlD9qR1n064Bmo4EfD+cwsksy/12+n/crWPOHdmjAy8NaYv7oBs0JVK89jP0S8dOrSBumV0inPPhF7O3GEG61ImwFmN69HPKOh34hNgX7LStZdsjO419o9tG9A9OY2DcVi9HAHYu2s+ZgFs9f24YxXesiLb7exzEVAHMEYtzX2BPbsvZQNvd4ncgL2deR7TiTbyPCYmT0nE00rxvNzNEdMQCaFhSUOhRuemcz+84V0a1JPPNu6cLzyw/w8bbQtqvBfQK4c6NaXCi066cVi71scYvRwFs3dyY+wszN83yfdWpYiwW3deXFbw7ywebTXN2uHtNGtierWPso3qlRHK/d0IF/LtnJqgOh9a3FaGD+ze3o3DhBi91bqpBT4uCxpXtYdHsPakWafxN7/vdGTaDz3wnvvfceJpOJLVu2MH36dF599VXeeecdAMaNG8e2bdv48ssv2bhxI0IIrrrqKlyu8oWmrKyM//73vyxcuJD169dTUFDAqFGjqkWDw+GgqKjI539/Z0iS5D7a3YOOKXGUOhQuf20d9ePCeX98d8LMwcX4kmaaQ8pkkKgdbeWlEe1CtnFT9+AOKQCL0UhkmJFB6XXYeCyXJRN6kFwr+EbIxyH18ysVOqRAyzTSom40Syb00NKsBkGP1HimXddO60eEmc/u7EHdmDDOFtgYPmcHec2G4brq9ZB9C+WQAm0xjrSa6Oo+dbH0zl4kRAbP0teijpdDymTAHN9Qi5UVDEEcUvEhHFLK4KnQeRzi+LoKHFKTNYeUIsP6EH2t1UR3SGE0YTUZiYkwkxBhoXHtCGbd2ElPv+uPK9v4OqRAS3E975au9EmrHVB+5pqjzPnpBLLBguvm5dCgU3CawmKh4xjMksriCd3p1LBW0GL+DikAq8lIWp0oPpzYg8gQstHZ7ZCyGLXMIk0To4LTAfxzYLPfzCEFWhbDZ69pw43dUoI+93ZIvfr9kQodUpP6pXL/Zc0xGyX+M7RNSD5FhXBIgZaRLzbcxGd39q5wfn52Zy9KHHJoh9Qt7WlnOk3Yka9oXT+GHw5mcmvvxjx6RUu93Mw1R1mw4SRLJvSgeR1fnjsVlbs/2EFBmZOP7+hJTFjwA8kdUuIY3S0Fk1LG1OHtGN6pQdBy3g6p/67Yz7PXttEzmj12ZUtu7NYw6HuSBC8ObxfSIXXvwGb0SK3NB5tPsej27rRpENxQCOaQMhk0h1TPpgnEhJl5+upWeuYsf1zfOYXEaCsJURY+u6sXdWICs48BbD6Rh001IW7+HBr2CF6ZJapKDinQMpOZjAYirUY+u7MXDeODZ0GtHxsW4JACLYtXrQiN5nqx5fr7aFYJo+du5sbuDbl/UFrI9h+8LIhDCsozsN38BaR0D/6yNRrllhWY6rTk3U3nqueQMlpw9HmCjNwi7h3YnPGXNA5JYzCH1OiuyTx7VTOMez/iuWtaB8i3B7WjLHw4sQcx4SYsJomld/amToyVdYezueuDHbw4oh1Xt6unl88udjB67ibap8Tx36FtGf/BHraVJmIf85XmaAyG5K4+DikARREczCymboyVT+/sRXyI9aoqDqnaURaW3tmTXRn5HMos5tNJlesOf4fU66uOcOfiHTz7zTGcN30OKd2C98Ua7eOQAm3DkRQTxjJ3nEOAT7ad4dmv9jF/XFe6NYkPWlWExciSiZrNMGHhNjLybVw5/UfS68Uwf1xXrEHsGID+LRJ57tq2fLIrCyW6AeK2lRARr518+PxOOLcTblmunZgKhsSWmkMqI4RDKroe9ltWsvy4wkOf7efhT3az+0wBSyb20Pvnj2ZeDqneTWtzLLsEl6qSXi+a5PhIVv5ynkW3d6dzo1qoKlwx40dK7TJL7+pFQpSF+z7cxbHsEhZP6EFchDloG63qadfCP9qawdRvDzFqzkaGdmzAY1e05L0NJ5n2/WHeH9+d9smxQd+PCTPx8R09yS1xBnVIpdeL9nFIjarEIXVjN80htWLPOerHhZMYbeHTST1D0r/qQCZhJgOfTOpJWlLo+fjZXb1wyorPddNj2aWMmrOJ0d1SePDy5kHfBc0+8HZIvTKyPVe3q8ejS/cEdUjVibH+KofU9/szueL1n8gqdvD++O4VrpML3Q6phRtPsfdsIWPe2cy9g5pzW+/GIfvz9JBWXNuhPqUOmYcGN2dYx9Dr64xR7RnQsg73f7S7UoeUAJ76/Bf6t0ji+30XuL1PKnf2axqSjie8HFLhv3xEWm0rPx7O5uNJPUPq1oRIX4fUusPZjOySTJlDpmez2oRKEh7gkAIoOouwF8CAJ1F7Tg5Jp3z5VOxtx2CxRjDn59O8t7MAxy3fanZ1MMQmBzikJg9oxs09GzHszfWsOpjJW2M6c2mLJP79xS8s2noBcePHkNo/eH3mcMSYzyiLbcZNczfRt3kis0Z39Inv641rO9QPcEil1anYIQXaqbrx723jmWtacUPX0LarxyGVVeS4CIdUnI9D6qq2dXn5uvYItDjCn93Vix2nCrj/o13MGN2RgenBw/X8XRxS1UGNU6qaSElJ4bXXXqNFixbcdNNNTJ48mddee40jR47w5Zdf8s4779CnTx/at2/PBx98wNmzZ/n888/1910uF7NmzaJnz5507tyZ9957jw0bNrBlSwVf1/zwwgsvEBsbq//Pc8rq7wzJnfp3tHsDXOpQmPbdIbo2jie9bvDN1JgeDZGQMBoMhJmNXNuhQUgDdmLfVCoKsWMxGokKM5Fd4iAmzMzg1nWDlrusVR1qhZu0E1LNB2tX90I4pDwIMxtpnxJHmwbBDaIxXetrASQNRswWC0kxEboSO1tg493N55E6jNKcMcHQazIhd4xojqlwi5ELRVrA597NAp0woC0CRoNEmMmIxWhECAm1x93BK41Pxdx8EDN/zNCvmvRumkCT2pHklTq0kwLfP619Gel0C0UuA7QZDubgG0etD0YwW6HFlcHLpA/RHVIeWE1GakVa2H+uiEHpSSE3puMvaaKnGfeGJMEtPRsHfWfbyXxMRiM2RUJpf3NwmlK6IyW1xGi2+MivPzo0jCO9XkyAo8VqMtKmQSwdGsYFfe+GrilaRhj3/LilZ2N3Km1fGA0S43s3wVSBHFwMDJJgYt/UoM/iIyxc0yGFLSfz6dE0gawiB+EWI88vPxBQ9vY+qVrqdnc/buoe3NHSISWO1vVjA/jkgcVkpFZE6Pl5eas6xEdaQp7WaV4nmm5p9Qn7eSrmw19TJzaCdYdzMEoSY3s28tnsLdx4ClkVXNsh0Nh1KirbTuXTom40nRoFd7CN6tIAk8GA4fiPIAkm9gnOx6ToMK5qU5c1B7K4tGUddzptAzHhZo5nl3BrCMO8VoSFoR0bsGTz6YD+GiS47ZJUrCYDPxzKpqDMyYhOyUHr6dYknvR6Mcxcc0TfjDVKiKBf80TCzEbCzEaubl+f2pHBN50T+6ZqacxNRurEhDGgZXAD7Kq29bCYjWSVyIjOtwYtQ4POmiMnuj7CGLw9b5gMBp1XV7YJLhMD0+tQO9ri45DywGo2khgdxsD0Oj6/H80qYdnOc4zr3SSoo9tkkBjXu3HouG2SljpcdAndT2P99rgwMbp7o6BFmiVF0SM1gfAf/1PukAKo3RxLs368+N0JdpzOZ0Kf4BumaKuJ67sks3jzaZ8rLxN7J2M4+h3G/csIs5gYGmIz17tZbRonRBITZiRs69vUiQnj0hba2P50JJttJ/MY66c7s4sdLFh/giHt6xMXbmba6pOEpXRwX28PhNzxFs4VuXxOEbauH0OnhrXIL3HQKEELdB0MQzs2IMxsxGAw8JA7/tTg1nWJCTfz1jrtZEOftETqxYXz2vdHeGzpXu3EVwVre3ykhSeX7WV0t0YU2VzklzlZ4o5f+dmOc5rsdhoX9H2Su2pXWEy+9oDFaKB+bDj9WpQ7gr7cdY6MvLKQm6Z2ybG0S44jzCTpDsvMIgeLNp2kV9MEmoVwXNzSszE2p8LTX+5n3fEiSGgKTfppD4UKP76sXc1rOiB4H9qOBFWGuq1BMpBT6tTeW3KD9jztcgwx9Xh9zQmE0K68zlpzlEYJEfRpXrFd8cuZIurGhHE0u4QIi4kwk5HOjWqxdMc5PbA3gKrCk5/vpa5bl8iqYMbqI6QlRdEzNSFoG8M7NcBkkPRTFydzy/hkewY39miI1WTgk20Z5JY6ua5zcH53bhRPizrRbD6RG+CQAi0WjMVoQBVw5wfbaRAXzsD0Ohy+UExOqZNP/E5kjOvdmB8OZnF5q7rYnArhFhOpiVF0bxKa/gKbC4vJwLUd6gcto8lyGI0SIgM28seyS/lsx1lu7dUkpH1wS8/GfLHrLEeySkiItHB123pYTQa6h+DppS2SqBMThslo4J9LdgY8H39JE9YdyvZxSIHvHHQqKjNWH6Ftg9iQ6+T1XVL07Ioe7D1byMp9F5gQYs3UdFsKkRYjn+86y/qjOdzSq3HQsnVjwhjcph4OWaVfi+BrU7cm8aTViUJCc2p8suMMn24/w5Vt6/H13vPc2rtxUBPbajIwultDIsxGwg0KfHU30qn1pCaEYXcpDOsYfM29JE3TrclxEXy4JYMRnZIxSPDtvgtc3roO9WKDO84n9KqPdPJHOLGu/Mcm/SA2hQvFLuQe9wR9D0skdL4Fl2TG4VJ48duDvPXjKVyWWGh1TfB3ml8BkYnMXHsScMtQr8Z8ueschzNLePCjXShCMK63tn5N/eYgTlkguowPXl+dNkiNejLr57PsyCjU5kfruj4fhLwx/pImqKogPtLC0u1nOJ5Tym2XNEYIOF9oQwhtn/jTkeyAMC1bTuRhcypM6BPc4VY7yso17evz7S8X6JYaz1vrjvk4nUC7Cty/RSKz1x0PeDaySwpZRQ791sLYno2xuWQ2Hstl4vvbqR8XTp/mtVl1IIu9Zwu5uUfwNb5J7Uh6t6iP2WRClow0jI/gzbXH6Nm0NrWjLX87hxTUOKWqjR49epRn0QF69uzJkSNH2L9/PyaTie7dy798JiQk0KJFCw4cKN+EmUwmunYtN8BatmxJXFycT5nK8Pjjj1NYWKj/LyMj9BHEvwvsLoW9Zwp5+kstKOKVbeoydXg7nvhsb0BcIA8e+XQPR7NKsDllPcteXoij/jfP20JBkJTmHticMusOZXNF67qs3HeBd0McBV6w4SRf/pKNfey3cHillkLZFfo6AGjXxJ75cl/Io/qPfX6QQ+fzkFUVu0vm4y0n9Ss7Izsn8+CAxpgWX+cbINgb7w8Fe5GWBSgI7C6FbSfzuKJ1Pd5df5Ivdwe/rvHaqsNsOZFLfplTS0VacgHDJyGcMdmHMHx2O6+OaKWfNPpqz3neWneMpOgwCpwGbHfvAsmAadG1xJhVpM1v+8be8IL03jXgLNFSbW99J3ibG2fBgS98+G1zaul1B7euy70f7gqI9+LBnYt2cL7IrqfZBe2LxvHsEh74ZFdA+dhwM09c1RJbWSmWCzsxfv9EcJqOfIdY9zJ2p4tfzha6U9AG4qcjObz4zUEtrbsXnLLKlK8P+ATj98YzX+7jcGYxxXYXdllh7PzNQY1mRRWMnrsZm6xq99J/A8iyQr5NZuz8rUGf55Y6uW3BVno1TaDYrmW0O1dgZ8U/L6FujK+hMXrOJkodMg5ZYd+5Qv7lFbjWGz8fzWHqNwcC+OSBzanwxa5zIY/qv7vhJF/sOke75Dha1Qs8nbH3bCGPfroL53ULcQx+iQ83n+SpIa1wqdr1Yc8GMDbczKLx3dmVUcDrqwKvRKTXi+bW3k14ZeUh1h7KDngO8MzyA+zJyMXe7HJyS1zctiA4Hy8U2Zn4/naubFuP8wU2jmWVYHMqHM0qoXZ0GOPf2xb0vTw3/+8dlBawkVEFjJqzkSK7ixeGt+VUbplPcGhvfL8/kxmrj/Debd30r/THskv554c7cSkqLkVl/IKtIa/njJ2/RZNPl8KSLad9kg54Y8GGExQVl5BUdgRpxQNBy3BiHax8AkkuQ1JlFDX0NSXQdJtLUflm73nm/hT8GsKizaf4dPsZbEGuT9ucCh9tzeCDzb5xNyb0SeX6LsncOHdT0CvBsioYNWcTNqeCGuz6gcuOOL8HacWDwQk/vhbx3VOYUZjzY/CrIfvOFfHIp3twXTlNcxZ4kPkL0hd3MnNUe1rXj+XGucGvCBY7ZMa9u5W7Lm3GyC7lm6OxC3eTlzwAx5DZrD98gddCXPn5Ytc53vn5BGVOFXuXSSzZcpoPt2bo1x6S4yO4e7Hvtear2tbl8avSmfj+NmpHWVl0a0eU756GY2uCtmH69hHqlR5k0bj2hLudhttO5bNqfybx0WG8ve54yPXq1e8Os/5oDk5FZcXkS0hNjGT++hN8+8sFFk/oQVK0lWU7z7Jw40k+mdSTZXf34qvd5ypc2z/fdZYFt3Xjg80nyS52YjRIvH9bNxKjrCwa157axQeRQl0tP7ZG+xAj+84Tu0th4aaT+qbbk0Gu1CHzVAg9uOl4Hs99tY/E6HDauU/33Na7MZP6NeORT/cEbMI8uP/jXWQV29nyxEAGNIuDn1+Dfcu0h/GpcMuXsPlt2PNR8D6smwpntiE5isBeSN0oEyUOFftDpzVn2473kHYs5LMJnUmuFU6jhAg+uL07CzacDHmtfPqqI2w+kctdlzbl4+0ZDO3QgHP5NmRVMOXr/bw2qj0HLxTz1BcaL7o0qsWCW7vpuqRpYiQf3N6dN9ce02OE+ePllYfYcjKPnk0TiLaaGNuzEbf0bMzYeVswGiQW3NqNs/k2/vv1/qDv/3Aoi2nfHWZCn1Ra1g1cN15ZeZhNx3OQVcEPD/WnzClz9+IddGhYC5es8u6tXX1Owt/+3ja6NI5n7eFszEYJWRG88cNRVu4LTv/b644Tbjay8Vgu01cHvzK8bOdZ3ttwklKHTP04X6fF+EuaMKpbQ0bP3RTSPhg7fwvDOyZzR99Uckqc3O4OuH0mL7hN9uHWDBZvOYWsCN4Z24VLmvk6r257bysdGsbx1NWtfH73noO9mibw3m3deOW70Ovkc8v3cSq3jHfHlfPwoctb0L95oh403h/FDplbF2zFoQjGdG9Ier0Y7ly0PWjZc4V27nh/O5EWE5mFwW317/dnMn31ESSDRI/UeD6d1JObezTiq91nubJNXW6etyVoaBCHrDJ23hbKnAouzKhPZpGd0BmTycSB80W8+v2hwJdAt2GKHTL3DGzG3J+OI6uC6zsnc+eiHZwtCE7n+EV7ya7dDdc/ZpZ/iP5lKVLGZuqGyVgWhXAwOUsxLRpKlEnRHG9PDOCziZ2wHF4OG2YGf2fbPIx7P2TpxM7Uiw3TZGjeFoZ1bMDkS5uy4fGBnM23ce+Hu4i0mNjwUA8sBUeQvgzhGDuzFbH8fh4ZlMqS27szuHVdJi3aHhAjzIOJC7eTU+LEIMFNPRpxa+/G3P3BDs4X2kiIslJsd2E1GbikWSL3+Z1ofuaa1thcWozWYMgudjDx/e2M692YDzad4tUbOgQ4vA9eKObBj3fz6vXt6dXU99lzX+0np8TBvHFdCDcbmbxkJ3mlLjo2jGPF5D4sdNuh00d1ICbMzAMf7yYYDmUWc/9HuxFCYEUms9jOzNEdOZxZHNJm+aujxin1F4TVaiUmJsbnf39n2F0K+88VcdM7WpYyz1WrZ77c55Nlzx9FdplRczZyIqeMMqfsExTYH6fzyvSMN/6OKZtTZv3RXFITI9l+Kt8ny54/hIAHl+7j65MC+y0rtcDXu5aEdEx5nA4LvI52+6PEIbPhZDGKgGXbM3j8c81wGtk5mSnXNMe85DrfLHv+yD0G8y/TAuj6OabsLoWdp/NJS4rms51nfbLs+cMT/HxXRgElDhlHWKJ2NTEUflmK5au7mDemve6YemnlIeb/fIKYcDPFUrTmmMrcj7TwGuhyK3S5LXhd2Qe1+BeKE/FwiDvuQoWlt8Ohr8Flw+ZU2H4qj44Na2lBa72y7AVUX+JgxJsbyCp2YHdpqbZP5pQy8u2NPkGFQXNILJnQneRoA5asPYR9OCK049EcgaNhHw6cKwjIsueP2euO8dr3h3WHi1NWeeW7Qz5Z9vzhCX5+1O2ouHdgWsirG/vPF3H9Wxuxy+JXO6ZkWaHALjPcL8ubP34+msNtC7bxj7b1OJRZTJlTptguBzimjmSVMGL2BmxOhZ+P5FTIp7fWHefV7w8FOKZsToWv9573ySLpD0/w85W/XODjSb2COqY+2naWf391BDUsjhHuL+eetM9Q7pA6V2jjnsXBr3J8cHsP3vnpOG9UEGvCqahEhlkpKJMDsuz5Y83BLCYt2s6N3Rux6XguRXYX8ZEWRs/ZVCn/73h/O1OGtQ1wTJ3OLeNMvo3zhfaADEP+mL76CO9vPMWSiT10x9TyPee5/6NdyIrq86HGH3VjwrCajXy6/UxIZ2OY2cC7Y9oRX3o0MMuePza+AeteRJJtGCpwTNldCkIIvt+f6ZNlzx+e4Odf7D7rY+TZnArLdp7lyc/3+sjThD6p3H1pU58rAcGw71wR17+9EZvLzzHlsiMyf9F0XgX9lDZMR/zwH+aNaU/r+sHX+E+2n+GJZb/guvZtH8eUnNACm9PFDW9vDOmIB+2L8W0LtvL0kNa6Yyojz8bwOdsoIIoTeY6gm1gPpn5zkA+3ZuBQVN756bjukOrkzlDoHUjYc4Xh7sU7yC528PHtnQn7+UXfLHv+cAc/b2M4pTum/jmwKZek1Q6I8+YPT/DzLSfyEMCKyZfQpHYkjy7dw/ZT+SyZqDmmnl9+gM93nQUBM9ccqVBOHv50D9/8cp63xnThpZUHyCl2Ui8ujB/u60Ebw2nCFg8N+WEF0K6e/zBFd0zZXQofbj3NM+6PbR6HVIRFuy5SWsGmY/76k7y2Srt29uQ/0nnsynSeXLaXTyqIx1dQ5mLz8RyizSpsegNp9XPag/hUGLccfvkMvvtXaPo9wc/zjiOVXMDoLCbaAjZF0h1T5m8eoNaRT/nijs58fEdPVuw975Nlzx+yKpi4cDsHzhdxaYsktp3Ko15cOK98d5A7+jXlVG4ZY97RMq964icu23mWf33+S5XjJTlkldvf20ahzcVXky/hoctbMHb+Fg5nFrPgVi1b2u0Lt1YYn3TWD0eZv/4kH9zePcAx5VRUbn9vO9tP5WGQJH54qD/bTuYxeclOmiRGUivc4uOYOp1Xxug5m7ikWW0EEu/8fJxp3wWnPzbczPxxXdlyIp9Ji7ZXOB81WT7Hkgk9aJSgnQoff0kT/jkwLSDLnj/2nStizLzNTOrXlDv6pvLTkRwmLNzGf4e15Zr2wU9n/fvzfXy6I0Prg59jKiPPxui5m7i8dR0fx5QQ8OhS7YPx/HFdK43J5Al+LquCd8d15fErW3J9l+SADKL+8Og2gcR7G076JP/wx+oDWUz6YDv3X9Yi5OmZ6auO8ObaY0iSRKv6MXy1+yxXtKkXkGXPHzszCrh53mYcsoqCidjoKH3NrUy3Lt1xhjKHwoS+qcz58ThOVVR4BfNCkZ1hb28np8mQcsdU/8choRnS/Mt9s+z5I2Mz5kVDCTO4qB1uJDlrrW+WPX8IgXnFP6l94ks+czum9p/X9ml39G+GSxFc99YGXLJgw0M9iCk7XZ5lLwSkbfMhYzNdGsdz1+IdPln2gvV1xOwNFNlkDBLcN6g5Q9prGe2yih1EWIyUORXCzAZu6dlYd0wFu7IeDOsOZ3Pnoh2M6JzMsh1nmHtLlwDHlEcPzR3bxccxZXMp3PruVgySxLxxXSixyzz86W7CzEY+3HKa/3x9gOnuWHj+Wfb88fmuszy8dB8Go4l4KxTZXcwf15VlO84G2Cx/B9Q4paqJzZt9PfObNm0iLS2NVq1aIcuyz/Pc3FwOHTpEq1blClmWZbZtK/+yfejQIQoKCkhPT//9if8LwikrnMgp1R1SdWKsTB/VkZe+PRjgkOrdLIFpI9v7xJjyOKYKylx8fndv/ffruyTz5FXpPkduPY4p782ZzSmz+UQeDWqFc/BCcYBDKrlWOLNu7EhKfPmXKY9jau1ZA44xX8GK+2H/lwEOIZeiMn3V4QCHVPcm8bx+fVvdgOmRGs8tPRuzcu953SHVvUk8L45oi/nD6wMcUmqncbgufdqXkR7HlFBB8WQ6Udh9uoDGtSNZuf9CgEOqhft+tneMKY9j6nBmCUVOsN3qThlrNOP6x3RocZVvu78sxfLNA8wf24kmtSMBzTH18dYMYiM0x5Rj/A9acNjF18NVL0PTgYhuExH9H/etK/ugtrBaIuGe7dpd9xsWadmsdOZrjilxfC2qy0bXJvH8+4tfAhxSg1vX4blrW/tcvfE4portMrIqAhxSYWYD00a2Z9H4btSLMhBWcDTQIRUWhzx8vh5jynnNW5y0pHHjvO0B2eNmjOpAJ79rebPXHWPBhhO4FJU31x4NcEh1blSLV69vT5S1/IqixzF1vtBOmwaxPHttawAm9GnCXf19r+54HFP+mSCrC4ciAhxSkgT/uqoFIzv7Xvf5+WgOExZu59oODVix5zwCbXP07X19fModySph5FsbGX9Jqh5fycOnzn5H+99ad5zZ645pVxfRHAjrDmcFOKSSa4Uz+6ZOAfPzoU938+PhbD66oydTR7QNiBv20bYMXLKK2WTkxrm+AXDfvKkTRXZXgEOqdpSF2Td1YsmEHizefDrA0O6QEsfMUe312BnzxnahXlx4gEPKIGkB0P03AmsOZjF5yQ7G9mxMuNnIdbM3BvDfY7D78/+uD3bw6vUdeGFYG/3310d1wO5SAlKNx4abmT6qA239rhNPX32Ez3acYcnEHvqpleV7zvOvz39hzs2dSXXP7xGdG/Dvf6R7bqix8LZurPzlQoBDKrV2JLNv6kTdmDBeGZ5Ol9jCQIeUNRqGvRUYY2rjG7BxFpLiwCAR8CHB45BafzQ3wCFVPzaM2Td10jdtUO6YWnUgE7tLwe5S+H7/hQCH1M09GvLoFS0YMy/QITWpX2rAfPM4plTP3WDZoW3o/R1S1mhcw94JiDFl3DCDsM3T+fj2LiRGWXjpunb0a+4b7+eT7Wd4bvkB5KFzoFYj6DQWufvdDH9rS4BD6sHLmwdcjd1yIo/b39vKC8Pa0tNtWGfk2bjurQ0M69hAj9tSO8rCzNEdA+Kg/GfFAb7afY7FE3pw36A0+qQlBjikOqTEMXN0J+77aBc7TuXz0e2dCd8yK9AhldxV44PVywnndky1C8/hjRtac/elaXyyLSPAIdWybjRv3Oi7XnkcU7+cLUIAy+7qpW+KD5wv4r3btPhPzy8/wPI951kyoad+9SmU7nj40z2sO5zNW2O6MHb+ZqJMKpElp7D6O6SsMYgR8wNjTK1/HdZPR8hOvvnlvO6QAi0pQWK0NcAhFWkxMm1k+4AYU++uP8ny3ee4tVdjnl++P8Ah1a95Ii9d107/UHFpi0Ru6lpfO9HkcUgZjNoJqcPfBTqkktLhunchyutak8cxVZKFlHsUo3ARFWaiRAb5Ac2xYv7mAeJPfUuUSQmwK9KSoph9UyefGFMex9TJnDIuaZbItO8OMbpbI7KLHLpDyqNLvtun6RKrycCSCT34avf5AIdU6/oxzBjVgVpeMZo8We3yy5wczixmV0YB065vj9koBTikYsJNvH5Dh4AYU2/8cJSPtmbw4cQevDWmk084CI9j6sD5IiRJ4rv7+/LtLxd48OPdNE2K0q6rXt9eL59ZZMdkkPh4a0aAQ8pDf1yEmbfGdCa/zKnH8/MgMcrKrNEdA2JMTfn6AD8czGLxhB68cl07HruyZVCH1IQ+qUzq53v9zeOYeuDy5lzVti4/Hcnh7sU7ePX69gxsmcjsmzrpet6Df3++j29+OQ+SxJyxXXxs6ow8G6PmbOK6zsk+8fcizEa6No5n/s8ngq6TM0Z38Ikx5XFMRVhM3NyzUVCH1MODWzAmiG4b9+4WHrsyXddtBgn+fXV6wPq6+kAW//xwJ49dmc6lLRKDr4GrjrBww0lkRTCic0pQh9Q9A5oFXKnfmVHA2PmbUYRg75nCAIeUR7e2qOPr7Jz6zUG+/eUCZQ6FyQPS+M/yA6QlRfP2zZp9OaRdPZ67urnPdU2PY6q0xQjUke9poS/euzrAIeXq9wRq14k+v5GxGdMHw5GMRqSdi3wdUrEpuK5bqDmwPfA4ps6u5qPxGk0eGzM23ETvprVZfldXYlw5gQ4pczhi6Ozy68MA6UNQG13CfR/tCnBIXd2uHs9e0zqgryNmb0BWBLKi8sRV6XRIidOcVXaZ6DATpXaZSKuRO/o2Zc2D/bi2ff0Ah5TBbTv5x/VcdzibexbvZHS3hry/8STv3daN6zr72lfLdp7lPyv2s+DWbqR7Oas9jqkoq4mXrmvL++O788Wuszy7fD+PXtGSdg3iAhxSFqOBKcPaBIQ4+HzXWZ766gBGs4U4iyCnxMG7t3Zl5uojus3yd0GNU6qaOH36NA888ACHDh1iyZIlzJw5k3vvvZe0tDSuvfZaJkyYwM8//8zu3bsZM2YMDRo04Nprr9XfN5vNTJ48mc2bN7N9+3bGjRtHjx496NYtRHDM/+ewmIw0TYyio3vzrqU7tzG0YwOivTbmlzSrzfxxXbmiTd2A4Oc9UhOoHxeuZ1Eb06Mh/xnalrE9G/HSiHY+i+g/2tbziQNiNkp0aVSLbSfz6Nq4FqlegaQ9gU9b1o1hyYQePsZrau1IejSJw3TwC8150mxAQFwnVQiu6VCfmPDyfvRIjWfhrV34R7sGevDz/eeKUBWZS9IS9Y3U0awSMvMLtfgVUjm9arc7cFw2leIOtyOu9su00WqYZoC6Yy5ZjAbaJMey43Q+A1ok+dzdblEnmiUTe3B5qzp8dpdv8PNW9WJomxxLTJgJ89lNYDQjRn1IbtNhuEYs0GI76QwMR3Qcw/HMAs67j0bXjQljQHoSTlmlVoQF66EvNN60vxEKTiMa9oDL/wO970VcMdWnC6LNSG1ncOQ7uH0VNL8Sbv/e1zFVuzk06oXBZOHwhWKGdmjgc3royjZ1mTm6kxZI0S/4ef8WicRFmLEaDT5fRcLMBt4f350h7evTsm4MEeERGJJaajFu9EJxiFu/QWo1RA9+bjn8JamJ0XRqFKcXi7aa+OiOnlzZth6LJ/TwCepdK8LMZel1UFTBkHb1fQKfdmlUi4W3dePqdvX5cGIPH8dU50a1SE2MJCrMxA8Hs7h3YDMeGtyCewem8fDgFj48HN6pQYVZCKsCs1HiqjblcXY8Qc1v6tGY/w5r6xP83GiQGN21AWUO7QpXnRgrSTFWIsxGnh7ie7T/mvb1KXG42HW6QM+yd2XbenzgDnTrzaer29XTHQYmo0SP1ARSawfOz77NE/nszt4B87Nn0wScskrP1ATm3dLVZ7MfaTFS4nDhUlRG+hkhdpdCR3cMMA9qR1lYMqEHnRvVwmI0cFmrOj5zpmNKHEsmdOeKNnX5ZJIW/PyrPecJNxu5rFU5Hw0SvH5DB27omsIrI9szwstIMhslru+SQqlTRpK0kyc+/L+uHTf3bMR/hrb1cTwYDRLXd0nGKasM75zMo1do8vDd/kxa1ouhfUqcXjY23Mynk3rSuVEtFt3e3ccoT4yycmWbehzJLNYdrFaTgWs7NGDv2ULOF9oZ3S2FqcPbMaZHI14d2R4htCPol6Ql+sRzS60dydI7ezEwXdMvm04WI2o1gRQv55M1Gm76FNHsMsTNX/g6psJrQcshiLI8cNkx+cVuMhslDJIWC8Q7vk792DA+u6s3g1rVYemdvXwcU40TIuntDiJrkLSYSY3ivZ9H8MBlzTWHtV/smfsGpXHfoObcOzCNh/y+ZI/skozi2YCYrFocH2/nkzUa+5ivOJU0CHlMYD9dLYex+XgO00d35NoO9Zk7tjP9veIPRViMXNc5WXPQ1mkDGZuRXGVc2943DtZ/rm3NLT0b8cgVLX0CBBskLShxkV3maFb5BssTW2nziTxqR1n4dFIvBqVrfPN2TNWPDaNv80TWHMxi3eEcosJMDPCKzWIySNzZvyllTpnR3VKwuRQ2HM3B2XKoFmTbg5RuOMd8wcmkQe7g5zE+z0xJzdmXaUdRBIPS6/ictPQENb+8dV0+9UvW0ap+DG0bxGCWJLa7s59q63MC37mvSzWIC6d/i0RWH8hEUYWuOwa1qhNSdxzOLKZbkwQs1nCo3czX+WSNQbllBSJ9CIz90vdZRDy0HoYQgt5Na/sEVv/lXCGpiZF0aVzOF0+WvY4N43j/tm4+jqnYcDMdkuNwyCojOif7XBHr3yKRuWO78I+29fTg53vPFuKSVe3jUbQ7CL2qwOktiOZXQKyXrnNn2SOlG2L8976OqTptoH5HhC0fDCZcikJsuBnTMXew61ruuFSSkfpe8W/SkqL49M5edE9NCAh+nl4vhvbJseSXOhjasQHrj+aQmhip631V1T5c9HHrEoessvZwNpe2TCIpurye1vVjWDS+O2l1tAQy3o6p1vVjaVk3BkVVkSTtWlZanWg6eOlAT5a9Fu5Mw96OqYRIC5e1qoPFZGBgeh0+ndTTxzHVpkEMrevHEmYysPNUAVaTgeu7plBY5qRxQiQJkRbdDHTIKhl5ZVzeug6JfvR/cHt32qfEsXRSL348kkW75DhaesVOTYyysvSuXrRPieNDr9OroMlyn7REMgvtDEhPQlFFwBp236A07uiXym29m/DAZb76aljHBuSWONlzphCjQeK6zsmcyCnl+WFt6ds8kaV39vJxTDWMj6BvWiIgMBskXhzua1Nf2aYeVrOBUd1SdFkvc5/Qv6ptPZ+52iEljvfHd+OK1nUDkoR0TKlF8zpRmI0Ghvg5lJ69pjXjL2nCv4e08knsYJBgZOcUTuaWcjSzxB3UvCMDW9ZhyvC2PsHPzUaJ0V2TKShz8PiVLWleJzroGji4TT1ySxwU2lxc43f6+F//SGdCn1QmD0jz+UAhSXBd5xSEELRLjqWVn+2weEIPejZN4JNJPX0cU/Viw+jbvDYFZU6OZ5fQsWEcTlll2Y6zDO3QgFdv6MANbaKYdb2vs2ZQqyQiwq0YzmwFZwm0GeFDpzz4RYo63oly2fOIXveWP5AklI43ax9PZK+P6LEpyLd9x/H4vlrwc2/HVHwqUmo/vtlXfv1yROcGFNtl9pwtYPn+XIhLgUblhwIwhyNuXoZoMwJx0yflwc9PbcTpdHF91xQsXmv6tR3q85rbLprpF/x8YHoSkVYTBWVOMovs7D9XRN/micRHWjBKEBtpAaHJQnJcOGFmI5f72VwvjmjHlW3q8sLwtj5x/EwGiRGdkjmaVUKvprVRVJUpw9r6BCYPNxu5rrNml70woq3PvrRToziaJkbx/f4sdpzK49IWSTSIC2fd4SwSoiw+8RAtRgNv39yZro3jmXVjRwb5tTGyQxIul4yQNB2//VQ+ERajbrP8bSBqUGX069dP3HXXXWLSpEkiJiZG1KpVSzzxxBNCVVUhhBB5eXni5ptvFrGxsSI8PFwMHjxYHD58WH//3XffFbGxsWLp0qUiNTVVWK1WMWjQIHHq1KmAMtVBYWGhAERhYeFv0s//RThcihg9Z6No89S3YvfpfFFQ5hB7zxSINk99K26au0nYXbJYcyBTHLpQKArLnGLLiVzR4l9fiwnvbRUOlyJO55aK1MdXiCeX7REOl6LXa3PK4uOtp0Xjx5aLqV8f8HnmgUuWRbHNKRZtPCmyiuxi4LS1ovfU1SKryCbsRdkir8QhPt56WpzJLxOXvLhaDHjlB5Ff6hDylnlCvN5eiJIsIVz2oP2yu2Rx8HyhaPvMt+KGtzcIu8MpVJdTp23X6XyR/u9vxD2LdwiX0yFyimyi70trRP+XtTZUZ5kQez4R4pk4oX79sLDZysTkxTtEsc0pVKdNiK3zhHg6RohVzwWlQVFUUWJ3iRV7zolz+WWix5RV4vJX14ncEocotjuFzeESq/ZdECeyS0Sn574T18z8SRTanKLM4RKu8/uFeC5BqIe/F/ayElHmkMV/l+8XToddiA9vEuI/dYR6cr1Q7UWi2OYUg19bJ7r/d5XIyCsVRTancLoUoRxbJ8QzsULd8b4QuceEuvYlobrsYtW+8+KfS7YL1Vkm1I1vCvF0jPbMaRNi09tClGQLIWt8ErJTiKJzQrzaWohZ3YSwFQihyMLpUkReqUPsycgX6w5lieZPfi0mvb9NOGVFOGVZZBXaxIHzheLbvedF08dXiIc+3iWccvn4O2VFTFy4VbT419diy4lcYXPK5c9cirA7ZeGylwnx7lVCvNBQqBf2CdlhE7KiCJvDKZy2EiHm9Bdi+f3C4ZLFjXM1+d13tlDY3XWpqipsTlkMe2O96PDsSnE8q1g4XLIu80czi0X7Z1eKEW+uFyV2l3C6n9mdsth7pkC0fupbMeadTaLU4RJOlyLueH+bePW7g8LuKqfV7pTFrDVHRKNHl4u5Px7z6cevgcMlixdW7BONH1suPtl6UpTaneI/X+0XdpdGy+NLd4vUx1eIb/acEcU2p/jv8n2i1OESRTancCmKTtv8n4+LRo8uF7PWHBF2pywe/mSXaPPUt+KXswUBfBr+psano1nFAXPVKSsiv9QhBryizc/MQpvYf65QXD39R2FzukRWkV2fn3mlDpFbbBe/nC0QNqcsZFkRDpcsxs7bLFr9+xuxJyNfFNscYum208LmlMWijSdFo0eXi1dWarzdk5EvSuwuMWTmT6Lz89+JwxeKxIFzhcLmlMWOU3mixO4SB88XiU7PfSeGzvpZlDlcQinJEaq9WNgdLm3OP/2teGvtUeFwKeKpz/eKJo8tF1/sPCOKbE7x2Ke7hUtWhMOliAc+2imaPbFCrNp/QRSUOcRjS3cLp0sRRTan+O+K/Rr/3XQ6ZU3mHS5FPPHZHpH6+AqxfPdZUebwkgeXLN78QZOHHw5mCptTFiPf2iDaPbNSHL5QJGxOWdhdsli2I0MUlDnF1TN+El2e/16czi0VDpcinLImZ82f/FpsOpYjMotsou3T32p0yb669bPtGaLxY8tFRm6pyC6yiz4vrhGXvvyDyCtxCIestVNsc4qz+WXiX8v2CtlpF2LhMCGmNBDi1Eah5p0UqrNM5JXYhewoE2Le5UJMbSTEud3aM0dpSPmUFUXYnS5RWOYUl726VvScskqcL7AJm1MWLkURNqdLZBfbdX2aW+LQ555HvnOK7aLfS2tEv5fWiJxiu/7c5pTFgvUnRKNHl4vXvj/k5r2s83fm6sOi0aPLxbvrj+sy7AOXXYiFQ4WY0kDIZ3eJjYfOinuX7BAOpywUZ3k/HRcOitV7T4sNR7NFqcMl9p/JFbLsEg6XLG6Zv1mk//sbset0vjiTVypO55YIVXYI8cFIId7uJ+wOh3jt+0Oi0aPLxfsbTwhbUY6wZ58QG49mi4Iyp3j2y19Ek8eWi2XbTgqbrUzYykrF0u3aWvjfFfuFwyWL+z/cITo//504kV0i8ksdoqDUIY5nF4simzdPy0SRzSn6use2sMwpHC5FPPLJbtH08RXiu1/Oi4PnC8Vt724WZQ6XWH3ggmjx5Ndi76ksoeYcEeLFxkK8M0iozjKx63SeaPGvr8WxczlCPb9HiCnJQrx3jVBddnEmr0zYnbIY8/ZGUWp3iXP5ZaL7f1eJwa+tE0U2p3A4XaLM4RKlDpc47l6vrnXPPadTFqUOl+g9tXx9LnW4xKBpa0WvF1aLCwVlosSu/e3RHTanLL7Ze05sO5kboDt2Z+SLiQu3iTKHLBwuWaiqKlSXXYj3rhFiSrKQz+4WssMm3MpLCGeZEO8M0vqafVhfi12yIjILbaL31NVi4LS1oqDMKc4X2kSJ3aXroq0ncsW2k7mixO4SGbmlosTu0ufrnowCcSavVJzJLRXZxXax020v3DJ/s3C4FLFq/wVxydTVotjuEuuPZIvmT34tnvh0t1CcNqHmnxbilRZCzO4tVHuRyMovEmrhOSFebSXEG901u+XA10J12UVeYbFQ804I8XIzId7uJ0RZvlAPfitUl12UOZzCKSva2jyjkxCvtxdqcZZY+PMRcSyrWFwotIleL6wWg9z9yyq0iWZPrBB7MvLF6dxS0eX578XVM34SpXaXePfn4yLT3f/95wrF4k2nhMMlizHvbBKtn/pW7DlToM1bty4Z8PIPotjuEhl5paLrf74XV03/URTbXGLGqsPiHzN+FKV2lziSWSQ6PLtSDHtjvSiyOUVOsU0U2Zxi8eZTovFjy8U3e84Ju1MWN7y9QbR95ltx8HyROJJZLJo9sUL8dDhLlDlc4pqZP4lOz2l6XltrZXE8q1iczi0Vx7KKRcfnvhPD3vhZlDlk4ZIV8cuZAtH8ya/FT0eyRW6JXZQ5NN1cZHOKJe52p6zYL/JLHeJYVrHIyCsVXdz055c6xJLNp4TDpYgdp/LEgXOF4qVvD4hCL118KrdU7D1TIMocsli++6zIKbbrsnwqp1TsOJUnsovtYvupPFFqdwqbUxbveekru1MWb609KgZM+0EU25xi1prDPvbBy98ecK8d58ThC0XifEGZOHKhSNzw1gZhd8oir8QhLn35B9HnxTUiu8gubE6NJw6XIkodLvHRFk2P/Gf5flHqcIkSu1PklTpERl6pPgcLSh2ixO7SbctrZ/3snseyOJldLMocmgy0ffpbMertjcLulEV+qUO3vTy6bcH6E8LmlEVeiV3sOJknHC5ZPPeVpts+2XpalDlk8dK3B0STx5a710KX+PlIlrj5nU2izCGL+z7U1te1By+InGKbOJpZJErsLjFj9WHx3Ff7RLHNpfP9ZE6JKHO4hM0piy92nhEXCm3iDfda+vbao8LmlIXDKYsPN58SuSUO8dI3B0Tjx5aLDzadEkVuu3nHqRxRYtdkqvPz34lDFzR5O5lTIrafzBNFNqe4/NV1oseUVeJkTok4mlkkDl8o0tf4+z/cIe5dslM4ZUXIsixUR6mw5ZwWX+88qe9xbE5ZfLbttFBthUIsGS1EcZZQ170sxNMxQtk4W2TnF4qPtpwSNqdL2O02oa78txDPxArHtkWisKhIuFwuIZfma/b0q62FI++sKCkrE+9vPCHeWXdYuIqyhJjeQYgZHYVSkiNKyuz6mvfOT8eE3W4TDpci7v5gu2j+5NfidG6ptjYtHuXeF2wQiqNUHM8sFvklDh/dqZ7/RZQ5XGLtoSyR9sTX4p9LdginrIgTOSWixO4Spe79SurjK8QTn2n7uWPZxaLQ5hT9Xloj7v+onDdOt11nd8oiv7hEyFmHhc3pEmUOWV//PtmWIY5lFYv1R7KFzamNrWft+nrPOXHgXKHYdTpflDlcYsb3B0WZXVvfbluwRbT81zdi28k8UVDqEF3/873YdTpf7Dur7UtvnLtR2F2y+OVMgba/+GSXsDtlkenWh49+uls4XIqYvHiHSHvia/HT4UxR5O7Df5bvFw6XIsa729h+7Lwos9lFmc0uzuaXiS3Hc8Rlr64NsFn+l1FVP4UkRKjoGzXwR//+/enQoQOvv/7679bG22+/zfPPP8+ZM6HjAvijqKiI2NhYCgsL/9bxpZyySkZ+GfViw8gpdpAYbeVcgZ3k+HAMSJwvslM70kKR3UVsuJnTeWU0qR2F0aBdOzuSVUKLOtFY/GLu2F0KhzOLaVk3JuCZB7KiYHepKEIAEk5Z0bLsKTacmCmVDZiMWiYck0Ei2iJhdBaDULQvvqbQmaIcssK5fBv148KwSALJVP5lz+5SyMgro1FCBGYUFAGFDhWDZCA63ITJYNCuj2UfRCS1Js+uYjEZibAYMXqeZR2AOq1D0qCqAptLcQdSV4mwGJEkzXNvNBgodchIQIHNRUKUBQntq5IRFbIOIBLScGCh0OYkNtxCsd1FYqQBco4iajVBkiRUWyE2ixbwOi7CjMlgQJIEkipjyN6vpZrOPQa105BMVpyyyqELxTRPisIiOSFrP9RpjaSq2hWJsFgweqVPVlxQlgvmcC1tvEH7muCSVUqcMmaDgTP5ZTRNitJPwjlkhWKbi3CLiZO5pTSvEx2QLculqBzPLqVRQkRAdi6XrKIisAgXFJ5BjUnGaNG+3iuqiktWsOKC0mzU6HoomMjILyM5Ltwne5wQAoeskllkp15sGBavjBpOWeVcoU3LciOB2euZw6WQkW8jJT4co0FCVQUHzhfTsl50QFYOh0vh4IViWtSNDppl7GLhlBUOXSgmLSmKrBIHdWPCsTllIq0m9ymZIpolRrnnaQQOWSHcYtTk1pu2zGJa1tXo9szzivkUHnSuuhSVUoeMSxHEhJnIKXEQF2HBYpQQQJFNxmSUtGyWgMVkwCSBCQVMFpyyyqm8UhrWisAoqRTYFKIsBjAYOXRB460BiUOZxTRLjEJFkFfqxGIyEBNmxihJHM0uIbV2JIoqyClxkhhtwYqMJGQkUzgYjdidMucL7dSPC8ciKbgwcfBCEWlJUeQUO6kTG6b3zymrHMksJjUxknMFNhomRGKQtMwyVpOBw5klpNWJ0sfVw4MIi0mnM9ziJw+yJg9pSVGYDQZUIThfaKdeXJh7DLSTUDklTuIizOSXOkmMLqfJpagcyyqhsfuL+dGsElrUDZw/dpfCkUztGQiK7DJGSSIyTMvg6aHFpQiK7S5qhZuxGhTIP6nFq7NEUuCUCDObKSxzUidSguJzYIkGSySSJUS2TjcUVUVWVByypuNiw806n2T3sxKHgkGSiLIafeaeR76L7doV3ugwk89zu0uT/RZ1ozEawGz0mptu/rasEx0yUySyA5F/CjkmhWN5LpomRpGRX0ZKnBUTMhSfR0Q34FCOg8YJEZwvtFE/2ozVbERFQhESp3LLSK4VzvkCOw3iw7V5rzgRuceQYxujGiz6vLfigpJMHJENOFtgJyU+gkMXikhLDMMqqWAvxBGWyJGsUprXjcKMikOVyClxEhNu0nXKsewSmidFYZdVSh0KERYjVrOBEruMJElEWIyU2F3EhFs4nFlM08QoCu1OIi0md4YywfGcUpolRWFSXRhKziOi6iJLFhShyVLzOlGYcSEVZkBcQxTMyEJQ6pCJspo4W2Cjflw4+WVOoqwmrEYJuywIMxspc8pYTAZt7kVZMEkSTlVgMkgU2WU9+1iY2YBTFvrVh7gICzanjENWiQnXZL5WpNaHFnWjKbbJGI0SEWYjJ3JL3acyBWajQY+pJtxjKmIb6muB9kBoJw+KL0BMfZ+1WFZU8sqchJmMRFpNuBSV7GIHdWLCOJVbSp2YMAwGCbNRQggtCG9StJVzhXZiwkxEWEwYDRInsktISYjgTL6NxgmRqEKzE45ll9AoIQIhtBAFzZKiMCCQVBdSWQ6ExeLAioyBCIOKZM/T1lFHCUTWxqYYkQwSYZILSrK0eVmWC1F1cAjNzjCp7isorjIQCoollgOZZdq8F5BvcxFuNmIxSagqHM0uoWWdKAQS2SUO4iM1u6LYIRNmMmI0aCcdzxXaaRQfgSoEp/LKaBAXjlGScCgqTlnVdInVSKHNpen8cDNGSbNVoq0mLCYDxXaZEodMUnQYDpeCSxXERZhxKaqmt+pEoyKQkDhfaKdujBVJ0nR8yzrRmIUTB2ZySpwkRFkwG7T1QxG45TuS7GIHidFhmI0SkgSKqs2ThvERGA1aRlnPFWNFFZzI0XhzMreUhvERyIpKkV0mNtxMqUMmLsKCJFTOFDqoGxNGZrGd+rFhuBRBfpmT2pFWMvLLaFQ7AklI5JY6iLCY9BOsceFmzhTYqB8bxrlCGw1iw0GStDWsbjQFZZpsH7pQQlpSFALB4Szt39rJcYnD7jWnyOYiLtysr1dGCeyyiksRKEIQZTViQMKlCoQQWExGZFXjbcu60ZzMLaOhewyd7vcsRokws5ETOaWkxEeQV6rx1iRJlDhkwixGjJKkr0sN4sJxyCoWkwFt+gpUIem6ze6SCTMbOZRZol+hOnShhMa1I7CYDEhImq5znyhTgRPZpbSoG43APY61I7lQZKdurGZPuRSVI1lafbIqyC1xUjvKgtFg0PcUJ3NKaVw7Ul8HDBIYJY0Xp3LLnzVNjMIgQbjJgEuFrBI78REWckqchJkMRIWZOZFTQmpiFE5ZQZIkypxa0PHoMC3LbtOkKCQhOJrja6sqioJBceAQBo7mOEhzn2I9eL6Y1vWiMCo2cLpt5qz9kNSKgzlOmtSORAjBhUI7jWuZIWs/rvgWYArDgEAVKmalDFw2nJY4SlwSkVbNpmhdJxKjU7uKp1hiOJHvoGGtiPK1RlLAVYbLHMPRLG0cwo1uzuccQdRqgixZOZFbRsP4cFyKSrRZQP4pRGwyLoMVRRWczCkjrU4UZU5NL6hCcLbARoO4cI5la3wodboIN5sQQnA8u5TmdaM1+pGQECiqduLp4IVi0hMtSPYCHOHaKaQjmSU0qxNFRm4ZKfHhGCQotMvEea1dZ/NtNKgVhgBKbC5qRZrddUvu+RsOSJzMKSU1MRJFCM7m22kYH45BkrA5FU7laf0wSpodmu+2GbW9lsTRzBKaJFiRJCM5pdoeyWLU5uGJnBIa1tJ0UpFDJcpq0mQjhM3yv4qq+ilqnFLVwO/tlMrIyOCee+7BbrezcuXKKr/3/8UpBbgNEW1BCLMYcbgUfZPpUlQtvogKYebyZ0ZD+UYqVIruip55ICsKslvBCdDKK05QFZySdgTZs9k1GQ3gcgACzMFTmvr3yySpGIymEM8UDG4njOxygsHke2VFdoDJisvpxGAy6X32flYRVFUgqwJJQg/K69lMKaqKKjSngBBgNIDJvQFTXE6MZq3vDpe2iKoCjBIYJQUXRqxGA6riQhYGVEBC8jluakbGiQkzMpIXnZ4xccqqtkExWfV4WAThE4oTJKPukCrnn2aoCUHABtHuUjTjBxEyvarTbQwFg0tWkQwgyS6MFl8eK6oKQiAUFyb3BiVUXUIIXIoadIFxygoSEuYg7zllTeY9suCUlZCLVEXPfg1csozZZMLuVDAbQUXS55L+zKVgkoSWbTHIPPOffxfDp/J3FX2s7S4Fg4Re3iMLoBm8JoOkOaS8HJx620IgyzIYjJiMBh/+uRRVPxKuaIQhSZIurxaTwe2YVLFIKqBgMFjA23HhkrFIKpJQwWjBoQisZmPQvjtcSsAzzyZH10V+/DRI2gYoFK9ciooQmmNO46vwadcTr8soSciqCKDJm5aq6lYP/wOdP6p7Ey1pz2QnAqE7qC0mN1+NkuZ0AR9dUREUVUVRBYoqCLf46g1ZUfU08aGcR073Rs8S5LnDpcW68XZIBet3SMhOXJJJHweXomIWMi6MGIWMajAjq5qzxfPMIYxuB4WKrErBZUZ2YhcGTAYDiqo5TlRVxShcSOYw93wERYBFklEwao4wU5gmF6rAYJCQVAWXMIAkCDOb9H4JBJLQYgEZJIHVrKUS1zalBlyKwCqpuDBgNhmxOWUMkuQzJwF9rF0YdYe7U9achIoqMCOjSGbMJgMuWUEVYDVK2Nx2gCw0+QRNv4cZwekeT0VImCTt6ozLPfYOd9sCQKgYAGEwoqra3HPJKrIqCLcYdd2qqgKL2egju55x1z6u+F3LdzkwmIPIphDaxxOTJeCRZ7562yoGtPnruQvlPdckIVDddRoNBv1jmeSe82FGCaeiYDRom2APhQIwuddvRVGQVCdIZpyq1hdVCIzIqBgwoaBIJlyqhNUIQihIQqBIJkwoOISEhAGLJFBREZIRoSiaDSEZEELCJCkIDMgqXnzSaDUiIxlMOBWBSZJQcdsYgMH9kUWS0D9guBSBhMYOSdLCH0hImAyghYMSmv0lQHbrdsldpyq0a8yyKjAayvlkkCRN/yIh3DKnOWWEe8gkjJKCEBIuIWEwSJgkCYFw6w1tHcFNh8Et2LIeL0gbH0+/JKGiYHA7LzT5ldx1CCEwSwIZA2YDoMrIGLXnCEwSqML9bxRUTAhJG1tVFRgN2nw2SJJuh3lDcv+fJLRykvuassZnjW5tTdQ+GLpUdD55HERmd/9cbt5pv2nyZ5A0Ygzu55LXOFrd9rhwO/8A7aOkxjoUVdLpEe7+WA0qMkZND5g0B7LZqK3XDlVzTilCi1uIqoLBiFC1sTRLMk5h0tZGg5sXQnNUWCUZu9B0mdlQ3p7miBIgofVJFUiSwGwyoSgKTkUro9Wp/VdWhJesSlgMAgxGZFn7gG1090dRIcwkuYkFl0tz4Htkx+Lmj4dPuOXcY8f4P/NfqxRFQVJcyJIZgyQwmUy6vSLLMgbVhTBZkVQZWRhBory/Qmj7JKHgFEasZiOyW8ejeuwTs25nOF3aHJeEggEVjFaciorFqK1fntljxoUwmHGpYDUIZGHAKKmgyqiSCSQt66TZKCGrYDYCsgthsqCogFA1W9IgafpNlMuj2WRAVgQmg2cOabzyjLe2T9P+6+GVbr8pToTBjFNR9bkiqxr9CE3/GwxGTQ9RvtdUVBVVUTCbNVvR4eZDuW2pXQk2Gw3YnLJua9ic2j5UotxO12wvgdDEFqEKTJKKSxgQ4J5v7vkgBEZJoGqfEty2kBJ0P/O/jBqn1O+A39splZiYSIMGDViwYAEdOnSo8nv/n5xSNahBDWpQgxrUoAY1qEENalCDGtTgfxtV9VMEOW7w98XJkydp0qQJO3fuDOn0qajM2rVrf1f6srOzKy9UgxrUoAY1qEENalCDGtSgBjWoQQ1q8DdATfY9P6SkpHD+/HnatGlTeeEa1KAGQPmVv6qU8y6r/61WMaVpVcvV4FehKuNZ1TGvwe+D6sy5vxr+zn37I3GxfPyz+apUsX3Fby3x/m9F+K37978ir1WtX6loza3KGusuE6o94V2H+98XM6bVeaY3F6LMr5KLCnhS1X7pdatKgA1UlXer0k6FZYL1weu3iuiornz/Glqrys/q1usNEWI8L3oe/4n2azCaL6Yf1eF7Ver3qa+CfldnXip++4cqt18BQsnCb6GvdPjN+V9dH3/+Gv174f/VSamqwGg0Urdu3coL1qAGNdBhMEj0mLKaEoccskyU1cSmJwYC0H3KKiQk/W8wwqvp4CgO+T7WaHjgwG9IdQ1CobLx9B7LGvw5qO6c+yvh79y3PxLV4WP3KasodSj/E3w1XsT4GwwSA15Zy5qH+v/huut/RV6rR0eQNbdWKkz6seK12L0Oj3xrA59M6gXTWmpp572eS97rtMEIb/fDeMe6KtN29YyfOJlb5vMsKdrCmocurbCOSKuRzU8MCigT6vegfAnSHx44oM8PX5qslcqbT92zusA92zAAPaasRiCqTpf7nUrLzewMJZm+Dz22k3ff/OypULJTFd7501nZ/PWUHfDKD2QVO4PWcbGorG3PmAXIuCUKw4MHL24eG/48+9V/3Ko7XoG2ePXbDFX3gFfWUuqU2fzEoOD8qQLPveta81B/oOJ54P9OVrEjZLmQshBVB+Pk7VWXhWBzzgP3uHvmfEX1VVuf/A3xP+eU6t+/P+3atSMsLIx33nkHi8XCpEmTeOaZZxBC8OyzzzJ//nwyMzNJSEjguuuuY8aMGYAWSHHZsmUMHTpUry8uLo7XX3+dcePG6b8dPHiQu+66ix07dtCsWTPeeOMN+vXrBwRe31u7di2XXnopy5cv5/HHH+fw4cN06NCBd955Rz9NlZubyz333MOPP/5Ifn4+TZs25YknnmD06NF6m59++inPPvssR48eJSIigo4dO/LFF18QGRnJ2rVreeSRR9i3bx9ms5nWrVuzePFiGjVq9PszvAY1+I1Q4pArVKTe8DfuAG1RqGhRr8EfiuqMZw3+HPydx+jv3Lc/ElXlY6lD+Z/i98WMf6lTvuh3fy3+V+S1WnT4r7mu0uC/B4HNzWucJZWv225HSFVpK3MGlou0GqtcR6gyVWo/RH+CzY/q0ARoGQ29aKkWXVUt5ywNPR6VjFVF9VdXvqtSvtT5++icitr2jFkoGb/oefwn2q/BaK6O3v+t2gyo2ymX118Bf6paV3XKe96pqFxIWbBEVaudCuecFyqrr9r65G+I/8nre++99x6RkZFs3ryZl156ieeee47vv/+epUuX8tprr/H2229z5MgRPv/8c9q2bVvt+h9++GEefPBBdu7cSc+ePRkyZAi5ubmVvjNt2jS2bt1KYmIiQ4YMweVyAWC32+ncuTMrVqzgl19+YeLEidx8881s2bIFgPPnzzN69Ghuu+02Dhw4wNq1axk+fDjCnd1p6NCh9OvXjz179rBx40YmTpwYkNGlBjWoQQ1qUIMa1KAGNahBDWpQgxrU4O+E/7mTUgDt2rXj6aefBiAtLY1Zs2axevVqkpKSqFu3LoMGDcJsNtOwYUO6detW7frvueceRowYAcDs2bP59ttvmTdvHo888kjId55++mkuu+wyQHOaJScns2zZMq6//noaNGjAQw89pJedPHkyK1eu5OOPP6Zbt26cP38eWZYZPny4fvrJ40zLy8ujsLCQq6++mqZNmwKQnp5eIf0OhwOHo/xIYlFRUbV5UIMa1KAGNahBDWpQgxrUoAY1qEENavBn4n/ypFS7du18/q5Xrx5ZWVmMHDkSm81GamoqEyZMYNmyZchy9Y+49ezZU/+3yWSiS5cuHDhQ8V1f73fi4+Np0aKF/o6iKDz//PO0bduW+Ph4oqKiWLlyJadPnwagffv2DBw4kLZt2zJy5Ejmzp1Lfn6+Xte4ceMYPHgwQ4YMYfr06Zw/f75CWl544QViY2P1/6WkpFSbBzWoQQ1qUIMa1KAGNahBDWpQgxrUoAZ/Jv4nnVJms9nnb0mSUFWVlJQUDh06xJtvvkl4eDh33XUXffv21a/RSZKEEL4R6T3Pfk+8/PLLTJ8+nUcffZQffviBXbt2MXjwYJxOLYCf0Wjk+++/55tvvqFVq1bMnDmTFi1acOLECQDeffddNm7cSK9evfjoo49o3rw5mzZtCtne448/TmFhof6/jIyM372PNahBDWpQgxrUoAY1qEENalCDGtSgBr8l/iedUhUhPDycIUOGMGPGDNauXcvGjRvZu3cvAImJiT6njI4cOUJZWVlAHd4OH1mW2b59e6VX5rzfyc/P5/Dhw/o769ev59prr2XMmDG0b9+e1NRUDh8+7PO+JEn07t2bZ599lp07d2KxWFi2bJn+vGPHjjz++ONs2LCBNm3asHjx4pC0WK1WYmJifP5XgxrUoAY1qEENalCDGtSgBjWoQQ1q8FfC/2RMqVBYsGABiqLQvXt3IiIiWLRoEeHh4XqcpgEDBjBr1ix69uyJoig8+uijAaeuAN544w3S0tJIT0/ntddeIz8/n9tuu63Ctp977jkSEhKoU6cOTz75JLVr19az/KWlpfHpp5+yYcMGatWqxauvvkpmZiatWrUCYPPmzaxevZrLL7+cpKQkNm/eTHZ2Nunp6Zw4cYI5c+ZwzTXXUL9+fQ4dOsSRI0cYO3bsb8u8GtSgBjWoQQ1qUIMa1KAGNahBDWpQg/8h/KWcUnFxcUydOpUHHngARVFo27YtX331FQkJCQBMmzaNW2+9lT59+lC/fn2mT5/O9u3bA+qZOnUqU6dOZdeuXTRr1owvv/yS2rVrV9j21KlTuffeezly5AgdOnTgq6++wmKxAPCvf/2L48ePM3jwYCIiIpg4cSJDhw6lsLAQgJiYGH788Udef/11ioqKaNSoEdOmTePKK68kMzOTgwcP8t5775Gbm0u9evW4++67ueOOO35j7tWgBr8voqwVqxPv55FWIxJ+GSat0RU3UNnzGvymqGg8KxvrGvwxqM6c+6vh79y3PxJV5aMnHfX/Cl8vZvwjLaZK3/29+ve/Iq/VosN/TTVHBv/dG+5n4W5ee9Knh6zTq0xVaYuwmALKRloql89QMlwV2dafheiPnj7eh6bK5c3nuTXK5zeBqDpdVS1niQwcA8/f3n0LMk5B51QV9YL/86rQGmkxVrl/1UGFMuKRW//+V1NGA/An2q/+trX/bxW9E9QWr2abIeu2VKBroEo8D1ZXlftmMRFlVUKWCy0LkdVqJ+ic88Dr98rqq7Y++RtCEv5BmP6f49ChQ7Rs2ZIjR47QrFkz1q5dy6WXXkp+fj5xcXF/NnlBUVRURGxsLIWFhTVX+Wrwp0BVBQZD5QubqmrqxlNW/xsVDIFGX2AFStXK1eBXoSrjWdUxr8Hvg+rMub/aOP2d+/ZH4mL5+GfzVVEFxiq0713OQ/Ofobv+V+S1qvUrqsAYas2tyhrrLhOqPaEqSJ463GUvZkyr80wnLQRNv0ouKuBJVful160qqBh8bKCq0CWg0nYqpCVYH7x+q4iO6sp3VXgSqkxV+Vnder3hI59euOh5XFW79HewX4PRfDH9qA7fq1K/T30V9Ls681JRBRJUXcdVoVwoWfgt9JUOvzn/q+vjz1+jq4uq+in+vu62i0BeXh6ffvopMTExNRntalCDaqCqytG/XPnfVVyoaxxSfwiqMp5/pQXx74iLnXN/Bfyd+/ZH4tfr5T8HVd0ceZfz0Pxn6K7/FXmtav0a30KspVVZY91lQrXns8lz//tixrQ6z/TmQpT5VXJRAU+q2i+9boPRJ5jvbymvFdISrA9ev1XURnXluyo8CVXm1zikqvp+MCcE/Ip5XFW79HewX4PRfDH9qA7fq1K/T30V9Ls68l8dGqtaNpQs/Bb6SoffnP/V9fHnr9G/F/5ygc5/T4wfP563336b2bNnY7Va/2xyahACntM13lCq+NtvgYra8qFNDX1sNCRUJfC9EPUE44Oo4ruh3le9+uH/3Ptvfx4ofs9Cvet55l8+VF3+f+t0BetXFfkdbPyC8SIUKuJLVdpSLpL+UONVHdqri4pkxB9Bxy1In/xltKr1/VbzvjrjV9H71eFNDaoGH9kINUcuRq/61x2sDVX53dYMnyb92ghFl7/e80dIPenFo4rq8OjhastzCHpVr/b914CQc66S9SrouupHv3e5YO9W1k5F61qotoOV1emp4hr8W9osldXlzcdQcqOPWUXzJMT4hKrb87v3fysrq1RgH1RqgwQZV2/bwx+h5Mt/XfUvV5X5GKwvlc6dEHT69yFUX4LNZ89/PXqmormkev0vFA3eMlJVuauoL6He9f+tIrspmM1ZlTELZq+H1E2e37x+DxjfEG0Ha68imsF3XQjVh8rGKpQtHko3VESrPyqSRX/dHGwOV9Se6vfuxchKVfcrFdHiP6cqozfU3951VUTzr92b/B1Qc33vb4D/j9f3ekxZTYlDBmBAy0RmjO7k81uU1cSmJwb+Ie172rp6xk8s/2cfmNYSJAkeOHDxDbyaDo5i7T5yBfV405EUbWXNQ/2r/G6ofgx4Za1Wj9fzYPz0fzbglR8AWPPQpSGel9cLcPWMH8kpcenvZhU79T4Eq7vMqfrS4OknVKmvlfW7OqiIL1Vu6yLo/yNl/GLaDMqXIP0c8MpasoodVa4v0mpk8xODfGjp1TSBOWO7XBRPqjN+weCR5T9jPP72eDUdhIAHD/6qOR6ybv/63uoLZdm/vu5qwCM3ATrbmy40OSt1ygGy3zghguX/7BMox2/3gzvWafXMvxJu+4YeU1YjED51+MtqteW5iuNSlbYrW68qo23kWxv4ZFKv4M8/HANnt/nKkrud7lNWISGx6YmBdJ+yikiLqdpz+mL75P9+VdqqDJXVVdG67uFhAP1Q3odZXeCebXSfsopShxJyba7IpqhKWQ+unvET9ePCmDO2a4AcRVgMrHno0tDrjVt/eNqtSEbGztvMwvHdg9blLRflfQiUx5Dz0WtsPPSHmjuVyaCn3Uc+2cVLIztUyDt/Wj16ocK5UgV58rfhqiJ3FdnKodrIKnaEpq0C3XNR+m1aSy3W1z3bdJ2p97MKYxWqj3PXHWFCv7QAmrz1TlCaZ3YGV1mA3vDvg3cfqzoG3s8mLtzKuQI7y//Zp8K6KxrHiQu3VdkG854Dodrz5o2/rIWSo5O5ZT6/eeuyAa/8QITFVOHcDMWjqrTvP5aV8as6Y1URL/+KqLm+9xfFXyGG1f8CShyyPnHtLiXgtz+yfQ/KnO6/nSW/vgFHcfliWEU69ECcVXzX/30PSp1yhc9DPSt1KpU89+eXoj8vdf/b04dgdZc6/L5cVaOfldH+e74fsuxF0P9HyvjFtBm0bJB+ljqrVqd/fb7zXq42fRXSWQ14ZPnPGI+/Pbxl5VfM8ZB1+9fnKv1t26gCPHJTmc4udcq63vOWtbJQ8ue99jhL9TL+7QZrp6LnAajG+lRZ25XVVRlttoqeO8vKeeLXjvd64v3vP1K3/5b6o7K6KlrXbc7KdTYOjY+lDsXnXf+1uSKboiplPShzyj62nfc7guB2gk67X7sVyYitgnXER0b0PgSWDzkfvWj2oS/YXK8iD+1y5fauP62eOVDhXAlCc0W2YUXlKnteEb8qtQ0qmFsXpd+C6Ey9n1UYq1D1uhQ16LNK33WWBt1DVNSHixkDu0vRx6Eq+j94HdWTp8r6Emy+VdR+WRBZ8dZl3nuS6vKoKu0H7EkqKX8xdPx/Q831vRrUoAY1qEENalCDGtSgBjWoQQ1qUIMa/OGoOSlVg78k2jeIxej+yNwuJe5PpcWDxOgw7R8th0HJ+T+kTe80xb8mTajVZNDrSoquWjy1SKsRl6JiMWm+7RGd6hFhqnoq7sGt6nCuwAZAuwYxHLOUUjsqeNtN4iMpcbqqRNf/GqKsJp23nrTWf1fo/QySPtsbUVYTpVal0nL+6Y07NYzF5v56nl4/9teSe9H4O6fk/dMRVQekP/B7WXwqmCP/uPaAWhFmIq3GSnVto/gIXd4bxIVRYNN0oL7W+COqbvm/068FoHFCOHZZrbAdDx0WkwEcVelB1VArwoxLqSRCRHiC9l9jcF54aIuPsJAUbSE2wkTD+HD9eUq879h5r2U0v1yTpyBoVS8au1PjS+OECCym6geOtZgMRGGqVI/9kUiIslAvJpCXPZrE+/xtNRmoFWEGoENVbCh3avPkWuFkFTswGzV+JUWHUWopX5u9eeGxDTz6sl39WEpdVVvHx3RvSGKURl/jhHAi3OnSk6ItRFrNoV/sPB7cItenqSZb/jLijWZJ0Xq9kqTd/PPgmnZ1iQ3T2m1bP8anLxodWl9Dzkc32jWIQa4kNkzjhAgi3PZBsHnoGb/Brev6vxoAT9lujWppP6RqV4AGtkwKKOsZo6og2LqnzXEVh6yGrMtqMmA2ls/Lzg3jKmyj1KqEps1oBYKflPKMicXo+17XRqHbI/VSiE7W/t3iap2GijBvbHtsDl851vSOibhw7d1+zQN57albUC4LDeLCyC5x6vOJ6LpBT2dVtFZEWo1YTAYiLUZdhirDte3rkV+q9aFdclQAjVVB79TagDY/c0pc5Jc5Q5ZNirYAUoX192wST5lLq6NfWu1K20+MDtNPQ0nuur3n+svD08kv1U4dJceFcyK3tMry7k9jWlIEhTaZMqeK030KrkntCEJFQIqPsIS0+6PDTKQlRtKkdkSVaPn/hD/dslZVlVdeeYU5c+aQkZFBnTp1uOOOO3jyySfZu3cv9957Lxs3biQiIoIRI0bw6quvEhWlTaBx48ZRUFBAt27dmD59Og6HgwceeIAnnniCxx9/nHnz5hEREcHzzz/PrbfeCsDJkydp0qQJS5YsYcaMGezYsYNmzZrxxhtv0K9fP52udevW8fDDD7N7927i4+O55ZZb+M9//oPJvelu3Lgx9913H/fdd5/+TocOHRg6dCjPPPMMAJIkMXfuXFasWMHKlStp0KAB06ZN45prrtHf+frrr7nvvvvIyMigR48e3HLLLb8zx/968E99qaiCDyb28CnjlFX9uCxoR2edfovkxaSaDZaKN3hbCh/d0VP7YdhMd8plP9r906J6Ahn6Z39w2UBxK3fFCbIDDKaAlKJCVbQYBV4QsgPJ610hO5BMfouZmw5PP6wmA7ufvpwws0bHV5P7BPQzGD83PzFIP14P8MgVrYPyyKWo2F0Kqx/s70PGw1ek6/+ee0u3kO86ZZUPJ/X07YIqMOA1lh4+efVVuNOw+o95dWQlWNrVyvii02eQcMoqGx/rH5jhQ3aUj3EQ+itr19O23aXo4+Z5Dy4+M4d/u1XhleedYPIYrJ9CdvjIQrCUvB7+e9enqIKF43/9vK/O+Pn/14PVD/bH7lKqzJsaBCJg3D36cfJ27e9gc8RlA3O4b0Uh9GhA/aHm3E2fBNLg9bcSRIdUFcHGX6gKPz06oEK6PHr7Y3dsDEUVrLy/n089gXKsYLl1RXm7/R4EYPk/+wL4yKu/rHp0/obHBtD+2e9wuOsOKs+qM4Be1WXHYA4L6LOnnxW1zX27tfdcDgiiv76a3AenrPLDw/2D6uTZYzrjlBV9Ldv79CAsZrfTosekQB67x/1jrxhKy//ZB1SlSvrE00dZFWx6rH95Wx4EaQuTtUI9VFFb/u8Fs2M8dSVEWdjyxCCdT962y/TRnfSykoS25rtF/T/D2gWn39MHlw3u2QrAt/f11eeJUBW+mnyJD23eOtvuUnzW/rnjuvoEEZa8uuG/nt3Wp6ke+PeLe/ro/fDErPSMeQDvLn9Wr/PFkR0AXxnx5/cLw9vp9SqqoNuUVXpdU0a018vPGdsV0HS/ogqdDv8xCNaXxRN76n02GsPQnSpe8rH8n330ujY91p+2z67CIaskRFpQVKGP3z/aNQhpg1pMWnuesq+7/6te+SIG4N5BLXzetZoMbHjMSxcF6Yt3f7zXbc88/OnRAdhdCl3/uyqgLh9Z87JTXr6+Y8g+eLdhdymBOuj+/RheTNHl1Fv36GPiDn7ukZlZN3UJzbMb3i9fQy59BNDGWHXZMYSw0bo3rau3IwCr2cC2fw3y6WPr5FpBZcI/RtA39/bV9ZmiCowT1/rw1wNNDwaXee855x8YO5TuHdGlkV7mrTHd9XLRYSbWBxnHYHPnjkubAdoao6gCl6Iy/I31Afaz6jdf/O0nT31zx3XV5/xL7rlbUfv6nsvNO6esMHtMZ/233s3rI7mffXt/X5/9Sqj+hdqvLL3zEgwGSe+nU1b1ddMD7zHzrFf+7VjNBra4xyvweeU25cXsY/9K+NMDnT/66KPMnTuX1157jUsuuYTz589z8OBBRo8eTVpaGj179uTZZ58lKyuL22+/nb59+7JgwQJAc0p99tlnjB07lsmTJ7N+/XrGjx/P4MGD6du3LyNHjuSjjz7iueee4/jx4yQnJ+tOqeTkZF5//XVatWrFq6++ykcffcSJEydISEjg7NmzNG/enHHjxjF58mQOHjzIhAkTuPvuu3WHU1WdUsnJybz00kt07dqVmTNnMn/+fE6dOkV8fDwZGRmkpaVx9913M3HiRLZt28aDDz5IZmZmhTGlHA4HDkf5Z5SioiJSUlL+1oHOPcHfGieEs/yffX2CwQH6lxpveL7OwG8bRLSqbVU58Ll3MEUoX/w8aNAFJqz2ocMT+LnSd01WMFq8CC0P8lpQ5sIhq0RZTfzy7OBKeerdR+9++vPnD3v3hWTfvnv31Sso5a+VlYulr/uUVViMBm1jVtk4edNviYIHD/7hMh6sv1Vtc8ArP2hGR3X6CT7y6LmfHyzgaaeGsSwc3+OieTJx4VY2HMsL+k5FsgnBg6RWp+0aVACPvLhl3kd+KpMdqDz4eXXq8w58nn/8twmsju98Cqq3K6Mrqg5M3l5lPRQsKUBF5T3wyGubp1fq7wWV55dSoSw3OL1V1F2VzTn/9xvEhbHy/n6VzkXPWnax62Kn578nr9T3a38oWvu8uKZqut1khdotYdKP1dKtwfgSij+eulJrR7DmoUuDBjX3Lms2GjQ+wUXr7IoCn2cVO/W/Oz3/PU53P/2DCHvLmn//k6ItrHno0qBBsYPxLxTvPPRUVV97bKNQa3qkxegTZL269DCtJRR7naQPIYse3rSpHx1g81ZHdjyB3D0895bxqtp+FfHKO1mAv97xlrWLbSOY/PjYfhWsCVXhWVyEuWq2tH9bfoHPf43O9ecj8Kvr89hTVX1n/LtbWH0omzox1qDjWFVbZ+y8TSwc36PCxACh6EpLivxV+7s+L64hv8wVQBOgJwiAi7fpvfWqt1z68947WLvHhvW0o8tbFeioiM9/NfwlAp0XFxczffp0Zs2apZ8Qatq0KZdccglz587FbrezcOFCIiO143izZs1iyJAhvPjii9Spox3Jjo+PZ8aMGRgMBlq0aMFLL71EWVkZTzzxBACPP/44U6dO5eeff2bUqFF62/fccw8jRowAYPbs2Xz77bfMmzePRx55hDfffJOUlBRmzZqFzRC6WAABAABJREFUJEm0bNmSc+fO8eijj/LUU09hMFT9uOu4ceMYPXo0AFOmTGHGjBls2bKFK664gtmzZ9O0aVOmTZsGQIsWLdi7dy8vvvhihXW+8MILPPvssxWW+bvBE/ytzFn1oOYOOXCC/9r2q9NWlQOfVxYUVSk/JhxAR2Xvyo7AhRUtQJ8/vRfTxz/7XR+E6OuvlZWLpa/UoYDn4FZVAt/60f9Hy3hV2w3Wph5Q8iL6CYHBc7U6y+mwVSOZQTD67K7A+isq70/Hr2m7BhXAX14uUp9Vuf6q1PcbBz4PKjfVocsSFboe7yr9ZO+30KtByyjOwILV1F2Vte3/vufrcZXn4kXKkTMITaFo9VzhqFJbrvKg87/FWldZPZUlK/HecF2szq4o8Ln3305ZDarbg8G7/56rL5UFEQ/2rm9b1df9Fa7pbvzedos/LrY9TyB3D8+DyfjFrm3BAj371+WRtYttI5j8+KAC/lWFZ3ofLnYeVLO9yuTqt5CxYPZUZe+41N9uPwAVJwYIVd+v3d85ldCy4kkQUFVaguuSivUaBAZr/7VBzf+/2ZR/qlPqwIEDOBwOBg4M9PwdOHCA9u3b6w4pgN69e6OqKocOHdKdUq1bt/ZxEtWpU4c2bdrofxuNRhISEsjKyvKpv2fP8mN/JpOJLl26cODAAb3tnj17InmdLe7duzclJSWcOXOGhg0bVrmP7dqVH4uOjIwkJiZGp+XAgQN07949JF2h8Pjjj/PAAw/of3tOSv2d4bnf67kv7X/ftyoe5t+i/eq05YmBgCUKn3Pq/nDHatDh/4XGWH49wFO3HrehsneDfUWiPB6Udz8q42mwrwd/9rs+8P+KVcX6/dvwL3+x9PnENqhsnLzpd29C/2gZ96e/Om3qd+ar00+v8sFio0VaTES5Y0uEm3/dvA8zG/V/V1e+It3z+M8aj781PPLilnkf+anqSamq1F+V+jxlzZHavyuru4rwloOgersyuiyRAfVAxSelqlM+GJ3ByujPvfnvT28VdVdlbfv/7Slb5bl4ketisFg+oWitsm43WfWYZdXRrcH6Gep3/7o8fApV1rfRi9PZWLWx9pe3SIuma3U+ueNu+ZYJ3i/v/nvWlIgqjnnIddhNT3X0dUVremQVbdCLslsgpN65WNkJN/vyPJiMX+zaFmk16rF8QtH5a9sIJj8+qIB/VeFZlW1p/7aCjNOvsRU9fKwoTmx16qvuO2a/wxYXYwd6wyNvVdXZVpPhV+/vLEaD/m//OsJMvwFfvfSWt1z6lPEeSy8b1tOON2psykD8qdf39u7dS7t27Th+/DhNmjTxefbAAw+wc+dOfvjhB/23wsJC4uLiWLduHX379tVjSn3++ed6mf79+9OhQwdef/11/Tfvq3ae63ueOjwYNmwYcXFxvPvuuwwfPpzY2Fjeffdd/fnu3bvp0KEDp06domHDhqSmpjJ58mTuv/9+vUzr1q0ZOXKkz/W9ZcuWMXToUL1MXFwcr7/+OuPGjWPYsGHUqlWL+fPn68+/+OILhg4dWuH1PX9U9VjcXxXBYkoFu6vb9pmV+oS2mgzsfWbw7xZTKrCty/X7/N5tXXRMqRcblccYeiwjZEwp/1g8QnYgTU3R3xWPZVQYU6rtMyuBwDv//v0Mxk9Av6Nd2bvB6g8V/6gq7aqqwPBiQ3AUaT94+FTFmFJVlZVQsZ2qRJ87ppTZIILHlPKMUxD6K2vXQ7c/X3+PmFKV8co7plRV+ukvkxXFlKrst4uZ99UZv1AxpUCTfU/8ncp4U4NAhIwp5UGwOfLoqV8XU6qCOReUht8pplRldPnPkcpk338NqkxeK9LnFZXRY0r50as+ejpoTKnqtK26HPqGL5juMxqkCnSyQttnvgPwjSkVjMfBxh20mFKqVKk+8fRRVgUIpcptVaSHKmqrqjGl2j6zkqgwU8iYUt5lO//ne7Y+OUiLKVWVtcl/3nnFlPKWZX/agtkHnvFTVEGH576j2F5+VdR/PfPUF7zP2phXJFPe73mXD8VvT0ypjY8NDLkmBOunh6+V2TyKKjC+kgZl2eW8DSKLTpdLjynVKD6CNQ/1r7YN6k2n9zomq6JSOqtqa3j44YkptfVJ37hKPrJWhTb8+2B3KRgkyVcHuRzlMaX8dE95oUC9XWF7/noftJhSLzasdL0QQJcpa1j/6ICLtoODyVVFeq4qtos3DyvTvZ44Se2f/Q6LycCupy6vtq7yjin11T/7BMhdVdeEX2PnKaoasA+TQNeDv3a/4h1Tyl8u/Xkfqh89p66uMKZUVXTUXzGmVFX9FFW/h/Y7IC0tjfDwcFavXh3wLD09nd27d1NaWqr/tn79ev2a3q/Fpk2b9H/Lssz27dtJT0/X2964caNPVP3169cTHR1NcrKWpSExMZHz58vvhRcVFXHixIlq0ZCens6WLVtC0lUDDf7KzGiQuGnOJsbO0/4364cjWPw822ajIUBhXMxENrgNYW8Eb8vIDW9v1H5YNhnjByMDafc3/gzGwN9AM/48X2OMFm0RNBgD+CAZjHSfsoo2T6+kzdMrGThtrbaR8Xo3wCHlRYenHw5ZW4w8d9mHzPwpoJ/B+Nl9yiraP/sdvaauAeClb/cxa9WhoO+GmY0MnLbW5/2Xvz3A/R/uAGDCe1sY8MoPXP/WhqDtjnprI1fP+LG8CwbPUoMvn/z4E2zMqyMrwRwKlfHF+z2LyUDPqWvpPmUV3aesYsArbie7/9c9P/ora9fTtv/CaTBIv8oJ4v9uVXjlecdbHj2yFKyfksnKwGlr9XIBjizK+e+pr8eU1RgNEmPnbWLkW+sZ+dZ6XvjmwEXN++qMn/9/PRg4bS1hZmOVeVODQASMu+fvmZ1hVtfgc8TfIeV5L4gMBdQfas59MFKLI+VNg1fdv8YADDb+ksFInxfX0H3KKk3XhpgjANe/tYEhM3/CaJAY/No6XY/c8PbGIHJshHf/Ud7uOi0swNUzfmTQq77y6i+rHp3fa+oa3SAOKc9B6PXeFHr3uc+La+gxZXWFbfN6e3ghGcNrrYLqryEzf8JiMnDpy2sZ8MoPjHjrZ+79cJv+/M5F27GYjPpa1vbZVeX6Z9Nb8NmdvjS7x/36tzZwzYyf3Tz6ieFvbaySPvH00WIy0GPqWl99B0Hbgor1UEVt+b9X0ZqWW+Kk25RVXD3jxwDb5d4lO/SyQkD7Z7+jz8vrAPjXsj3B6ff0wRyuzUngitd/pNN/1+i6e8jMn/V1zWiQfGySXlPX+Kz9ExZsZcy8jXpZ70/i/uvZ/J+O8fXuDACunfUT17+1AYABr/zAkJk/62MewLvvnoaVTwPw6Ce7AF8Z8ef345/t0evt8Nx3OFzlgYWfWLqbF1fsA2DiQi3Q+8BpazEaJAa88kOF89G7LzfO2cj1b23QxkOx+/LWLR9XzyjvY4+pa/V5mFvqxGiQ9PFbsedsSBvUA0/Z+9z/NXzzKADTVx3yedchq7r95o1Qtoa3DeeZp31eXEP7ZzXnon9d3rLmPU8e/nhnyD54bAOP/ATooNdalTuK/HSPZ0z6vLzOR/bv+WBbaJ59dDN8+y/txx9eArQxNpjDQtpom49dYO3+DDAYkQxGHC7Nhu70/Pf6XNh3Jj+oTPSYstpHX1w5/Uc6Pf893aes0mie0x9mdg6hB4PLfPcpq+j0/Pf0eXENV07/0ee9ULp36bZTvLPuKACTFm3WyxXbZXoHGcdgc+ftH7T3r57xI72nanJwOt8WYD8b3PNlwCtrdf4Go2vCgq2MnafNgUfcc7ei9m94e6M+B3tPXYPFZOTORdv1cusPn+OrnacxGiSueO1Hn/1KqP6F2q+MmK3pud5T1+hyOWTmT0H2JRoufTnQ7reYDDhcKh2e+46Rs9fz4Ec7/Oio3Kb8KzqkqoM/9SxYWFgYjz76KI888ggWi4XevXuTnZ3Nvn37uOmmm3j66ae55ZZbeOaZZ8jOzmby5MncfPPN+tW9X4M33niDtLQ00tPTee2118jPz+e2224D4K677uL1119n8uTJ3HPPPRw6dIinn36aBx54QL8qOGDAABYsWMCQIUOIi4vjqaeewmgM4mCoAJMmTWLatGk8/PDD3H777Wzfvl0P4l6DirH7bKF+F9d/Y/5nIbvYbWwcXPaHtel9dzzScfF88L5b7x2Yr7K2HbKK2agZT0t3aE7aewYFdxr7351euT+TrGItPsmes0VkFjnKYxP54UReadD4BX8FeN8b/7sfv60oloE3qnKXPlh9O06Xz/vwP3HeV4X2GlwkSjL/2Pbyjv/hbeaXuaokQ6fyynS9d7bAXq7rQ6X9LrlQ/u8DX0C/BzmZa6u0HY/ODxZv5tfAE3S2QthytVguITKee2jLK3Pq/T+SWaY/z8gr9SnvEyfm8HdwdgswO6De/efL48eczC3zufJSVVQa7+ZPQG6JE4crcBw3ncjz+dshq/r47MooqLxid7ydM/k2ShyyvpZlFdsDYuLo6517i+H5e8+5wiqv44s2nya5VjhDOjb0keGsYieRIewEALbP0/47+Fl+OqYF5PeXEW8czSrW6/XuF8CXey4QaTXy6D9as/dckU9fPOWhgvnoxp6zRRU+B18ZDDYPPeO3ct8F/tGuQYV1ecpuOZWv/XBc+/C/+mAW91/e0qdsdeZ8MFnPdyfMqagu/7g4208XVNiGv/z4QAltnwYbQ4Ctp0K3x/EftGvHV70Ah5bDpY9UOqfHL9ytJZRoVR42ReujU+fBusNZtE6uFfCuf90eva7TXHwhaBzaiuxyz5zLK626jfnF7vOcybdxe79m7Dnj215Vddr64znccWkzTuba9Hd84tX50F8eizBU/Ru9dNS6IzmVtp9dbCezSOOLp9/ec/3hzw4QaTFybedGnCmw+exXKoM/jUeyygLs+BM5ZQHveeC9XvmPSbFdZkdGIYezSplWJWr+/+BP3yH9+9//xmQy8dRTT3Hu3Dnq1avHpEmTiIiIYOXKldx77710/T/2zjo8iuttw/fM7mYjJMEdgruU4tAWql+Fevuru7u7UHc36i60pYZLseJWNCRIIJAQSEI8WRk73x+TWXaTtQRoC+x9Xbkg2ZEzZ48+85z3DB5MYmIi559/Pm+88cYBue9LL73ESy+9xJo1a+jSpQsTJ06kadOmALRp04apU6fywAMP0L9/fxo3bsx1113H448/7jv/kUceYfv27YwZM4bU1FSeffbZOjul2rdvzy+//MI999zDu+++y5AhQ3jhhRd84liMGDFixIgRI0aMGDFixIgRI8bhyr8uSsmyzGOPPcZjjz1W67O+ffsyZ05tq51FMFfRvHnzav0tOzu71t969uzJsmXLQl571KhRtZbW+ZOSksL48eMD/mbtIGgRLFxXaWlpwO9jxoxhzJgxAX+75pprQt43hom/8mw5pcIFzz6Y969zYPNo8AUTDR9sNyCIrnX/KM+teX6wYH6hggYG+6zm28LanwdeIzHOFnBuA6e9VlBE/89rBtQMeL46BiXe37ISLl+ivlc90v9PlvH63DNovgR5TisAZLTXCxa8Od5R+17R5kldvr9gBAveebi74P4xnMn41vXsRx0Pee2a/7cCm/+D1GoTQzxnqIDVNYM/+z6zAsZDQIB0Ub3UOVS5r3N5jvJ7iebekfqrSGlLCPd5XGLtIPp+myv4BxeuT52u7zMFu/7+th+RrhWuX0+oGXg82PcbJrC5f98cbkwRzbEWiXH2gLGdfzlKjAsM/Furv6luP6z7hisjCTX6kYAxlV+5CBe4OWR99LuXlf6QdT1CGbQ+swI2h8u7mmm16kDYulKDSGPDcMdF+jxY8Hr/e1jBoYOmLUzbU6/2La6Br2xbbWbEdtnvuwp13ZrBqYMFwg6a5rikoPOHUGPjcP8PeQ/MeVNiiDId7fdYlzGYfx0IOc6vESQ80v0T4+y1ruHfliXF2SLWzZrXDFXWg5bVIIH+wx0f7v/Rfn64868GOv83sAKdr169mqOOOurfTs4B4XAPdF6TYEHzog2MXBNFM7DXMQ5PuHuFDWxefb9gcSN8BAvaG+Q6qm5gk2qnO2LwYP9bBclH/8CEELhG2v+5dUOgGQZCmJ1bzc+kGuf6Bwn0DzxY87qRfvelC6P2c4V5Vn+CfX91CUhd89hggSVtsoTDFjxoo24IbPVIf6jvCw5e7KJo61qwv4d6zpplNFTe17zegar3kb6/SIQL3mn9za1oSJK030uLVd0IaYePFrONI2CX2vrgVnVkwHkQl00GlI1g9SHU5hB1vbb/9fzutz9BzaOlZrkJlS7/tERT9n2/W3mkedHtCWZfIUu1+gsrELbVVocrzzXTFux78W3EUZ12/z4gZJ0LtvlHkMDZodJm9SMR24Ew94kUnLYu7ZOA2m1eiHa9vmOWYARLi2YYfnkjhwx+7h9MXCJC3xri+wl4/jBjCjmKYwE0Q2CTQTfwBbj3v5Z1b6ts+/pav7TXvG804zarva3ZrwYLGK4LEdA2hyoP+D9npLoT5Dr+zxIu8LsZ6FlgCEG8w1br+YWhI5DRagSD9k+rdcWI32N1Pkcqw9E8S6hza/4t4PsVAgzVjPMUpL3xPy+a/tr6HpBtodsm6xjw/V2vLidRzQeoXX5DpRkC+4V99VmuVcag9viv5ni75vjUEII4m4zdb4waLK2GMAPjO2zmfV2KuRwtMc6ObggUTcdprx3vtmbb7J9HAd+HoYBsD8z3Gum3qGtZkQBFN5AlauWbdZyqG2i6IM5eO1/9718zD/2Pqfn/YL9b9wz3HKE+P1w2yzkkAp3HiFEfglXQYAO5SIM7r6bz2+pcvJrha9yjwSZLqJrBTyt3+rb4DBoYu5YgpfPjip3h1/AHC9obRJD6ftlOhKGBqxi2zTd37KsoQtqxCBRXyHMDLmsosPo7UD2+N4v+gQlr7sL2w/KdqNVp1wyD3BI363JL8ag6qm4wK30PZW4V3TDYW+Fl1Y4i324XuhD8sSYX3RAIYSARvLNRNB2vpvPLqhy81ef6f+5LV7DninKiGqxc1KXRr3lszQ5/4Za9lFQpvgFz0PvXI/3B0ri/gc0j4X9tr6aTVVDB2pxS3/fqT9CAvFEEoA6Vfpss4dV0Fm0pwB0ihoimG2zfW86WPfvSFKneh/v+osG/jnhVnclrd1Hp0dANwydILdteTFGlN2g+RYtVz2tt4V4HFM1gwqocFF1gGPW/jlvRmZtZQIVX89XLg0FA2QhVR+ohSNW6drB77GdQ82gJtmGFhaLp7C33MGfT3oB+Ipo+zxpk/7AyF8WQwFuB6nWzOGsvRZUKeo33j1YgbEU3yMgtZm+5B0UzmLxml6/MBa0bIfLRd6xsAwQuRefPjXvwqnroOhehrwu34YQlIszbVEBplYKmG6i6QZlbZeGWAqq8GjuLK806GOY+/teuS99Q81grPz06TF2XV90XipDltT5jllBY53lVnQq3gkvV+X1NHqoumLepEK+mk5lXjKIb2IQGFcWInSuprKwwtyFXNSTNAxsmIJQqyisrEYoLrSyf4koPszcVUlzpRdEFHo+bSo+KohlohsG6HcVUeTW8mo5uGBRXeFmwpQCPopNf6mbp9r1UeTUq3CqKpldfx8BVVYnImouoKKC0ysvmPaUUVXpQdYOfV+agG4KFWwtRdYPiiipU3eD31bl4Vd380XQWbt1LUaUXt6Lt6290DbwVSJmTEKqbcrdKXnElZVWKb/xSM99k2dwpd/xys72VZQnNEOwqdrF8W3FAfdB0A0U3+G7ZThRNR9F0Kj0a8zLz8HrcGJoS0BdJgEvR2JBbjLdGE+xVddbmluDRdLILynF5FGTNharplLtVSl0KczP3oOgGHkUjI6eEbYUVqNX39ag6QqlC5K1HV9yUuhXmby7ErejsrXBRWVGJtHcLRu7f6LqOW9X5Y00eHlVna34pOcWV1S9QzLTKsoRqGGwvrGRldjEuRWNuZj5lbtU3YvMff9kMBdZNMMecRuBYGMw+bOHWQvLL3LgVjY15pWTuLsdb/eLOH0XTyS11sXpHcUC/aR2nGQY7St14PW6E5jHHrprX127XrKfBgm1baZqwMsf3PfswNNi+CFkzn0U1zO9t+bYiCsrNclmz/7EEU003UDxu9OJi3IrGhpy97CpxoWjmc7gVjV3FVazOKcFdLeyESzME9guaYZBX6mFFdlFA3oQa/1l/s8kSAkGlR2Pa+jzcikZ2URUZuyvwqDqa3xhVrh5vzVifh6IZGEJQ7lGZnZGPohm4FY2dxS425pXjUjQUTSceBWnLdETFHoTiCbi/T4QSgsIKD2VuhfmbCih1KZRWmN+hSP8NQ6lCUVWyC0rwqhpoSkD6/UXpUHlV82/m2NFgdmY+5R6t1tjH6iv3VnoprvKys6iKVTuKcSs6xVUK+aVuvKrOH2ty0A2DHUWV5BRX+b5P/zyu+f9gv4NZ7tJ3leJVdX5cuW8eaKvxrKG+yyOFI06U6tChA0KIw8YlFaN+eDWdj+Zv46Ff1nPxx0vqJEypmsG9P63hwQnruefHNVFNGhVN59ovV/LEH+k8O3ljvQPKqrrBrd/9jdvrxfCUw2cnwzdnw/oJoFfBH7fB1lmBwlQwNC/Mfxn+uNU8X/NCCNOkohk88ccGHv99A7d+9zceRSe3xM0F4xZzxWfLWZtTSnGVwr0/r2H+pgKKqxTO/mAR//toGQUVZmd+309ruWv8Wu7+cTW6kBCi9iRZ0XQ0Q3DJx0u57+d1fPTXtoM6AT7QeFSd2RkF3PTtKs4bt9gnTB0OeDWdnUUuzhu3hEs/XUp6Xvl+CS7R3vPD+Vlc9tkKLvlkaa066lV1tu2t4uz3lnD2B0vZtKfioKcpIH2qzrfLdnD7D2u44MPFuBVz4LZoaxHXf7WS88YtrrcwpeoGN32zirET03n0t/X1KkeKZvDGrE08+tsGLv90Wb2FKbeiM3X9bm77/m/OH7f4oAtTRyqKplPqUjln3GKu/3olszbuCSnGBsNqZx/5dQN3/7gaJaEZOWUKN3y9inM/WERRZe32yKPqrMst5Y05WSQlOLjnxzXcPn4N9/20tt5tl24YuBWDCz9azPVfr+LrpTsOSnnxqDozN+7h2i9XcM64RZS4VDyqzq9/53L5Zyu44MPFJMU52FXq/sfaBY+q88uqXG79fjXnj1tMpVcLeNt/MLGEGgOJSz5eyoMT1vHZwm0M7diYSWvyaJiUQIXLjajaC58ei/TlKcRtn42keXAIFWPVV8i/Xo/0+Skk2w00TaWMJM75YAnXf72KPzMLKKxUkG0OJEPDEIKP/9rGWeOWcOknS1GrnToTVufSPDmeYpfC2R8s5srPVrBw614kWcLt1Ul02iktLyd+x2ykHy/HW7yT7UUuvli8kwSng6u/WMFjv2/g5embGJjWmBkbdpMYH8+zkzdy78/reGFqJrowxbabvlnFeR8sptStmpN9XQPNDZ+fivTTFbDiE1IcOjabnXlbCil1q7WEKTDbyhu+NsdnYyemo2gGJS6Fcz5YzOWfLWP59mJzfKIbqLrg/p/X8tTEdO79aS0g8dL0DK77eg1fL8tB9bqxCR1FN9B1A4+mc/HHSxnz3hI++Wsb3uqJrVfV+W7pdrq2bEj2XhcGEC+raDgo95jl5vxxS7jmy1X8+ncuqiG48+e1nPvBEnJK3BgGOIUHdv2NprgpVWTO+2Axt3y7ij8z8klOcOLw5CN9fhJkTMJrSPzvoyU8MGEdny/cTkpCPHf8sIa8Mo8pbgnh6+fP/3AJl3+2jPW5ZSTG2bns06W1y7LmhYVvwa/XwVdjQPP4hCkw68Jfmwu54etVZO2tIquwiv99tIwLP1rC5vzKgDZB0XR2lXo49/3FXPzJMlbvLAmos15NJ6/UjRODOBtI354Hk++GuS/s24kvCqzx8/0T1vHIr379quaFJe/DV6fDF6cjNDeaIZiTWcAlny7jnPcXURxiPKfpBobqRZTloiQlsyiriAs+XsG5Hyxmb5WCW9EoKPdy1vuLufSTZazM3idMRYOi6eSVejh/3GKu+nwFq3aURN2eWW3xxR8vITHOwY5iF//7aAmXf7qM9N3lPmEKzDy++osV3PTdanYUVVLuUTn3g8U89vs6DGH4zr3is+VszCs3Rcqs+Ug/Xob02cngLQkQpqz8Lqr04tUMZqTnc/WXK7j9h9UkO0Fa9QXSbzchf3EqkuqideNkflieg9eQQFNqP0wdsMYst1e3w2UeDdVPULIEqQ25ZZR7NM7/cAmXfrKMNTklIASNk51c9cVy7v1pPa9M30TrRol8OH8beaWeAGEqWjyqzuqdJXRqnsyVny/noQnreW3mpgO+scjhwBEnSsWIYQlSb8zaDMDa3LKohSlLkJq0ztxpbvK63RGFKUuQWrjV3E3im6U76iVMWR3qwHbJXDOwCY4vToGiraaYNOkO2DobrpwIMx8PL0xZgtSC6n0fdi4NKUxZgtSPK3KwyxJnD2hNdlEVF4xb7Nt15crPl7O1oJIZd4/iqHYNOfeDxewu8/Ds2b1plZrAfT+tZeLaPACmrt8TVJjyF6TW5pYB8MaszYeMMGUJUneOX41uCHJL3IeNMGUNVC/4cAllbhWPanDZQRamLEHqzVlbAHN3KH9hyhKkLvpoCeUeDZeic8kn/5wwZQlSz07OAGBPuYfdZW4WZxVx87er0AxBfrm3XsKUJUjNySwA4OeVuXUWpixB6sP52wBYuaOkXsKUNbi7f8JahIAdRa6YMHUQsASp88YtJrfEjSHg7h/XRC1MWYJUzXY2rWkKtx3fmd1lnlrClCVIfbJgG29dNIAHJ6xjynqzX5u4Nq9ewpS/IJVRvbvd81MyDrgwZQlSd49fgyEgp9jNeeMWBezeujm/kks+WUrDhH9GmLIEqcd+3wDA1oLKf0yYsgQpgcTlny5j/S6zD311xma+XbaDU/u0pMrtoalUgfTZSVCWC4ZO3NyniZM0pNVfY5/xkHmxggz0jKmUG/Gc+9EKdha7EAIe+mUdi7KKKKxUcMTFMW9zAa/P3DeGuuLTZaiG4KrhHUiOd3DeB4vZU+5BMwS3ffc3S7YVIcsSDsNLsz1/4Zh4G56LfyZTb8tPK3N47Ixe3PDVSpZsM3fM+2zhdt6ZvYXRPVowdf1ubhndmUHtG3LXSV2Zt6mQO34w+9q8Mg/nW8KUDky6F/LN70Ca+QTSyk9oliAY2bkpC4IIU5YgNX9zIQDfL9vJUxPTSYqz075JIopuusSRQNUFD0xYy2S/8d+9P63h0dN7MqpbM56ftoWvV+ZjqKYwpRqC8ct3sq56TPPazM2mMKXqTFmXy8VDO5C910W8HTo0tKHjoFwRyJLEBR8uIauwEoBHf9vAb6t38dW1Q2ngtHPBh0vIKXGh6AJNdlLSuF9A23HX+NX8mVGAkdIe4/jHcY98gP99ZPbZAK/M2MRPK3P5+IpB3PfTPmGqZj9/1RfL0QzBE2f0ChSmLEFq3gtmJu5aFSBMWYLUXT+uYdxlRxNvt3Hxx+b5VYrOxR/vE6YsQer8cYsprlLwagZXf7HCJ0xZglSCbNAi2WEKUjsWm/dd9FbUwpQ1fp610dxpdcKqXFOY0gzYOBFmP20eWJaDt7yI+ZsLuWv8Gl8ZOzeIMOUvSBkNO7BoWzG3fLsKVRcUVHg574PFFFUpNEqKw61qeDWD679eGbUw5S9IFVXnzbVfRidM+QtSD/xfD5qnOPnfR0sod2u4VZ2rP1/hE6aUakFqSVYRX107hMZJTs79YDGlLi9/PXAiOSXugHMtYcrd8URIbgWlO5E+OyVAmPIXpJZtL+ahX9bRvnEi717YC7Hyc+QZj5gJzU/H8dVp2DQXFw9uyw8rcvdLmAo1ZrGEKX9Bqm3jRC77dJmv3O0qdZPktHPVF8tZus3cCfDThdt5dfomnjyzF58sqLswZQlSfds25LovV7CseofBj//aFhOmgnDExZQ6HDnSYkrtDzUFKX/6t01l/I3Dcdrl4PbLGoKUP2P6teLNi46qFf+lpiDlzxXD0nhiTK/wMaase9cQpJxf/Z8pSPkjSXDGm9BpNHx9FpzyHHQ52Qz2alFTkPKn/TC44g+wO0GSaglSb118FJ2aJnHZp8tqbfXttMt8de0Q4h0yl32yjMfO6MmFg9oFTJT8Ob1vS966aAA2SaAboIlAQcqfe0/uxk3HdTqosWz2h5qClD9tGyXw6y0jaJQUt9+xgf4NagpS/sQ7ZL67fhi9W6fsd+ykmvf0F6T8GZTWiK+vG8KOIpdPkPInMc7GDzcMo3vL5AOapoD01RCkGiY6+O76oewsdnHH96vRapSBFilOfr1lBE0aOCOmqaYg5c+Fg9rywrl9I5ajmoKUP4PSGvHt9UOJs0kRY0zVHNz5k9YkkV9uGUGy0/6frZeHCjUFKX9kCd666ChO7tWShBDbztcUpPyx2tn35m7hndlbaZUaz2+3jqRhoiOkIOXPWf1b8/r/+kfVdgUTpPx57IyeXDksbb/LS01Byp92jRP44YZhzNqYz9OTNgLQrUUDfrhhGKVulTYNEw5Ku1BTkPKnS/MG/HLLCBo47QdleWgoQcpCkmDyrUPplaruE6QAGnWAqyebE/IZj/qO1055kbLeV/oEqZrXevn8fozs3IRGiXE8/Ov6gHLXv20qP9w4jA/nZfHOnMDxSfNkJ3PvHkbijjlIv99iClJ04sc1BbUEKX+uO6Yjd57YlYVbCjm+R/MAQcqf1qnx/HLrCBomOEj48hTIW+X7TJzyLGLQDRS6JRZl7eXYrs1olOjAEAQIUv5cOqQ9j5zeg/fnZnH3SV0RggBByp8x/VrxygX9uOXbv5m/uZDHTuvKlYNaIDsS8BoS78zZysd/7WuP7z25Gzce14ncEjcyRlhByp9nzu7N8d2b+wSe2feNwhCC8z4I3na8c/EATuzZnOu/WsmirNp5e/8p3fnfoLbc+M1KXr/wKLYWVnLbd38H9GHxDpnPrhqMXZZ4dspGvrt+KA32rMD21em1rken4/FcPIG/tuz1CVIp8Q6u/Hw5ld7Avjol3s7s+0ZT6VE5/8MlFFcFihBOu8yX1wymd+tU3G4PzZPtgYKUPyPvhuMfNceuQagpSPlzwcC2vHhWNxw/XAgFG/FcNYN5e+K47cf0oGXst9tG0jgpDglCClL+NE928uutI0iOdzD8xT9xKQZOu8ynVw5iUIdGtTcZqKamIFUzbz6/ejAD0xoFbc+CCVIXfWyKSv4kOGx8ee1gerdKocqrkZlfSZ/WKZw3zhSkFjx4Inll+wSpmud+c90QerVsQOK4AWa70rA94rqZqM6mFLu1WoLUrzcMJDX9G+yzHqUWLXqjXjUN3Z7I+BW5XDK4LU5ZgD0uaP4EI9yYpUOTRCbdcQyVXq2WIAXw8vl9OeeoNgGClD/XH9ORB07tzjOTNnLDsZ1o3TC+Vmy2moQSpPy58bhO3H9K96jmgYcysZhSUTJ9+nSOOeYYGjZsSJMmTRgzZgxZWVmAGRRdkiTGjx/PiBEjiI+Pp0+fPsyfP993/rx585AkiSlTptCvXz/i4+MZNmwYGzYEDk5++eUXevfujdPppEOHDrz+eqAo8MEHH9C1a1fi4+Np0aIFF1xwwcF/+COMcIIUhHdMhROkILhjKpwgBdE7pqISpMB0OU25B7bNC+6YCidIQYBjSquDIAXg1Qyu+nw55W6NWfeOCitIQaBjyiYTUpCC/7ZjKpwgBRzSjqlwghRwUBxT4QSpOJvMLaM7syW/MqggBRx0x1RdBSkgasdUOEEKonNMhROkIHrHVLjBHcQcUweKcIIUENExFU6Qgn3t7O3Hd+XOE7v4HFMlVQpVihZWkILoHVORBCk4MI6pcIIUmI6pSz5Zysm9WjD2zF7AwXdMhROk4OA6pqIRpF44qwfdkpX9FqSAAMdUiUvhpfP6clb/1r7P1+aWccnHS7n+2E5cM7KD7+9NkuL46boBOLb9WSdBCkzH1KcLtnFCjxbMDyFIAYGOqatnQuuB+/KhhmNq295KdCFCClIA3y/fyYtTM7n35G5IhBakwBz/PThhHeMuP7qWY8opC+48oQs3HtfJd/wbszbz2YJttGvojFqQAnjyj3Tmbipg/I3DePyMnnhUPaggBWbbcef41czcmM9TZ/WmaYPak/vXZvo5pn5eQ/vGibx18VHYA+JkGlz31Qo/x9QyKpv2Rx9dY8f0xMZ4TnmFvzbtjihI2WSJ58/tS1GlN6ggBfgcUwXlHprXdEjVJIxjKpwgBdWOqYmbUS/5Gc9180MKUkCAY0rX9YiCFOBzTFV4VJY8chKJcXJEx1Q4QcrKm1COqWgFKSDAMZXktDOsY+OoBCnr3Cs+W87GPZW4blkNqW2hLActe2ndBSnYb8dUuDGLJMGNx3WmuEqplyAFdXdMRSNIQcwxVZMjXpSqqqri3nvvZeXKlcyePRtZljn33HMDBuwPPPAA9913H6tXr2b48OGceeaZFBUFdqAPPPAAr7/+OitWrKBZs2aceeaZqKo5kVu1ahX/+9//uPjii1m/fj1PPfUUTzzxBF9++SUAK1eu5M477+SZZ55h06ZNTJ8+neOOOy5kmr1eL+Xl5QE/McITSZCyCCZMRRKkLCxhSjeMiIKURSRhKmpByiKcMLV5RmhByqJamJJ0L7JEVIKUhbfaBp9T4iJ7bxWzM4IPAiz8halXL+wX9tj/ojAVSZCyOBSFqUiClMWBFKYiCVLjLj+aJklxXPHZsqCClMXBEqbqI0hZRBKmIglSFuGEqUiClEUkYSqSIGURE6b2j0iClEUoYSqSIGURTJg6b9xierZMYWV2MVM3hO/XIglT0QhSFvsjTEUSpCz+SWEqkiBlcTCEqWgFqQt6JuD44uT9FqQsohGmrvhsGfec1I1rRnagSVIcv9xwNK0LFxA36bY6CVJgClpn9GvF7Mx8bg8hSFlEJUwlyRzVriE3fr0qpCBl8f3ynTw1KR1dCHaXecIeWxdhymGT+L/ezXGgRC1IWTz5RzrlHpVR3Zpx8cdLI7Yd9/y4hvS8cn64YVhEYeqRX9fRuVmDyMLUl6upHHjrPmEqsTGeK2fwV0E8d/2cHlGQeuuio+jSvAGX+gkDwTjrqNakNbQjfXtuaEHKIogwFUmQspiTWUC+SzBvtz2kIGVhCVOlHh2jUcewgpRFXYSpSIKURTBhqi6ClIW/MKXqBj/dOCyiIOV/rr8wpZ73GUVtjq+7IGVRT2EqkiD1/Dl9GdG5CZv3VNRLkLKIVpiKVpCyiAlT+zjiRanzzz+f8847jy5dunDUUUfx+eefs379ejZu3Og75vbbb+f888+nZ8+ejBs3jtTUVD777LOA64wdO5aTTz6Zvn378tVXX5Gfn89vv/0GwBtvvMGJJ57IE088Qbdu3bj66qu5/fbbefXVVwHYuXMnSUlJjBkzhrS0NAYMGMCdd94ZMs0vvvgiqampvp927dodhJw5fFB1g4155REFKYu1uWW8MDUDSTInej+vyokoSFn8uTEfkBg3LyuiIGXxzdIdzNtUUGugrukGXy/JJntvFTcf3x3n1LvCC1IWQsDU+0AYcNyD8NtNoFZB99OiSg87l2Kb9xzPnd2bMf1acXqfVtw1fk1YQcrCqxnc/M0qWjVM4LJhaRGPn7p+Dz+uyKFjkwZE2rH+jVmb2Vjdcf7bGEJQ6dW496c1UU0yckvc3P3jmkNmCZ9Dlrnpm1VhBSkLj2pw0zcrkfZjZYqqGWzYVR5UkAI4s38rRnVrxh3jV4cVpCxcis6N36zEtj+J8kPTDbKLXDw3JcP3txuO7UTLlHju+2ltWEHKIr/cyx0/rKllt9d0g88Xbo8oSFn8vDKXaet3BwxgvJrOyuziiIKUxcodJWZ7WCN/NN2g1KXw8K/rwgpSFjuKXDzw87rYEr56EGe3cd/Pa8NOKi0MAff/vI4Kr1q9FbfBL6tyIwpSFlY7e9vxXQDYXebhrvFrGNW9OYM7NI54/sS1eUxYlRt00GyTZZ6elB5RkLJ4fkoG2/ZW+QLsRoNhCMrdKvf/tC6sIGWRU+zm0V/Xc83IjvRrmwqYwtSzkzPo3KwB2n7sRGmhGwa7yzw88Ud4Qcpia0Elj/22/oAt4XM6bKQkxPHK9MxaghTAwPaNuGR4Zxy/37hPkAI44QnwlMNMP6dLq/7YR9zK/b9mhBWkLISAx35bjwC2FFTy0vl9A0SMtbllvDJjE0+c0Yt7Tu5C2ySDuD9ugv4XI7cbwu0/beSps3ozbl5WWEEK4KZRnWmcGMd9P62Nqq/NK/Nwz49rSIizY1z6U8Bn0p9PYUg2Pl2wPaIgZfH9sp3MzSzkuXP6RDx28rrd/Pr3Ll4+33zJ9vy0LWwr1ZEq8sDQePT0njRPdnL50DS6tEhFV1W2FXto0sDJ479viChIAQxo15DerVO556c1UbcdD/2yjgbxdm4d3SXoMa/N3EReqZvbju/KnT+s5vQ+rTipV4uAYzyqwV3jV9OvbUOGdmzCY5M2Yxv9IDTpjBhxF+6kttz5czpj+rViZJem3Dl+dS1BCuDEHs05s39r7h6/JqwgleCw8dK5fXD89VJkQcpi0VvmsZq5G+dXi7MjClIAN4/qTJxN9sWQikRemYe7xq8mIc7OV4u2hxWkLAoqvNzx/WpSExy8ddEAwBwv3/bD3+jCbE/A7Bdu+W5VWEHKwquZopuVZpssM3biBro0T+aYrk25+dtVYUUlC7eqc/v3q7HbZFqkJtDAaefmb6I/95Zv/8Zut+Poez5r8tzIkmS2DwIe/b+upLpzsP/5WMRrAaYwNeMh4uMcXDm8Ax8vyMaQ7aCH3oG5JMyYZWjHxlw6tD0/r8zh5N4tA8pdSrydCwe24+3ZWyIKUhafLtzOkqwiHvi/7tz87apaS/h0w2BPmYeBaY35YO7WiIKUxcd/bWPptqIjXpg6NGZIB5EtW7ZwySWX0KlTJ1JSUujQoQNgCkUWw4cP9/3fbrczaNAgMjIyAq7jf0zjxo3p3r2775iMjAxGjhwZcPzIkSPZsmULuq5z8sknk5aWRqdOnbjiiiv47rvvcLlCDwweeeQRysrKfD85OTn1fv4jAYdNplerFB49vWdUxw9Ka8RjZ5jHxtllLhzYjgsGto3q3NP7tUIIwS2ju3BCj+ZRnXPjsZ0Y3b15rYmd3SZz5fAOdG+ZzFuzMvCOeQ+aR/EMkgxnvWducTv/JbjwK3AkQeaUqNJDx+PQj3+C+yeY8SJ+X7OLDy47mmYNgq/X9yfBYePzqwezq8TF10uyIx5/7oA2XDykHRm7y4g0T3j09B70bJXynxB2ZEmigdPOB5cdHTAYD0Vak0Teu/ToOk3E/k00w+DzqwfTJCnyev6kOBtfXDME9sMA4LDL9GmdwqOn9wj6+R9r8piVkc+Hlw+kYaIj4vWSnXa+vGYIxgEKmWi3yaQ1SeSFc/v6/vbR/Cxyil28d+nRxEVRJts2SmDc5UfXEp/tNplrj+nIaX1aRpWWK4encWqfVgExCJx2GwPTGnHPSV2jusaIzk2475RuyDVEKbtNpmGigzcvOiqqyXPnZkm8eVH/I34gVR8UXeftiwfQsWlSxGPtssS7lw4g2enAJkvE2WXOH9iWCwdF1y9Z7exrMzYBZuyl9y87mrmZBSyPYtB84cC2XDCwbdC4F4YheObsPvSvFn8i8dw5fejYNAl7HdpxWZZISXDw3qUDoiqXHZsm8eqF/flg7lZfkOnerVN46qxebC+swh7pDUgU2GSZVqnxvHZh/6gE+Z6tknnpvH6+yef+oqg6lR6Vh0/rwdHtG9X6fOWOEr5YsBX1vM+hUcd9H8x6EhyJcMYb+0Tp3WvR57/GWxf2onOzyOXRJku8fmF/DEPQtUUD7vkxUJgflNaIh07tzmO/r+fVGVvYXg7e87+CteMR2//i40t789ivG7h1dGdGdWsW9l7vz91KfrmX9y89Goctcka3b5zIu5cMwKNoyF+PCfhMnPoKsqFxw7GdOKWG6BKK647pwKjuzXhwwrqIx553dBvOG9CGe35cA8BzZ3WnY6qESG6FZHPwxO8bKKjw8s3SHaTvKsXucNKpsZO9FV5ePK8vPVslR7zHmtxSNuaV8c7FA+jQJDHi8XZZ4s2LjqKkSuGdOcFf+jx+Rk+apcTz/tytfHDZ0fy+Zhcz0/cEHJMUZ2Pc5QNZkV3MyuxiXjq7O/qsp6EoC2nhmySUZ/HxJX2Zsi6POZkFjLtsIKkJtfvqPzPymbAqxxxTJoceU7pVnXt/Xod63CPQ6fiIzwnA6IchbQTY47DbZK4a0YEx/VpFPO39uVvxqDofXh59GXvv0qPxKBo3jeqMM4p4QG0aJjDu8oGUVCnc8cNqwIzX9cmVg5Alsz0B8wXdp1cOpnmYvLGId5ixpaw20TAEz57Th+yiKv7MyOfzqwbTKIrxUgOnnY+vGIhmCHYWV1HuUfn86sE0jmL818Bp5/OrB6FrCtrKbxnUNglFM3jtwv7YZIlnpm6m2NkW9bQ3I14LgNYDUE97DY+i8cWi7dx0XEdkQwVb8BdfdptMozBjlqXbivli0XYuGdqeqet3875fuSv3aHy1JJu7T+rKcV2bRpW824/vwrBOTXh+SgafXjUIpcaY3ibLtEyNZ01OCbcd34Vjo7zunSd2YVinxod9bKlIHNlPD5x55pkUFxfzySefsGzZMpYtWwaAouzflpR1ITk5mb///psffviBVq1a8eSTT9K/f39KS0uDHu90OklJSQn4iREep8PGVcPTIgpTViBgp11Gqh6wOewyL57bN6Iwdd7RbXjpvH7YbTJxdpkPLx8YUZi68dhO3P9/oYPcOWwyb150FFsL3YxbsgfvldPCC1OSDGe/D20GwrfnmQPPDseawc67nwYnPB42PXQ8Di6bgLDFkRJvr35Dv5b1u8r4/oahYYWpBIeNL68ZTJMGcXRq1oAz/Sz9wTh3QBteuaAfMoJnJmeEPfbR03tw5fAOBy14dX2Id9gY2aUpH10xMKwwldYkkd9uHUlKvL1OE7F/kzi7jdYN4/nllhFhhamkOBvjbxpOt+YN9tstY9bRDkGFKc0Q3PH9anYWu/j+hmFhhalkp52fbh5Op6ZJB9TBE++wce6ANrx4nilMlXs0rvx8OY0THXx4xcCwwlTbRgn8cosZhDdYmhw2mXcuGRBRmLpyeBqPnxF8cwSnw8bNozpHFKZGdG7CF9cMxhkiSGdCnJ0TezTn7YvDC1OdmyXxyy0jSIyzH/EDqfoQZ7PRIN7GL7eMCCtM2WWJ9y87muO6NgsIdu6wybxwbt+IwpTVzr4yPZNPFmynXWNz84VV2cUM6diYcwe0CXv+hQPb8sJ5oQPsy7KE0y4z/sbhEYWp587pwwUD29arHY932DiuWzPGXXZ02HLZsWkS428cxi+rcnmlWoTr3TqF764fSkmVSquG8QesH4l32Di9bytejyBM9WyVzM83jSAhTvZNPveXOIeNOJuMBHx17eCgwtTTUzbx7dpy1Gtm7hOmynfBl2eYE30/Yco291karBrHrzcNDitM2WSJN//Xn6PaNaRpspN7flzLDD8BY1BaI764ZjAvTM3gh+U5lLlVLvh0NTtTBuI99zOcE66gsyeda4e1ZOwf6Xxw2dFhhakyt8rcTfmM6NKEj64YGFY0aN84kV9uGU6y0078p8dAwb5xhTj9dcRRl1LkgWXbi3jv0qMjClPXjuzAQ6f2xC5D95bhBaPzjm7Dc2f34brq5YjPndWdC/o1wRaXiCJsvDQtk2+W7gDM/mzp9mK8OLBjkOo0Xfk/3jg8rDBlBZqPd9iYsm43428cFlaYsssS711qileXfrqM0iBu98fP6MlpfVtx23d/8+oF/Vi/q4z7f14b4EhMirPx5bVDcCs6r8/cxHfXDCBh8WvYFr1hHuApJf6bMQxJLeHDS/pxz4+ryStz8+11Q2sJU4aAByesY3VOCeNvGBZWmJqZnk9OuYa49MfIwtToh+GYewOCnVvj50jC1Jh+LWmZBMMbV/HxpX0jlrFfbx1BilNGKs/h6PapfHbVoLDCVJuGZv/vtMsMe3E2Xs0g3mFuDtS3TSqJfsHOHXaZ5slOfrt1ZFhhKthGM7IsEW+38f0NQxk3L4uthZVMuHlEWGGqgdPON9cNoWuLZOJsEtd+uZLhL82hcVIcE24eHlaYauC088MNQ+nSNJ6Ed/pgn3wbDbOnk5pgp0/rVN74X3/2lHs49+NVlHQ5D/X0t0JeCzAFqSsno8vxfLdsJ1cMa0+cpIcMYG8Raczy9KSNzNqYz1HtGrI5v4If/Mrd05M28t2ynXx61aCIwtTtx3fh9hO68MTvG7jrpK40T4kPOu6Ld9jo17Yh6XllfHj5wIjC1J0nduH247tEDJx+JHBEjySLiorYtGkTjz/+OCeeeCI9e/akpKSk1nFLly71/V/TNFatWkXPnj1DHlNSUsLmzZt9x/Ts2ZNFixYFHL9o0SK6deuGrVr9tdvtnHTSSbzyyiusW7eO7Oxs5syZc8CeNUZkYSqYIGURSZiyBCn/yVkkYSqSIOW7d7TCVDhBCsyGfcSdoYWpakEKuxO7TeaxM3px1fC0qISpBIfZEdpkiVPe/Iuvl2SHnTD5C1KGgG+uH8qgtNqDavhvClIWkYSpQ1GQsogkTB1IQcoikjD11eJsOjZJYsLNI4IKUwdLkLKojzAVSZCyiCRMhROkLCIJU5EEKYtIg7yYIHVgiCRMhRKkLCIJU8EEKbM9ctAyNYE7fvib587pE1KYiiRIWUQjTO2PIGURSZj6JwUp/zSFE6YOhiBlEa0wtbnchrj+z/0WpqIRpL69figfzN3KD8v3OfjL3CqXfrEWrf0xiAu+qJMwdevozlw+rAPzNxUwtGNoYSoqQcprY05mPn1apyJL8P5loYWpa0d24K6TuvH8lAyEkHjm7N5hx3/RClIAj53ek8uGppFf4WVTkRKVMGUJUoPSGnHxx0t5e/YW4mwyv946IqgwZZclPqiOb/XStMyIgtTbFx/FpvyKyILU9UNJKFizT5Cy8JQSP+8ZhnRuwYeXD4ooTD03eSOpiQ5+u3VEUGEqwWHj2+uH0rSBk11lHsQl40MLU0EEKYtIwtRlQ9sx9rTOxH13DvFfnMDwRuUhhSlLkGqY4MBmsyMnt8JWsSusMFUXQcqX5gjCVLidj+siTPkLUsVVXuZtKuSXm4fTpmFCRGGqpiCFqxAad8LW9QRS422kJtZRmKqnIGURaczy7dKdpCY4GNyhcb2EqWgFKYtohamYIBXIET2abNSoEU2aNOHjjz9m69atzJkzh3vvvbfWce+//z6//fYbmZmZ3HbbbZSUlHDttdcGHPPMM88we/ZsNmzYwNVXX03Tpk0555xzALjvvvuYPXs2zz77LJs3b+arr77ivffe4/777wdg8uTJvPPOO6xZs4YdO3bw9ddfYxgG3bt3P+h5cKQRSpgKJ0hZhBKmgglSFqGEqWgFKd+9IwlTkQQpi1DClJ8g5Z/2YMLU+JuGBQhT/g6p1g0TaJbs5NnJGSGFKX9Bymaz4bDbsEvBhan/siBlEUqYOpQFKYtQwtTBEKQsQglTgzs04strhhDvkGnXOKGWMHWwBSmLUMJU69R4Pr9mcMBAJVpByiKUMBWNIGURSpiKVpCyCDXIiwlSB5ZQwlQkQcoilDAVSpCyymKPlsncdWK3kMJUtIKURThh6kAIUhahhKmOTZOYcPPwf1SQ8k9TMGHqYApSFpGEqSfG9KRlwwZkVdgR188KFKa+ORvR+zzEme8EClObfuXXW0YECFP+glTL1AQWb91bS5D68tohSAiuGdmRto0S9qXRJvPqhf3QZSdG2rHo538elTB16+jOXH9sJxZuLaRPm4Zc9NES+rZpWEuY8glS8Xbi/7ghrCB1Sq+WNKjukx02Oagwdd0xHbj7pG5c/ukyvlqSzR0//I3dFlyYCidIGZKd75ftCBCknjijJ1cMT2Pahl00S3Zit9kiClM1BSndEPxyywgayAope5bx6y2BwpTVdhzbuTHxS9/lo8v6cXT7hgHp9hek3rlkAC2SnfRpnUqjxMB+PlCQGkZCnA1bu0Fw8rMB1yNtBPzvG+IdNoZ0bBxWmEqJtzP+JvP7ap4SX0uYsgQpS3QR2NlV5g0uTIURpCxCCVOXDW3P2DN7E7d1JuQsB3cJ8d+cwfBmKh8HKWOWIGW3ydhkCdnhDCtMWYJUvCN6QcqX5hDCVDhByiIaYaqmQ+rJ39O58ZtVLNteHFGYCiVIietmQVwyDoeDhglxIYUp7Yy3AhO8n4KURegxSwN+uWU4cXZzqV8oYerHFTl8etXgWsJUXQUpi0jCVEyQCoI4wpk1a5bo2bOncDqdol+/fmLevHkCEL/99pvYvn27AMT3338vhgwZIuLi4kSvXr3EnDlzfOfPnTtXAGLSpEmid+/eIi4uTgwZMkSsXbs24D4TJkwQvXr1Eg6HQ7Rv3168+uqrvs8WLFggRo0aJRo1aiQSEhJEv379xI8//hj1M5SVlQlAlJWV7X+GHCF4FE18ND9LpD00WZz/wSLhVjRhGEZU5yqqLu77aY1Ie2iyuOfH1cKr6hHP8aq6uOaL5SLtocni+ckbozon6L01Xdz23Srx5syNQq0qEeL9oUI81VCIdT8JsXerEG/0EmLTdCG8VeEvpHqEmP+KEGNThPhyjPl7mLQ/+ft6kfbQZHHztyuFR9HEjqIqMejZWaLH49PE3zuKxa4Sl+jxxFTxy6ocUVjuEce8PFt0eXSKyCmqEoqmi/t/NvPr7vGrhaLpQtO02s+masKlaOL8DxaJtIcmi4/mbxVupfZx/1Xciib+3LhHdH5kijjulTmiqNIrVK1+3/N/Da+qie2FleLoZ2aKXk9ME+tyS4XnIH83Zh3dKtIemiwuGFe7jnpUTWzJrxD9n54h+jw5XWzMKzvoafLHrWji+2U7RNpDk8WYdxaIKq8qXF5V/LW5QHR9dKoY+dJssafMXa80KZoubv5mpUh7aLJ44vf19WovPIom3pq1SaQ9NFlc8vES4VHrlzcuryomrd0lOj0yRZzw2lxRUuWtd/sVIzReTRNFlV4x+tW5ovMjU8T0DbuFyxv9dxasnd26p0R0eXSKOObl2aKwwlOrPfIomlizs0Rc88UyUeVRxd3jV4u0hyaL+39aI5R6tl26bgiXVxNnvbtApD00WXyzJPugtONuRRMzNuwWnR6ZIka/OlcUV3lFmUsR3y/bITo8PFmc/vZfoqTKK7YVVP5j/Yhb0cQvq3JEh4cni1Pfmi8q3KrQ9H+mrngVTVS4FVHuVsS575t96KcLssTeCo/47e8csbOoShSWVgqjslCIt/oL8UwT4dk4TbhclUL3uoSy4kshnkoV4sNjheGpEGpVqSitqBQnvDZXdHpkivhjda7YsbdSeFVNlFe6hMuriU/+2jeGqvCowq2o4v05W8T63BKRX+YWI1+aLbo+OlXMzcwXpS5FlLkU4VE0saugWCgZ04R4vrXwZC0W6btKxX0/rhGVHlVc+dkykfbQZPHytAxRVOkVk9fuEm5FE09N3CDSHposnp64QVR5VTE7Y4/o8ugUcezLc0RBuVu4FVUIXTPHPh+PFmJsijCWfSJ0b5UoKPeI8ct3iOJKb9ByrWi6uOGrFSLtocnimUkbhFfVRWGFWwx9/k/R7bGpYknWXuFVNaFquqjyqrXGf4/9us4s64u2CHdFsVC8HuFRNKHrunD7jWk+/SvL1x+4FU18tSRLVHlVsSW/QmTklQrD6xKK1yMKyz2izKWIU9+aLzo8PFn8uipHlLkUMeqVOeLoZ2aK7YWVwu1VheGtFMbOZULdOk8UVXjEqFfm+NqOKq8qPIXbhXi5gzCmPSJcXlWc+/5CkfbQZPH5gm1iV4lLnP3eQrGjqEq4q9uZmv386h3FYv6mAnHWuwtql2XVI8TCt80x5OenCqG4hfDrn92KJuZvKhA9n5gq5mXmi027y0W/p2aIvmOni4zdZQH9kVfTRU5xlRj0nDmmXJldHFBnvaoudu6tFDmFpcJQ3EJ8dbZ537kvhB27Bvueb/tulUh7aLJ49Nd1+/ox1S3EknHmNT89SRiKS7i8qpixYbevjAVrP4UQQtMNoXjcwlO4TVR5vGLB5gLR7bGpYsSLs8XuUrNc5hZXicHPzRLdH58qlm7bK6q8avRpVnWRW+zynV8zb8Kh64ao8qri7PcWiukbdoutBRXiqKdniN5PThd/7ygWFR5VqNXfqVfVxVXVdW/T7jJR6lLEia/PE73HTheVHkVkFVSIAc/MFL2fnC7W5ZQIl1cVxuZZQjzdWIi3jxJGZaEwlMDvQtXMerQ1v0L8vjpXdHpkirj4o8VC87qEtuILM78/GiUUd4Vwe1Xx6V9ZwquodfpOgxE4ZpknSqoC672q6aKg3COmrMsTW/IrAspdfplbeFVNXPHpUpH20GTx6vRM4VE0cf9Pa0ROcZXw1qNfdCuaWLZtr6j0qOLy6uu+PjNTeOs5JjsUiVanOOJFqXBYotTq1atDHmOJUiUlJf9YumoSE6Xqh0fRxO+rc+skSFkoqi7GL99Zp8mZV9XFzyvqdk7Qe2vmvVVVFcJdKkTmVCGUKiEqC4XYOjuyIGWheoRYOz6qDsCr6uLH5Tt9DbtX1cWOoiqxemeJcCuacCuamJm+R5S7FaGomiis8IiFWwp9naeV5lCClO/ZqoUp63s51HArmvhrU8FhJUhZWAPWf0KQsohURy1h6p8WpCzciiamrssTVV5V6LqZPpdXFYu3FtZbkLJQNLPO7U974VE08euqnHoLUhYuryr+3LgnJkgdZCxham5mfp0EKQv/dlZU5Au3q0os3FIYckIlxD5hak+pK/D8/cASpqasyzuo7bhb0cS8zHxRXOUVqq4LRdNFcZVXTFufJyo9qsgu/OcEKf80zdiw+x8VpCwsYarKq4qJa0wxZ25mvqjyqmJ9TqmZF5oqRGWhMLbOEWXl5cKlaMKjqELzuoSe/ocwPBViy+5SYXirhFaaJ0qrvGJORr4oLPcIRdVEZZVLlLoU4VV14VE0MXHNLuHyasKtqELRNFFcaR7v9qoiv8wtFmwuFJUeVZS5zLFBcaVXeFRNlJWXCyNrrjAqC0VxpUek7yoTu0vdwqNqYsJKs836a3OBcCuayC6s8JVNt6IJj6qJquoXAD5ByqJamDI2/CoMr0uUVnnE9sLKkIKUhaLp4ie/8Zmi6SKv1CWWbysKKEOqZgpN45fvFB5VE97qtExZt0u4XRVCUyxByuwPDMMQ7up8qtkfuBVNTKvOvy35FaLC7RWG4hKKqooSl1eUuRUxY8Nu4VY04fJqYvXOYrG9sFK4vKpQNF14VM0UpnKWC8VdKYoqvWJedduRV1IlSsorhFG4Wei71ghN8QqXoolJa3eJKq8q0neVBQhSvjJU3c+v3lksXF5VzEoPU5ZVjxDrfq4lSPk/38IthaKg3CNcXlVk5JXVEqR8960WplbtCC66WMKUx+0WhuoWYs0P9RIvrHJUqx9T3UKs/0UIxSWEYQhV1YXLq4r5mwrCtp9C7BOmtKJtospj9v+WICWE2cbmFleJ5duL6iRI+dJcLUytqoMgZWEJU1PX5QmXVxVZBRViXU5JgCBl4VV1MWFljvCqutB0Q5S6FPHnxj3CVf3CzTrX+t3wVgljy6yggpSFJUyVVHnF7Ix8UVrlFfmlbqF6XMJI/0PonkqhqJpYub3ogAhSFv5jlmD13hKmdpW4xM6iKvF3dbkrcyliZ1GlOV9badbxrQXl9RakLNyKJtbuLBHe6vbtSBKkhIhep5CEOEDbEx2GZGdn07FjR1avXs1RRx0V9Jh58+Zx/PHHU1JSQsOGDf/R9FmUl5eTmppKWVlZLOh5HfFquml9r8fW8Yqm19l26dX0qJfPhEPTDXNJmKGDYYDdAaoHhA5xkXfP2Xchb9QWWd89q1E0A0MIn4VY1Qxk2dx9QtMNNEME2Iu9mo5dwhdHLRSqpmMIDtlt5j2qjl2WDtkle+FQqr+bf3I5paYb2GQpZB21drP7t8qLV9Vx2GRkP7u4S9GwSdJ+p0nRjP1eIudV9QOSN25FwybLsSV7BxlF19F1QUKYpR1hz7f6JcXcwdcjOSO2Rx5VR5bMXf0ORJkDcycoXYiDvluqR9Wx2yTfjnqKZiCEQJYl9Bp90D+FtzpNB2vJXqR7AyCBQ5ZRDQMJAtttXQVdwyvFIWEuAVQVBZtkINviUAxz+T6KC12yo0k2ZAnsQkPBbp5TPY7xajoyZr8vyxKqrmMYZnvsVXV0IZCQcNjMMqjq5vcDEnHCC7IdRchU/wkZCQPh+zfOJqPoBnHV54K5HEvRDXRDIEHtumLooCt4icMmS6i6wG6TIpbFmmVf0Q2MIGXIegYhwG6T0HWBAcRLOho2ZDmwPxBCoOhG0LGfR9WJkwU6MrpuYLdJyMK8DoAk7Uu3S9GQJQmbvO9vXlUnTngACU1yoAmZhDhbdXstYReqmd82p69O6Ibw7UwbrJ1RNB3dMNugiGVZ84ItjlCR/j2q7kuvW9GQJClknaw5pqx1K2tcaRPm7tL2+OBpikDINq7Gs6iajmqYZTDSeE43BJKhIQsdl7DXKpceRcdAhF2yFw5V0xFQr6VehiFQdSOgTsbZ5aC7kPrnjaYbqLrhew6XoiEEJDnN392KRrysgwDJEXoeYX1vYNZdqx47UdFlBzZZNttsBMgHrr1WND2g/tTEqse6IXzlUjcMVN0sg9bYyb9/3B/MsaKEZogjbsletDpF/WpHjBiHCfsjENWnUTkQghSALEm4VZ0ElH0ds9Dr3knXYc223SZjGMI32KrZQNttEi5FJ8lpduA1HzXaZxdIOB2H7sQ32knQgZr8/ZP8Gx2p3SbjVjUSHMG7q39DjPIXl4Pdv74Dz5ociPJxoPKnviLJAaEO4nkkhDAHoP5t2X+JOJsNbPVvH3x1VJKAfRNAwzCQq18YGIKAyZ9/myWo23tKIUR1rJTAcubR9LrXA9VtTgqDTExCias17+ufZ//We439qXOeapE73A6DodAVL864wHrirJGXHlUnzm5HtjnwP9Ih6dV5LxNnZWFcIjZAVt1Ikh3sThw16k3Nfl038KXdKTzmmES2YVRPSoUQyJIlkppxp2qGUXYrOna7hKN60mzdQwBCmEKNLEkYEtWCm3lNH7IN5ATf88mSwKsbEctDzfoWZ5MhyDmO6rEQmPF7ZMlsUzRdQtENHJLAq+hIkplWp90Wcvzj2zkN68WfDbAhNFOcTnTaUDUDh132vUD1LxtOFITdiVeTkCQzHpNumGKwmce2arFF9vVb9gjti38/H7QsG7qvjnqEHSegqDpOFJAdYNtX7/3rZ6Q+JFJ7Z7fJyJIAWUITcr0nsNZ99GqxxpfG6j5mnwhhI/S+dYEIIbDZHYCDYPshxoeJC1iTYOKcZhB2l+dwqIYpSGGYAqHTZsMwjKDH+n8HVuwsj6oT77DVas8T4uwIQ0LSPHhUO3E1Xs75X8e/+MuS7Ksv1rzCqxlmmY3wLJpugGTmkX96gr2ctNvMlyyh6r3DqBYh7fuuI/zEe2eQ/nF/kf3b1xi1iGVNGDp06IAQIqRLCmD06NEIIf41l1SMIw+vqjNpXZ7ZOCPB2h9Ml5TqhoyJ5r8H4Z4f/7UNPYSxskrR+HllLgdijidJ8NXibNzWG9/DFEmCLxdvP+yfc39wKRq//J2LXZb5fOF2PP+BvNIN8y3+Jwu2/SfSc1ijumH5xyHfwtcHRTf4aH6W783tfxVfO6jUo4zpOhRthfx0cwKJuXvlR/OzMAzB3ztL2F3mwd8o71F1vlm6A4no89qj6vzydy56kLy0yRLfLt2BS9GiT7dSBZummpNov3v8uGJnHaWyQxePqjNtw+59jqcoMBQXYtnHyGG2srfQdMHvq3fVvr7qhszJAXnvo2ov+ra/0FQFzRB8/Nc2vFrw9BVWeFm+vdgcn+gKbPwdlCq8usEnC7YhSRKrc0rCtp1eTWfGhj0B99ANQebuCrKLqtB0g2Xbi6nyqqi6wcQ1eSHzy1M9XlK14JPw+uJRdTyazkfzs1B0A0Uz2JJfSUmVwuKsIgwh2F5YxeY9lT4BKxQuReO7pTt8E3rdEHhVA0mCH1fsRK3OO0OAZhh4/OqU8FYgNs1AVT0IQfVx5v0+tfooSYINvyIj8c3SHbhVff/GWcKAxe+C6sEQggmrcs2xobsUsuaY3/sBxqPqfLpgG17N4NMF2/b7eoqmMyN9T9D2tbDCy8rs6jJcBz5buP9jAt0QrN9VRm6JO6Dc7K30smRbEUqIeheJ75btwO3VMAR8ND8LVY/conpUnQl/5/rKUy2UKtj4O0JXsMswaV3oeuiPqpt9kS4EPy7fjm4YlLpV5m8uxB2hv1B1wZ8b86ny+rcNBlsKKsgqKMfQVF/af1+9K3w/r7p8bZ5H1fls4f6Xq3DYZInPF26P+IxHMjFRCrj66quRJHN5iMPhoGPHjjz44IN4PJ6A4yZPnsyoUaNITk4mMTGRwYMH8+WXXwa95ldffcXgwYNJTEwkOTmZUaNGMXny5KD3DPbToUOHg/jEMQ51np28kVemb8LtqoSZT5guqTXfwYxHQTqwr4cNQ5BVWMULUzP4a3Ohz3obgIDnpm7k7T+31G0SUgOPqvPNkh28MDWDSs/h23B7VJ3vlu7ghSmZVHhqb9Ucw6TCo5m76q3M4YWpGRRVHfjBbl1RdYPJ63fzwtQMdpW4ia2AP4h4K2Dm47D80wMituuGID2vnBenZbKiHpOOf4qAdtBbn3ZQh2kPwvQHQRgous7qnaWm6CRLPDUxnacmpgdMTNyKzvNTNtZpYmUIwbOTM3jrz80Bk1uXV+Oj+dt4fkoGSrRigOo2v+vpDweIkKpu8NzkDN6bs/WwF4E9qs5L0zJ5ZtJG6qANIimVSLMeRyz9CF0JXU/cqs7rszbx3JSMQJFPdcOsJ8y8r3FjoXqQpj+MbcZD2GSJPWUuXpiaQcbuilpipFfTeWpSOmMnppt/WPwuzHgUXXaSW2yeN33DHtIaJ4V0gnlUnRenZfL05PQAgdQQgif/2MDYP9IRwFuzNuNWDF6buYlnJ28MKVpKWOOlzANWfnTdFIyWby/mxWmZrM8tA6BZipNnJm/kmUnpxNltfDg/i7ETN4R8mWehaAbPT83go/lZuBQNQ5jLDd+evYXnp2RgAOVulYlrd5FX4sZr1SnVjTTzMeQZD5PojGNHkTlOm5OR7/t/frkHsWMZnqTWfL5oO89P2Yhb0VmwuZAXpmZQVdf2RfNC5hSY9QSiJJulWXt5bkr1boerv4XpD1GnwhsFhiHYWewir9RNXqmbF6ZmMHnd7noLNCYSz0zayAvTMgLKhVfTGTsxnacmpUd9Ja+q8/uaPF6YmklhRRBRtw6I6nL+5B8bfIKKV9V5elI6T0/aGOgIjAKPqu9ri5HZXFDBi9MySc8rj5h/hiF4dvJG3vpzS1DxUsh2pBmPIs0ai0338uafmyOmRzMMVu8s4cVpmazZWcrZA9qjC3hm0kaenbwx7DJJVTOXkj47OYMXpmb4BEVDwJN/bOTJiRno0j5X5bOTN/L6zE3BhVfVbc6dpj8Mko29lV5emJrJb6t3hRTc9we3ov2nxrH/VWKiVDWnnnoqu3fvZtu2bbz55pt89NFHjB071vf5u+++y9lnn83IkSNZtmwZ69at4+KLL+bmm2/m/vvvD7jW/fffz0033cRFF13EunXrWL58Occccwxnn3027733HgBvv/02u3fv9v0AfPHFF77fV6xY8c89fIxDBo+q88G8LPZWKvywfCclqg16nAHzX4ZOo6FiNyx5z3yDcYDQqztJgOemZNQabrgUjTdmbabcrfHF4mxc9XmzX40hBG/P3oJXM3huysbDdhIiBLw1ewtK9YTrcH3O/cGj6ny/bCcjujTlzVmb0QzBM5PS6+QgONComjkZeW3GJoSAJyduiOqNY4x6oLph5mPmJOivV8y38/uJIQRPVU+Yn67DpOOfZr/aQc0L2+bDjsWQuxJ2LkNC4pnJG7n/lO78sXoXmXsqmL+5kHW5peiGwKPq1ZMzgw/mZgV/8VADt6Lz1p9bKHOrfL1kR8BLBMuV5a4WWSK+qBACynfBuh+hLBeWfQSq2xRRZm6mwqvx6cJt9XONHUIUVnj5eVUuBRVePvkrOnFQqG6kmY+D5kVe8BqyCH1OuVvl26U7KK5SeNcS+YSAij2w5nsoz4OlH+wTgA0dCjeZboK9W9BXf0+rBjIp8XbG/rEhwEFhOZlmZxSwtaCS31bn4m15NDgS0ZF4alI6QsDL0zNplBTH0qy9QctFQYWXCatyyS/3+pw+imYwN7OAtbllLNtezKKte7n75K5ohuD7ZTspqlJ4f+7WWuXDreqMm2+Ol8avyKH4AE0GFd1AliVempYJwFOT0pEQ7CiqYkZ6PlmFVUxYmcupfVvx987S0C/zMOvRy9MzcSmmeKDqAiEEbkXni0XZlHs03pi5iRuO7cTbf26mZWoC8Q4biqojynJh/c+gVKIbgqcmbkQIeH5qJm0aJdKleQPGTkxHaz0QrXm/amHX4MWpGXRtkYwQ1H38Ickw60kQAmnaAwzvkIokYQoX3cZAyXb4+yvTvX+A0AzBy9MyueOErjwzeSNGdTmqTyxYMMcWny/czp5yD7+syjWFu+rYQhvzypmTWcDm/Er+WJMXlUAhSRKvTM80v4NJ6fUWNRTNYEb6HtLzylmcVcSqHSVoukHG7nL+zCggq7CSCX/n1slp49WMarFT5+VpmaQ47dhliacnpYfNP7eq8+af5rj+q8XZtcVLpQoWv1PddnwLlfl8d91QPpiXFbY8CQFPT9oIwIRVOdgk2FZYxbQNe8gucvHD8p0h+wtFF3y5KJtdpW5+X7OLXaVudF1nweYC/t5ZwsodJSzcnI9b0Xh39hZKXGZ7V+6u8eJXCHOutPYH8JTjVVWempiObghenbEpuoytI7Ik8Ub1OPbZyYfv3GZ/iYlS1TidTlq2bEm7du0455xzOOmkk5g1axYAOTk53Hfffdx999288MIL9OrViy5dunDffffx6quv8vrrr7Ns2TIAli5dyuuvv86rr77K/fffT5cuXejZsyfPP/88d999N/feey85OTmkpqbSsmVL3w9Aw4YNfb83a9bsX8uLGP9NPKpOuVvl479Mi6lmCMZOzUI99VW0pFbgTIZrpsP2v8xB5QEQpjyqztzMAlbuKAFg+94qvl220ycMuBSN4kqFb5bsAMwO8JlJG1GrAyRGi2EIFM3gtRmbKKvuQCauzSOrsPKwWt7me86ZmZS6zOectC6PrQWVh/2Eqy64FI3iKoVrRnbg/Tlb2VtpTiZmpOezIa/8XykTqm7Gefjkr+3sKjUnbYu2FrF0W1HsuzvQqG5z+dn6n83f3SUw+2lzWUiIWBiR8Kg60zfsYV21q2FzfiUTVuX+pwaH+90Oqm5AmI5Z2Q7nfYynzTDmZBRw+wldOKFHc16fte9t9tjqgXiVV2PRlr0AVHg1XpyWacY1CbH0waPqFLsUvlqcDZjtvum8MpcxvT5zE1XVdeLnVbnsKnGHFqZ0zQxaPOW+fcLjtvl4DJnCcg/fLdtRfU+Dp6v7lmDLBQ9lrIDCT/yxwfds4+ZlUenVwpZPQ3FBURas/8n8g6cUMftphKag6/vO0wzz+k/+sc8d98vfOeiaiqiZ9wteB9WNUN0IYSBNvc93Hfu857AJjaUPHsOA9g2Zkb4Hj6r7vhPr5RXAqzM2o3U+BddNy1mTU8qirUUA5Ja4+eSvbQzp2IQ4m+wrF1YePPn7vjz4YF4WVV4NzTD4eVUOACkJdvLLPQzt2IQXp2b4nueTBdsoc6u+/PKoOpUeLWC89MQfG6qDLtdf4PZWB5z+ZVUumXsqaJbs5NIh7RFIPG85hoA3Zm1mWMcmfHLlIL5eko1uiFrOFJeisavUzU8rcwFoEG9nb4UHSZJ4etJGnyPq26U7KXUp/HH7sSzZttd8ZgnUhGZw0tN4rvuLRZv3sGSbmcc7i118uSib764fxqVD2mPYnLw0M4uKamHhl79zKXEp/HbbCPZWethWWBVdH6Z5Yek4KDXrJNv/QspewLRbB7OnzEOxoyXua+bApumgew+IMOVRdTbnl/PoGT1Zk1PK/M2FAOwu85hLJzW9Tm5lj6rjUnTen7sVMF02T/xuupI0w3TeWbwyIxNNFyFfhAlhttcfzNtKQbVDanZGAWtzyurcr3hVM7j8i9VCZ69WybRMcWII9jkPgddnbkYXRBSmdMNA1Qyen5Lha4t/XJlDlaLzyy0jSIizMXX9btxq7fxzqzrFVQpf+43rrfZdNwQoVQjVhbTobfMEQ0eaej+tUxzcckw7XB416PN7VJ2Ja/LYuLucefeN4tlz+oIk8YRfu/H2n1tQdRHQXwhh9lGqbvBe9fcmBDzxxwYMJPq1a8TA9g05ql1DGjVIoNSt8tnC7YC53M9s96rT7t/fdPs/PDcsZH1uCX9mFACmKP7+3K2+DTP2F8Mw8Go6b8/eEjiO3VW2X6tKDldiu+9hLqUrLS3l999/B2DDhg2cfPLJpKWlsXTpUt58803uvfde8vLyaNWqVcC5iqLQpEkTrrvuOt566y3uuusuPv/8c4qKioiLCwzfmJeXR5s2bXjzzTe5++67Az6TJInffvuNc845p87pj+2+d3jj1XQkJD5ZkMW4edtqLefo1SqFsad1YkC7FBy5y5DShsG2v6BqLxx1sfm205FQp3u6VR23ovPC1Ax+/TuXmnOA/+vdgifH9MZuMy3QU9bvDvi8X9tUnjqzN71bp0QM+upRdXYWuRg7Md03qLKIs8lcMTyNe0/uhk0OvWvLoYBH1dlZXP2cWbWf8/Lh7bnv5O6H/HPuDy6vhixLVHo1Cso9vDgtkwXVk2ULh03ikiHteeD/uuOwyQc9r3TdQNEF+eUenpm8kTmZBQGf22SJCwe25eHTeuC0y/9uQPBDHdVtTo7nPA8rPqkdm6TDMXD6q9CoEzii29TBXT05fW7KRiauzaPmiOf0vi15ckxvGiY6/tV6t1/toKb44sYw5xk46gpcw++lSjXIyCtnSKcm/Lwyl3dmb6GwMnB5SbvGCTxyWk9Gd2/GF4uy+XCeOXkd3KERz5zdh05Nk3xtuFfVQYIP52Xx0V/barli+7ZJ5bEzetKtRTLvzN7Cd8t2oOoCp13mmpEduOvEbgghSHTaTXFRaJC90FxCUbgJmnbDe9LziA7H8f787Xy6cEctMe6odg15+qze9GiVfMA2Dvm3MAyBZghW7ijmmUkbydxTEfB5Sryd247vwrXHdESIfTs2GYobCQPmvoC04pPacaDSRqKf9ipyk84YtjjW7CzlyYnppOeV47TLXDuyA3ce3wFpxxLiZz8KBdViSlwDGHEHjLgDkTUHadaTUFwjzkpiE/RRjyIPugqXV8PuiGNe9VKwHUWugEObJMVx90lduXBQO35Zlctbs7f4ljed0KM5T53Zm2bJcThsMsu2m3mwKb92Htw8qjPXjOzI5vwKOjZNZG1uGS9VL0Hyp4HTzi2jO3HDsZ3ZVljJPT+uIaNGnvZslczYM3tzdPtGOGyhd3Wtiad68l5cpfLC1AzmbSrgxuM6cf2xnZi/qZBXZmSSXeP5GyfFcccJXbhkSHumb9hDnF3ilF4t0QwDISTenr2ZLxZlY5PhlQv6c1LPFqTnlfP0pHSfeG6R4LBxw3EduXV0F8rcKppu0DAxDrtN4scVOTw1Md03TrPJEhcMbMtDp3Znd5mHpyamsyK7JOB6TrvMlcM7cPsJXVibU0rmnnIuG5oWvH1R3VBZYC4J3jw98DPZBkddhnf0WLaXGazb4+Lsfi0heyFOz17oc76pINhrhrMPj1vR0QyDgnIvKQl23pi1mZ9W1o5fN7p7M54+qzctUuLDtt9Ktcv5i0XbeW/OVsprhIfo1qIBD5/Wk0EdGjFubhafL9qOVzNokhTHvad046JB7RDg28nNo+rsLvMw9o8N/FVjjGKXJS4e3I4HT+1BnD38GMVaQv7r6l28OmMTEoJ3LjmagWmNmJ1RwIvTgteru07qyiVD2mMYotYY26vqbCmo5Mk/0vl7Z+3v/dqRHbnl+M6s2F7MiuwSrjumI0lOG06bjGYIxs3P4uMa7fuVw9oz9rTOyHY7LHkfaeGb4AksozTvhfi/FyFtBG4d7DY7AoEwBGUejecmb+TCgW0Z1qkJkiwxf3MhL0zJYNvewBfojRId3HliVy4flubb9fvLRdm8N3er72WNRZfmDXjsjJ6M7NwUCcHXi7N5488tPiHOonfrFJ4+qzf9WjfAsfFXvI26oDbpwct/ZjN++c5asaeO69qUp8/uTatqZ2J9cKs6eSVunpqUHnIce/8p3bHbpAO2Oc5/lWh1ipgohSlKffvtt8THx6NpGl6vF1mW+emnnzj//PO55ZZb+OGHHygtLQ16fv/+/WnTpg1Tp07ltNNOY/fu3axZsybosampqVx22WV88MEHAX+viyjl9XrxevcNQsrLy2nXrl1MlDrMMAxzH6TJ6/KqYwOEX6t+bNemvHBmN5o7FZw7F0Cvs2H+K9CiN/QcA8gQYYtqb/X2vW/O2synC7fvi10QBLsscdHgdjx0Wg/W5pRy5efLa034ju/enOfP7UPjpLjauzNVC19P/rGByet31zrXn5QEO3ee0JVrj+no21nmUMGj6rhVnbF/pDNpXe1JsT8p8XbuOLEr1x2Cz7k/uBUdp0NmT5kHp13muSkZ/L5mV9i8auC0c+vxnbn5uM7VW+we+LyyBsbPTckwg7mGcWgkOGzceFxH7jyxG1r19ssxokRXzcnNknHmUj1PaehjJQl6nQunvwZxSSHFKW/1DkqvzMjk6yU7wrZlDpvEZUPTePi0Hkj8szs67nc7qCmwew1MvgfyN+C6Zyu2pMb8+vcuzuzfmpXZxTw7eSNZheGds33bpPLs2X1o3ySRq79Y7psUn9anJS+f348GTju//p3Ly9M31RK2ajK6ezOeOrM3kgQXfLjEJ0Q0SnTw5JhenNOvGZTmIE2+yxSlAH34nUgnPcVPK3bw6qysiHE3TuzZnOfP6UujRMchWde8ms6eMg+P/LqexTVeUtSkVWo8j5/Rk9N6NUOy2RBLP0Se/3L4egLQ+1zE6a+h2RM59b3lqLrgtxsHkuTNJ37aPZC9YN+xLfrAFb+ZyyenPWAu/QxH404Yp72C3mEUt49fx4z0/JCHdmiSyONjejGicxPu/GG1z5VgiSdPjOmFR9UZ9uJstBDLoVulxvPYGT05pVdLHv1tPRNW5Ya8X/NkJw+e2p2zj2rDUxPT+W7ZzlrHHNOlKS+c15cWKc6w4qZX1X27/r0yI5Pvlu6kU7MkvrluKHmlbp6amM7qnNKQ5wOkNUnk8TN6ckyXZrw6I5NT+7SkR8sUbvpmFYUVHv64/RjK3SqP/b6h1kuPmjRtEMf9p3Tnf4PasSGvjLQmSdhlifRdZVzy6TISHTYm3DKClAQ7z07eyNT1e8JeLzXBwR0ndOGakR35cP5W4h02rhnZEcMQ2A3FFI5nPAarv/FtmhAURyL68NvhuAeZvm4XLtXg/EFpiAWvY2vdH7qcaLo3I6BoBrIMa3NK6de2Ie/N2conC2oL4P7IEpw/sC1jq1+UBuwmKgSGgJnpe3h28kbyysK7t4Z3asLYs3qREu/gkk+W+gShjk2TePbs3gzq0BhFN1cEBHth609SnI1bRnfmltFd0A2j1u7Fqm7w944SHvt9A1sLKhnTtxWv/68/WYWVPPrbBtZEKFcdmiTy9Fm9GdmlKXabjEfVqfCoPP77hrD1Ecy2+K6TunHFsDTemrUZj6bzwP/1QNMNfp44i7Gr9vWXc+45lo7NEmHjRHOpcPmusNem4yjEmDchpQ3r97jp2TqVpyem88jpPbDLMtlFLh75dX0twcyfr68dwoguTfhzYz7PTckgtyR8TMkhHRvzwrl9adsogacmpjN+RU7Q48ZddjSn9G7Jh/O2mk7MCOXq3AFtGHtm74jioj9uRUPRzVAB0Yxjbx7ViVtGd0HR9ZC7TB/qRCtKHRkznig4/vjjWbNmDcuWLeOqq67immuu4fzzz6/XtQ62zvfiiy+Smprq+2nXrt1BvV+MfwdZllB1g8EdGjOgfaOwx6bE2zm2cyNaNkxCKs6Clv1Mi7Vsg3ZDzYlLBEEKzO1gDQGjuzenS/MGYY9t2yiBkV2aYpMklmQV1Wp4GyY6OLZrU5olOyFIGFK7LJEcb2dU9+Y0axB+u/derVI4tmuz6u1dD61myy5LJDvtjOrWjObJEZ6zdQrHdm16SD7n/pAQZ0PRDOyyRAOnnZFdmtAyJbwTpkfLZEZ1a4aqh97aen+RJXM74GO7NqV1w/Dp6dqiAaO7N48JUvXB5jDbqC4nQMu+4Y9t0AK6nATxKb5tyYPhsMkI4PgezenQJCnsJds3TuL4Hs2xydI/Xu/2ux00VGje03SR2Rw4d69CQqJLswbs2FtFr1YpDOnYOGRgaTDfno/s0oROzZNYl1vKnuqJW7MGTkZ1a0ZinA2vZjCscxP6t0sNm8bUBAcjuzSlZWo8K7KLA+J59GmTSv92DTEMgdSwnRkHMc7sZ2z561DKdjO8Qyp924a/R6NEB8d1bUaTBnH1jivzX6BVagLHdG1KsjP8ROTo9o0YmNYYFRk0L1LnE6BVv/AXb9ACvfNJEJ/KrjKFPWUeSqoUVu0owdaoHXrH0eaSf4vKPbBrJTTtAh1HhXdXSzK0H47U+mhKK13sCjNhlCUY3LExfVqnsjm/MsD10bphPKO6NcNpl9mSXxFSkLLyYFBaY0pcCnml4SeoA9o34uj2jdhZ5GJTDacUmOOl47o2pVVqZLel3WaGW7fJppDVvkkihRVe1uSU0qlZEsM7NyHeEbrNkCUY0qExfdqksqWggsZJcfRomUJOiYvcUhf5FV7yytw0TXZybJemNEx0hE1Pv7YNGd65CW5VR5bMlyE2WWLxtiJ0Q+BSdZZtL6JRYhwjOjeN2Kb0bp3CsE5N2FPuocqj+9oXu00222Wb02xvU9uHz6hm3VE7nojbq5DvMhjWsSFKaR42mw3aHG2+eIgCh01CNwRNkpxUejRGdGlCtxbJYc9p3TCB47s1J94h12q/JUlC0Q2OTmvE0WmNwm7k2sBpZ3jnJrRvnMjfO0oorl5uZZMlhnQ0v0MJSHTYGNWtGa1Sw69A6N4ymVHdmqMFEaTAjMPWo1UKQzs2xi5LbC6ooKhKoWPTBoyIolwN7tiYvm0bolS7rWyyRKPEOLNtTArvTOvbJpWhHRuTV+qm2KUwuntzwMx/f0EKYEVOqenGbD8M2g0Je12cKYhOoyC1HYah0zI5niqvRoVHo8ytogtBWpNERnZpQkKYcdLy7XtRVIOjq+tyuO8tKc7GMV2a0K5xAh5VZ20IMS8lwY7TZoqBo7o2oXvL8CaOVqkJjO7ejIQ4G/Yodja1sMkSSXE2juvaLOI41iojqm4ctoJUXYg5pai9fM8wDPr378/dd9/Ndddd51u+t2vXLlq3bh1wrqIoNG7cmOuvv/4fW74Xc0odeXhVna2FlTz+24aAt3I2WeKq4e2578RO2Iq3EG8TkNIG1v4InY+Hxp3qvHQPzBgUCJi+YQ/PTclgT/m+t0sNEx08cEp3/je4HUWVXh6YsJYFW/a96XXYJK4b2ZG7TuqKISApwoDbq+pIkrk88b05WQHLNTo3S+Lps/owpLrTlsNMrP7rWM/56YJtvDtna63nfOqs3gzt2OSQf879QdMNDAGFFR4aN3DyZbXV3v9tVocmiYw9szfHdG2KLIEtCrF1f3ErGnabzDdLsnlr9hbK3fus/20aJvDEmJ6c2LMFsiSFnfzHiIBvSddi062x1283H0cCHHu/ubwIwB5+smVhLY+YtK727khNkuJ48NTunH9024ClGf8G+90OKi7TOTP9Echfj3Lxz8iNO7J8ezFtGiWg6oLnp2Qwd1OgE+Oco9rwyOk9KKzw8uK0DBZtLcJpl7l1dGduHtUZAQFviL2aTubuCh7/fQPrd+1bvmGXJa47piO3n9CF1TtLeGFqpm85WvcWyTx9dm8GtG+IQ5aQrTqrus0lmrOfgZWfgWxHDLwWZdRjpOe7eWLyloAlWnE2meuP7cgdJ3ZFqpGuQxUrJtNrMzfzzZLsAOfFwLRGPHdOHzo2TQp8VsNAGBpi5xLkaQ+YSx8tHAkYx9yLNPIuDEOgSw5UQ/Dmn5v5clE2miE4ql1DnjqtE71aJBA371lY+fm+mFJpI+GM1xFJzZD+HGvuqOZP5xPQT30VKbUNa3a7adc4EVmSeHFaZi330qhuzRh7Zi8cNpkXp2X4XDspCXbuOakblw9LQ9UNJMyYT6/O2MS3S3cE5MGgtEaMPbMXzZLjGb9iJ4PSGtO7dQrvzd3Kl4uzA9yrA9o15Llz+9C5WQOKq7zc+cNqVu4o9X1ukyWuHJ7Gfad0x17HZfKGYaDqAlmWmLAql9dnbqJzswY8cnpPWqbE8/qsTfy8MvD5j+3alEdP70lSnJ0ZG/cwpm8rGibGEe+QUXSD1TtLeWpiOpl7Kvi/Xi146uzepCY4eGf2Fj5buD1gE43erVN45uw+9G6dwq5SN+0aJWIIgQQs2pLP439kBLiA+rVN5Y3/HUW7RgmMm5/FuHlZAW7RrtXLnga0b8T45Tvp2zaVQWkh2hdrefDKL2Du84EOvdR2eE96Drn76fyxdjfdmjrp3iwe54bxpjsqtW29xqC6YQZ837a3iraNEpiTWcBL0zIDHDPJTjv3nNyNK4anIQQRX055VJ3soiqe+H1DwHJGWYLLhprLozfnm7vTWS6l0d2a8fTZtZcHWssBv1yczdt/bgkIq9G+cSJjz+zFcd2aYZMij+c8qs7eSi9PTUznz4wCrh3ZgTtO7IpRHWOqZr06rmtTnjm7Dy1S4kmIq12GLXffB/O28tH8bQHfe4+WyTx2Rk/6tknl84Xb6dQsiTH9WqNXLwMM1b4nOyXmP3AijZwGFG1Fmno/7Fy676aSDIOvR5zwBMg2ShQ7SU47TofN1wf/vnoXk9fn8eHlAzGEGavqpWmZ/FjD1TSySxOePqsPbRom4LRLeHVBTpGLJyduYOm24n23lODSIe158NQe2KvzeOPucp6bvJG1uYF90zUjO3D3Sd2wYRC/8kN0xYUx4i4WbCnkqalZ7CzeJ5Y3cNq566SuXD2iQ8Cy6briUTRsNpnPFm7n3dmBSwrTmiTyxJhejOrWDAnC7jp4OBBbvlcHaopSAD/88AP33nsv27Zto7CwkC5dunDHHXfw+uuvB5z7zjvvcNddd7F06VKGDh3KkiVLGDFiBO+88w533HFHwLH33nsv7733HllZWbXcTbGYUjEioRsGugGjX53rG3zcMqojdw1NJX7Ok3DW22YQyvTf4cZ5gAy2/Ru0q5pBTomLk96Y7xsojr9xGAPaN8Rpt/mCBx778lzfko57T+7GDcd2CtpZhsOr6kxcm8cDE9YBkBhnY/HDJ9DAaT+sGmyvqjNp3W7u/3ktYL7pXPzICSQfZs+5P3hVHa9msG1vFdsKK7n3JzOvnHaZhQ+dQMNEx78iIHhUnQVbCrnh61WAOdiZ98BoWqTEH1HOtoOOroFSCW/2Nv8FOOs96Hth1LGkaqJoBtv3VnLq2wt8rs7fbxtJr1YpB81pVx/2ux3UvPDjZbBlFnQ8Fs+F49laovPjihweOb0Hl3+6jL93lgLm0ry3LjoKQwiGvjDbF2flmbN7879B7UJO2nVDoOkGx7wy1yfy3XNSV24a1RkJ+H7ZTp6ebO6wlJJgZ/FDJxJnl0IP7lUPzHocln9i/t7qKPTrZqMYEiNfnuPbNe3hU3tw9cgOh4UYVROPqvPazE18usAM0Nu2UQJz7hsd9iWF0FVQqpD86ol+xttIR12EXEMI8KhmcOd355iBglumxLPgodHYDRXpz6dg2TjzwMad4LblINkQumIusVw73vysZT/EDbNZl1fFbd//zedXD6FDkyTi7DJeVeeBCeuYuDYPMJ0Yv948BJQq8r1ORr82zxe35YurBzO4Y2OcdhmbhE+k9Kg6r87Y5AtS3L5xIrPvGwUCrv96pS/I9e3Hd+G247vw7pwtfDAvCzCX981/4HhssvmiworXdfxr83wbU9x0XCfuObnbfpUfRdMxBGzYVcYFHy4B4Iy+rXj1wn48/vsGfv3bXNrUu3UKE24ewaszMskqrOSTKwfXamesjQGGvzTb96Jj/A1D6d+uEZ8t3MZrM01RvklSHAsfPoH0XWWUuVX6tk2lgdOOY28Gjkm3ooy8nz3Nj+P4t5b4RLrPrhpEYpydn1fl8OxZvfl9zS4e+90MmJ3stDPvgdFMXJvHJ39tY9pdx5IUTfuieSF7EXx7rvm7bMNzyyrm7LLx/l87+PWmIdiXvYdt01S4drq5XG8/nYyqbsaVWp5dxIB2jTj5zfk+se7TKwdxbLemdYotZxgCXQhOemO+z7V3zcgOPHRqD2wS3PfzvjLcv20qE24ZgV0OHXvMq+rM21zITd+YY4I4m8zCh46nUVJcnccEimZw2adLWZFdgizDx1cM5JguzXjol3X8scZMU582Kfx268iAehMKawfjZ/za4r8eOJ6fV+Xy3pwt/HjjcDrUFLzxa99rjOtvPK6TeayuITCQ3hsMJdkAiGG3wolPsnqXmz5tG/rqYeDz6WzOr2TMuwu5eHBbnj27D3p1oPmfq4W3Hi2TmXTHMcgI02VXjabpCEni1Lf+8i1Fv3xoex4f04v1uaVc+NFSkuJsPHdOH07v14rjXpnrC3lyxwlme+F7TtUDf46F9F9RT3yGkg5ncMxri3yOs3GXHc0JPZsfsJiFHkVn5sY93Dl+DbBvHJuSYD/k4yJGS2z53n5y4YUXYrPZeP/992nfvj2vvPIKb731Fo899hiZmZlkZWXxxhtv8OCDD3LfffcxdOhQAIYPH85dd93FAw88wOuvv05WVhaZmZk8/vjjvP3227z++uux5XYx6oXVwD98Wk+gOhjg6I7ET7zJdEVlzYM5z8Hoh0Ho+y1IATjsMq0bJnDugDaAaV8/un0jX0PqsJmDv7tP7gqYsRxuGlV3QQrMOC7nDmhD52bmco6bjuuE02E77IQap8PGOUe19i2PtDr6w+059wenw4ZdlliRXcRpfVrRu7XZiV09ooM5GP+X8irOJjOqW3MGpZnLaS8a3I6mDZwxQepAY7ObTqiRd5q/N+0G/S+utyAF5lv0tCZJnNHX3KzkxJ7N6dkq+T8lSMEBaAdlB5z6svnmOnsh8ZV5dGnegMJKL5/8tY3HzjD7D4dN4skze+F02JAkiVtHdwHMN7iXDGkfduJukyWQ4IFTugPmMr+bR3cm3mHD6bBx+fA02jYyRZHbRndBlgj/ttkRDyc8uW852fGPYpMEsgR3n2T2LS1T4rn2mI6HpSAFpuvrnpO6kZJgOosfO938nsK5LCSbA2GLQ4y8y/xDky7IR19WS5Cyrn/b8V1oXL2s58FTuyMESI54OOExcFZPFE55DhAgy0iOeMQpz/lcier/vUyFx+C8cUs4un1j2jdO9NUfp8PG42N6ElddTp8+qzfyik9xvNWTxkkOLhpsjnsHd2jEyC5NydxdhhAiYGId77Bx78ndSImvzoMzeiKEWd4eO6MnkrQvftCPK3Zyy+jONKpe7vbQqT0A4RsnWfn28Gk9ANPhfddJXfe7/MTZbRhC0L1lMif3agGAQGCTJe4/pTvO6vwYe2YvvlqczReLs81NYYJ8jw6bjCSZIhuYQuTADo0RQnDjcZ19y/3vObkbxZVeXpiawfDOTUh22k13ReP2ULSNuN+uo1mDOC4Y2BYw4yIN7dSEW79bRWqCA5u7gP8NbE2HJokA3HJ8Z3YUu3h60kYuHtI++vbF7oSOx0DaCPP3AVdQKjfkzp82cOXwNNg2F9ucZ+CksYC034KUlUdNGsSxYnsxim5wyRBzGeGAdg0Z1b1ZnSf1Vrl4vLodTHbaue/k7sQ7bDjsNh4/Y18Zfuqs3shS+GD4ToeNE3o0p1/1kuMrhqeRnFC/l2Z2WeKZs/sAICHRs2UK8Q4bj/mn6cze1c8R+frxDhtX+LXFd57QlR1FLp6fksFxXZuRFkSQgn3t+32ndAOgWfW43neszY6k64iTnq6+UUM4/jEWbK8kt9RTfY3a6Yuz2+javAH/17sF41fkcu8va5AleOT0nr568/gZPdENI0CQArDbbeiG8LWLSXE2HjjV3FymcQMnkmQGFj+qbQoIwYP/Z9b7JklxgYIUVPc3j4HqwTHxVpIdgitHpAGmmH5yrxYHVCyKj7NxWt/AcWyS03bECFJ14b81GvsPYbfbuf3223nllVeoqqri7rvv5rfffmPBggUMGjSIPn368P333zNu3Dhee+21gHPfeustPvjgA3744Qf69OnDoEGD+Ouvv/j9999ruadixKgLcXaZ0/q2pFerFO46sSuSuxiqCqDfRebuKG0HQbdTwV7/yVtN4h02Hj29JwkOG0+fVXtwlei0879B7ejUNIn7/6/7fm3XLYAnz+zlm+SEW3N+qDP2zF40bRDHrYf5c9aXRKedK4d14KeVO3lyTC8aJjq4+6Ru9RI8DxTmgFbw+JheNHDaeejUHoftJPlfx5EAI+82Y0j934sH5JLxDhtPjOlFvEPmqTN7/6cHhWPr2w7KMqS0gqMuhT4XQKO2xDtsPDmmF18vyaZXq1RO6dWCS4em0TDRFCjiHTauO7ajL6B2NP55p93GeUeb4tn9/9ctIGygZhg8enpP2jRM4NpjOpq77UXC5jC/73ZDzZcsNjOA+SVD2pPWJLFaXDi8jf02WeKOE7rSt00qJ/VqEZVgKsclwsi7ILkl2ikvohuhA/pLmI6H7i2SOat/631CoWyH4+6HNgOh6ylg8ws94UhCDL0ZupyIvd1AvIYpaD4+pmetti853sGVI9I4vntzerdJwWaToVkPEhwyD57agwZOO0+d1ZtdJS76tW0UVKi0yRK3H9+F/m1TOaFHc+LsMrIs0b5xImf2a80FA9uZLq+te9lV4uaek7vRs1UyY/q1qnW9OLvMaX1a0ru1OV6SD1D8sQSHjcQ4G4+c1oN4h8wTY3phkyVcis41IzpwXNem9G/bkNxSF+cc1YY2jRJCiouJcXauGdmRNg0TePi0HuiGgSxLaLrBA//XnY5Nk7hocDuem5LBo6f3pNSlIksSCXF2JEuQbDMIhyOOh0/rQWKcjafP7k25W0E3hCm4uAog/Q8eP8Ncanj9MZ0QQtQWG6JBsps7oMY1QJz0NFklOmlNkjjv6LbElW4z45G1G2a+WDhAxDtsPHhqD96atZn7T+lOstPOM2f3wVbP79NhkxndvTlHtWvI7Sd0CYgXlBzv4IrhaZzQozm9WqdEtRxfliSePqs3KQl27j25W73Hc7Is0alpEqf3bcnFg9vRpDoeWAOnnStHpDG6ezP6tk2tk+AlBDx6Wg/aNkrgqhEdaJbsJN4h8/iYXjjDxEly2m1cMLAtnZsl+V4+BBCXAD3OgNZHI467D4CXpmVyWt+WYdstp8PG2DN7E++QeeT/erG3wku8Q+a6YzoysksThnRsQnyI2EoOm8yx3ZoxKK0RN43q7Ns9s01qPOcc1Ybzjm5Lq0aJOB12zj6qNd1aNODek7sR9CllBxx7H7Q5moSEJO45qRupCQ6ePrv3QYtTaI1j7zqp62G/2159iS3fOwyILd87stAMgy35lXRp3gAHOhRshOa9AAF7t5quggM4IADzDUT6rjL6tEkNOoDxqDqb8yvo1Splvx0/qm6wYVcZvVqlHNYBo1XdYP2uMnof5s+5P7gUjS35lfRslWzmVevg5e+fxq3opOeFrg8xDhCaF3avg9b9AyfK+4Fb1dmwq4w+rVP/VYEzEvvdDrqKzGWQyaabw6VopOeV079tKnsrFZLj7STH7wuqrGg66Xnl9GkT/aRH1Q027amgR8vkWu2+qhuk7yqje8uU6PNZU6BkOzTp4gtir2gGmXvKD0jfciig6gbbCqvo0rxB1PHpDNWDtGc9tO6PFKGeqLrBlvwKurWo8Z3pChRlmeOHGhsICKUKUVGAntoeXcD6MPWnyqtRXKXQtlECkqHC3i3QtCsuTWbjbrN87Sk1Y1HZQnyfofKgsMKLXZZomOggt8RNkwbmEqmtBZV0bd4gaPkIGC8dwPLjUXUUzWBTfgV92qTitMnsKffQKNFBfoWXtg3jKfdoGAKaRgg27lF1MqvzxnqGKq+K025j4+5yujZvQHpeOT1bmeN7m8y+ibvmRZRk403thEDy1WFJgg25ZfRuk0q8bMCedNSW/cw2pXUKsiT5/l9ncV71mDt+tuqPJjvZuLucHi2TiRMKlOdBo45RbaxTFzzV7Xav1ilszCunb5vU/Ro36YYgq7CSjk2TapWLgDIcpUDh1fR9+b2fY4I9ZR4S4mykJuxrn12KRmGFl3aNEqJySfmj6YZZfprI6PZENuSV07t1SkRhRNUNMvdU0DNI+w6AriCq67eG3ayHLRpgj2JZoTmeSyE9r5x+rVMxgD1lbto0SgjrqlU1newiF+2bJAaU272VXiQETRLjQJbRdLNudmuRHLre+7V5Hh3fmO5gvayyykjPKPL+cCMWU+oIIiZKHXmoumEGdpSqA+fZHGbQWEmOOgDwgUarji+1vwKLYQiQOGBvNf+rHCnPub8YQiAMM8Dsf2WnLVUzcPzHln0dtghz04UDPcn5r7Pf7YNixt0gLnDnQVXTseIn15w8GYZAQJ2C9Wu6ETRIvKIZ2OQ6Bv7XqoPQ1+jDrKDHR4IopVQHJa7rslIhDHTdwG6PPNGEIEH9NS8ggT2IqKW6zc+iWD7rqQ7QH++wmcH3ZXvANTXdQDNE2Im7oumAVCsP3KruC3Bv3cdcXhV+kwLfeOkAt9m6bgQIa15NRzeEWWeFWS+Q5KicM7oh0A3hS6On+lmt+mOVfSFEYD+oeRECXIbN3I0v2GTXMEACXZg7CcqydMDGH1agegC7oZh2vAPo1D+YmHWtdiDrgDL8L+CpDlTuX25cioaEVK8XKdbqBZtQMSQ7sizXLkchCNW+7zvAC4aOIsdHrIc1UXUdR/UyPY+igxRdnntVHV2IAGHHrZgx2fzLf8i2zj/tfm2eJYccrHGmYRhIEZaDHq7ERKkjiJgodeTh61AMozp+VPhthP8JVM0wd0ML0QFE2wnGiOGPbojYjnYxYtQVxQ0IiEv8t1MS4zDD2uAk4gTS0MAQYN83PlF1A2EI4vZjwq/ppuBpCNMJ9W8tw1V1w7e7mqIZSAiQpDpNzA9E/+ZWNIQgumWyNfB/hhj/XbzVAfYPRKiHUGNxTTfQhfhX6pMhBLIwark0YxwexAKdx4hxmOJRdYoqFbyqbg76vOVEFQTkIGIYBhVeDS1EOlyKRlGlgkvRgn4eI0YwNMOg1KX43lzGiBEjSmT5gAQajhGjJhL7HF1hEQKUilrnevUozg2BphuUuVW8moEhBC7l3+kbhBBUeDTfjoKVXhWBFDx+TQh0QxyQ/k1AvZy7hmE+gxomDlmM/wayVO1u20+qvOHH4u5/oT6pukFxlYJbi3lkjnRiotR/jNGjR3P33Xf/28mI8R/GEIKLPl6KXQb2rIM/bgfd+6+mSdEF9/+8lszdFehBBpx2Weaij5fUOzBljCMTIeC6r1b6toSPESNGFCguWP4xLHl/3zK+GDEOAKpu8GdGAS9Pzww/gTU0yF4I0x+qXv5nnjsjfQ+vTN9U78mvIeD271dT6dVYvr2YsX+k/ysvLRTN4P6f17IlvwKPqvPIr+tZl1tKqUv1LRuKhCEEN36zioKK+o/fqrwaH8zNYvyKnXV+6acaBvf8uIZthVUHRPCIcXDwajoTVuXywdyt+y0ayZJUPX8InP5rusGCrXt5bkoG7n+4PknAlZ8tx+VVwYi9gDySiYlSMWIcQnhUnY/+2kZhhQehq/DnWNg0FUp3/mtuKcMwyC6qYk5mAa/MyKzllnIpGl8u3k5WYRWfLtwec0vFiArNMFi2rYg1OaW8Mn1TzC0VI0a0yDZY9BYsec+MMxgjxgFCAl6buYmfV+aG78uFgNlPw4ZfzKD71ee+MWszP63MqdfEV6veHGRTfgVJcXZemZ7J5HV5FFX+sy/lhBDsKHIxJ7OASq/GrhI3Mzfm8+qMTaQkOKJyS+mGYNWOElbtKOGV6Zn71b99uTib9+dk1WnZoGEIsgqqmL+5kJemZcbcUv9hZEnindlb+HJxNsZ+jPOrvBqfLMgiq7CSb5fuqFV/X5uxid9W76LMpe5vkqNG1Q1mbdzDxt3lvPnn1phb6ggnNlqJEeMQwhCCLxZu55qRaWh5a803kQCzxv5rbilFF7w8bRMAi7YW1XJL2WWZj+ZvA+CTBdtibqkYUSEEvDzdLFeT1uXF3FIxYkSD5ZKq2gvukphbKsYBw3JJbS2oRNEN3pi1Obhzw3JJ5a02nQ+zn0aobmam7yGrsAqvZvBmqHPDYAh4dUYmNx7biSXbilibW4ZR3U/8ky8tFM3gxWmZJMfb6de2Ia/MyEQIWLa9OGq3lCEEr0zPBGDq+t31cktVeTXGzcui0quxp9xTJ7eUahi8NC0DgPmbC2Nuqf8olktqd5mHKkXfL7eULEl8unA7AOPmZfncUpZLKj2vHN0QvDZz0z/mljJF7i0A/LQyN+aWOsI5pESp0aNHc+edd/Lggw/SuHFjWrZsyVNPPQVAdnY2kiSxZs0a3/GlpaVIksS8efMAmDdvHpIkMWPGDAYMGEBCQgInnHACBQUFTJs2jZ49e5KSksKll16Ky+UKuO8dd9zB3XffTaNGjWjRogWffPIJVVVVXHPNNSQnJ9OlSxemTZsWkN758+czZMgQnE4nrVq14uGHH0bT9nUYVVVVXHnllTRo0IBWrVrx+uuvH7S8i3HoY7mkAG46pj3x857Z9+G/5JayXFJzNxX4/ubvlrJcUkXVgkKpS425pWJExHJJrd9VBphvlWNuqRgxosBySVnE3FIxDhCWS8oipFvKcklZVLul0neX+/5UV7eU5ZLanF/JFcPTePvPzb7P/km3lOWSmrupgJfP78euUtMlZRGNW8pySf29sxQwxbb6uqW+XJzt+3+0binLJfXXlr2+v8XcUv9NLJeURX3dUpZLqtxt1tfCSm+AW+q1Gfvq9T/llrJcUlmFlQAouhFzSx3hHHIjla+++oqkpCSWLVvGK6+8wjPPPMOsWbPqdI2nnnqK9957j8WLF5OTk8P//vc/3nrrLb7//numTJnCzJkzeffdd2vdt2nTpixfvpw77riDW265hQsvvJARI0bw999/c8opp3DFFVf4xKxdu3Zx+umnM3jwYNauXcu4ceP47LPPeO6553zXfOCBB5g/fz5//PEHM2fOZN68efz9998R0+/1eikvLw/4iXH44++Skvas3+eSsvgX3FL+LikLf7eUv0vKIuaWihEJf5eURcwtFSNGBPxdUhYxt1SMA4C/S8oiqFvK3yXl+5uONPtprhrcEnv1Lm91dUv5u6SWbS9mbW5ZwGf/lFvK3yV1fPfmvFrtkrKIxi3l75KyqKtbyt8lZRGtW8rfJWURc0v99/B3SVnU1y3l75KyGDcvC5ss+VxSFv+UW8rfJWURc0sd2RxyolS/fv0YO3YsXbt25corr2TQoEHMnj27Ttd47rnnGDlyJAMGDOC6665j/vz5jBs3jgEDBnDsscdywQUXMHfu3IBz+vfvz+OPP07Xrl155JFHiI+Pp2nTptxwww107dqVJ598kqKiItatWwfABx98QLt27Xjvvffo0aMH55xzDk8//TSvv/46hmFQWVnJZ599xmuvvcaJJ55I3759+eqrrwKcVKF48cUXSU1N9f20a9euTs8f49CjpksqYf6ztQ/6h91SwVxSFq/MyMSjGQEuKYtSl8pnMbdUjBDUdElZxNxSMWJEoKZLymLJe7GttmPsFzVdUhY/r8zFpfr15TVdUhYbfiHZKOfco9v4/hStW0rTDTaEcElZ/BNuqUguKYtwbqmaLimL+ril/F1SFpHcUsFcUhYvx9xS/ylquqQs6uqWqumS8iFV1+sZtev1wXZLqbrBnxvzfS4pi5hb6sjmkBSl/GnVqhUFBbUnxdFeo0WLFiQmJtKpU6eAv9W8pv85NpuNJk2a0Ldv34BzAN95GRkZDB8+HMnPETJy5EgqKyvJzc0lKysLRVEYOnSo7/PGjRvTvXv3iOl/5JFHKCsr8/3k5ORE++gxDlECXFL5GyB7QfAD/0G3lKqbIkEwWqTE47DVdklZxNxSMUIRzCVlEXNLxYgRgmAuKYuYWyrGfhDMJWWh6AZvztxsikvBXFIWhk7CX8/xwAlpdXZLGcJ80XXjsZ1YXsMl5X/MwXZLRXJJWSzbXsz6XcHdUsFcUhbRuqWCuaQs9pR7+GlFTsiXfsFcUhbzNheyPeaW+k8QzCVlUaXojJu3NWonUzCXFMDNozoxb1NhgEvK4mC7pSTgtVm1xWWIuaWOZA45UcrhcAT8LkkShmEgVwdsE349hKoGV3n9ryFJUshrRrpvzesAtc47GDidTlJSUgJ+Yhy+1HJJ+ceSqsk/5JYyXVLm7jPBuP+U7kFdUhYlMbdUjCCEcklZxNxSMWKEIJRLymLxuzG3VIx6EcolZfGTf2ypYC4piw0T6uyWquWSCuIcsTiYbqloXVIWwdxSoVxSFnVxSwVzSVm8N3drULdUOJeURSy21H+DUC4piy8X74hKPAzlkmqW7OTSIeHr08FyS1kuqWAiN8TcUkcyh5woFYpmzZoBsHv3bt/f/IOe/9P07NmTJUuWBIhkixYtIjk5mbZt29K5c2ccDgfLli3zfV5SUsLmzcGV4xhHLlG7pCz+AbeUqgteDvG277yj29C0gTOkS8oi5paKUZNwLimLmFsqRowahHNJWcTcUjHqQTiXlIXPLeXxwO41oS9WD7dUTZfUmpzS0Jc/iG6paF1SFku31XZLhXNJWURyS4VzSVnsLgvulgrnkrKIuaX+fcK5pCwqvVpUbqlwLqkFW4K7pCwOllsqnEvKIuaWOjI5bESphIQEhg0bxksvvURGRgbz58/n8ccf/9fSc+utt5KTk8Mdd9xBZmYmf/zxB2PHjuXee+9FlmUaNGjAddddxwMPPMCcOXPYsGEDV199tc/xFSMG1NElZXGQ3VL765KyiLmlYvgTySVlEXNLxYhRg0guKYuYWypGHYnkkrL4aWUuLlVAr3PCH1gHt1RdXFIWB8MtVVeXlIW/WyqSS8oiGrdUOJeURU23VDQuKYuYW+rfJZJLyiKSW2p/XFIWB9otFcklZRFzSx2ZHFYKyOeff46maQwcOJC77747YKe7f5o2bdowdepUli9fTv/+/bn55pu57rrrAoSyV199lWOPPZYzzzyTk046iWOOOYaBAwf+a2mO8d+jzi4pi4PoljoQLimLmFsqhkU0LimLmFsqRoxqonFJWcTcUjHqQDQuKQtFN3hzTjbuUU9AuD69Dm6purik/M850G6purqkLPzdUpphRHRJWYRyS0XjkrKo6ZaKxiVlEXNL/XtE45KyiOSW2h+XlMWBdktF45KyiLmljjwkIf6hrbpiHDTKy8tJTU2lrKwsFl/qMMKj6qzILmbS2jyePbM7zjVfQc6yyCeCOSg8401wJocfINYRwzCo9Oo8/vuGoJ8/OaYX2/dW8c3SHVFf89Kh7enXNpXEOPuBSmaMQwzNMNhT5gkZOD8Yx/dozml9WhLviDk/YhzhTHsIqgqjOzaxMZz+2sFNT4zDAt0QvDd3K1lRiFIAcXaZF8/tg2Plx5C7IvSBsh1jzNuMX13A0m3FADjtMi+e1xd7tbtH0w1KXCpvztrMk2f24qvF2VFNosGcjL94Xl8S4va/bxBCUO7ReOL3DVwzsgNdmjfg8d83RG1EH9C+IZcNTcMmSzwzKZ2SKF0no7o144x+rQL6N0MIHv9tQ1SiFECr1HgeOb0nhiEo86iM/SM9ukQDQzo25sJBbXHaY/3rP4kQ5kvfvNLIohRAA6ed587tg1xjnF/l1ViTU8qPKwI3wkqJt/PEmb34bMF2MvdURHUPmyzx0vl997ssqLrBziJXVA4ti1P7tOT47s1IiM0PDmmi1SliotRhQEyUOjzxajqqLpCAeBQQ0b0tkADZ6p/sCWA7cI25R9FR9NC2bpssodfj7ZrDJsU6nSMYVTfwanVfLmCXpZgoFePIxlsBoo51R5LNFxYxYoTBrejo0UwRhOELFyABiTYdYehEOlOV49HEvsm0BCQ5zXGAV9XxagZS9bb1UQ8rJHwT9ESHDVnev5dymm7gqe6bbJLpFK8rNlkyA55LdXgOavdvFR61zlEZZAniHTbfM9SFWP/6z+NStDqVEQisN77reDW0IBeSqwuiEaog+dWfmvdI2M/6pKgailZ315PDJuOMc0Q+MMZ/lmh1itgsMEaM/yhOu419/cx/o6rGx9mIJzZIiXFgcdjkoLsFxYgRIwIxcSnGQWJ/nEbRTF3DXd3psOH8DwgidptMA7++KeFfTEtyfP0n5g1i/eshwYFaMZDo/G/MGfyJc9iJc/z30hXjv0OslfqPkZ2djSRJ/+rOgTFqo2gGWhiHEJhLkOrzFqB+6dGJZHJUNMO368uBRtMNvEGeVdF0Xz4JIYLmh24IlHq8tYsRI8YRghrF0gUtuuUNMQ5DVFfkY5TqYzQv6PuWO9XstzyqDoZmHuf3N//+1X2IbcahakbEPtbsn6Pvh1U9/PhG1fTqvr3GMZoC1UGztVDX0BXzOP97RRi7GDXS7z/2CIX//b1RxMjxP8ajRr6+R9VxKxpeVUcPk1+6buCpPsZ/o5ea5Q5M54z/fV2KhqdGeQxWPqMps9Hkwb9JsDFmTYLl2T+JVabC1SVrLBzN8xxoFE1HixC03nyG2scEKx81Y7UFO8ar6eiGEbJ8KaqOqqoh5whgBuZX1DBlWAnfBxiGYcajCoNuGIdc2364ExOlYsSIAs0w2La3ir2VXjTd8AX9swYqxVUKWwsqg9plDwaSJLEutwyXouH16xBN669gR1EVRVXeoDbcA4FNlqjwaGQVVmIYAld1jAPdMAOeuhWdNTml2Kp3k/SoOqpuUOJS2LSnPGInGSNGjCMYYcDuteZkVqkyf9c1UN2gq7BzKdjj/+1Uxvi3cCTCjsVmmVCqzDJh6OCtNP/NXQFy9Rt5Q4eirVBZALqGUyjsKnFjKG6EruJUSxGFmRi6iiEEmXvKUXTzhY6qGyzfXnTILS2XJNhb6WVnkQvdED7hw5oYV3m1iLuc1sQmSZS4VLL3mgGw913TnHyqhmBdbimyJKFWiy4AQuiI/PUIdxmyULEZ1eKT4jK/m7Jc86fGYr/8Mg+5Ja4a9zLHOpVejQ27yhB+52iGIKuwiqLqMZqnxhitqNLLtr1VvjGaTZZYk1Pqyx/DEL7/a7rBqh3FAU6teIeNNTmlKJo5vvEophhS5TXP3ZhXbopHkhlkfE+5B5ssU+FWfWMkRTMod6ts3F2OEJBT4kaWJNbnlmEYAodNZvXOUvP6qvnjtMu4FB3DEGwtqMTl1XHYZFxeDVU3WLG9mIQ4O1r1BFvTDTJ2l5EQZ2fljv9n76zD47iuPvzOzJJYFhtkW7LAHDuxnThmdjhpmqRJ22DDDA60TZtyv2KYwW04aZo07MTMzCywLMlipoWB+/0xOyuttJLWSRxo9XseP7Z36M6di+e+95w6c7zqMw0TRod33V3agPQtDzLjtClsO1qPTzMC31EIERjnHixvQtWNb/Q9FFmi0a1RUm/WtVav5i+nut9IaY2FpW/EP5fmLzd1rb6geun2mflZ02zVi65jcqddYVugDGnohkCWoKHNh24IdhTXmy47/GVM1Q22FtXhtCkosllu8yqbMfzfTAiBqhsYgI7M9uIGf1n2gRB4fSo+TffXkUaMnnhLuwuObjAXFHytZl+gq4E+QG6rAUliT2kDhiFo8Zrp96o6bT6z7mw/2vCda9v/29X3NfrUpzAU6bBR1exl/t9Xk5MazezhKZyWmcjmI3UsP1jFwYpmnr9iArmpX89WCt0QLNlXwfeeKuTkwfHMGZFKVko0Kw5WseJgFWWNHnY8OA/lS/pT6E6SJBHpUDj198tIjHIwa3gKc4anUFzXxrIDVWwpquPSSYOJdtkorXez/Wg9yw9Wsa+siUd+MI7haX2+z/rUpz51I7sLXrnQHHBmzYHcs8DTBIc+MiOQDpkCl7wC9m9yM02fvjGpHlj2a9NwmTkDcs4wjZSHP4GC5eCKh9t2mOc6Ik0n8E+eCsnDIWcByelTkY9thMNLoHIv+sWvsLQ6kQfe3YBPM9j5i3n89N09vL+rjFOG9OP5y+O/EqfZX5dsiozDJnP6H5cyMD6CWbnJzBqewqHKZpYdqGJnSQM3zxp2XOMVWZaIsCuc9odlpMW6mJWbwuzhKRRUt7DsYBXbjtZzzdQM6ttU/vb5IWYPT2H84H7EOyXGVmxAeXYG0oDxkL0QBo6H/GWQ9xnUFcItW8HmDDzLrsgossTpf1zOoH4RzMpNYWZuMgfKm1h+0Ez/PQtyg8YRkQ4bZQ1uFjy8mtzUGGYPT+HUzAQ2Ftay/GAVhytbePnqSeT431mS4M43d1LT7GVaThLzR6ah6Qaf7a9kbX4NuakxvHn9ZBw2c2Gtzafx3JpCVh6q5rTMROYMT6FflINlB6pYdbgKXQh2PDjfNG4Jwcz/W8mQxEhm5aYwNSuJfWWNLD9Yxe5jjTx41khcdoX/7Czjrnk5XPOPLXg1g+V3z+C9nce4+JkNTBjaj9nDUxicEMmKQ9WsOFhFbauPPQ/NZ0tRHc+uOcL6ghomDk3g2R+fwge7y/l8fyXr8msY1T+Wl39yKn/69BB7ShuZkpXI/JFpOO0yn++vZHVeNbEuO6sXzfqKStyJUZtP4/k1hSw/WMWpGQnMHZlKUrSTz/dXsupwNapmsPOX87/RNFpj4dP+sIykaAczc1OYkZPMsXo3yw5WsrWonh+eNgS7IjMsOeprN4JE2BWKa9tY+PAaRvSPYVZuChMzEthYYNaLvKoWXr/21EC96CifZvDbDw9wqLKZKVlJzB+Zil2R+Wx/BWsO15AU4+SzO6fz7o5jfLK3gvUFNUwYksDzV0zAZVeIdCqc/Ye1xLrszMxNZu7IVMrq3Xx+oJItRXVcMH4QDpvMv7eXMn1YArvLmgN15JdnDyc3JZJuN/nqGnx6v7ngkDkTcs80K/WhT6BwBQyZhusHr3HV4i1ohmB6djJzR6TQ7NX4fH8lGwpqmTwskScHntwXZOlbpL4v4denn37Kb3/7W/bu3YuiKEyePJlHHnmEYcOGUVRUREZGBm+++SaPPfYYW7duZfTo0bz66qs0NjZy4403cvDgQaZNm8Y///lPkpOTARMf/O1vf8uzzz5LdXU1I0aM4I9//CMLFy4MPHfz5s1cf/31HDhwgNGjR/Ozn/3sm8qCPvWiSUMTcNpkDle2cLiyhadXFQaO2RWJqVlJX9uKjcuucNbY/jy5soAtRfVsKaoPOj6yfyzRrhNbvRVJ4pQh/dh8pI43t5R0ifIxe3gKb24p4fk17SFpJQlm5aZ8aeejfepTn/6Lpbohex7sfA32/Mv801G5Z4Hc5/j0f1o5C6F4gzkJOfRJ8LGxF5tb/Cx/W4NPMw2Y1Qeh+iAOHmk/V7ahZ8ziyRd2UtfqY+HoNI7UtPLW1lIA5gxP5bvYXcVH2MlOiSavqoVXNhXzyqbioONnjRlw3D6bXHaFMQPj2F3ayGubi3ltc/A9zxzTn39tK2XvsSb2HjMj5c0dkcKjZ59F5Kf3wbHt5p+OikmDxGFdnpUa62JwQiTFdW28vPFol4i+Z47uHzAYWTp9WCIOReZQZTOHKpt5alVB4JjTJnNqZmLg/z5NMHt4Ci+sPcLHeyr4eE9F0L1mj0gJIrGcNoX5I9NYss80iKw6HBzt8pyx/Wl0+0iIcpKRGEVqrJOjtW0sXl/E4vVFQecuHJ3Gf3YeY/bwFNyqziz/WGnb0XoWjk7jnxuOsrGwLhCZ0NLEof2QJYnLXthk7YhkzogUiuvc3Puv3R3SnmoeG57C5iN1LD1QxdIDVUH3Ou+kgXg0/Vs9IXfZFBaMSuOTvRWszqthdV5N0PEzx6Th/Ra8g02RGJ8ez9aj9aHHwrnJ6IbA8Q2QUpIkMS07GZsscaC8mQPlzbCyvV647DIThiZ0c7Vg9ogUdpQ08Pn+Sj7fXxl09OKJ6azPr2FRh7I3d2RqYDFcCDg1I4HVeTW8va2Ut7eVBl0/Z3gKS/ZV8NK6Il5aVxR0bOGoVOy2Hvp4Q4Wc+bBqJxz80PzTUcnZtPk0Zuam8K9tpby/q4z3d5UFnTJ3RCq272Lj/l+svu17frW2tnLXXXexdetWli1bhizLXHDBBRgdkMZf/vKX/PznP2f79u3YbDYuu+wy7r33Xh555BHWrFlDfn4+v/jFLwLnP/LII/z1r3/lL3/5C7t372bBggWce+655OWZ4TBbWlo4++yzGTlyJNu2beOhhx7innvu+drfvU/hSReCyR0GNR3VfaN+4jQiLZb4yNCN9qzhKV8oCt7xSJIl5gxPCXnMZZeZPCyRFQeDB0JjB8b1RXPpU5/61LPskTDi3O6Pjzj7K40q2qfvmOwuGNlT+Tg32AG8rkLG9NDnpp+KR4fd/u1ss4ensKxDv7VwdNq3wuH28Uo1TKNLKCVGOchOiT7uewrR/T1jXTbGDIyjpK416Pd1+bXYY0MbngDInm8aoTvJpxndPqt/nIvBiZFd0wdMzOgX8ppTMxKCIo5FOBTOGtM/dJqAs8b0D9pupcgSc0aETg+YY65YvyPyNp/GrNzQ5w5NjCQl1slbW0o5KT0ep01mrv++L288ysShCUR0U97mDE8xt5522Gm1cFQan+8PNqidOSYNl13hzF7e75s25vQmWZaYPTyF7tZ6F4xKw/UNGHo6S0Jijt8Q2FkRdoXTMhPJSIo8YTsXepMkwSlDQteLyZlJaN1ElHTYeq4js3JTWH4o2Di7cFRaIGiNTZaYOzJ0vjgUmWk5SSzvZCwFyEiKIjk2km4/PIAjCkae3/3xEecSYZeZ383zwSw/34ShsE/dq88o5deFF17I9773PbKyshg3bhwvvvgie/bsYf/+/YFz7rnnHhYsWMCIESO4/fbb2bZtGw8++CBTpkxh/PjxXHPNNaxYsSJw/l/+8hfuu+8+fvCDH5Cbm8v//d//MW7cOB5++GEAXnvtNQzD4IUXXmDUqFGcffbZLFq0qNe0er1empqagv706cTLLktMHhbaKHVaZuIJ89/UnTyazqRujGGzhyefcOOPQ5GZ1c2gcXx6P5rcKgXVwQPU0zITuw9F26c+9alPYA5Gh04NfSwuHaK7nxz26X9ECZkQ2c1i0ODTgv9vc3RvlBo6lQ0FtVjd0mkZiWwsqAUgJcbJgPjv5hbRCLvSrVFnUkYCni/gdNnZwz1PGZKAV9MZlhxs7HKrOvtLqmFoN/mfOducYHZShENhVm5yyEtOzUjE4+uaflmWmJyZFPKa0zITuxgFxqbHhTQUxDhtZCZ3NdrFuOwMS+6aVoDThyUFxjbRLjvTskOn/bTMRBraVAYnRgacuU8eZqZ5TV4Nqm4wfnB8yGtn5KSwpaidnkqLdZEWF8HLG9opsvhIO0MSzTSmJ0SSEOUIea+TuzFSfNsU5bSRFeJbAEzJSvpWUPcOm8zs4aG/9/jB8TS6VaKd3xzZK0t0O3eZPCwBu637PMxMjiY2xK4LWTLbkQ0F7fRaaqyTtLh2X482RWZmTuj2YvTAWCRgf3nX+etpmQnhOeFPGRGy7UCxw4DxKIrC6d2896B+ESRFh64bffrm1GeU8isvL49LL72UzMxMYmNjGTp0KADFxe148tixYwP/Tk01ra9jxowJ+q2qyrT6NjU1UVZWxpQpU4KeM2XKFA4cOADAgQMHGDt2LC5XeyWePHlyr2n9wx/+QFxcXOBPenr6cb5tn76IvJpBXlVLyGMFVS1fu/Nup03pNj37LKebJ1CGITgQokMByK9uISHKQb9OJFd+dQt9Nqk+9alPvaq2IPTvzeUhyYo+/Y/J3QDu+tDH6o4E/1/zQtXB0OfWHGZkavvEJr+6hWy/f5XaVh+t3u9mdCZVN9hbFtqZeX5VCw7l+If/mm6wv6y7Pr8Zp02hpD64bkoSZKbEmlsnQ6lybzeklM6+Hp5lt3VNv6Yb5FU1d3NNC2qnCGNlDZ6QRHmzV6O+1dfld90QlNaHbnvyqpqxye3+pw5UdJP2qhainTaO1rTiUGR0vyNqgCGJkbhsSuD/nXWgoomctHYCsLrFS5tPY0YH412jW6XRbUYda3Kr1Ld1fQ+AkrowIlh+C2QIQUl96LR2l09ft3S/o/tQKvCPhb+uIEihpBmCvMrQeZVX1dJj5MD6Vh9Nnq5toCGgsKaF7JT28ljT4gsEPQKTrDzYTT0orGnFYVNIjXV2OZZf1RIIktSjWqtNJ+edpavQVIZhGORXhzgOVDZ58PZFAf/Wqc8o5dc555xDXV0dzz33HJs2bWLTpk0A+HztDbrd3j7BtnwHdf7N+BoMEw888ACNjY2BPyUlJb1f1KcvrQi7wspDXVFTgFWHq792jLi62cuRmtAN7tL9lSe8E/RoOkv2VYQ8Vt3s5UB5MzM6rZKsz6/FpnzzK1t96lOfvsVS3bDv3dDHDA0KV9Jn3f4flqHD4U+7LwP73zd9SlmyR5hOtUOpYDkDkuMZ6Ceilh+sCtBAuiFYeagK4xucUH5R6Ybo4kfIUl5VCw3unsOlh5KqCz7r5FfGUkmdm4pGN85OxqKTBsXjlAWUbg5907wl7ZESO0hAt+nfV9ZEm7crSeGyKV18PVlaeagaVwdn9T7N4JM95aHTBHx+oLKLwWpzUW23E9nlB6sCeWqX5S6uCyzt8Ef8Oz0rkWMNboQg4KvnmqkZFNa0UNXsDZ2m/ZVBJJpuCFYdqubCkwcFfhMClh+oRNMNVhyq6raKfLSnHO8XoOW+bm0tqsOjhs7zj/eUByIzfpPyajpLuqkXlU1eDlU2dztW/zrktCmsyeumXhzsfu5itiGh3wtgRYe20jp/dV4Nwl/o3D6dT7uZIzS0qewqaQi5zXV7cQN6b3NpzQsHPuz2sDjwPm5V59O9oeu4qgvW5NV8LXP2PoWvPqMUUFtby6FDh/j5z3/OnDlzGDFiBPX13azAhanY2FgGDBjAunXrgn5ft24dI0eOBGDEiBHs3r0bj8cTOL5x48Ze7+10OomNjQ3606cTr/zqFmpaTCPlsORoLjplUMAvQ6M/zO/XJVU3Ao29LMHJg/vxvZMHBlYdNh2pO+HbCZ02hTWHTXQ3OdrJeeMGMCkjIYDDLz9Uxdkn9ef7pwxiRH9zNcWt6mw7+uXqVp/61Kf/csk2c7IK4IozfUdkzW2P0HWgk9GhT/9bUt1w6GPz3/YI0y/RiHPA6R8L5X0KUoeJVm0+tPgnV0k5MO6H5tYPAE8jWukOzhpr+k5ZcbCKiUP7kejf9vTZ/kraQmwV+y5oq3+rV/84F987eSAnD44POG1fsq/iuGlqmyKx3r9dJyXGyQXjBzJhSL9An//J3gqm55jUzqgBsXz/lEFcMH4AomC5aUiUJOg/DsZdBv2Gmjet2APernSTqgt2lphjhQFxLi48eSDj0uORJNPwsuxgV6PRwYomGtpMw1B2ijlGy/KP0epafRyubH+OQAR8h0U5FBaMSmXOiJSAP6fP91fi62C0afNpfOJ3hu5QZKZlJ3H22P7ERZgL08sPVhHjsqHqOi1eLUB5DeoXwfdPGcSYgXFIUruh83snD2TJ3nJkWQoYsGbkJAeeocgSkzISOH/cQJKjzXZvbV4N0U4b107NCBj/PttfSW6aGW3QZTd/W7K/Eq9mBBYNXXaZWbkpLBiVRozTFkivxLd7gbDNpwUc0DsUmalZZp5bvlSXH6wK8vv1TclpU1ib1z4WPn/cwOCx8MEqWr3qN2ZA23usMUA75aSa9cIybla3eCnsxmDm04yAEdraDrxgVCrRHcrQnBEpzMpNDpTHT/dW4PZvvXM5FFb6fU4lRjk496QBTM5MDDgXX3qgktnDU0hPMOvI6IGxgTqy+lAFQgtN+QHm4tRhf4ALRxTkngHDzwKH+V5S0VqcNoXl/roVG2HjzDFpzMhpT+tn+yq+s237f6u+3V7uvib169ePxMREnn32Wfr3709xcTH333//l77vokWL+OUvf8mwYcMYN24cL730Ejt37uTVV18F4LLLLuNnP/sZ1157LQ888ABFRUX85S9/+dLP7dNXL4+qU1Lfxm/OG8WC0WkkRDnwaQYORabBrbJkXwXHGtxkpUR/LY68dUMgAU9cNp4ZuSk4FBlNN3DZFYpqW/l4TznFda1kpYQf8vl4VdHo5pppGZw1pj/DkqPxqDqKLKEZglWHqznW4GZ6djKnD0vErsg0ezSW7q+kptlEzr/tTjb71Kc+fUMyVNPQcN5T0H8saB6QZPPP0fVwdJ3pDL1P/5tyRps+pS7/Dww53dyuIYRpoDq2DQ58YJYVMFfU64/CmX+FEWcjopKobWgiITYGydMAhz7C2VbBA3PncP64AXy4u5wWr8bGn85hY2EtGwvrTngk269aQgiO1rZx57wczhzdn8GJkXh8OjZFxqvprDxUTaNbRdUFxzOnL61v4+ZZWZw1pj9DE6PwaP4+Xzf7/MomD2eMTmPeSHPiquoGEXiR9regn/c0Uu5CJGcUkq6CzQVNx0yqrTYfXKeArATSX1TTyn0Lh3PG6P4M7BeBV9OxyTIeVWfFoSrafHpQ5DWPqnOswc3vzh/NglFpxEfa8ekGDptMfat/jFbvZmhiFC67giJJjEuP576FwxmXHo9X05GQsCsSW4/Ws/JQFREdxiguu0JKjJMXrpjAlKwkBOY4LNKusL+8yaR2vDqRDoUjNa389Ewz7QPiI2jzaThtCm0+jaUHKnGrOrlpsdS0+DCEYFp2Er//3hj6x7mIcCg89cOTmZGbjCxJaLpBpMNGfnULH+8pp6zBzX1nDGfRwuFsLKxlc1Ed8ZEOnrjsZGyKxNaiOnYWNxDltDE0MYrXrj2ViUMT0HSBQOC0KewubeCTvaEJlm+TXDaFpBgni6+ayOTMRATmdj6XTeFgRVOgrlqGwW9K5Q1urpuewbyRaeSkxgTGwoYQrD5cTWm9m5y02G8kyI/bp1Pe6OEPF4xh/qhU4iL89UKRqWv18em+Ckrq2kjvF9EloEOEQ2FYchTXXHcaE4b0Q9UFhhA4bDK7Shr4bH8l0U4bT/34FGQkNhfVsaGgNlAna5q9/Oi0wZw1ZgDZKeYcQZYlBLDmcDWF1a3Myk1hzohUvKqKTVFw+3SWHaikRQW3LhPZXdNrj4CUkXD67TB4Muhefx/ggpLNoLbh0w1m5abwp++fxNiBcbSpOooEiiyzobCWbUfriHJ+t9r2/3ZJQvQx8ABLly7ltttuo7CwkNzcXB599FFmzpzJu+++y7hx48jIyGDHjh2MGzcOgJUrVzJr1izq6+uJj48HYPHixdxxxx00NDQAYBgGv/nNb3juueeoqqpi5MiR/PGPf2ThwoWB527cuJEbbriBAwcOMHLkSB588EEuvPDCoGf1pqamJuLi4mhsbOyjpk6QfJqBLgR2WcIWwheDphv+AZ4UiDxxotXm03DZlZBElDXAkiROSHo0w8AwzMFjx47MpxkIBDZJwqsZRHZq8DXDQNXMTu2bikTSpz716VsuQzMNDfZunEz7Ws1jUh/s/T8pYZhlwNnNoouvBWwRppFD95mUjmwDxY4QArdPD/RNhq6B7kNWHKDY8Kg6NllCkSUkSaLFqxHpCN3PflulagYG5sJVqOhShhB4VP24FoY03cAQBAwbnaUbAreqdXXoLAxQ3eiKE12YeRiUJs1nniNJARLSp+kIzKhmjhC+owxD4NF0IuxKwJWGqhtoRs9jNM0QKLI5RtMNgU/TgwxPHdV5fCWEoM2n47TJIe/vVjXsshzkNsEmS+hG8BhJ0w1zbORQUHUDRZaDjGstXo1Iu4Ism+5ABOBRDaKcNtp8WsBvlTX2avGoRDptQeXTq+rYbXKP39jt07/14zAhBO4e3qFzXf0mZI2FDWEgS3KX8trxHYQQX3s6rbmJXQmvXnRUqHZCNwSqZuByKLh9Gg6bElSGrHqDMCOW64boYoxT/QSiz29w7ZwnumHgVc262W1+GQao3fcBQtfQkfFqRkjDk64buFWdKGcPz+jTV6Zw7RR9Rqn/AvUZpfrUpz71qU996lOf+tSnPvWpT33q07dF4dop+pYZ+9SnPvWpT33qU5/61Kc+9alPfepTn/r0tatvM2WfvhPyajoldW4Kqs2wpoYQZniWHjRqYBwRdpmtRfWcnpVEpEM57q1sbp9GZbOXA92Eew2l3LQY+sdF4PO2EaM3IMp29nqNhBm9UUrMhLjBZnSpUIpOhfSJbCysDYT9DUczc5Iprm2hsDq8ELopcRGMHdTuwHRDQS1NHpXclEiGxCoYBcvN9OL/Fj0pKgl58GmsPlxNTISdsYPiKKlto398BK6KbYjUUdBYCvVFSDkL0I9uNEO9hpIkoww/w/z2lqPbkC8wAmIHmvvLv0F5VB2npCOqDyHqi0KfJCkY2fPIq2ylpK4VRZaYMTyNg+XNHGtoCzvI2MSMBCLsCg6bfNzl3KPq1LZ42esv50JAbxDtsJRoBsRHsOZwNekJkQxPi8GmyBiGwKsZ3UaqDKX4SDuThyVxpKaFIYlRX2qrjE8zKKpt7SXajTDxb7/GDOpHguLGVb0bhs2CorX+cPMSehgfQM6aQ2G9Sn6NmwWj0sDTDEdW9XiNdVdDCKSkLPS4DJbnN/R4Tb9IO5MyErseUD3QVgPNlTDoFJbtL+/dibEkgyRhkyXmjEjt+dwTIKFrZjj4hqNhXyMNPh0UO9QVmA6T5TB8dBia6Ri7sOfvEaSoJEif9NVvD1Td5tayo+uDfja3KnXTpcUPhtQxqM3VtNgS2HKkpv2YrPTYF/aPdzFqQByrD1aQmRJD/yhwtlVAdIq/j5GQJNksg5LUbVsuRacgpU9k5aHqoEhYs0ekUFTTFrJfkWW/R2pra5Zktg1jB8WjyLCruK7TBUpge4thCJBg7ohU8iubKao1ndpH2hWm5iSzq7SBykZPl2d2p9OzknDaZLYW1dHq0wPR9GRZ8rcDgozkGIb2c6AUfN6eJMn0f9LeFkrIuQs4WOVGBnJSXNBUAXYnFIcOUiN1/p8kQ3w6pIwCJXgIvr6ghuYQ4dctJUY5mDA0gRUHqwL+WZw2mWnZyeworqe62Wv2yxIhIwZKwNzcBJT6fKg70undupc08GQaiMGLnfgIO478T5BTctFi0ll6uCH4XH/bPS07idJ6d1DZkGUp0LcEdvyI9vI0elA/4iMduOwKn++vYFJGIo1uNeCgPJwoiMP7xxIfYWfr0TrmjUxjV0kDZQ1uwHR+npUaQ15lE0MSo1l2sLLXcaSV7qGJUeSmxfDZvoouDtY7S5LMfLDa1uK6VnTDdDhvL1ppBmmQFJQRZwa2V3XXX07JSqKq2UteZbAzeHN7nwj6vxACIWDkgFiiHDYqm9yMGhjPqkPV4TvZlmD+yDSqmz3sKG4I6z2HJUeREuNiXX4Ns4ancKzezeHK5qDv3ZNGDogl0qGwvaiWwYnRZKXE0NrWQqzRiFS+q/3E+HRE6liW7i8LPS7y92mGIcy6jekgfdbwFLYU1pAQ7aR/XES3ERrBareMQGTPhCgnEzOT0POWgdqGnD0Pr1BYcaiGOSNS0YWgrMHN4YquzvpDaXpOMl7NYFNhbVjnAwzsF8HIAbGsz6vG7f+O4wYnEE8zzrgUf6Q6CaH7kGvzEI3HIHseu0vqqWrqpZ20+jhhcNqwZCKdNpS6fIy4wSw/VGtWD3/b3DnPh/ePIS3WFXBmLkkSuWnRpMa4KKlvIyMpGs3nIULywpHVvb6nmn0WDruN9QU1NLa1z296K0ezhqdQXNtKQXX7mC89IZLctJiAS5F1+V3z26o/kU6FGTkpbCioCQRK6KykGCcnD+6HJEFZvZs9xxp7fR+bIjNvZCqGEBRUtZCdGsPn+yvMbdD+vk4E/k173+eXwyYzZ0QqW4vqqPZH5LTadwxz++2sEf3NPkz+72CM+oxSffpOyGlTsCkSN7yyLaxJutMms/reWfz8vb3sL29ixd0zQ+6n7k0RDhuRdo3b3tiBqvf+YEWWWH3vLJw2iYc+KOTXCwbjfPe68CNFXb8Glv8GNj0d+vj0e/GkjmPvsUZ++9GBsG45Pj2e2cNTuOOt3YGIML3p6R+OxxhgoMgKHlVnT2kDv//kIKmxTtYumo595e+haj8AvU0L1TMfZmnDAK5/fS+PXTqefceamJadhOxpgI/vRbr6Y/jH2TDqAojpj/LSgu5vNvI8RNYcpJcvhOK1oc+RFbhjzzdukALTOaqmCTRPG663ftT9ibMepHXApVz/6k4AfnrmCHJSo7nhle1hPSc5xsnqRbO69RsQTjpjXHZuf2NHt+GXO+uj26bylyWHWLy+iNevPTXwuyxL2BSJJ1bms/dYeOXtF+eMZOygeJ5cmc+vzxsTiID0RWRXJBBw/cvbwjo/0qGw+b5puN69FvKXwSWvQGMJfPoA0Hv5pv84fFnzueS5dUzJSmJ6djIRCPj3tT3We2tOpgDu6zbwl88LeGFtUY+P+s15o80Q653zx+4yo9Q9ORnPdev5ZF8d/9pW2lvKAbhowiBOH5ZEhOPrc8LqVnXqm9z0d9cjvXV5eBdFJcOd++A/t8DoC0xjUzhGKdlm+hda/muoPhTes857EgaMb4/291XJ8oP18T3Q0j4JlTr9HaQfvwstFTheu4iYa1fxiw8OUNkUOmR8Zz39o1PYfvQov/v4AOvunozrs5+aBtdbtpj9TE0e0I7Md5ebvnOf4tPqFG57e3/gt2HJUcwdkYJX07nx1fDaqUiHwtr7ZnPHGztYnVfT47mnD0tkcmYiFz+zkWZv+4R61y/mUdbg5pbXdoT1zPSECFbcPZOGNpUfvbC52/OW3joJ+4o/IG18Muj3oG+SMYPWobO56OkNyBJsum86EWv/Cgt+Dx/dBa09v1NAV3xgzug7yKPq7Cxu4E9Lei6jH9wylbX5Nbyw9kjgtz9/fywAi/61u9dH3zQzkztHq9jf/GF4sdecsfhu38+itw7y2GXjiWgth7d/jHbzDg7X+rr99tdMzeCC8QPDLhsRdoXN90/HIQtqW7z8e/sxluyr5I652dz86vYgX03dySZLLLt7Br/5aD+aLhjRP5bvP70+MHaTZdj54Hxe31zC7XNz+Of6o2wI0zhw17xs+se5+HB3Oe/vKgvrmssmDWZyZiJnPryGz+6agVKXh/Lq98yDo76HL2Mm7+6u4cJTBnXbX142aTBXTRnKza9tJ4wswKHIrLp3Jg/+Zy+f7K1g1y/msaGwhqdXFYaV5pm5yczOTeGCJ9dTHobhV5JgyR3T+b9PD7KzpIH5o8wFjpte2x72WH3Volk8+J99fLq3gv/cNJlNR2p5fs0RnvtBLvaO/ajNhe/2/by9vZzP/VHhetNPpmWQEOXgomc3kRLjZPW9s3hseX7Y0bJ/d+5wxrZtwPmvH8GgCRg5C/jLkjz2HGtkzohUlu6vZFx6fNjf5+JTBvG7743hl+/vo6o5vHb8pSsncqCsictf2gpAXISdTfdNx7n9LSpzf0h8XCwg+Gh3JWckthHx+sWoZz1KhX0mN76xN6xnDOoXwcq707AdWYHbkcCjW4/wVA9lRpEllt89A1mWeHJlQcBIkxLjZO19s/jZu3t48cpJPLO6mHvmZSF99mCvC1CO779IQ+Y57C5t5I+fHAwr3ScPjmd6TjKXPLuR+g4GpTeuO42DFU0MT4vlqpc2szaEUcrSzbOyiLDbuPS5Td2e86fvj8WnGZw8uB9nPLqmx8UDSxdNGMTkYYl8tq+CbUfr+flZI3lvRxkf7SkP691+fNoQBsRHcNEzG0LWpR+dNoTThiV36xfvu6j/DtPad0RFRUVIksTOnTu/1Dn/q0qLdbFwVFpY5146aTC1LV4+21/J7XOye6d5elC0y8b3Th4U1rnnnjSAhEgHmgGnZiRytEHFmHBNeA/KPdNcwd62OPRxZyxMvQOXw87lk4cGQlb3pnsXDkcYBldOTg/r/KyUaOaOTMPud0bqsitcMWUoCVEOKpu8vLmlBO+Mn4V1L2IHIo3/IX9ZVkR2SjTzRqaSV9VMSowDx9KfwYx7YOuL4GmCqXfCqj92fy9JwpjzEEKxd2+QAhhzEUQkhJe+r0E+A2wDx8HQqd2eo2x8nHHp/ZgwpB8Az64uYFJGAmMGxoX1jBtmZFLR5A6L6ulOdkXmR6cNCevc+SNTSYp28vrmYk4e3I8JQxOCjGGSBPcuGB7WvZJjnPzo1MF8uLuMm2dmfymDlPlsiSGJkczKTQnr/CsmD0apyzcNUgCr/gSnXGlSiWHIM+PnvLyxmLpWH/cuGG4adxQ7TAyz3ucsxBeTzqubins8LTXWyQ8mpXc1SFmSbTDxGlyrf8c9sweH5cDWJkssmp/7tRqkwJyAxka5zDox8OTwLpp6h0lQVu2HrPnHaTASMPvB8E6NHwxjL/nqDVKWDA2m3BHeuQNOhqHT4J1roGo/xuHPuHXm0LAuHdk/lhk5yTy1qoDzxw0gjlbY/SY0FMOuN2D6ovDS0G8o8piL+NvyoqCfb5mdzbs7yxgQH3EcdW0IxXVtvRqkAO6Ym8Pza48EGaQAbnx1OwtHpTEsOSqsZ94+JxufbnDjq90bqeeOSCE9VkHa9lKP93LP/AVPrSmmxavR5NF4dl0x6tgfmhTA6beHlR4GnmJGi+pkUHXZFa6emhEId9+dHl52mBtmZOKyt7e3j6/I59yTBjAksfeIlP9YfxQpZTgMmx1WcvVJ13OgsoVRA2PNidEjo2Hk+TTbE8lMimZk/9D+QV7ddJTUWCdzR4RXNn58Wjq2+gL0wtXkVzVx+9xs3t9Vhm4ILhg/MKx7XDB+IIaAD3aVsWhBLvvLm4IWEw0D3t5awk2zsnhp7RHumJsd1n1jXTaunprJ65uLuX1ONuH4BrcrEnfNz2Hl4SrOGNOffpF27O9cbR6UZLwzHwSbk99/cpCDFU3cMz835H3e3lZCpNPGWWP6h5XWiyem0+hW+XSfGV3v2TVHuGVWNpFhtvH3LRyOJMG8keH1f2eO7k+U08bbW0u5Z34ubp+Oy6Fw5ujw0nvJxHTq23ws2VfB5GGJjBgQx6K3d7PycDU+Q0ZM/En7yZoHx9o/c//c8MYpEXaFW2Zl8fBS0/he1ezl9c3F3DYnvO+eFuvi4onpOFf/DgDfzF/Sqhr8Y0MRixbksu1oHYv+tYuEKAdnjx0Q1j3tNhlVN7h51rCwzh81IJZp2Unc+067wfm6qUOgbAfe0ZfQJhzYJAmHIjNmUDwidTQMnYZ97Z+ZN8qMjB2O7pg1FMPQ4cAH6Ik5/HNDzwYkq679Y10Rt3eoR1XNpkH5pplZvLjuCFOyk6hqbEbMCKO/ef82IuwyVxzH/Ob2Odn8Y31RkEHqlCH9OGVIP5raVOpavT0apKKdNq6dlsHDSw93e87ghEjOO2kA6f0iEJgBD3qTTZa4Z34uLpvMUysLuGNuNhEOhfvOGN55PSKknDaZm2YN45FleSENUg5F5q65WUQo/11O2vuMUt8ypaenU15ezujRo7/ppHzr5LKHV6GdNpkbZ5qVeVC/CM4fNzBkBJpwFemwcfe8HJPA6EGKLHHPglycNjNizLknDeCFTeWoU+4OL3z5zAdg7d/N8OehdOoNAdTWEIIbZ/beqY1Pj2fC0H447DYuOHkwg/p1E82qg+6Zl90FkxUCbpieCcBjK48g58w3w7H2InXqIpbtLyevqoXb5mTz9tZSrp6Sgc3XBFUHzYHxukfglCugpRoOftT9zUacixQ7AHnxud2fIysw5xfdR+36BhTpsIGs4Jnxi+5Pctcjb3qS++YOBaCmxccrG4u5e35Or/dPjnFy2aQhpPeLDBkVKVxFOBRum50dNNnpTrfPzeaplQV4NYNFC3K6rLjbZJnJwxIZPbD3wAs3zhyGqgu2Hq0jNe6rodscNpkHzujdKBbpULh5+hAiVv2q/ceK3aaBauodvT+o/zjkzOk8tbqIc04aQII1kLJHwPR7w6r3Yt6veGtHVa+E2i2zsnvevmKPgGl3w8GPiKclrIncBScPJMb1zYTTVhSZ8gYPYnYP9cJSVDJMvBaW/gpm/wxE74PC4IfZIecMSA498QvSjPuP//7HI0cUTPyJuQDRm+Y8CC2Vga1hzlW/45KJg0mN7d1gdtucbF7fbBpLF80ZQsSa35lR6ADW/BUx6gJI6n1y5pt2Hx/vLg1soQOTkjpzdBqPLsvjmVWFYU3uIx0KN88axpHq3re5nD4skZzUaP6xrqjLsfUFtfg0gzvn9d42pieY/X+bV2dLUX23592/IAvHuj+b2yu7U8YMjOSRLF7fPll7a2upueBw+FPTCB2V1GuamPtQj9tCr5uW2ePlyw5U0ehW+eGp7RPzo7VtvL+rjFtmZfX6+NRYF8h21Fm/7D2tzlj0ybfz6KpSbpgxjKi2cpAk3DMe5K/Lj/Y4wfeoBk+vKuSOub1/pwi7wq0zzHbYteq3TBgcR3K0kznDU3hseT63zM7C1oslyCZL3DI7i8eW53HG6P7YFZlTMxKJdQVTBL/75AAORabJozK8fyyTM0Nsh+6kn0zLRAKeWlWAwyaHZYC46JR0Iu0K9769mzvn5WCrz4eqfebBkecjx6TR5tNp82nc984epmYlhewvVV3wxPJ8bgvDGOZQZO6Ym80jS9snsk+syEc3DC6f3LshZ2ZuMplJUXy4u4ybZmbhDBH5sKMkyRwLPLkin+zUaKZmJ3H/O7t5ckU+ixbkhjVWv2lmVmDiff+CHDYfqaO8ycPEof2wuyIR0xYF9aPStpcYFCOHZTT74WmDcdjMb23pqZUFzMxN7taY2lG3zhyKcWgJVB2AQROwDT2NR5YVcvLgfowdFM89b+/CoxoBI2g43+fOuTnUNnu47NQhpMT03o7fMz+XA+VNHCg32824CDvXTBmCq2IbDaqNAfEuFEVGkiQGJ0bx6f4a3DN/AY0liJ2vc8+cob0+Y1C/CM4/eQiO4jWIU67iqTXFtPZgeFFkiVtmmXXtmdWFnD4sMWgB9W+fH2ZqdhJr86oZPSCOf26uhLGXQnwvZdDXgqO1Aq+mc+30nttBMCmpCUMTeG5NMNG1aEEuByuamJSZyN1v7ermalNXnD6Uw5UtrC/o3nB1y+wsth6tJznGHJ+GO7aKctp4f1cZpwzpF4hKmhLjDMtge/GEdBraVJb4jctdjk9MNwkp5etdUDzR6jNKfcukKAppaWnYbP89ON5XqXBoqa+SkrIUDi1lUVKybBmOjoOWCpOSsowtLrsSFi1178LhAf88hq5x++yeG/rOlJSlL0RLHQclJWbcD2v+2v29vqOUlKWwaamhScdNS30VlJSlcGip3igpS+HQUl81JdX+7PBoqSsmDwmmpCyFSUuFpKQshUNL5SyE+KHkpHUT2t6vXikpS8dBS31TlJSl46KlvhQlZSkMWupEU1KWwqGlOlJSlqr2Y+Qt5dbZPRsfuqWkLPlawDDQZvy05zT0QEn9e8cxSuvdvLLxKAP79U5LXTF5MErjURaOSOpiKOis7igpMA1NiiKFRUuFS0kNSoxF2vtOj/fqSElZumhCOqWNPtyjLw2PluqGkrIULi0lIXHbnOwvREvdMjuL93aV4UvI6ZWW6o6SanMk89bWUp5aVcCMnO4n+OHSUj8+bTC2hiOQ9zmUbcc4sva4aamOlNRd83L4+9LDHChv4sopQ4POO15aKtZl49opg1F0Hz86dQiPr8jvlZYKh5LSFSe1LV6+f8og9pU1fSW01MUT04l0KJTUBW8bD5eWum/hcGQJmtwa9W0+LpnYM13fmZLyqjof7qlgb1kjaXGuXiff3VFSYLYBQoDKF6OlIuwK108fhs+nct/89vYyXFoqHErqWIO5gPzQB/vCoqUumjAIp13mvCfWh0VLhUtJWfqitFRHSorkHBrdPW9Nu2D8QATwn51l1Lb62FvWyL0L28vuF6alknIgNs2cb4Qxv+mNklI1o1dK6sYZmWFTUssOVrLqUDV3zcvpdWzVkZK6e35OYJwVDlzxv0pJQZ9RqotmzpzJbbfdxr333ktCQgJpaWk89NBDgOmM7KGHHmLw4ME4nU4GDBjAbbfdFrhWkiTee++9oPvFx8ezePHioN8OHjzI6aefjsvlYvTo0axa1e6AtW/7Xs/qrUJ/1ZSUpd5oqY6UlKXjoqXm/srsEMKgpCz1RktZlJTVeDocjl5pqVCUlKXjpaWOi5KyOXsmByxKqrXWnHiH0reQkrIUFi0FyBLc5yd8wqGlvipKylI4tFRvlJSlcGipE0FJWeqNljLJjWwiNj/W9aBFS027u/sHdEdJWQqHlpr3aySbkynDkhg1oPt86pWS6vjMMGmpb5KSshQWLfVlKanAw8KgpU40JWUpHFqqEyVlyVm9t1daqkdKChCn30az2wfDz+mRluqJknpiRT5g+gfrjZYKEImf3QcVu7h6SvcTytOHJZKbFhOSkgLT/0dVkxfNED3SUhYlZZOkHn3b3btwODWNLeinXNXtOaEoqViXjaunZPDLD/ZD2knh0VK9UFKWeqKlTs1IID0hEociHzctlZkUxVlj+vPIsjyeWH0Ufc5D3SeiB0rq7yuO4tMNqnuZ4HtUg1c2HuX+HtrhCLvCLbOziVj/58Bvx0tLdaakFFni39tLeXjpYa6ZmvmlaKmfTMtAKtuOa90fuXHmMJbsq+iVlgqHknphzREeXprHzbOysCtSWLTUXfO7p3EciszNs4axo7ieRQuD8zscWsqipCRJ4rJTB/OP9UU90lLdUVIAN83MIr+qhXsXdk9L9UZJnTKkH2vza5AlCWn68dNSPzxtMGUNbrwGjB+SxCn+xT4Ij5YKh5KyFA4tZVFS724/Rl2byob8ml5pqXApqUC+fAFaqiMlxbhLkQ5+zK3TB3Vb1zpSUrohiHXZGDMgjolDE740LSVm/YzGVg+f7a/slZYKh5JSZIlp2d23x1dNGYosS1T24Ay+IyX1wL/38MC/9xAfae91bBWKkrLUGy118YR0VN34n6OkoM8oFVL/+Mc/iIqKYtOmTfzpT3/i17/+NZ9//jnvvPMOf//733nmmWfIy8vjvffeY8yYMcd9/0WLFnH33XezY8cOJk+ezDnnnENtbfiRGLxeL01NTUF//pfUEy11IigpSz3RUp0pKUth0VK5Z5or9Omnhj7eiZKy1Bst1ZGSCqSnB1qqO0qq4/OumDKUfpH23mmp46Ck9On302Y4EDMfCE0oBCgpB7hi4KRLQz/zW0pJWeqNlhKTb0EROuPS48Ompb5KSspST7RUuJSUpZ5oqRNFSbU/u2da6orJQ1BkAYNPC32Dve/ChKu6paV6pKQs9URL5SyEfkMCDo/vWRDaWBI2JWUpDFrqm6akLIVFSwUoqX1fgpKy1AMt9XVRUpZ6oqVCUVIAigPt5CvZVdLATTNDGx96paQiE+C0m/j950W8u70E77QHQqehG0rqrnk5fLSnnNL69q1uvdFSpt+2PChYRsSq33D91CHd0lKLFuRS0eDulpK6YPxA+se5cO16pUdayqKkiuvb+HE37dncESkkRzv56X8Oop92qxksIIRCUVJXT81gX1kTyw9W8+y64t5pqV4oKUu90VL3LRyOTZbMBYTjpKVumZ3FuzuPUVLnZvnBauQefEv1RklZempVAbOGdz/BT4tzMSA+olta6kenDUE3DIzEDgbG46SlOlNSj6/IR9UFGwvrvhQtZVJSQ3Ct+g2sewRJdfdKS/VMSUl4Zz6IbHfxyb5yPtpTjtunh0VLrThURf84V7e0lOVL6s43djE5M7HLIkdvtJRFSX28txzdEOSmxfRIS3VHSY0aEMv07GSue3krSdHdT757o6QkTEqF2gJw15lGfEt+Wuq+OaHrtUVJbSysJdbloLKx5bhoqd4oqYMVTQFKytJDH+wjMbp7WsqipH79kRks4qEP9/dIS/VISY26uAslZel4aakgSioxCz66k1jR3GNdsygpgKumZmAI2Hyk7sv5lkrKgRFnc9c7+3ngnT24evEtFYqSOnlwOyVl6DpNHl+324ejnTZumGHmfXeLG50pqWaPRoNbZWtRXbe0VE+UlKWe4AqnTebW2VnYZTnkgu9/MyUFfUapkBo7diy//OUvyc7O5vLLL2fChAksW7aM4uJi0tLSmDt3LoMHD2bSpElce+21x33/W265hQsvvJARI0bw1FNPERcXxwsvvBD29X/4wx+Ii4sL/ElPD8+B9X+LuqvQHSmpgfFfHSVlqTtaKhQlZakrLRWC4pn3K3MilJwLmbO6Hg9BSVkyhOCGELRUZ0oqkJ4eaKmeKClLQhBoyHuipY6HkpLtLub9bRXC5oKTr+j6UIuSkmUz/2Y/2JWW+hZTUpZ6pKUi+sHkm8EegSxJXWipu0LQUhYlNegroqQCSXEo3NoNLRUuJWWpJ1rqhhmZJ4ySstQdLRXpULhpVhYRDrtZ5mJCDJzHXQq6HpqW6o2SstQTLTXv16CYBhCbIjMtKzQtFTYl1fGZHWip88d1HSR/GygpSz3SUh0pqVk///IUU0+01NdFSVnqgZYScx4ET2MXSorxP6LSY+Pn7+3l0kmhaamOlNQ9czK6UlKTb6Wp1cMbW0p4ZGURyqhzQ9JS+owHulBSmUlRLBiVhk8L9n/mVnU+2FXGfWd0zddIh8LNMzKJWPlr84eitX5aamiXcycPSyQzOZrMlOiQxqZ2SsqAFb9G97WFnFBYlJRX1dleXM/Ns7NCGr3vXTCcx1fkszqvhn3lzRin3tDlnJ4oqUeWmds+XlhbhNT/JDjUAy0VJiVlKRQtNSkjgdED44LC3YeipW6d3fV7ZvgpKYtwu2ZqBnsr2tBmhah3HSip66e3U1LG7F8EKClLrV4NwxDcFeI7pMY6+f4p6by68Si3z+l6PMKucP2MTF5YewRp6h3gbN/GHC4tpcgSN89qp6RsiklJWXp46WGunz4sJC0VYVd6pKV+Mi0TqbEEjq4DIHLDn3ulpXqnpFLRheDaaZkYAh5dFkxLTemmH7h+eiZtXo1bQxjDLErqkaV5VLV4eXdHKYs6LXI8sSIfXYSmpSxKyqsZ/O6jAyCZUf8WryvixpnDutBSPVFSt83J5rXNRylr8NDq1bgvBC3VcawuBNzXDSXVL8qBlDICNjxuBmboREulx8ohjZ0WJXXO6GQUySCvuo1xIWipGTnJjOjfdet8b5SUqhtdrol02HDY5JC0VEdKSvM73r900mBsktQtLXV3SEpqMK6KrTRo9i6UVPu3CZ+W6kxJsf4x8DQSse917pmfG7KudaakbpieSZTTxpiBcV/Kt5SY9TM8XpXlB6tp9Wl8tr+qW1rKnN+EoqRyApSUA43Lnt9MRlJUSFrqqilDafNpKJK5FTwzqWt/c8vsLLZ0oKQstXk1+nVDS10wvmdKylJ3tNTFE9Kpa/VhAGeGMED/N1NS0GeUCqmxY8cG/b9///5UVVVx0UUX4Xa7yczM5Nprr+Xdd99F03oPC9lZkydPDvzbZrMxYcIEDhw4EPb1DzzwAI2NjYE/JSUlx52G77pC0VI/6EBJ3fEVU1KWQtFS3VFSloJoqVM6rXxblJQkgWw3DVQd1Q0lZam7vdehKKlAekLQUr1RUh2fd+XpvdBSxxNxb8b9aLKTG2dl06TautJSHSmpQCJiu9JS33JKylJ3tJSYfHPAwKPIUhda6tSMhC6GHYuSOi6DRZjqPNmB46ekLIWipZJjnPz4tCEnjJJqf3ZoWuryyUOwWfVV6DD9nuAL08ZC5kxwRISkpcKipCyFoqU6UVKWOtNSx01JWepASy2aMyTIOP1toaQs9UhLdaSksr8sJWUpBC31dVNSlkLRUn5KyuP1BhsxFAfajAf4/WdFCGEuSHQ2PnSkpM4bN4D4SEdISuoPS00DS2m9m4r6VsSsTm14v6HIY77PG9uDw67fNT8HQ8D3Th7Upc/JSY1maGIUM3OTg343iUQJitYEfotY9Vuun9HVUHDH3GyeW1PIh7vLuLsTMdKRkqqsb0afcifOt38Ykpa6bbZJSd32+k7mjkijqsnThf6cMyKFlFgnr24y8+L/lhaZlFMnWkrM+xUf7qvuQkkdqWllY2EdAE0ejf0VbYjx3UTiC5OSstQdLWVRUpa6o6XOG9eVlupISQ1JjOTckwaw6F97kFNHdlkMsyipkZZx5JHRMOI8pNj+VHTa6nL55CEIYEaI7VC3zs6itN7NXz8/TFqckzmdDAg/Om0IpfVuyho9GMgYkzoYBcu2Y1TsJ7+6pUdayiI3PthVxr0Lc9ld2hgUcS/CbsMQgqs6GUFPyzC393RHS8W6bPxkWgbOmASzDQeTltLc/HDS4JC0VO+U1C+Q7S68qsZZY/ozJDEyLFoqOcbJD08dws/e20uU09ZlsnrxxHRaPFog4t5flhwOadzKq2wOSUtZlJRdkRnZP47P91diCMHw/jE0tKlcPCF44bs3SurpVYVMy07CpsgkRHWdfHd04jw5M5GRISipAfERPLWygH9vL8E76PTQtNShD7psDe1ISSUobTi2Pse07JSQtNS7O0pZ1Cmve6OklPLtjB0Uz8mD+wVdd920TKqbvSF9S3WmpOIj7VwzJQOvYYSkpcx8DKakfjJ1CJTtxDvqEtqEPSQlZSlcWqoLJbX5OQA8Ayfjssvd1rXOlBSYbdbWovoutNTHeyp6p6X8lJSQbYE2ryda6t6FuRwsb+5CSU0YmhCgpArqfeRVtvDc6sIu9cmipOIi7DR7Ndyq3mVxIxQlBebCzNyRaThtShdayiZL3N0LJWUpFFzhtMncMjuLh5flhQxu8N9OSUGfUSqk7PbggYAkSRiGQXp6OocOHeLJJ58kIiKCm266ienTp6OqauC8zqSJdeyrlNPpJDY2NujP/5o6V2hzf3oHSmr8V0tJWepMS/VESVkKoqWm3hNsYJr3qwAtgSxD8vDgAWIPlJSlzrRUd5RUID0haKlwKClLgmBaSslZEERLqdOOx5eUC7tN4QeT0jnzkdVdaamOlJSlzrTUd4CSshSSloroB5NvCUp/Z1rq7a0lQYadIErqBBh0Qk12jpeSshSKlvo6KClLnWkp05dUVvtgwSpzHWmpOb8A6w0NI5iWCpeSshSKlupASVkKRUsdNyXV8Znd0FLfJkrKUkha6qumpAIPC0FLfd2UlKVQtNScB00k1RUPoy5o/91PSX28t5xFC8xV7EsmpgfRUkG+pBbkEuG0w6CJgeNi8q2omsobW8yFrOyUaNISYpBGdPItNfMBDEPnogntCzCZSVEsHJWGwyaH7HPGD+6HLBFkTAr4bfPVwsmXt98/KhlN17lqakbgp8nDEslNNX1JKZLE/JGpQcamjr6k/vhZIcaEn0Dl3i60lGW88qo6owfGUtfq43cfH+D6GZlBxu/7Fw5nf1ljIOqlVzVAkoNpqYwZkDKSEf3bDVWxLhvXT88M6l8ToxyMHtQPqf+40LTUcVJSljrSUtY2brkz/dxpASE3NQZNN7i9w9akjKQozh7bTkndMiuL93eVkZ4QiS7ZEHM7LIZ140tKzH2Iw7VakOE80qFw08ws7LKEbhjcOa/9mamxTi6ZOJj9xxoDkfju6rCVxqKkHluWxz3zc9lR5ulCS9mckUwYktAtLdWR3DhjdH9iXHamZScFGV3umJvNkr0VXYygd8zN4bHl+d3SUtdYeW9zwkmXtb9z4RJunJUVkpbqQkm5q7tQUiDYU9KAquvcNS8nQEvdMjsbuyJx/zt7mJod3A/cPHMYqm7g9uldJqsOReauedkU17YEnCIPiHchdJ17O3yrlBgnYwbFI0kE0VIWJWW3KThsMvefMbwLLXXTrHZaKhxKqrrZyx1zc3hudSE7iuuDaCmnzU91WZTUwtCU1MD4CF7ddJRHVhRhG3lOSFqKQRMY2GlrqEVJnT12AI6qnbD0l6iaSn4IWkrTDaZ1oqVunZ3ZAyUVh7Ljn0jCHANZSohycNXUofzt88PU+tvejt/nznk5rMuvCVBS103PpK7VZ27RkkQXWuru+bm0+rQgSuonQZRUREhKylI4tFRQxL2TLzcpKV8LpE9CSp/E4aoW7u5ASymyxF3zckJSUmCOGUPRUh5NZ1pOco+0lOVLauvRBn7i7xNafRrbjjZ0oaUsSmr0oNigsVdnSurKxWZwi3e2lzI8LSaIlrJ8Sam64EBZEw5F5ozRwbSURUmlxrp4Ynl+4Pc752WjGQJZlrrQUheMH0i0q3dKylJnWuriCWaggs/3V/D2thKiOxmg/9spKegzSh23IiIiOOecc3j00UdZuXIlGzZsYM8eE+tLTk6mvLw8cG5eXh5tbW1d7rFxYzuSr2ka27ZtY8SIESc+8f9l6khL/WDSYJrc6gmlpCx1pKV6o6QshfQt1ZGSstSRluqFkrLUmZbqiZIKpKcDLRUuJdXxeR1pqdpWL4ZFHsQOROmBkhKzfxZESeEwBxiGIbrSUqEoqUAiOtBS3xFKylJnWqojJWWpMy0lBEGGnRNJSVnqONmZPzKVQf0ij5uSstSRlvq6KKn2ZwfTUkGUlKWOtJRFSSn+CYzdFURLiTm/5NVNJeFRUpY60lLdUFKWrEnfF6akLHWkpeZmoMjSt46SshSKlhInhJKy1IGW+qYoKUsdaSk/JSXZHNhcEXhmPGgaMxQHxsyf8vvPishJiWFmbjI2RQ6ipUb2j2VWbidKSgCWoc9PScmOKAbGm33KPXMzEYYBwgCLluo3FEZ/H8Xu5JyxA0y/LrRTUtC1z7l9bjZ1rT5sskx2SnSAlrpi8hBkwwef3g8z7gPFAZKMe8bP+feOMq6f3u6E+t4FuTy/9ggxLhtnjOmPoN3A1ZGSUmSJs8f2Z2NBDUYIWqojJXXzrGz6RdpZfbiaY/XugG+pOSNSSE+IZMLQxMA73LMgFw92tNNua6el5v0KSbaTmxbD5GGmweKqKSYdkJsWw7j0eMAM2GAIYda5zrTUcVJSljrTUp0pKUudFxDuO2M4EQ5bkG+pO+dlc6zeHURJPb4in3sX5iIAUtoXw4xTQ1NSvogUGpqagmi4yycPwaZI6AK8qs7M3JQALXXr7Cx0w2D+6DRS/UTakKSoAC1lUVJxkXbiI+y8sK4QIckIyyg4bDZywlB0wyC/qp2WMkR7SHbr7w92lXH3/ByinAo2WeJy/3eelZvCgPgIvJoOgoAR9PRhieSkRrPiYCUuu9yFlop12bh2WgaKBLriMklCxQ6ygkifhAQBWurOedl+yqgzJeXAZo8IjGUsSqrVqzExM4mD5U2c2YGWctnkAC1V1uAO0B0WJXW4sol7Fw7vMlm9eGI6EXaZadlJJEW3jwGV0o1MGZYQMG7dOHMYhiH4dE9FEC1lUVJg9pVDEyN7pKXOHN2fGFc7JaXpRoCSmpnbTkllJEXx6qajDE2KIrGDb6mLJ6QjIIiS+s2HJkFkUVIZSVE47TJ2WeZYg5vGNh9iyNRgWipnASRm8e72Y4Gtih0pqfhIOwydAY4oIrZ1paX6Rdq5ZOJgVhysCuS1SUkNwbnlScCkpNo6UlIlG+D0W80dLkMTArTUddNMI9OO4gYGxLmCaKmLJgwiwq6QGG32LxYl1eJVqW/zcazeE0RLWZRUhN3GaZnmuPYnU4cghUlJWQpJS40eGKClgiip1FHgjz7qmfEgb249xrj0eOIi7EF1zRzzm6RkR0rKUmdaKjnayffGD6K0ri1AS03tTEv5KalffHiIR5blcc3UzECbF2lXiHB0nt/kous6rV4tYLTvTEkJm4MMv4HpkonpSBIBos6ipCLsClFOG5MyErrQUh0pKZss8RP/czKTojhjdH9c/jFZR1rqeCipjvllwRUWJWVXZM4c3R9VF2w5Use9fgPn/wIlBX1GqePS4sWLeeGFF9i7dy+FhYW88sorREREMGSI2QHOnj2bxx9/nB07drB161ZuuOGGLtQVwBNPPMG7777LwYMHufnmm6mvr+fqq6/+ul/nOy+rQrvsMnfMzaahTT2hlJQli5Zy2uReKSlLHWkpMc2/2tORkrLUkZYKg5KyZK1c90ZJBdLTgZY6HkrKkkVLnTKkHwkxkUjZpm8pY/q9IAzafDp3z8/hne1+SkqoJiWVOdP8209JWXLaQ9BSoSgpSxYtZXN9ZygpS0G0VAhKypJFS/WLtHPppMEBw86JpqQsWZOdCH89i3KYnfjxUFKWOtJSN8zIRDO+HkrKkkVLdaGkAgnsQEt1pKQsWbRU/3GQMY2yJl94lJQli5ZyRIWkpALJ6EBLfWFKquMzp90NBz8mPtLJ+eMGfCspKUtBtFRUMtLEa2Hdo18tJRV4WAda6puipCx1pKUsSgrQDQFRKSYtNf5HSI4oM7JWB/rBaVMCtNSiBbl4dYMmt2pSUnbFNKymTzSd+U++FWHobPI7pM1OiWbOqAHYFcU0Flm01MwHAvlhCNOg0ZGSstSxz5mUkUBqrAtZlgK0VJSfkoqs3W+2+Y5ok5Yaeb5p4HCreFSdq6dmMHmY6Zh5bV41t/kXleyKHKClbulASdkVmQWj0nhtW6VJ0lXuRdc17pyXEzBe6YbB6IGxKLJElNPGOScNYEdxPbfMziLSoXD/wuE4FAnNMLh+RmbgHWRJorTeg3HqjQFKClnGJkvct3C4SUnNMOkAWZK4d2EuiVEOLp881JyoyLLZRhz6FCZda9JSX5CSsnTdtMxuKalAEfIvIMwfmRowOGq6wW1zsslIiuLM0f1JT4gkIymKO+fmsK+skZzUGNL7ReL26ahCwTfrl+ZC2JQ7ApRUpA2wRyDmPsTiTRWcPDQRh2Rwv78/sCipY/VtPLmyIEBLWZSUIklousEts7IZlhyNyyZz7wKzHb51dhZPrMjnnvm5rC+o4fY5ObQZdph6JzhjUGf9Eo8hY/M1MWFoOy21q6SBu+fn4rTJ3D0/hy1FdZwxuj+xEXZUjxuH2sTNMwYT6VC4d2Eur248ysUTBwNGwAh6/xnDeXtrCddMzaTVqxPpp6VGDYhjcmZigJKqaPSiqppZR0+6DEZfCJFJtHjVAC2VHO3k7LEDTErKoXD/O3u4c14OigySocL4HwdRUntLG9ENg/SEaD7bV8Fd83IYnBBJXKSdO+ea48oImxKgpW6eOYwmj8rDy/IZlhzFlGFJ7C5t5N4FZh7cOTcbR90hDMPgxulDOWlQHJMyEtCTcmDvv7h3QS4pMU4uO3UwJXVtvL29JEBLdaSkAmXJT0v97bPDZiQ+Py11+1zT8HnfwlyKaloDlJRNkUmNdXLPglwMQ+D26dx/xnA2FNQwb2QqiVEO3t1xjPsW5uKyy9w5L5uESAcxLhv3LcxBQnDe+IFdKClDmNtkp2QlEh0ZAcPPhg2PI6YvAkcUYvaDeHXBM6sLGZIYxdwRKfzotMGUN5qU1KrDVWY7NfkWyPsMVTeCaKkbpmdS3+pj85E6pvtpqVtnD8PQVETuWTBoAvahp7GjtKmdktrzFsSZxjkJk86xKKnF64q4a14OmmGw8lA1iwLfJ4cjNa2MHRTHxKH9ApTUkMRoEqIcfLK3AkkiQEvdPT8XzTBQZNNgGBdh5ydTh4ZNSVnqSEups38J3maEYXDP/ByTkjplCI7SdWgnX2UapideC+mTkNNPJSrCiSEEEQ4lUNdun5Nt7gyZn9uFkrLUmZa6adYwvJrOgH4RTM02aalx6fFBtJSY9TOErjM81WyvBYKfTM1gUkYCowbG4bQpAVpqfHo8E4bE48KH06Zw1dShJEQ5gigpJxpglmHLAOWwKWSlRDMtOylASVnSjK601G1z2ikpmyJz3jhzccaipCx1pKUsSmrb0fqwKClLFi118YR0XDaZz/dXsmjhcJw2manZSaTEOjlzTP//CUoKANGnIM2YMUPcfvvtQb+dd9554oorrhDvvvuuOPXUU0VsbKyIiooSp512mli6dGngvGPHjon58+eLqKgokZ2dLT7++GMRFxcnXnrpJSGEEEeOHBGAeO2118SkSZOEw+EQI0eOFMuXLw/cwzpnx44dYae5sbFRAKKxsfHLvPp3Um6fJlYdqhJtXk2omi7W51cLr6qd8Oe2etXAc8OVV9XFhoIaYXhbhchbKoTqDn2irgtRsU8Ib8txpcmr6mJXSb3QdCO8871esT6/WqiaflzPseRRNbG7tEFouiFUn1foRzcIQ/MJr08L3HdjQY1o8ajC0FRhFG8WhuoRoiZPiNbarvfzaWJtXrXQNF0YrbVCrykQut5D2nxtZj762r5Q+r9JtXpVofk8wshf1mP6fZou1hyuEm6f1v7/vGpR3tAmPL4TX87bvGb9cvs00epVxepDVcL3BcuLqutix9E64VV10eZVRVHN8ZXvLytPh7YidALdQhSsFELzhT6ueYUo2SKEroqqJo8orTvOcmeV1+7qvZUMTRfbjtZ94XwO+UzNJ8ob3KKysednf9NqdvuEofmEkb/cbP8KVgqhqSfmYZpPiKPrT9z9j0feFiHyl3cpe5quC73uqDBazHq3LkR77VE1sS7P/L3NKuMd2wZNFeLYDiFUt/CqmthcWCtUTRebC2uEz9fheZpXiKJ1XfJD1XSxqbBWeNWu5dHqc8ob2oL6HatfbvWq5v2K1gmheoVorRFGXZEob2gTbV5VVDS2iTavJg6UNQpV08WWI7VB5d7nf7ZP04Pe2/pd97YJkb9CGJov0P+3elVRXNMimt3t73Gsvk1UN3tEs9sXaM86vsPO4nrh03Sh67ooqW01++iKvWZf3CGfVx2qEi0eNSgda/Kqg+4ndF2Isl3+b7qi+/YkTLl9mthT2iD0Xvr1hjafKKwOblOtPtjt1USbVxUbC2qEqumiye0T+ZXNwqdqwqvqwu1Thep1CyNvmdC9rYH3VD0tQuQtFYavTewqrhdq7REhfG1B39ft00SLRxUHy5uEV9WET9PF2rxq0eZVRX2rV7h9qvBputhaVCe8qtZ+rccaQ6mBMuvxacLwtgojb5kwfB7zm5fuEG6vKvIrm0VhdYtoaPMF+qVWryqqmzyipK5VqLouDE0Vus8j2pobxKpDVcLj08S6/Grh9prlw3q2R9XEFn+5cnvN8Ul1s0fUtXjFvmONotWrCo/qT4/PLURDiTCaKoRRXxx4hxZ/+n2aLoprW0V1s5leq4/RfW3C8DQJo6VGaDWFQtM04fF6hU/ThM/nEy0eVWwqNL/HhoIa4fFpor7VGyifbV5VbCuqEz5VFz5VE7uK64XXp4lDFU2i2a0GfQOjfLfQfW3C61PFzuJ64fFpwtvWIkThaqFqulhzuDpwz33HGoXuNu9xqKJJ+EKMl62+0u1TRZtXFWv839N6N69q9lFWHq3t1P54VE1UNbpFeYNbeFRNrD5cFfTN3B6vWH2oSnhVTaj+/NxVYtbBI9UtwjDMst7qVcWB8kaz7GteYRStax8/+9xC03SxLq9atHh8oqCqWTS0+cSe0gbR5tXEpoIa0eZVheFrE6Jsl9B1sw1pbXOL3cV1wuPTRG2z2SeqnlaxtahW+FRNGKpPGKpH6CXbhKr6AvVP9XmFqMkPyidrfNbiUQNjXo+qic2FNe3v61FFm9fMp90lDcLj00RRdYvQdUNomi72lzWKVo8qWr2qWHM4uH33qppYfahKuNtahdFSLYprW4V2HOMCwzBEfmWTMFSPMPKWCc3bFmgnPT5VGEc3mmNyXRNC9Qjj2HZRVt8c1AZb79HiUYWq6yHbwY5q82qiqKZF7Cg2y67bp4lj9W3iWF2r2Oovz3uPNQjd2yqMwlXC0M37uH2a2FNSL9xeX5c2zypnu0rqhVZTKIS3VbR6fKKxzRcYk+4qqRcery/QZlvptPpCXTfEwfKmkOn2qJpodgfXyeLa9ra0zauKDf62s7N03RBlDW2ivMEtNF0XFY1uUdV0fOOs4tpWUdtitg1rDgXXlcDxZrcQ2okf858ohWunkIQ4gfuc+nTcOnToEMOHDycvL4+srNAhnzurqamJuLg4Ghsb/yf9S1ly+3ScdrnXrWtfpQzD6HXrXtD5QmAYwtz6JES3W3jQvOaWiuMggDyqjk2WjmtblSEEum6EvXWv8/MUWcLuf54wdHRNxeZwIYTAqxm47Ao+TccuVCTFZm5vUD3muzlCh63WdANZ9yBJMpL96yFpvhEZhrmy3uMpotOqjoFNlhFCIH2N5byjNN04rjLW+VpVNxCYJJjrBG/d66iw80zX2rfudZTqMX+XbbT5NCSkL7YNrqd675dmGOi6+OpIOCHwaAZC8K3butdRblXHKenINj+BJgTovhO3tc7Qze1z39TWvc7SfGBrp++8mo5D+Exuzx6BEALd6j86X9pTvdR9oKsm8eG/r02WURDBbZBhgKEG5YdPM7DJUkhKx+oDgEA/YF6jt9PKqiew9QnVDUj4JAeqbmD3b0GUJQmHTUY3BJphBEUTNQyBZggMIYLaC8Mw88JukzFUDyp27DYZXTcw/K9ilXWPqiMEKDI4bEpQv93m07ArciD9XlXHZnhRFFvQt9ANA6VTe60bIjSVrPvMPs7mMsvYcW7dC5XH9l7aXLdPR5YIajM8qoZDUZBlKUBdejUzL6zvaQhh0rv+/kjXDRRFRtd1NGHSeD7NQJLav7Gq6dhtCqqmo8gyXt1A8R+3+n3rHLdPQ5YkFEUy6T9hpjHwDfz549V0NF1gt0k4FPN6ASbRpmnY7I7Ad7TbJGyyjE8z0AwD2e/PNUIx0IWC4i8/VhqErqEKKVAmNd1AliU0XWCTJYTmxosDCQnF7x/LmhhFOsy+QPjakACf7ETVBS6bjKLIaJqZT4YQOG0yiiwHxjwIHQkJJBldtoGkoGkahiSj+Mu8R9Vw2BRUzQh8O6uftCtyINKhVUa9mo6uCyL9lIquqcgIUOz4NANFllCEji4r2GQ50C54VQ1dmNSywybT6tWwyVLIPsbqKz2qSUy67EpQ++JRdWyKFLQNvuNxwxB4dQPJf63/R5BlVF036Ux/2nUUdMO8VjcEEu1l2K3qgXwCc4xp6AaK3Q6aD02yYVNkVE3HEGBgbuHTdLNMqLqBTfhQFAVDspvtqU3BEALNnz6BIMJhN9se3cCugKx5QbGjChlVN9tbh/Ca/XYHwj/onYXAp+m47DYMf3tlvpPhj1Zqli3NMILaG59mYAiBQ5GRZQmPquGy2wL5KMsSQvMiDB1NdgXRquHIq+nIQmC320BT8Qjz+6N6kR0us27ZbGbbLNvQJVuXNthKpxBmexfO+E/TDXQjeAxj5bEkSRjCwGWTMTQV2e7E41NRFAXdMOdIdpsc1OZ1md/oeoAaCvRnmscMTkPXsbP1DroQXVxGtHo1nDbZ3BJvCLyajtRpfGp+XyPkmNXt0xCATTLpYnGcY0OrXXMqICtKl77c479/hCPEuPQ7onDtFH1GqW+R6urqeOqpp/jTn/5EVVUVTmd4A+U+o1Sf+tSnPvWpT33qU5/61Kc+9alPffq2KFw7xXfX7PZfqGuuuYZt27bx1FNPhW2Q+l+XteoXynrd3SqmtTIR9jWa11w5Ngy8hmhfQfD/bggRtMrV8TmyRAfLvs/03QHm6rwVPU51o8kOfLogUtLMlWul0wotIvRqq+Y1/+680m8Y5qb3L+HLIhx1XI2wVrl8ug5IOCUNIQQeYUPCXO2SJVB1gV0WSF9g9dgQAkn3IXV63wCNdQLIKqtM6IZAiHZKoc2/AiyEmQd2We6yMuPVdCTo1ceZTzNCroB5VD1AmxnHWc6/jDTdXFHqvFqmagYGXX//rskwBJJEF3LKq+ogEfL9dP/qZ2diwVqVDUWSeDUd3RBEKsJPqkQGXWdTZPN35cv7eeqOlPkiBCVgkh6aNzSt+WXSLAzTKZ1/lV3VTYLLgQpIATpF93+jE0G+diQ5O8siFL5OWavQTruCV9UDfYlhCARm4IPObYRH1U0HqTLtfYOhg6HiFXbswmfSArIDYeh+KklCkk2CwPCvYlvkrk8zkBCmv5IOJI0lTddQdBXJEbo8qJgrvAKIlHWTcvO3xx3fI1xyKNCu6ap5L5sDhEVayjhkkzg0hAS613SQarX/wnw/1Qgmh/C1ISQZQ3GG1WYeTznRDYGq+881dLO/99edoHP9dae7dtut6gHCpHPfI0l+2giBIfD3Lf7jfj94Vl67JA2PoSDwk0lCICEhSX7CW5JRLQrHJuNTdSQ/kWW1JWa0MBGI6maVF69mlqcAbaRIAQJCkSWEZo51NMPwZ6T5lyyZPmMUWfYTfxLCMMxyI0nmeZIE/n7Wok0C6TUMbOiohunnyyJOdcMknmRJoBmYtJLePv6ShI5ARjPMS8xy5UMydJAUDMVuQplCYEdHUmx4NQMbBrJiR/bXP90w39H6bFYadX8e4IdgvZp5nkORAYFPN3Cgg+JAFwLdaCdnFAlUQ6AgISuS2ccKgSyDYZj5ZZUFWTK/HyZwZqYHkA0fisN06C5DwOeQppvPMbNU+Kkik2qTZBlJwiQLhZknktTeHityO1lmvbeum+XRp5vtVYTDhsenIskyTpsSoPEMIcw2p5NP3Y5tenfkieonmCzKxqcZiA5jDqsd1HUDyf9dXHYlUMc8frpKgJ9E09uJM38ba0XBs+qfYQgMzL5dCLO8W3lgCJPUlDqMC6yyLvmLq+T3nab7fd55NR0kiQi7SQoqsoSEhD1MyslqRzv3Q26f7v8u7XSWlc6O7U+AbBQ+sLnQDAPDIFBPEWakUc0QKJJZ53XDJCQNf9k06bqu4yEriJSV39bzrbmY4qcyZdnMH9UwkDCpo/bxrGHWfX9dEEjI/jx02OQAyWl+BxGg3jqShALhJyvlALFnUZlWvnXsw3TDfJbDpnTJX7P9NO+nSO3fyRrjO2xm/+i0yUiS5CflIULSwO4K7GBoL/sGkqGaZQe7v++zKEIDp11G0N5mtn/D9nKl+ds0q2+2vnl3c4X/Fv33vtnXpJkzZ3LHHXeEde7ixYuJj4/v9vi7777Lr3/9a2666aavJnH/CxLQ4tXwae2Oan2aQbNH7dYZsyxZ1xiB31TdoM2nhXb4rbrNgSRm2GifZqDrGmgedN1siFt9egB1BnPC0OxRA+g1YN5D85oDViHMbQ26CqobgUSbV8cn2bGcLHtVM8IE+AfyoaSr4G0y7xVIrwe8jSfcIAVmo9/Q5sOnmo20mYf+hlmyoUp22rw6QpgDM6H5sGutvW5f6vZ5kgSaF6H7AnmiaTp2SQfN08vVX0ySZOK91gTF7dP8HbDZWbZ6dYQBTR7V7MT98qg6LR4NVe8dRvXpRmDQC+YgSdWNDmVKosUTXGZ9muEvH1+9VN18V1Uz/NtkzH8L/KHTv+OSZYkmj/kdLXlVnWav5p/0dZXZrmhd6nmTRwtyftlRNkmizafjE/5Bne7Dq+m4faaREV3tvm4fp3Qh8Ki6fyJiStXNMvKFjJaSDGpbu1EATGO65jUn3F9UkgyehkCbpesGNsOL8DYF7utRdZrcamAy+1VLkiTTwbN/cgXmwNSnGYGJ+tcpVTdo9mp4VR3VX/e9qk6LV0WRJZrcatB39Wo6LV6zrUWSzGimms/MP82HQ9KQfM1owjTYN3sNPJqg1acjS+ZErs2nm3W5Q7lp8R8P1Zb5dEBtDfSFQHt5MFR/myXMfgwbaB6E5sXt02jz+e/lbT6urWytXs1s671NZj8sydjUFuyGxyxDQiDrXiRfM4autgcGkGQkbyN24TXrq2GY/azaCro3qB3tScdTThTZrOuqbpjv6GtF08xvqhvC3G6iecw8w+zlWzxa0BjBpxm0ejTz+/v7mFav+f8mj+afwAk8qlmvDQGSZG6BUXWDFo+GIQQtXg2vMA1R5nfWafWaE1qfaqbd5zeYt/raxzBe1Wzn2/zlQPNvY/P5J3G6f7HC47+HLEl4VfPcVp8eMNC3anIgPapmGrZavOa7qpppdLC26zV5dXQBLV49MC5o9Zlp8+nmRNGjmtv0vKqBjg1dgCwZgUm5VzOQDW9goctA+PNB77Bt0RwX+jQDw2/4wNcCGIH6ZzN8SL4WJMk0YDX5/FupDfP7u1UjYGCQwL8gaeahTxMBw4AuoM2noxlm+jyqgYoNr9/gI/zjVsN/3KcZaEL4v5/5/gjT+uT26YFvosgSqqrT5jPLRLNHw6sLZFnB49NQNSNQx2VJwqsZgPAbNc1xRatPx6z25vjFpwtafBpezUqbv8/SzPGH1cfJkkSzV0P1GxFb/eVKM8DQzXFRk0dFlk3DWpPX6NpXutVAVwJ0qVuWYUP3bzdXdQOfvxx5VDMffJoe6Ktl/xZD6x5e1awzArNN1Yz2fNP19nLttcbnmuFv9zR03cyPZn+dbPG/q9W/W/Xdyg/VvwW00a0Gtm9ZRr1Wn47uH9O1+vSAkTRcCUGn8Z+/bfBpdLRTCQFN/oARiizhVQ3cvvZ3E6oHofsQ/m3Rmj9NzV7TEGkZT30d2n5VN7egaXro8ZC1SNTmNctGq1fFp5pludWr4VX9eacZeDUDTReBsatVl1Td8BvxQEIOzNU8qrlg5dH8bYtmpkHzl1u3z2w7DWGOUd2qgaqZ72blteFfJLaMZz5Np9GtBgx3+NuzZo8ayF9FNsfxqm4EyrdX1QP1QAizrEr+NLX5n4OvxVzoEOD1aQhfKwBNHh2fIaOobTgl8xnmN9Fp8epmHhtm+6TrIlA2DCEC80a3am5f1nQDj7+t/qbGJ1+n+oxS3zJdcsklHD58+JtOxndGDpvMkr0VLPrXbnPgrBnsOdbIOY+t7TZSjU2RWZdfw21v7KDNZzaWByuaWfDw6tDXtFbDiwvA00CD28eFT62nqqEVnxJJTatKZZOHu97ayfu7ygKNxnNrCvnTkkNBHTCqG56dAQ3FZm/iroeXz4e6I9glWHGoijvf3IVbNxu+/eVNnPHIGv+qXjfGB9kGG56A5b/2T0i8ULAMXr0oePJwAnXR0xs4UN6ELEuc9dha9pc3mx2kDove3s2S/RWBhl6U70R6djrSFzSYGULgaa5Fen4eorkcofkQrdVIL50JzRVf8ZuZkiWJK1/cjCxLLHxkNQcrmv0rZBJ3vLmDFYeqQIIrXtzM2vwafJrZQf7fpwd5aX2RuYLai1q9Guc/sY7yRg8+zaCuzcelz26krMENmOV85aEq7nprJ25/R3mgY/n4ilXf5qOiwcOFT6+nqtmLqgsqmjxc/MwGalq8X/nzvgld/PQGthXV+7+XzoP/2cc720pxdrMKpQvBrz7Yxz83HPVP6gze2lrCA//e0+1AQVFkthTVcdOr22gRDnyGTEFVCwseXm3Ovz684yuN/Lbg4dUUVLcGDPPX/XMbu0sbv7j/sZp8eOV7Zlul+aD+KDwzzfz3F5XmhTcug7wloHlxKgas/APS2ocx/AaTD3aVccebO4OMhl+1jta18eMXNtHQZg7gS+vbOPuxNebA+GuWXZH454Yifv/JARyKRItXY11BDdf+cxsAFzy5nj3HGvFp5mD5p//ewwe7yswVU0k2+5Xynf5lexnpPzchDnzI5uIWBPC3zw/z9KoCkxjwG5ufXFnAI0sPI/z0xfKDVdzw8ja8ms7Vi7ew6nB14Ny/LDnE6sPVUHMYXrmwQ3kogqengq5iU2QKa1pYsq+Ce97ejVuORPX5OFjRzFmP+duply8IO09kCRY+spo2rwbLfoVY/zhCV01fg3v/Be9ebxp5lv0KacOT1LnNvlfVdYShIb36faTCFX5iV0Ms/RXSxqdo8orAhCUcFdW2cvkLm8MqJ4cqmrh68Raa3Co+ewxHq802WjMENB0L5BXg7y/XsM//Xd2qzj1v72LpgUrW59fynx3HUPx9zoHyJnP1XBd8vq+ShjYff1+ax1Or8k3qTbbz4e5ybnl9O4os8f7OY/zsvX0ofv9B24sbuPCp9QC8tL4Qm6IgyzIf7C7jrjd34lF1nlxZgIxgTV41V760xZxUezyc9ehaKptM416TV+PyFzeTV9XMs2sK0XSD+jbTYHr1S1tYeagar2bSEH9ecpAX1h7Bpki8tK6IR5fnA4LSBg+yLHHOY2vZc6wxQPB8uLuMB/69x4TiFJmimhZqmr2c/8Q6qlu86IagttXHRU+vp8mjoqkqda0+vv/0eupa3EhLfmZ+BEnCMODd7ce491+78GgGmpB5Ye0R/vjpQfMU3Yf07+uQ8j6D4g04ZYMIWYfDS5DeuBSh+fjXNrNtt4xNTR6VfWWNXPHiZlp9pn+mkro2Cmta+NUH+3h541EkWUIX8M62Uh749x7KG920qTqRDhuFNa0s+PtqwCQgPtpdzgPv7kH10zXbjtZz/hPrcNpk/rPzGD97b2+A0tjR4fsJSUKRZZ5ZXcBfPzvMsfo2VGyohmBtfg1XvrTFbCf8fnaeW12ITzM44xGzzC761y7e2V6KLkxDy+J1Rfzh44OmgQ94ZNlhnliRH6Dylu6v5MZXttHiUfnpu3to9Zrk0TvbSnnwP/uw22RkRWZbcQMXP7MBAL36IP/36SGeX1MY6Cvf31nGnW+1t+maLsirauFHz2+i3l+3yhrcnPPYWryqQUWjh0ue2YhuCJ5bU8hfPztk0iOKzMrD1Vy9eCtun05xbRs/fH4TzR6NZo9GVbOXcx9fS6tP4/8+OcihiibAJA/f31WGVzXH1o8tz+fxFfnIsoRNlvhsfwUeVeeql7aw+nC1aQDUBT99dw9vby0x/ZzpBq9sPMpD7+8LGDgueWYj247WB/Lvwf/s41/bSnHYZG55bTvr8mtQZOm4iF9JMvvyvKoWfJpp5Ln5te1sLKjF6NDseDWdO99sn3tEOBSeXV3An5YcMv3XNlcgvXQmNl8jHlXn7MfW4tN0Hluez2PL84l0mPTSkn0V3PTqdtp8GgseXg3Aa5uKeXNLiZ/2a5e1YHLr6zv4eE85LruCJMs8taqAv39+GF0Y/OWzQ36ST7DpSB3LDlZy11s7kSUJt6rjVnXOeWwd5Y1uvyFG40fPb6KotpU9ZY04baZftuUHzD7Jp+k88O89vLGlxE/0wj/XH+VXH+zzG+8Mbnp1G9uK6nltU7GfdjOJzu3FDXzvSbPuBHyTCfjDJwd5YW1hYOx24VPr2VXSiOb3Vfiz9/by3o5jbASBYxAAAQAASURBVCysxa3qRDrNvLr/nT18vLucCJsMn94PW57HhoZDNmDHK3hbm7j19R18tLcS1RaFhszTqwr5++eHkXQvKw6Uc9dbO1F1k23dV97Imf5x/JtbSvjdRwdQdUFJnVmua1p8OBSZsgY35z6+tn2B579Ufdv3vmWKiIggIuK7E97+m5YZ9jSSn723l50lDZyakci/tpUwNDEqCKnsrMEJkXy6t4I9pY1Mz0nira2lJEc7Q9NV0SlwbBu8dgnJP/qQPccamffoRi48ZRDvbi/luSsmEB/h4N5/7WbJvgqa3Cpbiszw07aOBoOIflB9CJ6aDON/BHvfgbY6iEqEkk2kJ+Tw0Z5ydpU2MDUribe3ldI/zuV3BNvNINrmhNiB8PE9cGSNGdJ77zuQOcu/XfDEhn+3MP4Lnt5A3m/PRAIueno9F01IZ0NBLcV1bVw0YRBun06UQ0F5aSH0G4ow9C+0fc+nGdhjU6F8J9ITp8K4y7DvfhM8jUgxaV/9C2KulNa3mRMJXRd8/+kNXDxhEGvyaiitd3P55KGA6Sz2mn9s5dyTBpBf1cL+8ib+cMGYsLa6JUQ52F/exLy/reaiCYP4z84yGt0qqbHt2xHTEyP5cHc5O0s6lY8QDh2/rGJcNiIdCrtLG5n7t1VceMog/r2tlGavRnLMd39rsVfVsdskfvjCJr43fiC7ShvJr2rhqR+e3MWZsSVFkkiKdvL7jw+w4lAVDkVm1eFqLp2U3uOzBveLZOmBKub+dRVzRqTw1tYSop02Ex0vXB1wPv1l5bQp1LX4OPuxNVwyIZ3PD1RS2eTlgTOHf/Gbxg2EI6vh8Qkw+nuw/WWT9IiI++L31FVwxsBbl8PI85EajiKV7cCY/zs+PdjAv3fsZ+mBKs49aQBhQIZfWGmxLjYW1jH7rys556QBvLXVHPDGR5zYNjOUHDaFgfGRPLpsN5uP1JGTGsN/dpZxakaCf3Ip8YPnNvL9kwex7Wg9hTWtnDmmvznRMTRzFvPiAhj3Qzi6DuoK0cf+iE/3VdDs1UiJcfL3pXmsyaslKdrBHXOzSYlx8odPDrK+sJaB8RF8sreCOSNS8GkGkQ4b1728jbPH9udITSv7ypqYPCzR7GuOrDLLw8jzYccrplHVFYeCWQZT41y8v6uMnSUNTB6WyNtbSxicEImuqSje5rC3fppkjmBFXj1nR6cgrfgtFCwFVzwc/hTGXmz2pxufRD/zr7yzu4ZDlUdo9Wo8ffFwcEQhvXEZjL4QavKgYjfirL/TatjpdxwTxLQ4FxsKa4PKiaoL4iO7vkP/uAjW5NUw+68rOWN0f97aWgJAtNMGTyyEthpwmf40rEnthU8F95c/mJRObYuPn767lwtPSUfr1OecPiyJU4b2IyXGyd8+P8zavBqSop18tr+SM8ekIdrqGRwr8+sPS9nuD0/+r+2l5KbG0ObT+L9PD7PsQDXxkXaWHqjivHED0A1B/zgXdW6Vn/xzG5OHJeJrqiIuLoWimlbOenQNF09I56M95dS1+vjNeaNpdmtUNHnoF2Wnrs1HpFPhxle3c87Y/hT6y8yvzh2FXZH405JD3D0/F4dskBzjxKua1MFFT6/n+6ekk54QQXZKDA/t2M+O4nomZiSwo7ieD26dxv7yJs56dC23zs7ikomD2VXayLy/rQ7qk5IiFWirxePxcMU/dhDpsLHiUBUXnWKOPa5evIXNR+q4eVaWuWXuqWlQl4eYdC3S7jdh2a9xxQ+B/e9B9jxqGpt56P39XDZpMPvKGzlU0cT3T0knNdbF+oJaZv91FWeNMb/vIz8Y194vHKzCYWvvF4pqWrn4mQ3MG5HKm1tLiHAoOGwK24/WMSQxkl++v48dxQ1MGNqPf20rZVhyNLoQpMa4+M2HB4K+3/C0GBrdKne/tZP6NpVtR+u5Y242u0obueutXWQmRfHB7nKmZCVSWt/Go8vyOVDeRHWLl5tnZ1PW6Ka0oY1+kQ5+/t5elh6oxO3T2XSkjhtnDGPfsSb+8MkBdpU28sAZw9lf3sQLa4/w6d4K5o1M5WhdG4lRDnaVNDAkMZJB/SL4wycH2Xa0nvGD43lneykj+8fiVTXsNQdJiR3DXz47zKrD1cRG2Fl2oIrzxw0MLNRaZW7TEbMNPvekAby9tRSPphPltJEa62R7cT3v7SglNdbFrz7Yz/qCWjKSovhwdznTs5OobfUSH+lg85E65vxtVdA94iMcfLa/kh+dNgQwDZ3p/SI51uCmyaOSEuPkT0sOsS6/hrQ4F5/urWB9RiKRToUbXjHL8Y8mDyExysGvPtjPioNVaIZgfUEtV08ZiiyZ1JTdJvHjFzfzvfED2VnSSEF1C49fNp7txQ18tr+Sa6dlBrZ+hSubItPq1bngiXVcMjGdZQeqqGjycOOMYf4tpqYMAfGRXecet87OoqSujcyYZJTSLUiLzyL+hnUUVLeyZF9l0LunxrpYsq+CBaNSKaxupdGt4rDJPLWqkAfOGNFl279J9AviIuzc8/ZuluyrpLbFx/bieu6cl4OmC5JjnNgVGQmTtE+NdfHhbnNuc9mkwVw3fRh5VSYIcPGEdD7YVUZ9m0panIvF64r4xX/2BfVJhiDoO6iGYENBLddMzeBITSvXv7yNiiYPN8wYxt6yRjyqwa2vb6dfpCPQ9rlVPeDg3CZLJEc7+fOSw6w+XM3L15yGXZH48YubuPDkQeworqegupXHLx2PVzN3rPzls0NsOVJHUW0b5540wAwuEJUMnz+IlP+52aflL0MfdiZxEXbufns3n+5LDcobR/U+BscPCuTFlGFJvLW1hAHxEWi6wa8+2M+10zLZX9bIkMQoNh+pY+Ejq4PKdb8Q/c5/k/qMUseh1tZWbrzxRv79738TExPDPffcE3S8vr6e22+/nQ8++ACv18uMGTN49NFHyc7ODjrvvffeY9GiRZSUlDBjxgyef/550tPNic3ixYu54447aGho+Lpe6zst3RAkRZuT5KO1bRytbQMgKcbZ7dYP3TDoF2X6LTnW4Ob1zSX+axzm3vqO41UhzAlURAIiaw4RLicORabFq/HPDUXMyE6mf2wESTHm/ZYdqApcmhLTyW+FrJiGqbZa2Pxc+++RCRiRyaQ2mwkurXfzxhZ/mqKdZidu68ZXkqFD7ADz3xW7zT8A0cntPqtOoGRJYmhiBH+7+CSEML9FUW0bb/rTD+Y7xEc6TD8MFzwD2xbzRffl2GUJxR5p5oevBTY/GzgmnDFIQnzhrYHdSsBvzx+NEGa5Kmv0BMoMmJ2lIslcPnkwGwpreX9XWeBYapyr12h1wu+nKMZpo9mr8c8NRwPHYlx2/xYFQWKUWc47lo/kaCfm+txX985CCKIcNtNPlp/a+Mf6IsCkF6Kctm80+t9XIVmWAnXrne3HAr8nxzi7/V42xRzIAGwoqA38nhTt7NYHkaYbJPjbmoomD69uKgYgMdpp5uGZ//eVvROY5fNITSuv+J8DEB/Zvf+aHmUYpgEAgtus6JQvtzVYsZv3AHMS6JcW1Z+0WAcVTea2PnNge2LKmCEEsRFm+1jfpgbqXEKU4ys38IYjTTdIizXL1oHyZg6UN2NXpIDhKSnGwaFKeHtbaeCa5BinufAigKgUqC2AHS8HjsvRyZw1OoWYSBc1zSbduL24nu+dPJCB8RGkxpl9yu7SRnaXNgJmWXYoMlecPoSNhTV8uLscMPuynJQoiPD3Q601sOV5898x/QHTV0ZqjDOw8lxc10Zxndkfm+XdgHGXhp0nQsDU7CSGpcSiq6koAMUb20+ISoHIBMiaixHdn/GJMaw6XMXd83ORFLs5YQBzkcZSTCpJkTakMMuVIczJFwSXk8QoRxfyQTfaDVU1LT5e3mieOzDev8g44hzIX9b+fpj95dHO/WWUk+RoJ9dNzwyMb8r9fU56QgRnj00j1mUPjHu2FzcErh2eFoPkiiU51vwGhTWtFNaYW0qSop3IksQF4wfy4e6ywLbypGgnTpvMeeMGYFfMv52KjD0yFkmW6RfloLrZG3gf6/2nZCUR7bQR47Jjk+VAej7wlxkwy41uCG6bk82AWDuSZCM+wozQlxTt4EhNK1uK6pgzYjiJ/nayqLaNujYfV0weSoRdIcqhYLeZ/m8SohwocnCfpMgS0VFRiNwzkSSJgf0i+MDfBydFO4lyKkwc0o/NR+pIijav54zfwzvXQlQSZM40De9lO8xER6VgsztZMCqV5BgHaTFOEqKScNmUwDvWtZrf99SMBIYlR1NUY5bzDYXB/UJGcjTZKTGB9niwv90fPTCOw5UtABypaeWI/xudNDAOQ4jAYlTn76fIEjEuO6sOVwfy99SMBN7YXBzI98QoJ/0iHXg1nbJGNxeePAiAKyYPYVB8BEnRZj6vPFTd/j2jHcRG2AIkSWqsi8EJkYEtvEnRDhKiHEzKSGDsoDizL/QvThVUt1BQbb5Lsr+MyVkzSfOYv20pqm/PkxhHoK+0KRKJ/rQ0dKhbGUmRyJI59hk1IJbhabFU+duvfWVN7Ctr8t/LHFfaZdPHV8d7WO9y1pj+xEfYA/4gs1KiiYuwMyw5OrDQuLOkAbkUFo5OI8ppC3zj2lYfSVHOwP9X59UEfVubYm47CzWOSIlxMjQxitnDU0iKcfiHpOGP0wwhSIp2UNfqC4wZrO/QsR93KHLIuUditJOEKAfOqGhwxUH2PGRZZsqwRHLTYsn3f6+dJQ1B75QQ5eCcsQMQQvDTM0fQP87ZZXHfZZPQDMmcYwGf768Meu9ol415I1KRJdNn07CUaNw+y9WGYHhaLIosERdhD2pTAeIjHJw7bgCrDlXzyV5z58NpmYk47e3vGfwdHDjtMkMSI6lo8pAU7eS0zEQUWeLCUwbx83f3muP2aCeK1B5BVZYlUmKdRDsVzh8/CEmyvmMz/+rQxybFmHUpzmUjNcZFUYf5pYqMfeh02Pik2X5IEmTPxx4ZR1JMU5e8SY22QXIOA9xmXpbUuXmjrn0crxsiYPgelhJNrMscn3Qu1zblm42+faLVF33vOHTTTTfx0Ucf8eKLL5KSksJPf/pTVq1axdVXX83DDz/MeeedR15eHs888wyxsbHcd999FBQUsH//fux2O4sXL+a6667jpJNO4tFHH8XhcHDTTTdhs9lYt24dEJ5Ryuv14vW2b6FpamoiPT39fyr6nlfVURSJJXsreGx5PgcrmoOOK7LEJRPSuWnWMJL9k0ZVN1AUieUHqnhkWV6gc7MkS3DhKYO4Y042adEm3i5V7UdtqoCMGewrrefR1aWsy6/hwpMHcfXUDOIi7Lyy8SgvrTtCkyd4i11KjJMbZgzj0kmDQfMQsWsxfP5gVx8yQ6eiT7sPMWQyH+06xlNrigPvI0tw0YR0bpo5jLRYFzZZmKGqVbdp5Nr1Bqz5q7mNoqPsETDxWphyGziiQzsr/oLSdQPVEDR5fLhsZudf3ezlqZUFvLm1pMse9OFpMdwyO4uFo9PwqgZ2RcLRXIpAhuhkJMURHJa8k4QQ5iq7LKEd24V97Z/NlfLOGjYHMeNeGDgBCSPIWfwXfUcwhxEVTR6eXFnA21tL6Ow+aNSAWG6ZlcW8Ual4fDobCmq59fUdeDSDwQmR3DIriwvGD0QTwaFoLWeLhyqaeXRZHp916MAAJg7tx6IFuZw8uB9LD1Ty6LJ89pd3LbMXT0jnpllZpMaa5fyLOoa2/DJIksT2o/U8varQ3JrYSTNykrltTjYnDYoL6Yzz2yrLJ1hDm8pTqwp4bdPRLv6+hiVHc+vsLM4e2x/NMB3Mun06AsErG4t5dnUBNS3BW9fiI+38ZGoGV07JQJHMUMBun4bdJrPyYDWPLc9jl3/Sb0mS4ILxA7l5ZhbpCRHImgebze73whv+SpjuR82L69p4fHk+7+081uWc8enx3D43m2nZSWhGGE7qNZ9ZH4vWwar/M8mbzhp5PkxfBMk5gAxKGAZw1W36qFr3KGx5Dvz+FwKKS0c9/U6k8T9k/7F6XtxUwZCkKK6ekoFDkY8rxHJ3spwfbzlSx6PL8oMmkZYWjk7j1tlZ5KTGIEGPBuUvK8sXyHs7jvH4inyO1rYRH2nnh6cO4YrJQ2j1arywrog3Nhd38VuWnRLNbXOyOGNUKlrhGlwb/m5STJZSRyGm34sYfjZbCqqodAtOH5ZEjMvGW1tLeHplIcf824MtRToUrpg8lGunZ+JQZHaWNNDqbmPOyP7ohWtwrvszHF3f9UVGXYCYvggjIYsP9lTy58/yg+6tyBIXTxjETVMHkhLjwoaGYneCHNz2G/4tRc1uFdXbZk4mdvwDef0jXbdnu+Lg1Btg4k/A24rhikNyuMDbAuseQdr6glnmOqpfBmLqnaZxTPOhKRHYQ9QHn2Ygy2Y5eWRZHhsL67qcc8boNBYtyGVAfAR2RWJ9fi2PLMtj69H6LueeM7Y/d8wcxOCkOAwBVa0aT64s4K2tpV36yxH9Y7htdjbzRqayv7yJ3398AN0wJ4m5aTFISLy+uZhnVxcGDLinD0vkJ9MymTIskY/3lvPkigLyqlqC7muTJX4waTBXTxlKlNPGPzcc5dVNRzEMwZVThvKTqZnY/QsRBhL5VS08viKPj/d03RZ/akYC188YxtSsJLyqjgE8syqflzcU09zBz2F6QgQ3zBjGRaeko+oGNlmiusXLkysKOFrXylVTMpiWncRHu8t5elUBXs3g2mkZfP+UdA5VNPP2thJGpMXyvZMHsaOknmdXFwYZUyzNzEnmthmDGDskGc3rRhUyz64v5b2dZVx0yiCuPD0DgDV51dQ0+bh4UjpCCFytpcg1eZA5HfI+gw2PQ/lujEnXoZ1+J7o9ClkyJ7Fr82p4alUB24/Wc85JA7hmagbpCZG8vqmY59cWdtsvXHH6UOpafXy6r4LslGimZiWzZF8Fjy3PCximgr7fnnKeWFlAfojvd+mkwVzV4ft9tq+cH546hB9MGkyTW+XXH+5n+cFKbpyZxZWnD8Vhk2n2aAFK56V1R3h+7RGa3MFj1eRoJz+ZlsGlkwZzpKaVd3eUkpUczUUT06lv9fHqxqPoAi4/fSg2WSLKYeNYQxvPrCrkvZ3HAv2oXTHTeJ2//Vi8vohXNxXT6DYNQLEuG1dPzeDqKRnoQvDOtlL+vOQQXs0gKyWaa6ZmcMH4gRypacUwBBnJUbyz7RjPrC6gtD64LkfYFS6fPISrpmTg0wwWrz/Cm1tKTH9cwPyRqVw7PZNRA2KpbfYxoJ8Lt2r6d3prSwnPrCqg0a3yg0mDufL0oUgSvLzhKM0elR9PHkpqrItXNx3lxbVHAgYsS4lRDq6bnsmlkwZTWt/G82uP8P7OskAbPSw5mptnDePckwZQ3+ajrtXHsORofLpJTIWisXW/36eyBg+PL8/j3zuO0Xl2fsqQeH593mgyk6JQdcGL647w4tru5h6ZXDopHSGgzeulzi0Y1C+Cf20t5elVBZQ1BvtgjXIoXHH6UK44fagZYECWiI2w09SmEh9lLip7/a4pXlh7hMXrioLqOsDAuAh+d8FoTstMwMAcG36+v5LlByq54vShDO8fy8GKZp5Ykc+ne7u2K5MzE7lldhanZiZQ1+LDo+pEu+y8tukoz689QkOI72CV29J6N5/vr2BE/1jmjEjF7dNw2BT2lzXyqw/2M2ZQPDdMzyQpxonbp1HT4iU9IYq6Vh9PrSzgjS3FXcaDWSnR3DhjGOecNMB0wC/Bp3sreHlDEVdNyeDMMf3xer1EVW7GHT0EnzOR5zceY/G6o13yJi3WxfUzMrloQjqHK5p5Ye0RPtlbjiHax/FXT80gKdpBYXUrw9NiKKxp5YW1R/hwd3mgn5g/MpXb5mT7+4ITOz75KhVu9L0+o1SYamlpITExkVdeeYWLLroIgLq6OgYNGsR1113HzTffTE5ODuvWreP0008HoLa2lvT0dP7xj39w0UUXsXjxYq666io2btzIqaeeCsDBgwcZMWIEmzZtYtKkSWEZpR566CF+9atfdfn9f8UoZU0ub39jJ0v29exHKMqh8PAPxjFvZBqqbnDP27v4z86yHq9Zdfc0hiTHworfo404H1vaSB5fns/flx5GNwQ/mJjOHy8cy6GKZq75x5YunWVnjewfywtXnEL/+EjTp0bB8q4nSRKcdhNi3m+pafYw6Y8rgjqkCLvCXy8+iTPH9DdJDq0NXrso9AQhKAOS4AevQ/okc+n5S1rXLeJi1aEqJgzpR5TLzmf7KrjzzZ2BwUB3OmN0Gn+/ZFwggoUo343UWAzDzzapjBAdtRDCjJCj2GDN32DFb3t2DC3JMO0umP1gcITD43lH3YxC0uRWiY2w89Hucu55exdutef3O/ekAfzlopNMHxprj/Cbjw4Ejk3OTOSZH59CrH/V3aJxnlll7v/vPDGJjbCx5WdzQcDdb+8KEAvdKdJhlo8zRvf/QlSMZpgOJm2KzKPL8nh46eEuxreOkiW4dXa2H9fumQT7NsjwO3VdfbiaW17f3mVQ3lkzc5J5+sen4LIrlNS3cdVLW7pMEjpraGIki6+cyODEKAwheODdPby9tbTHa5w2mT98bwzfO3kQmqcVmysq7O1N1nf+17YSfvbuXr9T2+51ycR0fn/BaCRCRwoEzLolSbDkp7DpabqMijtKscOC38Ok68Kra8e2weuXQktlz+elT8L4wRvIUYmc+/haalt8vHDFBIb3/3J9mxX56XcfHeDFdUd6fDWbLPGzs0Zw1ZSMHreBf1k1uVWuf3lbkHHsV+eO4orTh7LiYBW3vb6jy+C2s+aOSOGxS8fjsklIfx/Z1Xgz4lzEhS8g2RzUtni59p9bg+iaUEqJcfL8FRMYOyjejCT06X1BVGpIKXZY+EeY+BM2FVRxyXNbupwS5VD4+yXjmD8qDaOhBDk+PdD2W+V5Y2Etp2UmIhrLkF6/GCr29Pzc+MFww3pwxZgk1Zs/NEmunjR0KuKSV5Ei4rscCrec2GSJzT+bS1yEnYfe3xdEEoXSn78/losmpPPZvgrueHNnr75BrP5Skc0oVQ6bQlWTh2v+sZU9x9qN3CkxTjY8MAevZvp56UhMhFKM08ajl45n1vAU/rG+iF++vw8wia5P75hGjMvOP9YX8duP9vcYpEOS4MrTh/LgWSPx+aN+Pb48n798dqjLuZMyEnj2x6cQH+nggifWUlLvZuMDc1B1we1v7AgsyPzn5imclB7P06sK+POSQ3x82zRy02J4ZOlhHlmW12ufdPucbG6fm4PmacHmiuaVDUf4+X/2k54QwUtXTiQrJYY3txSzeH0RL14xkf7xEejNlShLHoDznzJv9Jds8DSi/bQKyWZSLr/5cD8vrSsCYN7IVJ67fAIldW1ctTi8fuHFKyeSmRyNTzO45bXtQQtQqbFO1t8/B4/fT8/ygz1/v1iX+f1m5qaweH0RD72/j1EDYnnxyomkxrq49LmNXD89k5m5KWwoqGXysEQKqlq4cvFmSup6HqsOT4vhhSsnMjA+gitf2kxjm8rzV0wgMdrJRU9voLiulecuN9uF2hYvidFObnt9RxAdbqXx8ctOZnpOMi+uPcKvP9wfdHxQvwheuGIiuWkx3P/Obt7YUsLKe2YyNCmKf2wo4orJQ6lv9XHdy1uDSKtQSop28OyPJ3DykH78eckhnliRHzhmkyXuO2M4107LRNMNGtwq1yzeElgkunV2FnfPz2Xb0Xqu++dWpmQl8eil4ymsbuGaf2wNEGzdaVhyNC9dOZHBiZFc//K2LvORmTnJPPHDk4l0KDy2PI8bZ2b5HeUHR/612r53dxzj/nd2d9uXH+/cY9SAWF64YgJpcRE0tPm44sXNXRbIOis11snzl09kzKA4dpU0cFJ6fCAi7IFy02deeSeDlqVp2Um8fM2pgYjk1th15y/mER/p4MW1R/j9xwe6DQwDZrvyt4tP4oLxgzhS08pVL20OEErdKSvF/A7pCZFc98+txEXY+f33xgSMNjUtXib8dmmg7ZuekxyYx9z6+o4uRr3Omj3c7GMjHQqSJPGvbaXc8/YuFoxK5fHLTsauyBwob+TqxVu7zRtLowfG8sIVZl39wbMbghY8Ih0Kf7t4HAtHp/HZvgpGDohlUL9IrnppS9ACcedy/W0ff0OfUeor165duxg3bhxHjx5l8ODBgd/Hjx/PjBkzmD17NhdeeCEejwdFUYKOX3DBBfziF79g8eLFXHvttXi9XuQOg9x+/frx8MMPc8UVV/SRUmHKokzyKlv4v08PBnBmSxF2hbvm5fD/7J13eFRV+sc/905LI6H3DqGD9CKIDaWp6LpW7K6u/izo2jt2Xevq2htiryAKUgXpvUMIAdJDep9y6/n9cWeGTGYSAqKCO9/nySPOufecc099z/e8ZerIjlboTqc9qFWQWeLm+fl7WFxLeHPZZaadmczVJ3fGaZNwCA185Yis9SjthlMlYnhjRS4zVmcwunszrh9j3Wz9tOMgLy/cG3br3KNVAg9N6s2Y5OYYmoJz60yYf1/4Qe+kyzBPexCvqxnvrMzm03XZlLrVsDpJQJwdi6AJaDNkr7e0r3I2huYZ1wzGTYeTLrUOmsdQUwoIRvSq9mnEOu3BW6ZXF6eFkTen9mjBvRN60qNVI8sBoaHjLEuDpl2sULDOuMOWp+kGdqFieCuxr3rZOjDXxpBrLU2p2CZI9pjfTMC5FR2nXULRLYeEH6/J4D+L08IEhjN7t+Tus3vSrUUCHlXnneUHeGvZfgAGd2zMg5N6M7BD44haRT5/hMW3ft3P+yvSQ9LaN4nlqfP7cXK35qQXV/Pcz6lhmksxDpk7xvXgypGdkP1aOkcLIQS6X0Os3KPxzvIDQROJmrhiREduOzOZpFhHkGA8UWBFUIGvNmTz4oLUsAP/qK7NeGBSL/r4CRC7P7yzTZZYtqeIZ39OYX9RqKDaoWksD07szVl9W2EYgZDTVmSorFIPLy7cG3Yr6LBJ3HpGd64b3QUbgji7sOZpA+ZCpG/SDJMPV6Xz31/2hQl8k/q35p7xvWjXONYKm344wtI0wVShuhCWPm1pY9aEJMPoaXDy7da60tC1RfNYxNX2b2DJdCv/mmg7CN/pj2PvfDI/bcvhu22WT5hJ/Q9prf1WBKJaFlervLJ4b4iqPlhLxo2ndOWfp3Yj1mkL0Wz8PRAIf74tp4Jn5qWwKbMMu2yZ7V03pgvdWsTz9YZsXl60N4z0H929GQ9M7E3PlnFIWz7FvvY1KD1w6IHuZyLGPYHZrAc/7chnU3YlV4/qTKdmcaw9UMrz8/eEkBtgaUzcM6EnFwxqR5lbZdaWXHyaznUj2+H0FuFa8Qxs/zr0IyTZ0j4adRua7OSrLUU8+/OeENIl1mHjzjO7csWIDkhqNbHxiZYvKkf4eLdMPQR5JRV0apGIuX8pziWPQWHowZak9nDGw9D3AsjdgtG0G7Ir3hpjWz9D+uUpy+y0JtoPQ4x7HDqMAFNHlxwRNaUC46SoWuGVRXtDTHPAGif/HNuVm07tRpzTjkBQUOHjxYV7ww7oNlni5lO7csOodsRKCobkQDjj+XRtJq8sCt8vT+vRgnsn9KJ7ywR25lZwz7fb8KoGd53dgwn92uCyyyxPK+bFBalBzdlOzeK4dnQXLh7anrSCav69YA+r9oV+e7zTxp1n9eDiYR04UFjtv6nPp2UjF/dO6MU5A9qg6CaxDhmPZkWTe3/FAd7+dX8YGXTBoHbc4tfOddllStwqLy3cy/ebc0KeHdShMfdO6Mmwzk39YdQlbDaJz9Zm8vXGHC4b3pGLh1laUa8u3suWrHIuGdaBG07pik2GGasz0AzB1Sd3xjAsh9eRyL8rR3bitrHtSYyxY3c4SC+o4PUVuWzLKefus3sysV9rCqsUftyWR7eWCZzWswWqphNXuNXS1mvWGTbNtIhX3Yd6+mPIAy7Gq5k4nU4EkFfu5fVf9jFrSy6DOzbh+jFdGNenJYt3F/LyotQ694VxfVqx7kAJX2/MYXCnxlw6rCP7i6p57uc9rPCbIgX676Ih7UkrrOLf81NZvT+0/xJcdu4YlxzSfweK3dw3oRejuzdjw4FSnv55D7nlXh6Y2IvzB7XDoxpICAzT8hM5f1c+z/28J4zM6N4ygbvP7snpvVqwaFcBS1ML+dvg9ozo0pQ9+VW8uWwfY3u04PyB1rrQspGLjZllvLRoL+vTDx2qG7ns3HV2Dy4Z1pEDxdW8tWw/P+/MD166tU2K4YFJvZnYrzXVis7XG7J55mfL+XzjOAeXDevI1Sd3Bqy9c0D7xqxPL+XlRXtDTM3A0pK5d0JPpgxsx+asMj5Ymc4vewqDd6/X+zWybLKE0yb556k1H1ftK+aFBamkHKzkzN6tuH5MFwa0T+L7zbksSy3i4qHtObVnCxbszOelRXuDbkEC6No8ngcm9eK0ni1ZuqeQd5YfYFMNDclRXZtx38Se9G2bRF65F1mCVomxmEJYLijqIBE8qhXtbsaqDF7/ZV9YxL7xfVvxyDl9aBrvxGmT+XnnQZ6dtydM6yl49ujeDEXxYgqZ/aUKvdsksfZACc/P3xNmKdKykYu7zu7JlIFtySnz0iYpJhg1OzHGAQgUXeCyy8zZlse/56cGNTUD6N2mEU+f34++bZOQZTBMy7zzvV8PcHa/1ozt0QJVN3n71/28t+JA2FHo70Pac8e4ZJrFu0grrKLCqzGiSzMW7S7g+fl7gubgNfvhrrN7BufhrrwKJg9oQ5dm8dhsVqTRhbsLeHlhKteO6cLlIzoG23lHTgVDOjXFYZP5ckMWLy3cS3UtefDkbs3411k96N8+CQmo8Oq8u3w/e/KruG9CL3q2boRwF+PcMgNf2+HYO4/mp225PLdwf8S2eWBiL0Z2bc7cHQf5YOUBduYGnPDL3H5GMpeP6OgPLGTSo1UjFuzM54OV6Wzxj31Jgn+M6cLNp3Unzmk7JjLRH4WGklLHP70WRRhcLheJiYkhf/9rsNtkHDaZPm0TIzry7dcukWtHdybOaSfWad3g22Qrkklyq0Y8ek7fsHe6t0zgn6d2I95ltwRVRww0ao3U5xxiXutHi+UPM/28vjhtMqv2lXDdjA1Mem0F/domMbF/uJPtqSM6cUpyCysCjisWRvwTYpuGf8zE55EdseRXC177ZX+QkALr5urGU7sSb5eIc9kPmcnYnZbw3XEUjLkrPM9uZ8CASywTtmNMSIHlVyjGYSMx1snNn25i7vaDXD+mC33bho/F+yf2oluLBBAC5/x7cH16LrToieSMbxAhBeCw25AcsZafkInPh/vYkiTE5JeQEttazx0DoiTeZcdhs+Gyy3y7KZt/ju1Gz9aNIn5fz1aNeG/5PgY+sShISIGlTTSkU5PgeK2NGIeNZgkuHp7ch0auUE2TnDIvo7s3x2mX6dk6kYfP6R32fq/WifzjlC7Eu+y/2bxJkiQcdhtxTjutE2OCTmprQpbgifP70Soxxoq6cgIRUgCx/o38suEdGdK5SVj6XWf3oH+7JOw2OXj75LLbsMsyp/dqyUVDwp2aTxnYjnF9WmGXZVwBR5o2GafdRveWjZh+bvha06lZPLefkUyjjW8QF+O0AhYcBSEV+KbEWAd3jOtBh6bheTx+Xj+6NI/HaZcb5i9Jlq351bgjTH4pPD2+uUV4xzU9srXFEWetR/3/DslnhyWrI25lld6TUc//yh3f7ia5ZQIT+rXGbpOPmfAlyxIuh412TWJ5ckq/sPTGsQ4emNSbpvHO352QAouktttkBndszO1nWr4ndVMwZ1se57+xind+3c+VozozsGPjsHfvm9CLvm0Tcchg3/lVKCEF6Gc+wfd5jVmXVUm1Kpi5JpMzX/6Vc15fSa/Wjbj+lC5heZ7eqyVTTmrLJ2syGf7MEp79eQ+vLN7H0OdWkGU2R0yKMB4SWiKd+SjENqZStzOgfeMwLaA+bRO5blQH4pZNJzahsTXeIxBSYI3nWKedzq2acsMnW9hsH4Qx5NrwB/tMgTYnwdtjUKtLWJRpMOKFNXyxKR9p4FTLV1AtiDH/wtN6OKYkIzliIhJScGictG8Sx5Pnh4+TpnFO7p/Ym8ZxTpx2GZfdRsdm8Tw5JXyut2rk4u7xvUiaewPO904lNiGJOKed60Z3oU+E/fLByb3RTZObPtlE37aJxDnt5FX4uOub7Qx/ejHfbsphRJemQQfOYPnTnD5nF68s2ku/lg7uO7NzWL4DOzZm6oiOXPPhBs5/czU/bj+Ibgom9m/DxH6tSSuowqPqTPrPSh78bgeN8HLvhF40SwgPbPHoOX3YmVuBVzVw2m00cjmsKIC1Dpk3jO3K8M5N+b/PNrFw50HinVZbXTaiE43jHDzx025GPbOE1Pwqpp2ZTLWi88HKdEY//wvP/ryHe8b34rO1mZz676W8/et+njy/X5gWsE2WePL8frRM/QxTsnHJ+5s4678bmLMtj4n9WnN6zxZcO2MDJz/3C067zOk9W2Bf/m/inm2BiEmC7DXwcl/rcq8iG5LPoqzreZz71jreXZXF3oJqVu0ronPzeB45pw9g+Wa75fPNnPnSr7RrElvnvtC5eTzjXv6VKz5Yz5xtecxcnUmMw0bX5vHcP/GQ3Brov9u+2EyfNoncMS45LL+BHRpz0dAOIf13+YiOOO0So59byqXvr2NHbgVjujfnlOQWnP/GKgY+sZA7vtpGk3gn1328gZO7NeecAW3C8r50WAeaxDs4/YVl3PrFFsYkt6BNUgynvbCMc15fSWKMg5FdmvH1xixUP1kry1IIIQUwuFMTLh/REVfFfjZlloWYHQFM7N+G8X2tNT3BZeeKUYfGcMCsfvJrK2idFMuQTk0Z/dwv+DSD68eEr1Vje7RgfN/WCASXv7eOJSmFQZKjkcvOw5P78Pz8PcTYZZrEu3DaZbJKPRRXK7Rs5PKbqVl+fy59dy0Xvb2Gif1aE++yceMnmzjr5eV0bh7P+QPbhZV94ZD2nN6rJULA5+uzQggpgDvPSqZJnJMzXlyGYQraNo7DYZOIcdjqJKQA4pyWj7ZbzuhO5+bh66Pl5ymWOKflW2h83zZMitCfl4/oRPsmcdZF9osdSZj3f5zUoQnnvr4SUwg/8ReKcb1bMbxLU275bDPdWsTz1rL97MqrpEmc0y8P2Yh32TGFYHL/NozvF37muXJkZ/q2S2JFWhE2ScZhs/x9/WNsV/7vs80MfHwBs7fk8uCk3hEDijw5pR9pBdUMfWox5/13FVd+sJ5XFu3lrD4tOX9Q27Dn/z6kPW2SYjjzpV+55fPNXDS0A1klHuw2K+rkwCcXcdc32+jcIp4rRnYi1mHJt03jXGSWehjw+EKembebqSM6MSjCHnvbGcnY/VEYb/h4I8OeXsx7K9K5b0Iv+rVNxLHlY5wvJ8PSp4n5bAr2d0czqWejiG1z1YgOjGmpkldSwZ1fbQ0SUmDJ8deO7sJNn25iWWoRCS47umFy6xdbgoQUWOP6ockWKXkiEVJHgigp1UB069YNh8PBunXrgr+VlZWxd+9eAHr37o2u6yHpJSUlpKam0qdPn+Bvuq6zceMhrZbU1FTKy8vp3Tv8wBlFw5DvvyUY2qkJ947vSazDRkGlUu+BuaDKeuek9kk8MLEXCS47hZVKZLMnXwWYGlQXUu1VUA2TtkkxPHpObxR/uNaCCh+SBNeN7hzcxPIrfKE3HYYO3lLLye/4Z6FZd+t3TwlU5nKwwrq9Ctwuxjut77BJEhh1qYQKKPffHPacCKfcbZFVVfmWSc3vDEmy/C09/uMuZEkiv9JHnNPGPeN7MqSTdejPr/BR4dWsENrbv7TqdpSOkg1ToHmrrFDgie0wxz8LTTqDEEi+8mP3YTUgSxIfr87EJkvkV/hIcNm5b0JPBnZoDECBv5+X7S3GYZO4/czunN7TcuScXVa/2nEAim5Qpei0SnTx6Dl96NTMEkjKPIcIygL/OB/csTH3TejlHx8+a3wcY1Qpls29ZgjaJsXwyDm9ad8kFlNAlVc7fAYnAAoqfbjsMv86qwejuzcDIK/cV+e6oehG8Pbr4qHtuXJkx2A+aj2mcwX+d/q2TeTBSb1IjLVTWOkvZ9NHx/KTKKj0kRTr4KFJvYPaXsXVymHeqgcBM6jmPaw1K76F9Vt9JrSHg6lD5UHLJ96YOy3zXcBRlYPLJnHewDZIEhRUKqi/Y/i9APnf1X/YbJHgotxrhbf/oyFJEjn+W+DTerbgtjO647BJrDlQaq2xFQoxDpm7z+7ByK7WxcbBCv8YkmSoOmhFcTzzMeg4EgBRmceu3AqEIDhuzx3QhlP8Uavy/NoS4/u25qZTu2KTJQorfWiGyaLdBdhliVtP78643i1RdNMyofD4x0OLnpbpZnxzcBeBMJEk6/1AWUM6NeHe8cnE+dcp2e6wTNcbuF7ZZIldeZVUuT3YqvzaRwMutvxISZK1jwigOA17VQ75FV4uH9GR3QcrEaZutYnNgTjlbugxwXq/IptKn1rvfK2NwDjp1uLQOCn1qGEm10DQr1CPVgk8PNkiN4sC868sA9wFIKyyZVmiwL9f3jshdL/MKvGwcl8xLoeN/MpDe05yq0Zsz6mgwqsG15VzB7Th+jFdkCXLubyha0HNiZFdm3LX2T2IcchBmWhzVhlTBrblutGd/fPMh6Kb/Lq3GNMU7C+uJr9KwTA0TMOgpFqheYKThyb3ti6XsOSnXXkVmAIqvBqKblBQ6cMuS/zfad04s3fL4LdIksTS1CJyK1V0w6DUreKyy0FZ4abTuqEbZnDcDO/SlDvHJbOvoJpqn45bNWiW4GRE16YUVykYpqBd41gePac37RrHYpiCyqoqyF6P3Wajc7O4oI+ggkoFVTeDzqoLKn2WSWLGCqtPKg9C8V7oehrmmH9Za1JVPjE2QcrBKgoqFYQQaIbAq+rBNu/WIoGHJvfGqxohY/6ioe2DZGFBpY+SapV4p50HJ/UiKdYRfP9AcTUHyw997z1+uTW92INNloImQKO6NqvRf1b7DurYmPNOsg7oByt85Jb76NsukVtOt9aMwipLHhnXpxVjk1sEtSHX7i+lzK2QX6EgSXDVqE5cOLidv64KcQ4bJ/llmrxyL17VYPKANthkiYJKBZ9usCuviuxSD6awngEY5dcmcdnl4PepB3cHv+/8ge2CYy2wvgDohqCw0pobXZrH8/Dk3rRo5KLErVqmdh6VErdKhVcL5ntWn1bccroV1bqg0odXM4Lyf+dmcTw8uTctG7mo9Ol4NYOduRWU+OevJEkcKKpG0wV5Fb7ge5P6t+afY7uScrASzRDBdj7XT/YE+nbqiI5cOqxDsG8Da0hAjrjzrGRO7nZIjij3aGSXeSmo9GGaol7T09oIyNKJMXYemNiLfu0Sg/1Uc39SDTPi2aOw0odNBrW61NqrqwvRDYO9hVWUudWQb7/hlK7IkjWnFd2KxihJEj9uyyO33BsmD+mmpT2VX+GzCKcxXYLjMb/Si9tnsDmrHM008Wkm2aXeYBsOaN+YZvEOdMOKaN0iwcXD5/Sma3MrAnGJW2FTZhljkpsH96SUg5X4NJP8CmusXDGiI5cE+qFKoVGMPRiMorDSR8rBSkwhyC33cse45Bpr3yGTSdUwg+PT49eez684JA+O6tos2LfZZV68qs6wLk0Z3iWw93qtdTygvTvoSsTQ66EoFU31BdvmhjGdD83VKhW9spC8MkujcnDHxtw7vmdQjnc5ZDZmlFFQ6aO4WgmO2y5++SQwro9k7zohIaJoMG666SbRqVMnsWTJErFjxw5x3nnniYSEBDFt2jQhhBBTpkwRffr0EStWrBBbt24VEyZMEN27dxeqqgohhPjoo4+Ew+EQw4cPF2vXrhUbN24UI0eOFCNHjgyW8dFHH4mkpKQjqldFRYUAREVFxbH61BMGpmmKT9ZkiFcWpQpVN4RP00V2qVuc/9+V9b73/aZs8dy8FKHqhlA0XRws94op/10pdMMMf7gwRYivrhJC9Yn0oipx48wNotrjFYrPIzyKJgorfeKmTzaKdQeKhVfVhU/TxU/b8sRDs3aIap92KJ+qAiFmXiCEt1wIzSeEUiXErJuEyForhGmIL9dniud/turkU3WRW+YRU/67UhimKYTPHflDVI8QS54QYsMHQuiKEKpXiIPbrXIM/Te0bMPxtzdXiZwyq35T/rtSZJe6hVfVhaob4sUFe8QnazJEpUcRlV5VGKWZQrx7+lGXZZqm8BbsE+LzS4XpqxKGpgjdVy3E19cIM3/nsfqkMNzw8QahG6aY8t+VIqfME/y+5+btFl9vyBI+TRdT31srUg5WCJ8/7ePV6eLlhanCqx6+H3LLPOLaj9aLKq8mFM0QXlUX077YIrbnlAef+Wp9pnhh/h7/mDVEnn98mGaEMfsbkVPqESkHK8SNMzcKt6IJr6qLSq8qbv50o0grqDrm5f0Z+Ptbq8SBoupgf729bJ94a9k+oelGxOerfZq455ttYtHufOFTdeFVdbFib6G4/YvNwl1zntfC3G154vE5O4WiGcLn84rCSp/425urhE/ThVj8uBDeY7NuexRd/P2tVaKoyicUzRojj/6wQyzenX/0mWasEmL2LdZ6pSlCeMqE+HiKENVFR5+nrgrx6YVC5G4RQvUKU/MJfcMMIRY+KnRftfCqulifXiL++clG4VF+vzVsY0apuOvrrcKn6kLRDFHhUcWV768VRZW+363MuuBTdfHqolQxY1V6cA9LOVgh/jFjvRBCiAveWCUyiquFT7PG6utL9ooPVuw/tF+9d4YQZZnWfqB6hPnL08JY/4HYnVsuqryaeOyHnWL25hxR7lGFV9VFmVsRT8/dLb5cnykUzRBuRRNbskrFNR+uF4pmiCvfXyt25VYIr79tPl2bIRbtzhfmgeVC/HCrNR50RQhPqRAzzhXCXSJ0wxBbs8rEJ2syxEsL9whV1YSvvEDklLrFlMB+/OlFDW4Tw7/eKu4KIX76lzB3zhKm5hOiIkeI9BVCfHWlEIpbiPXvC7HkCVFdVSm8qi403RCmoQvx8RRhHtwuDMUtTE0R5rp3hfjlKVFZURa6Lx8GG9JLxN1fbxU+7dA4ueL9taKoKnycLN9bKB74frs1/9wVorTSLS59Z42o8KjWvj/jHGsO+THlvytFTqkn2K8vLdwjPlubKZbszhdr9heF7DkZxdVC0QyxKq1IZJa4xfQ5O8XsLTnCp+nC7VPFmv3F4oaPNwhF08X7K/aL/y6xZKL8cq/YV1glLnhjlRBCiHnb84RP1YVH0cWa/cXipk+sNf7ZebtFpUcRKXkVYup7a4VhmKKkvFJMfW+tKKlWRF6ZVc97vtkm1u4vFu8t3y8M0xQHiqqEbpjiivfXiu055UEZ6JM16eKFBXuER9HEvO254okfd4lqnyp251nr3fl+WeFAYZXQdEN8tOqAeHXRXqFohsgp84jCCo/YX1glrv1ovShzK6Lap4p9hVXin59sFNU+TShVpcKtaOKfn2wU+woqhFj0mBBCCK//21amFYlbP9skqn2a8Km6mLs9Tzz0/XZR5dWEoSnCXDRdiE2fCDNvmzA1nygprxB6zmYhPr1QmLoqftlTIKZ9sSX4fkGFV/yaWiju/Xab8Gl6cB7tza+09oVd+cHflu4pELd/sVnklXusdV/VRVGlT1z45qrgGP1o1YGg3FrlU8X+wipxwRuWDPreiv3i9SV7haoboqDCK9KLqsXf3rT6r9qniTK3IuZszRGP/rAzOC6Kq3xie3a5uOL9tUIzLBnCrWjihy05osytiEveWS2qfZq45bNNYnlqofAouvCpuvhxW6544LvtosKrCkXTxRfrMsXTc3eLKq8qytyK2JpVJq6bsV54FEsmqfCvIW8v2yfeWJomVN0QXkUT+wqrxN/f8tcxP008NGuH+GlbXrCt1h6wxlpgTVc1Q6zZXyzu/GqL8PnHTJlbEVd9sE6UuxWxO69C3Pb5ZlHt08TzP6eIz9ZmiCqfJqp9mtiZWy6u+mCdUDRDbMksE3d8uUV4VV2kHqwUlV5VXP3hOnGwwiveX7FfrEgr9Jeniw9XHhCqbohNmaXiiR93ie82ZQufX/7fmFEqFM0QV7y/VuzMKRe5ZR5R7dPEtC+2iCUpBcH2Wrw7X9z9zdbgGvL3t1aJ/YVVQZnwzaWWHKFounjqp13i+805Qggh3ErD1xxFM8QFb6wUB8u9wf3pyR93iR+25Ai1hnziUfSQs4fV37ni4Vk7LHk7f5clG6teUVjpFVe8v1ZUeJTgt7sVTRRUeMXmzFJx/Yz1wqvq4m/+Mbpo10Hxxi9pIeUJIYRumMKr6uLGmRvE+vQSq100XXy/KVtMn7NTlHtU8chs6+xT6VXFsj0F4gu/7Kpohiip8omCCq+46oN1osKjiiqvNb/+9dUWsSG9RBworBKKZgiPqostWWXimg/XB/vhl5QC4fXLXj/vyBP3fLNNlHtUoWiGeHzOTjFve574fG2GEEIITbfmQHpxdXDtC8h21T5NPPT9djF3uzU+hbDOMWkFVaK4yidU3RBv/JIm3lu+XyzbUxCUgVXdEK/492ld1y3ZKOUnYapeYaoeYaYtEl63dUbckF4ivFVlwufzitlbcsT0OTtFtdsrvlyXHmyL9KLq4P5omKZYuidf3P/dNlHlVcWmzFJx51fW+lPlb8urP1wn8iu8DR5HxxMaylNEfUodAaqrq7n55pv5/vvvadSoEXfddRdz585l4MCBvPrqq5SVlTFt2jTmzJmDqqqMHTuW119/neRkSxU34C/qww8/5J577iE3N5dTTjmFDz74IOinqiE+pWqjobaaf0X4avhjCKgzGqaJYVohZyNFIlN1y99LzXdMU2D4nSGHaUvpPkACuwtFN5CQcEqm5RNDsmHKtqBvEKffHMCnGUiAIQRxfvNBdNUK5WZzWrcXwgz+abIVElQIQaxkgMOFbhgIJGyShGzqYI/g/Fip9jsYFodMaQzN8ltlP/roc0cCRTewISHbJHRDAALdFMRJAq+QkaRDjhwdkkDGBJsd6Si1pYSugCRZUfsAVTdwoFvaUo6Yw7x95DCFwDAEsiwF+8gUlpWTaVqX9kIIK9SsdCgaRmBsGqYg3lW/E2hFN5AlKcTET9UNTGGNUUU3gqrpYeO8IX6CjhCa3yeShBQME21F57NCmR82gtsJgICvqIAT60B/maawTGVrwadZN2oIgmZ6im69U7vvAtAMg8DFZoxkzXlDdmJijRu7EIB5RBH36kLAz55dloI3gopmILBCRx/VGNG8/orWmFfHYn3xz2FsTryqjgsNSZKQTB1cCf7bQIH9N0STPBwC/VlzLAfGeGDM/1EI+OgDgk5wZclqZoddRtWtfnTV2F/AWndiHbKlfSbZrL6RJEzTDK67Kg5ssozpX6OsiFwaDpv1m9Mmo5sCIQ6ZuKu69b6jxlpmlyVspl8DufZ4ABRhOSuXrQWRGElHINAlJwLJ2o+NOvaxCAjsyXbDhyTLllaUIwahqwhhIEuyNW90BYEEhoYUc8i8Wuh+LRfJYbWb6kZINjAUFFtCg80fGjpOhD8Ai4R/fdC8CNmGjrWWOGTJ0rjGirBpCoFuCGwywWhcwTXIH/0q0G9CCASWaYMhBLpp5WcKYfnL1DU0Yc0V3TSDfWCYImguJEtW33o1HZsk+/cxa19z2Kw+1wyTWIcNQ1hrfGAcIKxgGHabjGmKoH9Emyyh6EbwWcMUxDptqLrhdxhvyQRWU0vopsBus8oLfLthgm4YyLJVJxBIkoxNAtNfb38VgnsSCByYqMjBNKckkGx2FE3HYbP2TNm/vssIfLrVLobfr4/dVAKbN6pkaVLZhBXlV7JbEbpk2ZIhZckqQzeEf37i3+ttQVkv0D+mEJavTNmquw2BaoJdAuH/FisKaMCBvTX/rBRrX5f8aUIIZFnG7u9rp92Gpps12gK/rKWhYEVvDfQzWLKu8PdxYAzophn0bWS3WZFiA+3itMnBuumm9UxgL3Ha5aCc4tOM4PphlyR008BuswXXqECegkPySmANc8jWXhQ2X/z1DbSv7l9LNMMMro1WnsLfdladAvPT5i8v0BdCEJTBXXYZt6IHTcGrFT04f2yyjEBgmtZcssaxiSxLSEjBNN0UNIpxoGhGsBCXXzazxoNVJ83ffpphBtdPuyyhGuahs8BhoJt+Wcvf5zXXBrssBWVM0+8HFP98VAL97e/PWEkHSULHQeCgrxkGdlnGrBH3SK7Rx4GzjPD7IqtLHrLm+CE5WCCwSRKaf9wYNaiFQP4SYLNJQbnZJlkyNZLw52H52zTMQ30rSxKSZH2raVrm3bppoukiOC/tEujC6n1Zss5hAQfgAV/CTruMV9WJddrxqkbw3ZiaspwgOA+saHvWfIlz2IPBHLyq7l/XTBLsBpgGhj3OmguGD8kZZ411Q8cpW3NYwRGce4G13mGz5hjC2u+tMWKdLwN9ExhXpn89/rPkk2OBqKPzExTvvPMOTz75JDk59Udtqon/ZVIqoMoYaZLW3BRCftdNzDoO1ppu4qidl+az/EuZBl5dBH1UBX7X/QdPVy0hNyBUB+ugK5YvDQBDtcgpAM2LJjkxTEGMTYQd+FTdwCmJyGHXdcU6jERKa2AUr9+Cmm2s6qb/ICUwBDjRkSTwmX4/O7KM3WZtQrLQkY/iUGuYJjZDtfqjBnTDRDYUZOex95+l6qb/oGb4CaDQA0RACIp0yNENMyjg14dAdJPa8GoGsQ5LyKcGQVQTdY3z3wJNt+pd+5sC33yi27PXuTb4ybiIa4NhWgRxLXJHCEtgjZSfohnWwdEmrPlYw29U4DAXXF9+IwLjNFIdbDUE2QbDNMFQIvuNqrmWHSlqrUuqbloHc4RFrtTI9/eKLGP6TRAijeNgv/yBUHQDm2T1kU8zQuoVGKu114gAceeUapCahgqSDZ8BDnRsEqg4kBHYJBPJZvn+CVwSSIDpF3IN/6kgEMq7NgxDB0PDFmmN1RU0ye6/lIBY2VqvAvuY7vc35LTLDd6XgnuxrloXL7L1rmaCkCyfbRgaGjZkoWMTRsjFjIHNOozU7GPNZxFlsqtBa+aRjBPD7xw9xmGzLp0MNVgfVTeCh8vA3KlrDbIOYgQJCIf/oGiXrUOM8NcrQF46JAMdOUhq6IELIEy8BkHn4iJA6EggIzCx9mKnTcKwMsVAChIgAWJCFiayLKP7L0gM00TRD9X9ULRX4b8kAZsw0bEFyQUJgrKBRTRZNZAlGbtkWkSLZAXNODQ2JUx/2TZMTCzyxiF0VGRcNqtOMqD5D52SqaOLgK9DgcN/kLMJHWSLCAx8m2xa5jGyJKFgx+EnABEmNkmgmtblo44Nh92GohkYwiLaAntygDyCQwd8yd+ugf6xydZYiZFNdMkRJPXwt4ldllD8a7cQFvElJIEkJEwEsr//ArD+JTCFhCxZhImMgd3hQvOvCVZd/HXzH2oDF2fWNwbIGCzhRbIu2uyyRQgECC9XrXUoIOsEiDOX3YamqQjJFhzfgYOzHcMy2a2FIFngD6pSe24ZprVWGP40tQa5CIdkpQAZo9d4zuknR8Ei2V0OW5BAUw0TGYt4N0Xgv6JGmx4iFmX/XAOrTXRDhMhDAdkeDq2Vin/eBsaKQBDjsOPTLBKj5qX14aD4Zc0AgRH83U+ABta0mvtjzfXHItFMnMJagzTDwDQJtoMdA1OyBedm4Bus8WDN0bpIkMDll00CQxx6VzdNhGm9e4iCEn7H8wFC3JJnA5cch4hVqz80w8Rll5Al2WpfgUVc1yLoVD+BJLDmXeB3r6ohSxY5L8mERM21vsVP7NaS5TTdBMmaa7opguM+QF4FLqQDl3s+1erfWLsEsi1kfdcNE7tkYhgaAhldWGRtTfLZIRkYlsRjtbt/XbHIYuvbAxc8AXIuSJ7VcVY43hElpU5AZGdnc+utt+Lz+ViwYEGD3/tfJqWiiCKKKKKIIooooogiiiiiiCKK4wsN5SkapksYxR+CwYMH065dO2bMmPFnVyWKCHArekTnpmCZCkZSzTVNgUeL7BRYgsOadUURRRRRRBFFFJHhVXXq8ofvsEkN0nqrd2+XpYjmK0cNzVt3oADZDo4YFM1Aq6M+NklqcKRVj6rX6WDZZZPDtcJrIFIdTP//y36nwTVTXXYrwqxb0SyzHglskonDVEPyOGSNK+OTXCHtHlBCDZiv1L4ytxQfLBOdhphC+TQjqPFSGzKWVmAk2GWphtmZGWI+f+gZS8MjIiTLTE0zTRwyGLWCJ8iyjOE3V7JJlkZUXeoBNhkEkqUdV8NZM1gaTQGzNYdsaVmZBNqtdoYSNZV8A80SyLOhc+WIoHqCjv3DYLOHR1GuD4eZN6rkDA0sVLOoI5gzbsUKEBRpPZD95lS/dT3wqsYh8zZhhHSVQxbYTQ0BaJITTYTOUYdN/s2Rlv8oaIalVRkJMhxVO3oUve45LUFCTMOsQ+rLxyZLv/vZrL7yA+dJt6KHzWKwzo6xDtsxd9txPCB6Ij6OUFRU9GdXIYo64FV1Vu8v5ued+WFpEvDQ5D7ERbBGM4Tg1cV7gxF8aqJj0zhuPq3bX8I/TxRRRBFFFFH8kfBpBkv2FPLLnsKwNAl4Yko/Dne2UDSDnXkVfLUhO2L6neOs6GeyfAzMSA0NCnbBhvcip4+9F5p0ocqn88zPKREfmTKwLSO7Njus3ODTDGZvyWVjrXD1YB1sn5zSr973ParBU3N3RzwUTejbmpaNXMxcmwlYB6Tp5/VFN0zyyn0sSy3ksuEdcdpkbIung1odloc28nZ2elvz1cZD7X7jKV1JK6xiaWq4LCwBj57bl683ZtEkzsk5A9rUa0aumyZphdV8tCo9YvpNp3ZjX2EVi1PCx85Np3ajW4t4bLLlk+aJH3eH+MgZm9yccwa05dkfd+NWw6Mc92qdyBUjOzJ7cy4XDe3AeyvTQyLxXj68IzZZ4rN1mdwxrgdL9xSxJTu8n5w2mcfO68PmzHK+2xzZpccdZ/ZgQ0YJE/u1obBKoaBK4euNkcfybWckk+C0IckSz85LCfatBDx2bt9jK4tqPkhfBrt/iJAowYRnG05K6SrkboItn0ROP+MRiG/L9Dm7giZ5NXFqcgvG92t9WLcDPs1g/q58zhnQhqfnpuDTw0mwk9o35uJhHYg9ShMqRTNYvb+YuTsOhqVJwCMTk2mc8iUU7UEa/yyvLtpHUZUVea5RjBVZ90Qy4XqmjnYc0D6JS4d1PGJXELoQPP7jrojr0pm9WnJ6r5aHJayFEBS7VV5dvDdi+qXDOjKgfdLv5qZC1Q32FlYzc01GxPRbTutOx6ZxvP3rfnL9US5rokWCi7vH9/R71PtrIUpKRRFFgyDxwPc7giGfa8Mw4bkL+4csYqpu8sueAt5fEVkoAhjdvTmDOjT+XfymRBFFFFFEEcVfFZph8uD3O6j0hRMDALFOOw9P7l3v4UKWJe79djuZJZ6I6cVVCu9fPQznsdqiZ98MxZEPQ7hLUS75ksfm7Ip4aAVYta+Y5feefthiyj0a0+fsrlN7pH3jWG4Y2zVi2/g0g8d/3M3srbkR312+t4hf7j6NgxU+1uwvAWBQx8ZMGdiOB2ft5Lm/9aegrJKOWbOxbXg/PIPWA6BZMve8uoqsUqvdz+7TiuaNXFz8zpp6+/O60Z05/41VnN6zRf2HRgH3fruNlINVEZMzit18cv0InvgxJRiyPoD0Ijdf3zQKTTN4eVEq32w6RAhJEjx+Xl++3JDNJ35SrjZkKZdTe7SgS4t4sss8/G1wO059YVkwfUtWOT9PO4XOzeJRdZMnftqFFkHdr3+7JGQk7vtuOzll4YdTsPr5jamDMU2TNo1jufqjDcE2rY2SapXXLxtEjMNGvMvOzDWH6m+TZZ6Y0vcYHsRN+OFW8JTU/cg5rzbMn6IE/HALlGVETveUIi6cyaLdBVR4tbDkBTvzOfUw48U0BbllXto3juWjlRl8vj4r4nNztuZxRq+WtG8SG6K11lCYwL3fbqckwkU1WEpTz5x9HjGLHsFs3oexXcYzdcaBYHrv1o2YMrDtEZf7R8OnGXyyNrP+duzZkg5N4xrcjl7V4Jm5KXy3OfK6tCSlkFX3n3HYfDRD8OD3O1i5rzhi+paschbeObZBdToayJLEvd9uY29BOFkPkF3q4fMbRrIkpYDddaxfw7s05ZTkFiek0/P68Nf6miii+B3gUXVeXpRaJyEF8MO2XPYVVgedLwbwxI+76837oVk7jkkdo4giiiiiiOJ/BT7N4Jl5KXUSGABfrM8iv8JHXa5TParOhyvT6ySkAJanFbPmQIkVdeu3QPPBxo/qJqQAo9PJ7DlYXichBVBQqfD6kn0hkYdrQ9ENHvlhZ52EFMCby/YHTZVqwjQFB4qq+WFb5IMfQHG1yutL9vHoOX2CkdH6tU1i4a58+rdLxGWX6ZDkxLHsyYjv+ya8xIerMoLkidMm89Dk3ry4IPWw/akaJhcN7cDjP+6us08UzeDbTTl1ElIAm7PKWbi7gPsm9gpL25JdTsrBSkrdKjNWZ4SkvXn5YGRJ4sWFqXXmbQpLthvRpRkfrUynTVIsFw9tH0xPL3bz1YZsrh/TlSd/SolISAE8dm4f3ll+oE5CCuCXPYVsyy7Hoxp8vDqjTkIK4Ne9RWzIKCWnzMPdZ/ckroYZ2Lebssku9QRNNH8TNC8seap+Qmr7l1C6v26TvJp5rf5v3YQUQNpCRPY67hrXNWKyWzV4am5KvXPGEILZW3Pp2iKe/y7dV+dzuil4aNaOOvusPvg0g5cWptZJSAHM2pJLehUYJ0/DsexJhnVM4rQeLYLpLy5MxRSHIv8er1B1k/8sTqszXTcFD83e2eB2NE1BXrm3Ti1AgAqvxnM/78EbQXsxAEW3NNXqIqTAmp8zVmXgqSefo4VH1fliQ1adhBTAhowyFu8u4PXLBtf5zGNzdnEUnOhxjygp1QCcdtpp3Hrrrdx6660kJSXRvHlzHnnkkaCgU1ZWxlVXXUWTJk2Ii4tj4sSJpKUdmoyZmZmce+65NGnShPj4ePr27cu8efOC706dOpUWLVoQGxtLcnIyH3300Z/ynVFERplHCxNMakP4hZDA8urTDN7+dT95Fb5639tbUM1XG7Pr3SyjiCKKKKKIIgoLpinILffWaXIXgGEKHqznAKkZgtd/qfsAGsD0Obt+u/8OU4OlT9ed3qQL5oj/48HZ9V9kAby34gCVvnCNELCiP23PrmDR7oJ68/D6taFqEzuGEDzw/Y46fRwFMGN1Oi67zGXDOjCxX2u6tIjn9V/2cce4HrgkFfvSJ8AbbpJGn/PxNe3Na0sPaX9cN6Yz1Ype74ETCJrSTRuXzKp9xewtqI7o+8cQgn8vqJs0CuD5n/dwdp9WDO7YJOT3pFgHXZrH89Cs0ENzs3gnp/Zswb8XpFLuidz+AWzMLGNxSgE3jO3KkpQCHpzUG1cNrQa7LLElu4ylqeHmgwDnndSWdk1ieWvZ/sN+x4Jd+ThsMq8tqZsECOCpuSm0bRxLrMPGY+f2Cf5uCnjg+x0hZopHDXcRbHi3/meEgB+n1e1zKgDNCytePGyRMQvu4fLhHeneMiFi+nebc8gscUck3VTd5NfUQi4Z1oF/z0+lOgJZWxPL04pZl16CVg/pGwklbpWPG3CWeHDOPszRd4IjDvvSJ3jqnO7Y/etPcbXKK4v3HhUp9kfBpxk8OXf3YdtxRVoxaw80rB0NYa3lh+NMv1ifxcEKX5iCQACyJPHYnF2HLe+1JWm/SxsLAS8trPtiIoAnf9pNh6Zx/H1wu4jpOWVe3lt+4C93doySUg3Exx9/jN1uZ/369fznP//h5Zdf5v33LbXka665ho0bNzJnzhzWrFmDEIJJkyahadamdcstt6AoCsuXL2fHjh08//zzJCRYC+cjjzzC7t27+fnnn0lJSeGtt96iefPmf9p3RhEKRTd4eFbD2PxtORX8tO0gqm7gVnTeXHZ4YRfghQWpdTpZjSKKKKKIIoooDsEQlvlFQ7bN1ftLWLmvOOzg41UNnvrp8AcnOAY355oXFj0KvvI6H1HOepbZW3LZlVd52OwU3eSR2bvq1JZ4aHbDNLDnbMsLIXYU3WDejoNsy6k47LuaIXhqbgr/OrsnT07pxxtL93HlyE7klXtIUIuRN30Q/pI9Bt/Zz/Pk/P24VavuLRq5uPWMZB7/cXeD+3PN/hLuOrsnD8zaHqYF59UMXliQGtGPZ23kV/p469f9PHZunxCtg3+dlcyO3Iowwujrf46kqErhszrM9mrjqZ92075JHNtzyol12nh4skUCJbdM4MIh7XlkduTDcazDxv0Te1laH4c5dLrsMv8Y04Wn5qYE27Q+pBe7mbkmk5xyL+ee1Jb2TWKDaRszy1iSUohapwf3BkBX4Kc7Lf9ph0POBkj50XonEjQfzL8fVPfh8yreCxs/5JlzkiMmi8OQbgeK3JS6Vb6tw3dXbTz6w+GJjZpQdbPBGlZbssuZvzMfddzTyJs+oJko5apRnYLpH6/OoKRaOWJS7I+AaQqySj18u6mh7bjzsM/4NJ1f9hSyLr30sM8apuDh2TsjriXeBmjGBlCl6Dw9NwVvA+ZUQ+FRdZ6fv+ewhDZAXoWPt5bt48HJfajLneF/l+47pvU7HhAlpRqIDh068Morr9CzZ0+mTp3KbbfdxiuvvEJaWhpz5szh/fff55RTTuGkk07is88+Izc3l9mzZwOQlZXF6NGj6d+/P127duWcc85h7NixwbRBgwYxdOhQOnfuzLhx4zj33HPrrYuiKFRWVob8RXHsoRsmW7PL67zJioRnfk7BFPD0vBR8WsM2jHKPxsuL9v4uqqJRRBFFFFFE8VeBbpis2lfcoANKAI/N2Ylcy9Yhr9zb4AMoWDfnR61EUl0Amz+uO73NQKTuZ/LcwsNrxQSwYFc+ew5WhWh++DSD7zfn1msaUhsPz96B8Ot42ySJp+dGdrAeCb/sKWRvQRWxThs/bTvIxcM60LmJi9jF90c2yxpyNTkeG99vOWQaePOp3Vi1r5j1R9CfT89N4aKh7anwaszbeTCERKnwqHyypmGkEcB7yw/QKjGGs/u0AqBlIxdTR3QKIx1aJbro0DSe6XN21xk1qzbyKny8u3w/14zuwgcr0rlgcDvinDbuGNeDrzdms78ocj9dPqIjRVUKP2zNO2wZlw3vSLWi1+kIPRJeX5JGkzgHhil45oL+IWlP/LiLo1YKNA3LIfm+xQ1/Z8GDINVxFC3LgB1fNzgr+6/PMrBDIsO7NI2YvjmrnF/2FKLWIHO9qs7MNRlcMaoTT89NafAcTy928/m6rAZpqhimYFt2OcsiOPCvC0/N34fc+xxo3oPYRfdx97iuOGxWx2iG4Om5KVa0xePsQtsQgkd/2Nngdswo8fDp2sx6yVeHzcaTPx1egzSA1ftLWL2/GF+tM5UhaJBmbADfbsomr8KLaR4b8q/MrfLZusg+tiLhrV/3I0twx5mRiVaPapmwH464PpEQJaUaiJEjR4Y4Yxs1ahRpaWns3r0bu93OiBEjgmnNmjWjZ8+epKRYm/vtt9/OU089xejRo3nsscfYvn178Nmbb76ZL7/8koEDB3LvvfeyevXqw9bl2WefJSkpKfjXoUOHY/ilUQRgt8l0a5FAjKPh06R7iwRMIejbNvGIyhrQPinomyGKKKKIIoooogiH3SaT3KpR8IDWEPRs1Qi91sGidVIMjWMbFj4coH3T2BDzqyNCQiuIjXxQBqDqIJIw6NI8vsFZxjttdGoWF2JW6LDJ9Gt3ZLJH7zaJ6H7tDVNAtxaRzZ8iIcYh07lZPC6HTIxDpsKrUVbtxWjZP/ILJfto0ziepBrtfqDYTfcWCUfWn60bUenVqPRo9G2TFDRtAmgS76RZQoRQyHWgdVIMSbGOoC+mKp9OuVejV+tGIc9VeDU0w6R3m0aRsqkT/ds1ptSt0q9dEopmoOgm6cVuerWuu5/Si910aBpHYuzhY1GlF7tpnRQb0qaHQ4emcbgcNmIcNvbmh/rdSm7VqEEaaxEh26BZ94ZH1QNo0ZM6GYykdhDTuOF5NemEZHOSFyFiGYBNlujduhGOGoGFHDaZ3m0SySv30avNkc2d/u2TsDdg3NpkiS4t4o/oLNGtRQKmoUJ1IUarAeSVVoeQob3bJGII8dvNio8xdFPQ+wjbcUD7xjjq+Q7dNOs0y4wEp02mR6tGYU7AY+wy7RrH1vFWOBrHOWmTFHNsIq8CzRNcNItv+NrUNimWeJednbl1a672a5f0l4rBFyWl/gD84x//4MCBA1x55ZXs2LGDoUOH8vrrrwMwceJEMjMzufPOO8nLy+PMM8/k7rvvrje/Bx54gIqKiuBfdnb9dvhRHD3inDZuOrVbg561yRJPXdAPl03mqlGd6dpAAfOk9klM6t/m2IbjjSKKKKKIIoq/IJrFO7n65M4NetZpk3nq/P5h+6sswd1n92xwmU+d3y9iuPkGQZLhrMhOvwGoLsC24gWePS+5wc5rbzsjOSyamE2W6NYiocHRuRJj7DxUIzqhXZZ45m/9GnxBdtOp3ThY4WVbdgX3TujFCwtSkRwxmGPvhUatw1/YtwRbzlruqeGQ+ov1Weim4KpRnRtUptMm8/Dk3ry4MJWJ/dvQrklsyMFcAh45p0/dGdTCQ5N68/3mQ07RvZrB03NTePTcPiEkgk8zmbM1j2lnJtOykatBeZ/aowUjuzVlxqp0RnRpysOzdmCYgreW7aNTszjOGdAm4nu/7ClkZ24F0+rQkKiJX/cWsSmzjHuOYCw/em4fCit9VPs0XqjhsN0uSzx9Qb8jIgjD4GoEo6c17FnZZkXgs9VBqMkOOP3hBhftnfAy763MqNMx/BUjO9IyMSZEwcBukxnWuSk/bM3lX2f1oElcw8i9Cf1a07dNIvYGEhYJLvsRnSWeObc7jmVPg82BOfZeHvjxkKZm26QYbj6t22/rp98JsQ4b94zv2eB2HN+3Nf3aJtYbgdxlt/H0+Q0fl9eO7kzjOEcYmSQEPH1BvwblAXD32T0a/GxDYArBAxN7N/j56ef1ZW9+FQt3R7bW6d4ygakjOh7DiJl/PqKkVAOxbt26kP9fu3YtycnJ9OnTB13XQ9JLSkpITU2lT59DG2OHDh246aab+P7777nrrrt47733gmktWrTg6quv5tNPP+XVV1/l3XfrdxDocrlITEwM+Yvi90Gc087/ndadtkmHv/m5dFgH2ibFYvMvrk9M6XvYdyQJnrtwALa/YhiFKKKIIoooojjGiHHYuOvsng26db5uTGeSIhyQYp12LhnWgZ6tDq/5MqFfa/q1TcJ5tBdHdhf0/zu0GVjnI/La/9IhTuPvQ9rX+UwAHZrGcv0pXSIeRlwOG9PP7RsSWa0u3DGuR4jWiCxLtEmK5dJhh9e+b5sUw41ju/L4j7u55bPNjOrWjIMVXoqrVdKL3ahnPBHxvZgF93DJsI70aGVpPhim4PEfdzHtzOQG96db0fl5x8EQQi0Ap93G+L6tGdyx8WHzGtO9OSO7NuOlRaGOh2dvzaXKp3NzLRLhgVk78OkGD046/MHSLks8eX4/lu4p5JYzkkkvcfPzLsv5vFs1+GRNJtPP61un9swTP+1m6ohODdJcW5VWxMUNHMsT+7WmR6tGtEqMsRzd1zB9vHJUJ5onuEJImyOGIxZOuQsSIztoDsGQay3ysq7yHDEw5GpLm+pw6Ps3lCY9+e+yAxGTG8c5uHd8r4hzxmmXuXRYBzZllnLnWYcnIlx2mSem9MV1BGRAjMPG/53WnTYNOEtcNrwjre1upA3vop7xBL/sKWRDxqGgAQ9M6uWvx/FJRtgkifsmhEe1rA2XXebJBrZjk3hng4jrFgku7jyrB3HOcC1Dh12mf7skxvdtddh8erdpxEVDO0TM52gR67RzzkltOKl90mGfPa1HC0Z0bcr/fb65zmeePr/hBNuJgigp1UBkZWXxr3/9i9TUVL744gtef/11pk2bRnJyMlOmTOGGG25g5cqVbNu2jSuuuIJ27doxZcoUAO644w4WLFhAeno6mzdvZunSpfTubW1qjz76KD/88AP79u1j165d/PTTT8G0KI4PmELw8GFu3hJj7TwwsTexfkHQYZMZ3qUZp9YI5RoJU05qR5fm8cedCm4UUUQRRRRRHK+Qgfsn1n/waZHg4o5xPYit49DTkJtzl13m8fOO7AAaEZIM5/6n7nRdIWbxgzwyuTcJrvoPQo+fV3+dY502bjm9fq2Mrs3juXJUp7BDeozDxgMTex/WdOyBSb35eUc+W7PLya/08WtqIU9O6cdTc3fTrnljpL7nQ7sIIc1L9sGG93m6hkPq1ftLWHOghLsOo5lQ0yn67WeGEmo1IUvwzN/616t1ZpMlHj23D68u3hvmFF2WJGKdNm6OcCE5fc4uJg9ow8AOjeut65WjOtEkzsGWrDKaJzi55bMtIeljkpujaAb/HBu5n/YVVvPF+qyQCHmREOOQ+b/Tu1NQ4ePxw1yEuuwyD03ujRCCnDIvs2v4rGoa76yTtDkqjH+m/vTYJnDWExaJVS8kmPxK/Y84YlHOfo7Hf96Ppw7Hz/eM71mvBmCzBBcpB6u4eOjhyb0bx3YlMabh5pI18ehhzhJJsQ4eOLsrMQvuhtb9oe/5PD7vkB+kYZ2bcHaf1mE+8o4nuBw2LhzSPswEtjZuOKUrjRpodhrntHN3Ay4i7p/Yq16NVpfDxhNT+h3WFPvJKf3CgigcC0jA0xfUYd7sR4DQXrSroE6n7Gf0asnAjo3r1TA7EfHX+prfEVdddRVer5fhw4dzyy23MG3aNG688UYAPvroI4YMGcI555zDqFGjEEIwb948HA5rshmGwS233ELv3r2ZMGECPXr04M033wTA6XTywAMPMGDAAMaOHYvNZuPLL7/8074zinDEOGyc1acVwzo3qfOZO8f1CIuQ4LBJPHV+vxB/BzUR57RC8v6VVC+jiCKKKKKI4veGy2Hj/EHt6vXf+ODkXvUSEw25Ob/hlK40ijkGt+WyDVr2gn4X1v1MUgecNolp4+o22zq5WzPGdG9eJyEDlsxy49huIZHVauPJem7Z7TaJu86qWztlWOcmnN6rJc/P3xP8rWViLC0auejZOpGlewpJK/Lgm/BqRC0Y+/LnGNA2nrP6HGr3p+emcMGg9vSpxx/NPeN78mtqEUVVSkRCLQCbbPm6+tugurV1po7oiE2SmBnBKfplwzvSNM46/D5SixSatSWP4iqFpy/oV+fYahrv5J7xPflkTSbTxvXglz2FIU7NJ/ZrTbcWCdz9zTb+eWrXOjXxX12cxrDOTTm9Z8s6v+OmU7vhVnRaJ8XQq3WjkDatjRvGdsUUFml5Wy0NjHvH9zx6B+e1YXdBr8nQYUTdz5zxCEgNkH1tdmg/FHpMqPMRMfoOFDmW2VtzI6b3bNWIS4Z2qFfWjnHYuG50F77ZmM1j59VNHLVKdHHrGd2PSm532mXG9WnF0E51nyXuHtcVW+562LcI34RXeXt5BnkVPsAiWx8/ry+yLIX5SzreIEn1ky8tG7m47YzudV4YRIJAcO+EutelAe2TOG9g28NqNzWKsXP9mC51pk/o15p+7X6DZmw9sNtkures38T6qlGdaJbg5ME6oqg6bJaZ7fGqKfdbIInfgwr8i+G0005j4MCBvPrqq392VSKisrKSpKQkKioqoqZ8vxMMw6Tcq5FWGB4tRQKGdGoSkbH2agYZxW6qfOGR9ZrGO2jfJC5KSkURRRRRRBHFEcIwBSVuhYzi8NtkSYJBHRp2k1zp1dh9MHIU48EdmxzbA6BSBfl1hEFvNxjsLnTDZHNWecRHklslkBTjOKx2taqbFFUr5Ebwr+OwSfRtm1Tvd+mGyZbs8hAf1EJYcfq6t0zAoxjkV1qHZZddplfrRsiSFeFq98FK+rVNQjJ8yMWpoIXWQZKAZt2ptjUJafd2jWNx2mXSi93IkhQsDyw5a3CnJuzKq6RVoovmCa56iTmwQrDvzI3crwPaJ5FZ4qHCGx6efUD7pKBcphkm27LLQ5xMxzgkerVOIjW/KmLkq1aJMTRLcFJSrdIq0UVKbjmGOPQlvdsm4VF00ks8dGoWh2YI8sq9VrsIgt/ssFmkqUfV2ZNfFaYdIxAM6tCEtMIqurdIQNFNBJCaXxVRW2RQx8ZIWON9X5EbsLTCjmSuNBimCd5SKE4LT5OAdsMswqmh8FVAQR0R2NoPQcfO1uzyiE7aOzWLo1m887Dfp2gGBVU+mie42JNfFRLVUQIkSaJ1UgytE11HTViYpqDcq7GvsBqrswWBHpeAQZ2aIudvRwBm855syfMGvynOaSO5ZQIuu+2EsK5QdIM9B6tCTEQDaJ0UQ6tE1xETK7phsimzjEjERdcW8TSOdTSob1TdZHNWWcS0Pm0SSXDZf9c2dis6O+pwYD6wQ2NsMqQXeyj3hK9PibF2OjWND1rmnAhoKE8RJaUagCgpFUUUUUQRRRRRRBFFFFFEEUUUUUTRMDSUpzi+9f+iiOJ/AWZkG/ijhhDHPs8oGgxFM1D1aPsfz/BpRsgt6B+G6B1QFH8FCAG6evjnojju4NUMfBG0ezBNMMM1uuvD0dxpa7qJEEe39tbW/lF1EyOSakwdUHQDpc7v14Prs9KA/VsIgaYbIW3W0H2lZp01w4xYnqob6EZoXvW1t+Iv2zBFyHOBf5umCMuvvry8qv6HyTGGKdAaUjdTt8bpYaAb5qF+MFTQfEdRJ/OIxreqm8Fxpeh1jLEIUGr08+8llwgh0BvQbkcFXQGjYeuGaR5+vh5RhFNdAf3I+7Y26lwTfgeoRzA2/hcRJaUagGXLlh23WlJRnOAwdHAXHdWmWXeeCriL/xLElFczyK/wnVCLeLWiH9dOKI8EbkUnv8KHRz2yw8rxDp9mHDv/GQ2FrkBVPmiRHVdGEcUJAV21xrERJaVORJimiLw/mRp4Shp06AfrEF5YpeCtw7F0XZANH1QVHDGpqRsmRVVKiCxQ6dNCD7GqG1GZh6lURyR63IqBTZbQ/ARCULYwDXCXoGjWfmcY4Qfjms97NYOCSgWfbobcM3gbsK/4NIOSaiVIEkj+etVGbZcPHlWnoFLBo+oR5SKPZiBJUFKtBM2lvKpVT0U30EyTUo+K2QAST5YlDMEfJneZQlDh0eongUwT3CVgHn7cCKyxAVgBBjT3EdXHMAUl1eoREUSydKi9bJLUoHdV3aTaF0pq/h5yiWqYlLob1vd1ITD+a5urCqUKgTjsWPFpBoouKKlW6iSmfJpBUZXSMIISrL5Vqhr2bD2QZanhZf7Wsho4Nv5X8T9JSk2fPp2BAwf+2dWIiBkzZtC4ceM/uxpR/GEQ8MVlUJ1/7LIsz4KvrwRx4hA5dcE0BZe+u6beqCnHE7yqweM/7mZFWrF1i3qCQ5YkLn13DfbaXvxPYHg1g+fn72H+rvw/TBABLKeuH58T1TCJ4sSGJMMnU0CttojWKE4YeDWDd5bv57N1mSg1D5FCWL5/vvtHg7WlZAmueH8dXq3hFxaqbmL6qpA+vQBxFHvKdTM2BCPl+TSDh2btYFNm2aFDrmxDmjEZSbZjq0W8+TSDp+buZsmeQjJK3EjApe+usRKFCYseQbbZuOy9taiGGaYlJPzPS5JFkE19fy0uu83aQ0yLqHru5z0s3F1Q775SUOnjhpkbQVj5LE0t5Om5u0MO+z7NYPqcXazeXxIkr5w2manvr8X0a0Jd+u6aILno1Qz+szgN0xTc9Olm8sq9/vY2mPr+WuySRHqRm2lfbA3xjRUJimbwxfos3li6zyLefmdiyjQFW7PLuf/77fUf1oUO310HJQfq1TjWTZN1B0p47Idd+DQdUufDokfD/JrVB8MU/N9nm8ku8zZIW0rVTebtyOeFBal4VZ3vt+Ty6pK9hyVsddPk8R93s3p/CYpm8MKCVObtyD+mpIUQgsxiD7d9vuWwfV8fJKnGfAlA8yL9fC9q2lIcUv11VjSD9BI3N3+2uU5tqAqvxjUfradB0r6uwr4lMP8BUI/+ok/VDb7blMN/lqRF9A93LKHqJrO25PLK4sOPjf9V/HVOGlFEcaLBNCBzFeRthiVPHNGmWSc0Hyx+HLLXQe7mBt96Ho/wagbvLj9ARomHz9dlhQrRxylK3Qo/bc/jpUWpEaMOnUjwqDrvrdhPRomHmWsy8P5FtKU8is53m3J5ZdHehgk/xwK6Atu/ssKhL3/x2Mz1KKL4o2GosHsWFKXCipfACHfCGsVxDAEfrczgzWX7Q534GiosmQ7py6Fw12HNjDXd5Oed+aQVVvPq4rQGH7Bkw4tjxXNQmAIpPzV4/OiGycp9xezKq+Slhamohkl+hY+Fuwv49/xU65CrehBr3oTSA7DubUzVE3K4r/Bq/LA1jzeWptGtZQIfrc4go8TDjFXp+LzVKIOu5ttNOaQXu3n71/0hB3ifZvD+CksW+WRNJrllXrJLvczakovb/+1uRef7zTm8vGhvnVu/z088bMupYH1GKULAK4v28sPWPCprOFwvqVaYu+MgLyxIRQjwqQaztuSSU+Ylv1IJykWfrctE0Q3cik6bJBcbMsrYnFXG8/NT8WkG7yw/QHG1ilczeX5+KmsOlLDnYGW9RIssS7yxdB8zV2fQPMGFW/l9933dFPx7/h4WpxSSW17HvihMyN8BGSutcVqPlqYQ8MKCVH7eeZCiKhWK9sC2rxqsUWOagh25FWzMLOPf8/dEdNJdG7IEry7ey/bsChw2mdeWpPH5uqx6yUlVtzT/ftqexwsLUpFliXX7S3h18d5jqi2l6ibPL9jDuvRSdh+sPDLzOD98msHM1ZlklHj4cOWBIFEp3MWwaxauX58GRJ0yulc1MAT8Z/FeNmWWsS27PExry6savLgwlZSDVSxLLTq8qakkwdKnYdf34C054m8KQJYkXv9lH5+tzWqweevRlwX/WZLGF+uzUP/IC9ETCFFSKooo/igIE1S39WcalkC2eLqVtmsWlOy3/q15QalumMBmaNazAfO/whRInWv9e+HDlkq+afjL9Vh1OE6hGyZuRcerGgghqPZpfLQqHYA3lu7DpxmYQuBRdTyKfkS+JH4PWHXUqfZp6H5b+SfnpmAK2JlbycJdlvabohlU+bTj3gRRM6x6elQdIQQexeCDlRkAvPPrAXy6GWz/Kp/2u2/gxwJCCLyaJbTrhlX/Z+aloBom+4vczNpihZBWdWvsNcSXSINQe84ZKvz6vJW28QPLTAZqzPW/BuEXxV8MpmGNT6XaGse6CkufsdI2z4TqAuvfmgd8ldY+FPWbdtzA51/7AofjVxfvpUrRKapSeH/FASCw9qkoA66E0XfAwkf8vnv8a5jmxTBNa99VdUwhUA2TVxbtBeCrDdkUVysh5emG5Y9H11QMXzXCT8KLynzY8ikA0tKnwFARwsRU3JiKO3iJZpriUHmmQAiwyzIL7xzLMxf0xyZJPPHTboSAzVllrEwrBmcc6uB/4L5+JUbyJAzZiWqY6P6/oiqFX+85jdn/Nwaval14Abyz/AAeKQ5n55M5tUcLfrjlZC4Y1A5VNw/JIorO+yssWeTtX/fTNN5JypMTGJPcHJvNji4kEpw21jxwJu9fNZTsUktzo/bef6DIzbwdBwF47uc9GEIw59YxrH9oHE6bHJQj4l12Nj1yFl//cyQSoJkmY5Kbk/LEBGKdNj70y0VvLtuPVzVoGu/kylGdiXXKPH5eX/IrvewtqOLeCb1Y9+CZeFSdCf1aM6l/a56al4JmCAxToOoGHlWn2qcHCbwZqzIoqFRwqwav/ZJGswQXmmFSrejWWNKPzNdSbah+OS9AYKw9UMKGDCsK2hM/7kY3TUzTRFfcmEo1wvT77Vr4sJXB3gVwcJv1b82HqVSjqYdMvpalFrItpwJTwJM/7cYYfSf6A7m4NROvqlv5KdXW3isEphB4VasdDFOgm5aMALAopYDU/KqwuaT5v0H3+wMrqlKYdctofrx9DJ+sySSnzItPM3lu/h7L95i//ap9GqpuopsmNlni2Z/3YArYkVvBkpQCFt99GvOmnUK1v30CMvGRyCWBugXGXMrBSpakFALw9Nzd6P6+dyt6UNarjcB89/rnu1e1NCwB3luRjlux3vPZEvBcMRdj0NUYGWtxOWwIXcFUvSiqRrV/7Mc6bewrrGbhbmu/eGZeCrpp1aPaXw/VMFh3wJKLXliQimaI0HVA9591Aj6kUn6E/O3WOrXgIeu/pm6Rj0p1nftQgMQNjPfP1mWRW+4NatAH+qtmGx4tapf1xYbs4Nh4/ucUa408RmX9VfCnRt877bTTGDBgADExMbz//vs4nU5uuukmpk+fblVOknjzzTeZM2cOy5Yto02bNvz73//m73//ezCP++67j1mzZpGTk0Pr1q2ZOnUqjz76KA6HI/jMc889xyuvvILH4+Hiiy+mRYsWzJ8/n61bt7Jw4ULOO+888vPzQ8zmpk2bxo4dO/jll1+YMWMGd9xxB59++il33XUX2dnZTJo0iZkzZ/LNN9/w2GOPUVFRwZVXXskrr7yCzWaFaSwrK2PatGn8+OOPKIrCqaeeymuvvUZycnKwnBkzZvDoo49SXFzM+PHjGTNmDE8++STl5eUNbsdo9L0TBKYB+3+BtW9B6X6oyA73+xTXDJp1g86nwJmPWqSTzRE5P10Fu9NSTc5cbeXpKQ19RrZBUkdo1hVOvh06jwH5CMLw/kEwTYEsS3y0Kp35O/NJL3ZTWBVqGiJJ0Doxhs7N4/nboHZcNLTDn1RbC6pusq+wmpcWpZJR7Ca71Bt2+5EYY6dTs3j6tUtk+nl9MUxBnPP4a3/DMLHZZD5Zk8ncHXmkF7spqAxv/1aNYujSPJ4pg9py6bCOmKaJfByb9im6QW6Zl2d/3kN6sZvsUk/YzWeCy07n5nH0bp3I41P6IktSMBz4UUOYsPN72PKJpR1VmRsuJCW0suZ6z0lw8m3WWiCfOCF+o/gfgDBh9w+waYZ1aVKZG36xkdASmnaD5LPhlH9ZWoF2159S3SgOQdEMyjwaj/+4iwNFbjJL3fi00L6Lddjo3DyO7i0SeGJKX+Lc2bjeGmaZaDbuCE27wlmPY7bsy8878vlifRbpxW4OVhwKUx9AiwQXnZvHcVrPltxyend0TcXucMLyF2DfYmv8uItCX5JkSGpvjZ+h1yF6n4MkyRimYFlqIR+vzsCnm7x/9VDSi9z8Z0matdeWedBq+X1KjLXTpVk8J3dvzp3jksko8fDv+Xvo3jKB+yf25vN1Wfy4zb+3VfnCluNWiS66Nk9g2pndGdmt+RHvhW8sTaNj03gmD2iDTzOYvzOfvw1uz7/n72HtgVIyStxB08MAbLJE28YxdGkWzz9O6crIrs1Yn17C6O7N+Wn7QQoqvfzjlG58vDqDn3ce5EBR/XLRBYPacfHQDtz+xRbmbMujSZyDLs3jGda5KQ9M6s3MNRk8+sMu7LJE+yaxzLh2OE3inDzyw072FVaTUeLGU0vrzWWX6dQsji7NE3js3D4kxTpw2GSc9iPf9xXN8un1+I+72Z5TTnqJm0pv6IVM/3aJfH/TCBy562Dlq5bmW3lWuFlpbBNr/+wwEnH2kyzdlcsd3+6mspYvLodNokOTODo3j+dfZyXTo5kD58L7YdSt0KQLumRnXXop7y0/wIFiN7nl3rALz0A7Du3clPsn9sKnGTwyeyc3ju1Km8axPDp7F2mFVWQUu4OaczXbr2PTOLq2iOfhyX2Iddq4fsYGdh+sDB/DteTF/YXVfLAynSem9MMmH14uUXUDu03m2Xl72JhRSnqJm3JP6OW2zd/3XZrF889TuzGscxPstkN9KYRAkiS+3JDFD1vqny9dmsczuX9brhzVCfOH25BTfoCmXVHHPYWz6xienZfChoxS0ovdlEWoR7vGsXRpHs8Np3RlWJcmXPjWanbmVgKWVlFbf/pVozpxZq9WyGtetzSjSvaDUhlaIZsTmnSy1pIzHoHmyWH7kE8z0AyTR46gv1omunDZj1wuUzQDzRA88sNO9hbUX1aX5vE8fE4fWh1lWScCTpjoex9//DHx8fGsW7eOf//73zzxxBMsWrQomP7II49w4YUXsm3bNqZOncqll15KSkpKML1Ro0bMmDGD3bt385///If33nuPV155JZj+9ddfM336dJ555hk2btxImzZtePPNN4PpZ555Jo0bN+a7774L/mYYBl999RVTp04N/ubxeHjttdf48ssvmT9/PsuWLeOCCy5g3rx5zJs3j08++YR33nmHb7/9NvjONddcw8aNG5kzZw5r1qxBCMGkSZPQNGtyrlu3juuvv55bb72VrVu3cvrpp/PUU08dts0URaGysjLkL4oTALINup4KcU2hLCOyI3JPCVQehGE3WNoVdRFSYBFShmo9W5ETTkiBVUZZOjRqA51OPi4JKfA71jRNLh7agWpFDxO8wDrTH6zwIYTg3JPa/qbbumMBp12mW8t4+rVNZH+RO6I6bqVPJ6PYzeXDO2KaHJeEFIDNJmMYJhcOaRd0jlobQkB+pQ/dNJkysB2GcXwTUgAuu412TWIZ2aUp+wqrI6riVys6+wvdXDq847EhpMA6bPU+1/IjVZET+dauugC85TD4qighFcXxCUm2SFOb07pEiaRpW10I3lJrHEcJqeMGLoeNxnEOzu7TirTCqjBCCiwT+X2F1Zw/oDmxVRm4Zpxt9bGpW2RA447QvAeyJHFWn1Y47TK55eGEFEBRtUKpW+PyER3RTRO7w4muqeiDr7UCr9QmpMAqqzwLHLGInhOQJGs/sckSY5NbkBjrYH16KVPfW0enZnH0aJXAgWJ32GEeoNKrk1Hi4fx+zSB7A53iDQZ1aMzbvx7g8R93cc6ANii6SX5l+AEbCDoE79M2iQW7DnLewLaH3Qs1w2RS/zY8MnsnG9LLGNe7FV7V4NJ313L3N9v4dmM2V4zsRH6FN4yQAst3UXapl2YJLoZ3acoNMzdyxQfrWbWvhPF9W7EirYRn56UwZWBb3IpRr1xkmIKJ/Vrz0KwdzNmWB0CZRyOv3Mclwzrw7aZsps/ZBVgmcxklHj5dl4nTLvO3we3YV1gdRkgBKLpJWmE1p/VsgcsuY7dJR0VIgTUmDVNw1ahOZJZ6wggpgB25lVz50Sb0tsMRSe2tcRjJz5m3DMqzEcNvoNLt5a7vU8IIKQDNEBwodtOvbQI9Gks4Z0yAZt0tAsPuxG6TGd6lKS0TXWSVeiJq4Jd5NHLLvVw9qjO6YQUKuHRYR676YD0HCquZMrAt+wqrw0iHQPvtK6pmbHILWjRyMXtLLttyKiKPYb+8OHVEJ9IKqrn8/bVcMqxDgwgpAKfdhm5Y7Ztb7g0jpMAac5klHto0jmFoLUIKLGUQ0xRMGdgOzah/vvg0kwsHtsSc/xDylpngq7AII0c8qmqtBbnl3jBCKlCPrFIPLRNdDO7UmGs/2hAkpABMATllXhJcdk7r2RLZUK1L9UiEFFhnoeI0aDsoIiEFEOOw4bDJ/H1o+8P216k9rP46WpLI5bBht0lcdJiy0gqrOSW5BS1/Q1l/JfzpmlKGYbBixYrgb8OHD+eMM87gueeeQ5IkbrrpJt56661g+siRIxk8eHAIsVQTL774Il9++SUbN24E4OSTT2bQoEG88cYbIXn4fD62bt0KwB133MGOHTtYsmQJQJj21IwZM7j22mvZt28f3bp1A+Cmm27ik08+oaCggISEBAAmTJhA586defvtt0lLS6NHjx6sWrWKk08+GYCSkhI6dOjAxx9/zEUXXcTll19ORUUFc+fODdbt0ksvZf78+fVqSk2fPp3HH3887PeoptQJAkOFH6fB1s/D0xp3gn8stm6B6iOkaufnLoYPzrIOwLUx5BqY9IJ1sDjOYZoCn25w2btr2ZZTEZZ+crdmfHTtsONq8VY0g/dXpPPCwtSwtMQYO1/9cxSdm8URe5wSUjVhGCaqIZj6/lo2Z5WHpY/s2pSPrx2OwyYd94RUTfg0g683ZvPoD7vC0uKcNr64YSQ9Wzc6NoRUTRgqfDkV0haGp7XuD9f+DI64KCEVxfENQ4Wvr4bUeeFpLXsfGsdRQuq4g08zWJxSwO1fbAkjkxw2iQ+uGMDwpApiPplsHfQDGPFPOPupELlBM0xu+Wxz0AynJpJbJvDdzScT77KHBCbRdQ1JqcY2Y7zli6w2ep+H+PsHSBHkE80wueeb7czemkufNol8+o8RfLgqnf/+si/s2cZxDr77x2Dal2/A9d2V0KQzyrVLmLmphKfnpXDFyE7cN6En183YEDQXq4mhnZrw0bXDeH5+Kp+uzeTqkztz99k9uPrDDWzOCn9+RJemfHDNMJ76aTdF1QpvXD4Y3RBc8u4aduVVEu+08bl/X6nyaVzw5mpyysJ9Jl00pD3Tz+uLZpjMXJPJy36zyI+uGcbo7s256dNNdG4Wxx3jenD1h+vZkl0elseors147+qhPP7jLr7ZeEgGbJsUw5c3jmTV/hIenLUjhFy4+uROPDSpD067jE8z2JhZxnUfbQi7XJMkePHvJzG2RwsSY+3HRPZSdZPcci8XvrU6Ill36+ndmXZmMg5Jt0yz1r8bnkmjNpasnNASRdjILPFw0dtrqPCGEyB3j+vGDSNb4Zo5CQZdBcOuBXtMyDOaYfLYnF18vi4r7P02STF8/38n0yzeFSTkfJrBnvxKbpy5iTenDsarGfzj440RL75e+PsAzj2pLXabhG4I3l1+INjPNZEYY+frm0bhUw2u/mgDM64dRu82iUcsl2i6SVG1wt/eXE1+ZXhk76tGdeLhyX3qJReFEKi6yVUfrmddeviF9+COTfjsukG4ljyKvMHfPzFJqFfNw9aiO9iceFUr4uOl76whryK8HpcP78D08/px77fbmL01Lyz93AFtePmSgTgCxJnqsSxCZky2CLDaOPNRGHVLWN/Whk8z2JZTzlUfrI/YXy9edBLnDGhzTORBn2awI6eCKz5YF7Gs5y/sz5SB7Y697Hmc4YTRlBowYEDI/7dp04bCwsLg/48aNSokfdSoUSGaUl999RWjR4+mdevWJCQk8PDDD5OVdWhRSUlJYcSIEWF51MTUqVNZtmwZeXnWpPjss8+YPHlyiDlfXFxckJACaNWqFZ07dw4SUoHfAnVPSUnBbreHlN2sWTN69uwZrH9D6hYJDzzwABUVFcG/7Ozsw74TxXEEmxPGhZOKAAy64sgIqUB+cc1hwKWR08dNPyEIKbA0pmIdNm4+rXvE9H+d1eO4IqTAuhG55YzuOG3hy+kZvVrRuVn8CUFIgaUxFeOQ62z/285IxuWwnVCEFFg3ZFeN6kzjuPB5Nbp7c3r9HoQUWPPuzEcip428BZzxUUIqiuMfNiec+VjktGE3gCspSkgdp4hx2JjUvw1dmseHpfVvl8Sobi2ImTkxlJACOOPRMLnBYZO5d0KviOVcc3JnEmoRUgB2uwNbbCLG0H9EfE+c+VhEQipQ3n0TewKw+2AlN326iWlnJkd0BD2+b2va2cpwfXuF5fagOA1nSQo3jO1KrMPGp2sz+XxdFjeO7RqxrBvHduXzdVl8ujYTgI9XZ5Bf4eO2MyLvhf881TKr+3JDNrec1h27LPGPmRvYlWdpcYxJPrSvNI5z1uluYNq4ZB6ctYNrPtrA7WcmB+WIa2dsILPEzd1n9+DDVRl8tzmH60/pEjGPO8Yl8+HK9BBCCuBvQ9qjmyKMkAK4Z3yvICkR47AxvHNTBnZsHJZ3x6ZxXDCo3W/SGqkNp12mTVIME/u1DkuTJOt7HHbZv+48GjmTARdDfAuwOXHZbXRsGsdZfVqFPWaXJW45oweuLy+ytD1H3RyRtHDYZO6rY2xfMKhdCCEFVpv1bp3IgPZJXP3henq3SWR4l6Zh77ZOjOGioR2IcdiwyzIOmxzSzzVxRq9WNI51cvE7axnauQl92h45IQXgsMs0S3BywaB2EdPvGd/zsNpukiThcti4Y1xyxPTbxrYnZvMHhwgpgB7jEU27YnPEYJMtWRKscRgJ907ohU2W6NcuKWL6fRN6HSKkAJxxlslm8tnhD9tdcMpdhyWkwOq7QR2aMLRzk7C0tkkx/H1I+2MmD8Y4bAzokMSICGOjVaKLS4Z1/MsTUkeCP/1kUdP3EwRUBxvmQHfNmjVMnTqVSZMm8dNPP7FlyxYeeughVPXIQm4PGzaMbt268eWXX+L1epk1a1aI6V5d9fwtdf8tcLlcJCYmhvxFcYKhLL3u348mzLah1p1nefjNz/EM3RSkFUaOlJJWWP2nm+1FQkm1EtF8L6vUfcIF4dMMk311tP/+omqME8DBeSR4VD2iOntmiTs0EtWxRlH4jSgAJWmWX7goojgRUJIW+feydNDcf2xdojhiRNLSySzx4HC6IptHRdK6Bg4UVUf+vdhdZ6QyTfViK90fuWJ1/V6jjgG47DLZpZ6I5oNZJR6EMyH0WypyqPCowVDvLoctJL+Qcko9uGodDqsVnb0FkffCzBI3Lv/BPrPUQ4VXCyFtMks8wX1F1U0ySyLPkcwSDy67DZddJqfMEyJHOO0y+wqr/d9ed93TCquDdamJrBIPut9RfG3k1Yp057BJZBSH1zGv3IshBOWeo5BL64EpBBkR2kQIKKhpplhex6V7aXpIMCABEeuvm4Li8gqLrFCq6o3Cl1sWuX2zSj0RI+nZZImMEstPZWKMI+L3FFb5Qt7VDIP8Cl+d8mKMQ0Y1TDJLPNh+g/CoG5HbF6g7ymEtGKaoc/zvLVEx7HGhP5amI0FQRld0K8hAZoR+CdRDN82I/QaQURrpd8ky6awNXTkUQKYBsMtSxPlUUKXUGzXxaGCXZTIilFVUpYRECI3iOCClDoe1a9eG/X/v3r0BWL16NZ06deKhhx5i6NChJCcnk5mZGfJ87969WbduXb15gqUt9dlnn/Hjjz8iyzKTJ0/+TfXu3bs3uq6HlF1SUkJqaip9+vQ5orpF8ReDaUDuFuvfvc+DG5dZjvlciVb0vCPRkgrA7oLC3RDTGM56Am5YavkCAcjbekJFRFJ1k735VbjsMteN6czP007hsuEdsMsSu/MqgwLm8YRU/8Y9vEtTvrhhBM9c0J9WiS72FlSfcLcgim6Sml+N0yZzzcmdmXv7GKaO6IhdlthzsArPcdj+DUG6X/AZ1KExn98wgpcvPol2jWNJL3Yj/17Moea1IgXJNhg4FW5aCaOngSPWmq+RDoNRRHG8QfdZ+4gkw4BLrP3llLssk73C3ZH9I0Zx3CC/woeim/Ru04iPrhnG21cMpmvzeErcKlVuN7QfBmc/Df9YckgLIRDhrAYU3WB7bgWyZGmPzL19DLee3o1Yh429BVUI6pAzBJZs44xHjL0H/Ybl0P8ikGSkvM11kvO6YbItuxxJgsn92/Dvvw/ggH8dP7lbM769aRRPnd+XFgkuUguqiG3SBnHTKhj2D7A5kAyFfX4SbWinJkzo24rUgiocNokrRnbi52mncOXITjhsEnvzqxjVtSk/3jqaG07pgssuE+uwsSe/CqdN5uqTOzP7ltFcMaKj9XxBFaO6NUOWYG9+FW5F5/Hz+vLSRSfRNimGA0XuIKngsMmk5leRGGPn3vE9mXPraMb3tbSE0gqqmDauO2f1bsXeAquuI7o05et/jqJJnJPdByuRJRjepQmp/rpcO9qqy+XDA/tyJT1bN+KsPq2Yfcto7p3Qk8RYO6n5VbRrHEvjOAf3T+zFtzeN4oxeLQHYmRtq/uRVLZ9VXZrH8+olA3n/6qH0aZOIZgjSi93kVxxbUirWYWNvfjXNE5w8MaUv3918MmO6Nwdgz0G/zyAhDo3DHuPhhl+scRrbxFp3HDGh+RVW0aKRi2cu6Mc31w9kZFdLO2VviQo9J1gPFkcm14UQbPe7jBjXuyU/3DqaByf2IinWQapfHq0NSbKIsJFdm2IKQU6Zl45N43jpopP4+Nrh9G+XhCkIRmMEkCWZPfnW943o0pQvbxzJ0xf0C8qLjeOc9G2bSEbxb7vQdNll9hZU0TjOwYOTejP7ltGc2dvf9zkVDbrc9WkGKQf982VER36edgpXn9wZp00mtaAapf3JqFf9hHnua5Y5ZdEenDFxeP3+k2yyROukGFILqkiMtXP/hF58c9OooEbb9pwKJCRSC6qId9qYNi6Zn24bw7kD2iBJsC27IjzKsyPWMgNu1AbOfQ2u/snylwvWGtNAaIZlQtqxaRyvXzaIT64bTr92iRimiEjg/xYYpiC7zEOHprG8dukgPr1+OAPah4+NKADxJ+LUU08V06ZNC/ltypQp4uqrrxZCCAGI5s2biw8++ECkpqaKRx99VMiyLHbt2iWEEOKHH34QdrtdfPHFF2Lfvn3iP//5j2jatKlISkoK5vfll1+KmJgY8eGHHwbzaNSokTjppJNCyk1LSxOAGDBggLj++utD0j766KOQPIUQ4rHHHgvL4+qrrxZTpkwJ+ZY+ffqIFStWiK1bt4oJEyaI7t27C1VVhRBCrFmzRsiyLF544QWxd+9e8frrr4vGjRuHlXU4VFRUCEBUVFQc0XtR/EnwVQmx9XMhCnYLoXqt31SPEEq1EMueO/p8lz4rhOK28hJCCM0rxMEdQmz7ysr7BIGqG+LtZftEcZVPeBRdCCGER9VFXrlHfLjyQPC34wWqposlKQVi1b4ioWiG0A1TeBRNKJoh3v11v6jyan92FY8IimaId5fvF4WVPuFWrLq7FU0cPE7bvyEwTVOs3lcklqUWClW3+kjRdKHqhvh4dboorvL9PgUr1UKsf1+IssxD81L1COEuEWLFy0IYJ15bRvE/CF+VEBs+FKI4zRq/umbtNZ4yIZa/KIRpCGGaf3Yto6gDO3PLxbzteULTDaHphlD9//1uU7bIKKwQQlMsWcQ0hdB8QuRuEWLHd1Yf10C1TxOfrc0QGcXVwqv692ZFF+UeVby+JE2YEcaAbvh/+/XfwvSWC1PxCE03hKl6hFa0T4iNM6zxFQHVPk18szFLpBVUCa+qC1UzxMJdB8WG9BJR7dOEYZjCq6jCp6rizaVpwqPqQtcNIRS3MCsPCj13q/g1tVCsTCsSXlUXPlUX76/YLwoqvaKw0is8iibcPk3klXvEe8v3C5+qC13XhMddJUqqFeH2acG90KPoYmVakaj2aeJguVd8sMLaCzNL3OKTNRmiqMonfKoa3FdmrEoXJdVK8FteXZQqqn2a8Kq68Ki6qPCoYs/BCvHdpmxR7dOE4pcjVvvlCMM0RZVXFZ+syRCZxW6haIZ459f9oqjKJ6p9mliZViQ8yiG5qMqft2GY4kBRlXArmnh1UaoQQgivootytyI2Z5QKr6qLHTnlYs7WXOFRDskmWSVu8c3GLKFohvBpVltpuiHm78gTW7PKxL6CKqHpxm8ZhiHwabp4Y2lasCzDMIWiGWJTRqlYsPOgUDSrH8WOb4XI22qNS9O01h/VI8TS56x1xw+3TxPv/Lrfqr/PK4zsDULRDLHuQLFYnJIvNE0TYt9S688I/w63oonZW3LErtwK4dOsse1VdeFRdPHq4r0Rx3ZRlU/MXJ0hNMMQB8s94ot1mULVDZFd4hbZJW6h6oZYvDtfbMooDb6j6YZYklIg1uwvFopmiNJqxd//h+RFTTfEzNXWmDpaGKYpXl28V3hUXXhVXZimKXyaLnbmlosftuSE9H1d8Kq6+GDFAZFf4RWe4HzXRGGFW7y7fL811jVdCNUrTF0R5qr/Ct1bIXxqqFzz6qJU4VGs8anqhnArmtiRUy5mbc4RbkUTry3ZKyq9anBN8aq62F9YJb7akCWqfbXq6a0QYtVrQuiKNT4M3Vq/9i8TYu8iIXS1Qe2TW+YRX67PFJpuCEUzhGZY6+KiXflic2bp4TM4Ahws94rP/WMjcEZQdUMs2Z0vNmaUHNOyjlc0lKf40x2dDxw4kFdffTX42/nnnx90Li5JEm+88QazZ89m+fLltGnThueff56LL744+Py9997Lhx9+iKIoTJ48mZEjRzJ9+vQQR+HPPPMMr7zyCj6fjwsvvJBWrVqxYMGCoKPzAEaMGMH69ev55ZdfOP3004O/z5gxgzvuuCMkz+nTpzN79uyQPK655hrKy8uZPXs2AGVlZUybNo05c+agqipjx47l9ddfJzn5kI3uhx9+yGOPPUZJSQnjxo3j1FNP5cknn6zX0XltNNSBWBTHCQLmebIDavvm0bzWTcDRINK7pglCt26cTiCfHz7NiKhhVNfvfyY8io7TLmMicNpC6+ZR9eM24l598Kp6RD9YXs0g9jhr/4ZA0axQyUKIsGgzimaEmW0cMwjT0gJwRPBz8FvmehRR/JEwDTA1K5pkbU1e1WP5+tAUcJw4e8z/CnTTRJYsB8u1/cgouhH0bSPVVMsIyA2mGbJ2GaZAN8yI62Vde0NgfRWqB8kZau6jGSYOoVpRgSNEBtZ007+vykiShFczsMsSsiSh6iaxTn95mg+vsIftWT5VxW63gwBDCFx2W1CG8KkaMU4HQgg0Q2AKcUi2qLE2+zSrjWRZwqsa2CRw2iR8hvW8aQpUw8Rpl1F1M5hHbVnFqxqH6lsjX90UgMAUlkmRicA0LV80pt/ZtNMfWKRmngHZQtNNdCFC2j6wf9cuU9EMy1eTsMzaQr4ZazwgCOlfzTCxSRK6aWIKjqn8FUmeM/z1MkxBDJolI0v2BsnKIflpPnDEYJgCIQS6KYiRBUiAoYftyYpmIEmSNb5qmfPXJ3fWlB8U3cBlt6EbJpIkoRsmsn+8GqYIOpW3yxJIYBgiKJfYZGt8B+TFYyGXRJqTpin8Jp2iQfmHfbvmtZyY6yJcRqxDpqk9DoWw1hGBhPCP95rpgWdUw1q7HLX9bwX2nJowVEAGQ7F8dTYAgf4K+QR/mYH+OlaovywT53HmK/dYo6E8xZ9KSh0OkiQxa9Yszj///D+7Ksc1oqRUFFFEEUUUUUQRRRRRRBFFFFFEcbzghIm+F0UUxwqmKfD93v5utENhTWuXpWgGHrWBPmK08PCoIdCVI3J4bpoCn6pZNxV/BkwDQ/WgGVabGKbAo+qouoFX1YN24T7N8N9Mmg3uK1U3Ij6r6gbicO34J8CnGeF28EcJ0zTx1hhTgbx/93FeA39kWUeD2m10XMM/Xn2acVw7uDzu+lzzHVOn8DW/T9UM3CfK+DkSHG4P0bz+2+XfqXjDbPh++FtQYw+ouQ4cyR7zV0BA/qm5/xim1QZKrXbwaQYeJTToQ2BfUTQDoasI1R1cp1TdwKPoofnoCqhuS0OuVj08qo5hClRNx6OEjgGvquMO/GaaYTJLoMwQeU7z4VEPlW89Y2AYGqbqQdUMUN2Ymg+vapUpVC9GjTwC79Tcm2uOD59moOmmJUeZRnBfcSvhY9inGWiGgVvRMQwz+KxhHPrvofawflN1I0xGDNSp9jgVqgfDL0spmoFQvZiaCrqCTzMwanl6t+Qs41BfaF403UDTrTxM1QvmoTZVNAPDNIO+fyLBpxkN2ldrtu/R6DjU7oP6ZCddP7I1xavqwfxrzoVAO9Rux6OFYZp4I8yzmjA1r6WJVgthY7D29zdQxq1vrau9FntVHaOOoFz15eOpNR98/nH0W9ZZr6pbAcJ0BaG6623DEGheS+Ot5k+11ny3oh+xnPWHnCPrgBB/XtnHC6KkVBR/Cfg0g4IqH19tyEYzzGMfoc3wEz7r30XXVBTN4KNV6XhUHc2wNveU/CqWpRbVv6iahiXMrXvbigIS6VCg+SBrDWStbdCGpGgGRdUKX27IQZMcCCM8wtjvCs2HqMhB2vYVdmEJMtllHn7YmocQYAjLeblX1dmYUYpXNUgrqGbR7gLUCJt0MFv/Rlrq1vh8XRaaYQlVAIauYTdVpHVvIVRPSBSWPxOqbvLT9jwySjy/eXPxqjrlXp1P12ahmyaaYTJ7Sy45ZV5Kq5XfZ5zXQGBcf7Qq/ZgSbccSHlWn1KPxmX98HLeRAWvMe+GrpLLazY6c8uNOADH842zmmgzKPerxQZzpChxYCge3NlhArzMrv9D60ap0VNU6IGaUevh5x8Hj41uPFTQfZK+HzFWR20xXYN9iyN/5u1xkeFSd4moluB//LlGJDd1ywL79a2ut9KjMXJNpkSiawd6CKhanFPy1+rUOKJpBlaJjCsHPOw+SVeLBq+rkV/j4dlMOAmtv0vykye6DlazYV2LJKoZFimSUeJi7/aDlXFmpQDUk1h4oYWt2GYpusjmrHCRrDqF6rKi+O761vD2bJhiqZUpmCmZtziWv3ItiCJbvLQru817VYFdeJRsySi2ixF0Am2da+7cQKJrBhoxSqnwahVUKX23IQjdMVCHzy55CyjwqmmHy6dpMyjwaqiFjlBzAIZsIXyWqAbvyKll9oARFciILE7dPQzNMPl+XRZlHo8qn41WN4DoQIIa8qsH+omoW7MpHNUEzBPsKq1m6pzBIJgRkko9WpWOYUOKxoqhVKQYHit14dZOPV2ei+78lsIcv2JmPKWBzVjmbMsvwqjqVXo2PV2cAEnvyqywywjQt+W3Th8jeEoSm4pAM2DITyVOE8JZhM1UKK33BvcOrGpS6Vb7blIUJCM0L697GbioIQ8Wn6kipc/GpKkXVCt8Hx4Ngxup0vGo4mWLJaFUsTimMSKTgH0+VPo0tWWUhfdJQUkE1TKp9OjNWZaDqFhE5tx7ZyavqlHjUBq8pPs1g1f4SUg5W+ueCEpwLlT6N4mqFvHLvb96DfZpBfqXCNxutKIF67XrpCsJTirThfRwY6LpFpKi66V+zMoLE7+KUAvYWVFl1Cqxv696yyN86LmU0w8StWGNSiSCneVSdoiqFrzda7aYbBjNWZ6AZIqSvVN2gwj8mVd0MIa1MU+DVDHbkVrD2QIlFRhkm327K4WCFj8JKX8Sy64NmmKi6ycLdBUi6D1GeCTu/wylZRJdZH2Goq7Brlj/yqzfYD3sLqvznCmutm7Mtj9xyT4OJTEWz5lLt88YfAUU3KPdozFyT8YeXfTzhuDbf+1/E0Zgs/q+b7ym6wcJd+dz/3Q7cqsGors14c+pg4ly2MBveo4LmtSJ2LHwY31nPkS1acuMXO0kvdtOucSxvXTGYVokxXDtjA7vzKrlwcDueuaA/sgQOey1b7Mo8+PKyQ9EjLv4YWp9k2bebhuWDZtGjsPZNS9gbcTOc9bjly0OO4K9BN/glpZB7v91OlaIzvEtT3rqsPwkxTlyS8bv7rBG6Cju+Rpp3N/SchHre23y/NZ/pP+7Cp5mc3rMlr1xyEi67Da+q0yjWwfsrDvDSwr3opmDKwLY8f+EA7LIU4utH1Q10U7AstYj7v99OpVdncMcmvHfVEJo4TUsQ/eYKKzRs446ISz5Fat7jT/PRE9gE//X1VhbsKsBpk3lwci+mjugUbg/fAPg0gzX7S3hk9g7uGt+L03u24M6vtrE0tZAYh8zDk/tw/sB2CCy792MyzmuVv6+wmps+3UROmZfOzeJ498qhdGwWd9z49PJpBiv3FXPX19uo8GoM7NCYt68YQlKsI8w/wZ8KzQeVufDl5VC0Bxq1xnfBR5Ql9mbh3gouH9ERmxTux+KPhs8vkN0wcyO78ippGu/ktcsGMaxTk9/P51Z9MHVrTZx3t3VwlWQ45W449Z7IPkYOA59mkFXi4cZPNvLVP0fSNN7FzNUZPD8/FdUwmdCvNS9ffBKyJB03Y/yIEdhDFk+HtW9YvgSH/xPGP2XtIUJYvoJ+vAO2fWHtKafeD2PutHz6HIMolNZ+XMAD3++gWtEZ2bUpb1w+mFin7dj519O8FimStQbfgCvZkFHKHV9upcSt0rdtIu9cOYTGsU5u+2IzSbFOnruwf9ge81eBohscrPDRJM7J/d9txzAFz/99AEtSCnj0h114VIMx3Zvz+uWDiHXYeH/FAV5etBdTwMVDO/Dk+X0pc6tMeHUF5V6N8X2tebArr4KrP9yATze4aWxXbh/XA8MwibcL2DwTaeGDFrnZcyL87T2EZKdCt3H7F1tYnlZMrMPG41P6cu5JbfluYzYXDmmPZpg89sMuHj8nmbiMxdh/vNW6nOs0GnHxTHK9DmJjYlixr5gnftzNbWd056KhHXhu3h6mDGpLx6Zx3PTJJrZkl5MYa+f5vw3g1J4tsLsLccTGs69U56L3NlLu1bnxlC7ceVZPqhWNf36ymc1ZZSTG2nnmgv6MTW6Bwybz6A87ad7IxZ3jejBjdTovLEhFMwTnDmjDcxcO4PvNOTw1N4V/nNKFW09PZm9BFTd/uom8Ch9PTunD34d0ZG9BJY3jnBys8HHHl1vJr/TRrUUC7141hFaNXPy88yDnDGjHS4tS2ZRZxn8uGUR2mYc7vtxKUbVCr9aNeP2yQeimoG3jGGLy1uH68RaY9CKi7UCkb6+FjJXgagSTX0b0GI9wxJFT5qNVUhxL9hQyZ0sur13UC0dlJtJXNeSii2cimvXAsMWwM7eCD1Zl8MwF/ckq9QT39o5N43j7iiF0aR6HwyYjgHeXH+CVRXXLaFZUtgp8mlXn27/YwracChrHOXjl4oGc3K1ZvXuGT7PIyf/7bBMFlQrdWybw5tTBuBWdu7/expUndwrKTqZpadYv2VPIfX45d1jnJrw1dQjxLnvYXh+4rJs+ZzdF1Qov/H0Av+wp5OHZO/GoBqO7N+OViwfiUQ2SYh1syynn5G7Nj8p/kKqbzN2Rx0OzDuX9n0sGEee04bDJ2IUK2WuRvr0OPCXQ5iT0y75Gj23OpsxybvtiC6X+NevNqYPJK/fx6qK9vHlpH5rqBUhfXm6dPRLbwcUzoVXfEBnXpxmk5ldx06ebOFjho2vzeN69aijtm8QS47Ch6AYLdubz4KydIWux3SZz7zdb+dfZvejYNBabLLEps4xbP99CiVulT5tE3r1qCM0TXNgkQJJ4aWEq7yw/gBBwxYiOPHpuX0whGPfCr9x2VjLj+7bCoxo0jXcedv8MEGXbsss5t1+LWuvJJMTf3sXAjiE7Q8eRrlq+Db+/Efb8ZPnJnfodWsfRYeeKp8/vzzebsnl50V7un9CLi4Z2qLePFd1g+d5i7vpmq/+80Zh3rhxKYoz9d5d/FM1gXXop077cQplHo3+7JN69cghNGtCWJwr+Ej6l/hcRJaUaDt2wbuUe+H4Hs7bkhqQ1iXPw6iWDGNm16dEvKEJYB6M1/4WSA2gT/s3MdTk8tyANzTg0bWyyxO1ndOeGsV15dt4ePlmbSZfm8bxz5RA6NIm1nAEaKmz5DObfb91+BCDJVmjtU++zhLOZ50N+rVDMbU6CSz6D+BZB54y6YWKYggdn7eC7zaHfnhTr4JW/92Z095a4ZBHZyfJvhaEhDBVp9s2Qtgjt3DdQe5zLv77ZxoJdBSGPtmjk4tVLBjKwQ2MOlnuZ+sE6CioPqfx3bBrHO1cOoUvzeFx22dJ4ETB9zi6+2pAdfO6iIe156ryeODZ9gLzksVDtKNmGOP0hOPl2pGN0uGooagsGNXF6z5a8dtlAXHZbg4Qe3bCciT75026255Tz+mWDyKvwcdsXWyiqCjWTGN+3Nc9f2J9Kn0arRjHHZOMMOAR9d7l1cKmp3u6wSdw/oRdXndz5qIi2Y4WA5sPjP+7is3VZIWmNXHaeu7A/4/q0OuZE3VFBV2Hr5zD/vrB5b5x8B+ap9/Pp+hwm9m9HkzjHn0P+YLXpvB0HeXDWDjy1TDquG92Z+yf2xiaD7QiJoKOG5oWKXIvAL94bmtZhOFzyKbiSGry2aYbJzNUZLN6dzwfXDkc3BLd/sYVle4tCnmubFMObVwyhZ6tGxxex2RBoPuvg8+XlllZZTbTub+0hMUlWm2auDk3vdDJc/Il18D3KgBiKbiAEEffjxnEOXr74JE7u1vy3C9mGChs+RkseB4078ey8FD5clRHySJzTxpNT+nHOSW1YklLI8/P38M6VQ+jcLP4vI+Trfm2ComqVvHIv9367netGd2HKoLY89P0Oftx+MOT5ZvFOXrr4JLq3TOD2L7ayOasMgG4tEnjnyiE0T3Byy2ebWbW/hLZJMbxy6UCaxbu47YvNpBys4qT2Sbxz5RCauA/g+vwCqK6xzzdqg7hoBrQewE8pZdz2xdZg0qT+rXnxopPYklVGz5ZxNIuzIQVI0QBsTvTxz2MMuooHZu1kW7a196mG4NM1mTx6bh9W7y/mnm8sUqImLhvegcfO7YssDChJoyKmPW+uzOH/TuvG+vRSHvh+B5W+0HcuGdaBx87tY4l4puBfX29jUUqo3NK+iRW+vW3jGJJinby34gD/WZKGJAnm3z6WTs3jWbqnkDHJzXlz2X7eXLqPmsoNLrvMw5N7c8mwjszdnsfegmpuPzOZlxft5f2V1uE+gBiHzKPn9GHygLZUVHvokORAOrAMfvg/8JaFdvxJlyLOeQUDOw/+kMKQTk24eHBrWPcO0pLHw+Wi0x6E0dMwsCGA9/x7u15rb7/r7J5cP6YLa/aXcNWH60OK7Ng0jnevHEKnZvHYbRKzNudwRu9WrEwr5uHZFuFRE1eM7Mij5/TFJkvYaly2mKbAEILXFqfxxrLw9npwUm8uGNyOh2ftxGWXeWpKX5AkHpq9k2835YSUkRTr4MWLTuKU5OYhzt8LKn3c+vkWLh7agQsHt+PBWTuZsy0v5N2m8U5evOgkBrRLIs5pY/X+EkZ1a4bTJluO4A8DS+NIcN932yPm/eolAxnepSmuTe8izb/fSpBkjFPuwRxzN88uSIu4Zn14zTBGdGyEsXEG9sUPh5pfSzKMvQfG3oOQbOgC3ly6j/8sSQtpR6dN5qHJvblseEe+2ZjNQ7N3hpRTcy3+akMWqi645uTOpBVWccGbq1H88tULf+vP5IFtqfRq/POTTWzLqQjJp2erRrxz5RBaJrr4fG0m23IqeOZv/ckq8dCjdaM6ZcSANcHwDvG0S7QjfX8DpP4c+pB/PRGtB2DILutyX/NBwU74+irrki+2Ccq5b+Jtfwo3f7WLNftLQrLo2DSO1y4bhMsuc+vnW+jWIp5XLhmITZKIqbG3B9bRR3/YxZc1zhsAiTF2XrjoJE7r2eJ3kScN03Lo//S83Xy8OjMkLd5p49m/9WdCvzbH1OH6n4UoKXWCIkpKNQw+zSCzxM2Nn2wis8RT53NXjerEw5P7hG2Oh0XAX8Lsm1H7X4avyzhu+3o3v9Y6xNTEiC5NefXSgezMreCeb7eDgG9vHEq3pk7/wjuv7vLaD4MLP4CSNJh1E7hrleOMh8mvQN8L8Akb2aUebvxkE+nF7jqznDqiA4+d0xubJFmHyWN0oBSaF4r2IH11JcQk4bvsO/ZUubj5081hpEwAkgT/HNuVO8f1QDMEd3y1hcUphcF0uyzx5Pl9OX9ge3LKPNz06Wb2F1UDFtHw7wt6cUa3Rrhm/wP2L6m7cp3HIC6eieRM+N2jDQYInEiCQU20aOTizamD6d8uqd4Dkdd/e/TPTzYxtkcL7jirB68t3svby0MF2JoIHB46No2jebwL+UjHeQ0ouoFHMbj5s02sPVBa53Njk5vz+uWDiXXIf3jEEI+qU1ipcOMnG9lbUF3ncwFtRQlw/hmHUF21Ds+zboQ9c+t+rv1QfH+byY5SmQpN5pTk5n8omaYbJpopuO/bcOG6JmrenP7uh3pDtTSjFjxYt0+kmCQ4/y3oPq7eea7qBl7N5LbPN3PlyZ0Y060F27KtG+qi6sh5/z975x1eRZU28N/M3JreG4QkhE7oSG9iA5Wirr2hYHfVta766e66uq6u7lrXLmDvdRWxgdJ7J/QktIT0nnvvtO+PSS4JuTe5CYEEmN/z3Acyc2bmTDnnvOc9b6lbZLj19G5IAojHSxF3NChuyPzGsIDy+GkX1iCY9E/oMxW++SNkfttwvzMSLngNuo4HS8sWMqo9imF98e4aspsYj68akcKj5/dBEGi5YltxG4rdpS9RM/o+iqoVbnp3DVsOlvs9ZOoAw8qj0i0z7aXFXDe6KzNGt69SvS1wySoVLpkQu5XXf9/ND1vy+M+lA6l2q9zx0Tr2l/h2yRQEuG5UKvee07OBIsVQCPTi8mEpfLpmHw9/uRlJFLj99G7cNL4rT/2wnblLswmxW3hqek/O6hGB7atZsPOneicX0cfeA+Pvp9KjM/gfPyPX6kc6RTh59erBdIu24/xiBuz44fBx0d1wXfQu+/RYbvhgM8PSonl0Sh8+WJ6D0yZx8dBkHvlqM58eoZSoT/e4EF6+YjCdIx1I7lIIiuKRr7bwyep9fo9Jjw3hpSsGERdqxy1r3PbBWtbtK/Xujwyy8q8/DGBAcgS3fbCWlVnFjO4WzatXDaHKrbC3uKbWSuiwgs8XZ/SO4/lLB6HqGje+s4YVWf7H1skZCTx7yQCsB9dgfX+af9faqK64L/kYMaITFt2D8NlM/3JRRAqu63+lRgrj1g/WNpq812dMtxheumIQFS6Fy19fzv7Sw9e3SgIPnNOTq0amoOnwf19t5osjFkTr0zM+1LAWC3MYVjuy4R5283trDFdQP5zVJ55nLx6AVRLYX1rDTe+sYU8Tcu4Vw7rw16l9AIHP1+7j3WV7+fclA/CoxjvdV+zfPfm60ancf05PiqtlKl1GnKWusSFNjnEuWWVPQRU3vbe6yXNfPzqFP5/THWnxM0gbPsR1wdsUBnXjpo+2NOqzgm0S/5zei7N7RmD/+kbYMd/veekyAv2Sd9lYqHPduxsprvLt1nd6zzieubg/v+0o4NGvt/hQHBp9cV55DY99s5lnLx2MKMCNc1fz6tVDcFglftp6iD/XWrz6wlCm9uUPQzpT6ZaZ+tISXrhsENEhNqJDbNikw4uxLllF03U+WrmPa06LQzq0CeHTGVCR6/Pc9fsTDQl930os70415IMuI3FfOIeVuQp3fLqVkmrf4TusksDdZ/XgmpGp/P1/xvzt5SsH0zshDKfNyMSZW+bihndWsyvfvzx58dDOPD49A0kUsLSRPOCSVQoqDFk2M7fCb7npAzudFJa+plKqBUyYMIH+/fvjcDh48803sdls3Hzzzfz1r38FDEXRq6++yrfffsuvv/5KSkoKb7/9NrGxscyaNYtVq1YxYMAA3n33XdLT073nfeWVV3jmmWfYt28faWlp/N///R9XX321d//OnTuZOXMmK1eupGvXrjz//POcffbZplKqGVyyyrzNudz/2cYGFkv+6JUQyue3jCLYHqDrgKbCoS3w7jT0MfewO+0KLn9rrd9JTH0igqy8fe1p7Myv5FC5i5v7S9jePc9w22sOexhc9j5U5sPnM30Wcf1xMz/tl7jnkw14AvDf7hEfwuc3DiPUaW8bpZTiQl/3AcK8e0FTcd+1jY8z3fz1my1+lTL1GdA5nI9uGonTKjHwsR8prTeYfHrzSPLLXdz9yQbvag3Ao+f35qr0GmzvTWusrPNFUBT61V8hxPf1mWa6rVA0jctfX86qbP8CaR2CAA9O7sV1o9J8rsTVeFSW7i7ktg/WMqLW/fSKN1awvp6Q7A9JFHj0/D6c3TeeELuFUIe12WOORNU0MnMruPqtFX4H+PrEhNj44IYRdIsLQTxOVmnVHoXFOwv544frGnwf/kiLCeazm0cSHdIOaepLsmH25IDbvXzpR/xSkcziPWX8fXpGw/Tsx5D8chcXvbq0SeG6DqdV4tWrBjMiPfrYKs4+utIwzQ+EEbfAOf8wVpGPQNONmDBXvLGcwkoPOx6fzFuL9/D0/O1+lbz1OS01kg9vHNFmQugx5Zs/Goq8QBhwmaF8erYnVOQ13j/6TjjjrwGPFzUelR+2BD4e94w3xuMQRwv6Zl033FjmnkfN7ZtYtdewTD3Sqs8XyVFOPrt5FJVuhTOe/Y2x3WN4d+bwwK/dwXDJKuv2ljA0NYqr3lzBiqxifvrTOFbnlPDIV5sbWMD4o29SGB/eOIIHPtvIvM2Hv4Gz+8Tz+jVDmTlnFb9sMxaNTkuN5P1ZI7jm7RXexYorh3fh8Wl9EZ5KAfcRSsHOp6Ff9z0bD1Yz7eUl3s2SKPD3qb25qLuE/cV+h+/nxqXMzwvl3s830yM+lO/uGMvVb62gS1QQd5/dg4tfWdakUqIOu0XkP5cMZHT3GL7baFh9BnLMsxcbiqcwp5UBf/vRu+/pP/QnPTaE6+esoqzGGBM3/uUsNh4op6TKTVyYgxvmrm5kheWL+DA7784czk9bD/Gv+dubLJsU7uDTG4bQaeOL8Psz/gve+Bu6xYYwd2qTcpF681K2aZ256s3AxvboYBvvzRqOAEx6flGDfdeMTOH207tx6evLm1wQrcNhFXnp8sGM7hbDloNlXD9nVUDPKyHMwYc3jmDeplyebuZ5gaGU/PyWUSzaWUD3+FDW7S3h4S9b0BZuGMGWg2VEBNlYkVXEFcO6+Fxwc8kq3244yINfbAr43J/eMBRryW6WlUdx0/sbqfERw+qBST2Z2UfH9u75vvvkI3FEIF/+Kd8XxXPnJ5v9FosNtfPezOEs2J7PP+dta7S/ri9ev6+Uuz5exwc3jKBLVBB2i8gjX2/hveU5Ps7amCn9E3nxisG8smAXz/60g8emZTCiaxS6Dl1jgxEEgQMl1Vz86jIW3zsaYfVbCD/+n+Fq3hy1/YlL0XHOvxfWvYv6YB4v/JbN87/sDqh+Y7rF8M71w5j68mK2HiznL1P6csnQzvy2o4A7P1ofkDyZHhvM57eMIiLIFtA1m8ItqyzdXcSt76/1+T0cSZeoID6/ZRSxoe0gy7YRZva9FjJ37lyCg4NZsWIFTz/9NI899hg//XR4Fejvf/8711xzDevXr6dXr15cccUV3HTTTTz44IOsXr0aXde5/fbbveW//PJL7rzzTu655x42b97MTTfdxHXXXceCBQsAIyPHhRdeiM1mY8WKFbz66qs88MADx/2+T0QsooBb1gISgAFyy1wtW90XJWNVuboYYd9ygix6QAopgNJqGUkUWJ1dzJqcEjRbiP+VgCNxlxvai33L/RaxFG41gkIGGFAwt9SF024Fva0CKosgVxuKO4CcpVS7lYAUUgD5FW6sosDu/MoGCimANdkleFS90QCxKrsExRIcmEIKoLoYLM5jqpCqo6gysOxVug6VbgXVz2zYJgloOrhkjQ37SrFKIofKAwvqXJfpcE12Cc5WWrFIoojDKgUktAIUVnoItknHTSEFYLdIqFrj78MfB0trWjbxbUvsoS1q9zISy3IqqHArAQkpbUWw3UJuaWDfWY2sIggCtmO5Wie7Gk9ym8Jd4deaQBQEgm0ShbVt1KOoVLrVgBRSAMVVMpwIS3aeanC14Jm5yqE4y//kx10BSuDBzyUR3EoLxuPympa7RgoC2EOgMh9HxT50CEghBcYYGGK38HOte1Z5jXxCBz+3SiLFVR4UVfdaSazZW0KNRw1oogxwqNxFkFViTU7DBZUKl5GtbNHOw2NtcZUHXdfZVM99p8KlUJO/23dbrSoAQeLfPzacBKuaTo1HQdi7rMF2y94leGQFWdXZeaiS8hqZshqZ1dklBNksHCwL7Ft0KxoeVUMS4fcd+c0fUHuMW9XYX1LDquyGFkyrs0uQBLwKKYC8cheiACv2FCMgBKRgAThU7ibIJjW6hi/yyl2EOixGopumyF4E1ublIilnCc4WjO1FVR6cNonlWY0tqtbklBBst3CwNLB34pI1NF3HbhWxSmLgz6vCaLNNWZXVJ7fMRZBN4uPV+1idXUJ1C9pCbpkLp03iQKnLOLaJMUISBWrklp3bbrNi2fMzaKrfsX11TgmqNTgwhRSAqxRZsLI8u6zJYgUVbpxWidV+vru6vvjDlTlemS67sJIqj2GJGShG8gCFp+ZvR6nNXrciq5hgu8W7wBbisJJX7qKwvMbwQglEIQXe/sQiCkab0HXc+9ZS4QpcTiqrkan0KOzIq0SrlcVFQUBpkTzparOYiHWx2wKV9XLLaggJ1KjiBMdUStXSv39//vKXv9C9e3euueYahg4dyi+/HDaHve6667jkkkvo0aMHDzzwANnZ2Vx55ZWcc8459O7dmzvvvJOFCxd6yz/zzDPMmDGDW2+9lR49enD33Xdz4YUX8swzxsrHzz//zLZt23jnnXcYMGAA48aN4x//+EdAdXW73ZSXlzf4nUpYJJHJ/RIJ1EvprD7xfjOI+CUqDSJTYdfPxIUH0yM+JKDDOkU46ZMUxk+Zh1i6uxDdFgpJgwO7ZnAMdBkJmf6tBCy2IM7pmxiwi9bE3nF4KkuaTg3eEiw26PcH75/2zC+Y1j8+4MMnZSRwqNzFd5saT9jnbc7lrD7xWKWG97ZwewGW8CSI7RnYRSJSEKLTmy93lCiqzuR+CQGXv2BQZ7/KUUkSGd8jFodVpKRaZsWeYiZlBH7uSRmJHCp3Bays9EVaTDCdIwMLFN8tLoT4sGMQq6wJJFHg9F5x2AP0rx/XI7bNUj63GFsIdBoSWNmgaOwpQ/lhcy7TB3VqtWKxNUiiwMj06IDKBtskRqVHH1srLlGCvhcGXr7fpYZrsx/iwx10izP67kq3wgWDkgI+9eR+CQELrO2K1QH9Lg68fJ+phqufP/o3/UyPxGaRODcj8PH4zN7xTaai90twLMT3RVj8LKPTowkOULE1oms0oiDwr/mGkuS8/oktv3YHoq4f/G1Hvnf8+WFTHue0YLw4u08C6/eVkn9EnMJz+yWwt7gaTz0F46SMRH7fWUBVvXc2vV80zq2f+D5576kgV/PbzsZKjakZsdgyv2iwzZL5FZP6xiEKRka2nzMPMTkjge2HKsgvdzG+R1xA92STRM7oHYddEgOOwWKVBM7qHU9MiI0fNjdUCPy0NY++ncJJDD88zj3/806Gp0WzZHchg7tEEBugFW6/TuGEO60s3eXfda6OoalR2FEax307kiXPQ1gActGS/5ASHUSXqKCA6tq1Vg54ZUFjK5QtB8txySpju8cEdC67RWR8z1hEQaBfp3CigwOzMhnQOYJwp5UVPhRjvpjYKw6XbASq/mFzLpMyEgIOK3p2n3g27i9jXPcY5m3OZdqgTn5jO1olkSn9k1p0bvfBLQjr32NU9wS/fdbinYWIQVFG/NhACE3A3qkfPx4Rv/VI+iaFERViY9HOQp/7z+wdT7VH4btNeXSvlen+NX87TovA1AGBj5Xn9U9skKjlnIwENh8oIybk8Pt2WESGpETyv8xS6HdJwOem91RqqiuRSw5440sGZX7GhRlRAZ9ickYCv2bme+Xj6bXv+Ixejecb/hjfM7ZxZsVWIooCY7rFBCzrjU6PgfbNg3PcMJVStfTv37/B34mJieTn5/vcHx9vTML79evXYJvL5fIqiDIzMxk9enSDc44ePZrMzEzv/uTkZJKSDjf8kSNHBlTXJ598kvDwcO8vOTk5oONOJhxWo4MLhOkDk1o+0VM9tcJVDcrOXzk3QIFvUkYCy/cUUVotI6s6P2ceQu97QWDX7HU+HFjj38JCskHnoVglgWFpgXXI0zOicVpFY5W5jRCCoiGhtj3s/oXYUBs940MDOnZyRgIxIfZGAiDAhv1lCNR2wPWokVWW7MhD6z0tsAr2ngJqGynhmsBhlbhgUOeAynaJal4olFXNK4DXCVaB0CshlPgwO93iQ45KoeFR1ICveW6/hIBXC9sSTdcDFojP75/YjrFjBOgTaLs/jx0HCimvURidHnPcXPfAsDqd0j8w4fP0XnFHpfQMCMkKfacHlqjAHgapo5osoqg659ZO3B/4bANpMSEkRwWmeL1gYKfAXb7bE0GE7k3H1vIiWY1saVu/9r3fGWnEN2whNovIaamBjUlTByQRZGtFu9RV6DMNNnyIW1aZ2CswZcV5/ROpdMvUrUtNG9jphA8cKwoCWQVVTM4wFGxLdhcSarcwoHN4QMdPykho4LYHRpM7v38SX69v6HI8+YiyTqvEmB4JCH4Um3r/SyjyNFY+9E0KIyLEAXsWNNyxdxk2ZK9M88PmPCbV3td3G3OZMiAwJeLobjFGKvWC7ZwX4GLRqPQYqj0qqTHB/LS14QS/pFpmZVbDxaHvNuVR7VEYmBzJ2r2lnNM3sAW5c/slsi23IqD+8/x+CYjbvmnekiS2J7riRu89tely5QdxlRcxuQUybH65m0MVvmUoURA4t19g72Rcj1jq5vEuReXsAJ/XpIwEVE1ncJfAZPwpA5KwW0REAZbtKSLIZmFg54iAjp1cq0CxSCJFlW7im3GRCrYHfu4L+kURlPkpFO7EU7KP0/30WW5FY0HmocBl3F7nszknnyI/8aTqmJSRwIJt+X4XV6YOSKKgwrCUrluE+W1HIVmF1YztHhuQPCmJApMzEtmRZ8RFGtA5nFC7hcRwe4NFQR2jHbyycBdEdIaY7gHdqt7/EkpkK87Mzw5v3PYtfbrEBawUrt/f9YgPOfyOhcbzDX9MG5jUpvE0FU1jfM/YgMpOGZAUsPLsROfEHpnbEKu1YRwWQRDQ6mlF6++vmzT42qa1kSa1KR588EHKysq8v337/AdzPFkRBYHzAphMhdgtjOjaitV9q9OIvQE4Mj/jggC18pMyEhooXDYcrA58Fbv3VP+TBYCuEwBjEJgSwGpvkE1iTM9EBGdEYNcPFF1D71M7eMo1qDt+9k78miI2xM7gLpHkV7jZmtvYuq9nfChWSWCSj3N9tbkIV+/AnqM+4DLD/fI4EKh10eSMhGZdRhwW0SuAz99yiMFdIgMadCdnJPD7jgJGHaVCw2mzcGGASramrL6OJVZJ5PwA2r1VEji7T3z7KaUstoDbfU3vP/DFphImtOFKXKAYVqcJAVm5TBt4nKy4rEHQeVjz5Xqc06wFaH3F8W87i6jxKEzq23zf2SUqiNSYwK2F2h1dg/SJzZdLGwfuSji41vf+nuc2zBLZAgKZqAbbJEZ3i2ld8HiLw7DiApzVB5gSwEq+KMB5/RKZv8UYk3snhhIVoLVGR8YiCiSEO+gaG0xqdBCyqvNT5iGvkqopIoKsjEyP9j6TOgYlRxJkl5i9OMu7LTnKSY/4UK/rI9RaDJTlQkHjGDWEJUFcH/76beM4N+f1S0QtPdC4zeoa4rZvOT/DmLD/tqOAuFA7vRJCmbc5j9N7xgXkMjy5XwJWNOxbP2dCz/iALGonZSSQXVjFst1FDdz06pi3OY9zj3imBRVupg5Iql04Ckw5M31QEnZr8/URBDh/QBLWnT80W1bpfQG7S1Rvm2iK4D3zuGBQpwDr2onfd/p2CeyVEIrTJnJG78AsTKYOSPIqgINsloAX8QwFmh6QVaPTKjG+Ryy6DqelRhmLwVsPBbTAFua0MDI9BodV5MethrVhIIttgdQrzGlhaNcE2Goob51bP2Nahn+r5K83F+Lq/Qe/++uj9ruMLzY3H8v03IxE5m32vchd1xe/9tsewJDpsouqUDSduz/dgKxqTAhAaTIsLQqLJHD560b8uMkZifyUeYipAzs3sDhzWCWmDkiisMpDSVkFeiAKuLBOENeHmFA7Qv2wJpX5uPavD0gp3DM+lIRwB7/VuvROzkj0KumskhDQOGK3iJzeM65Nw1U4rBLTBjZ/bUkUOCcj4cSIbdkGtOoux48fzzvvvENNTeBxB041evfuzZIlSxpsW7JkCX369PHu37dvH7m5hzuM5cub8SGvxW63ExYW1uB3qmGVRKYOaN6MduLRrO7H9jI6xZ0/0jk2grRmJilxoXYGJUc0MKmND7NDfcsifzgjjQnDkRmR6tPvYpBsWCSR8/o1f+8TesYi15T7z+DSWiz2BoKQPfNzLhjQ/OBwTt948ivcPl33AM7rn4AOnNMnoZF74q+Z+dhi0yCqa9MXCU00ApwfJzyKGtBE4KIhnZuNoyJJImf2jscmiRRUulkX4Ers5H6JHCitQW4DK5ZeCaEkNOOW1xJXgLbGKomc3bd5gdhY/WrnlaVAzPEdEdjSRjOv1nWvPRR9Nkls1vLSYTXcS4+PFZcQmAtf/0sCUj53iQoiJdoo51a0gCZnkzMScB3H2F5HjWQPTAnaZ7oxxvgLmtL/sha57tVRN+Fo7vM4vVfc0cVzCjdW2MXlLzOhZxyOZib6p6VGYbeI/OP7Wte9folo7eXS24ZYJJEz+8SzZFehd/z5YXNeQO7kZ/WOJzO3vFGGvvP6J3KgpIbqet/95IxElu02rDjrmJ4RgyPzU98n7z0F5Gr+t7GxJfS0QZ0QQ2J9WkFaM7/k/Iw4BKHWamR7PpP7JbLpQBllNTJjmrGOtYgC5/RNwGkToSofWdUY16PpCbVUe0xEkNWn5TbA/C15DE5puDj02m+7GdM9ht93FDC8axQRQU0nFumVEEpMiJ2eCaHNxoUZ2DmCYJul+X5NEFB6T+elBXuMUBPNyUVr36V7fChJ4U2P7Z0jnaTHhvDygl0+95/bL5HfthdS7VEY1YyFiVUSOLN3fANZbkhKJOHOpp9X36QwYkLsrM4u5vz+Sc0umIzvGYusaugcVhbN25wbkJL8rN7xbM+rYEz3WH7YlMdFg5tfbLNZRKYNbH4MOat3PO78XVBqBAsXMr9mfK8Ev32WEaYi0Zh3NEVQNGLnwazY07RrY/e4EDpFOlm43beCcWKvONyKxser95NaK9P9t/a9b9xfht0iBuTCd37tM68Lrzq5XwLr95aQFNH4Wwt1WBnQOYIfdpQHpEyl9xTc1ZVGn33EcwnK/JQL+zVvLHBuvwQWbCvAJRvjzgWDDltAW0SRczIazzeOZEz3mIBjUQaKKAhM7Nl8OIrhaVFGPK1ThFYppQYNGsS9995LQkICN9xwQ8DKlFOJ++67jzlz5vDKK6+wc+dO/v3vf/PFF19w7733AnDmmWfSo0cPrr32WjZs2MCiRYt4+OGH27nWJxYhdgsDmjGjPaoYLYrbELLcFci7f2dyRtMKgnP6JrBmb0mDoOjnD0hC0DXD7aApek6GQ5uhdK/v/aIFep1nxFwBnDaJIc2YNk/LiMEhaG3quleHEFpv8Nwxn6TIILo2o7SblJFIVFDj2A11TK9dRRMEoyOuT4VbYeWuPMOarCl6n28ESz5OOG0WLhzctICSFO4gPTawd6DpulcAD2QlNj02mJSoIFKig9tEoeFW1GZjk0zOSDj2blxNICA0KxCf1z+Rds+eG1C7n0T2oWIKKtxM6BF7XAPH1yGKglew9Mf44xmfy2KDfhc1XcYaZFiOBvC8PKrmdV35yzebA1K8Th90grju1SFK0GOy4Z7XVJle5/mPJxWAO2RTBNslBiVHNFlmyoBWuNLXR5Wh9zRY+TpKPXdnf5zbL5FKt+INij69iXgxJxo2SWRHXqXXIuT3HQXEhNjpk9j0IuWR1tx1TBmQyPebGm4/0nXPbhE5vXc8oj/XvX6XUKY2tu7tER9CbIgNGYtv99Cs3wmyGNZaUKtgq72v7zflNmsZPqJrNLquo+74iZoe09hysLxZS5lhaVFouk63uBB+3OpbJimocFNW42mwOPTx6v24FY1eiWFsOVjOWX2algsnZxhxurILq5t1OZ2UkcDO/ArU5kI+dD4NbMF8tymX8oqK5uWipAGGlWgzz2RSRgKFFW6/2VgvGNSJ3LKaWhfLps9luKI33OZW1GafV53L2ZPzMgMK0zGlv+FWZbdK3nhPi3YWEhlso29Sc20hkfX7Sgi1W9hfUk3nyMAW2yKCrM2ee3r/WJz1lbeHNqNWFDDej7K0LkyF3pzM0Ot8dNnFoC4RTRab3C+B33YU+E0IMWVAEiVVxlxlckYiLlnlp62HQ9bkltU0G8NTqLVE3V9cDUCfREOhGB1sR/GR+ELTdCZnJPDywl0QnW7E7W0Cvd8lFClWI9tvreeKl8xvGZCWQGQzSuFJGYn8UGstlhYTTPIRC6oWUWg03ziS+hZ/bYmm06zCfUr/pFNKKdUqqeu5557jmWee4ZtvvmHu3LmMGzeObt26cf3113P11Vd7Yy6dykyfPp3nn3+eZ555hjvvvJO0tDRmz57NhAkTABBFkS+//JKZM2cybNgwUlNTeeGFF5g0aVL7VvwEY9bYNL73Y3kjCkYwuVav7tuCYOj1UJGHo3Q3lw4eTHZRtd/il56WzNbcMq8rW3SwnZgQu5GeaOAVkNdEiuKhs4yscX2m+94fnQ5CQ2F61tg04sJ8u3cJCEzonYh4rFK3awr66DsRdswHQMndys0T0lm43XfWG4soMqJrFGU1MkkRDpIiGgo04U4rSREOLKJIeY3MdaNSG61A7ipRGTrgamwl2X6rpQ+5HsF2fK14esaHctHgTn4zaYxKj8GjaAFlnLJKIjNGpeKwirgVlRFdo5g2MMmvFdSEnnFszS1nbLeYNlFoOG0WrhjWxRtnwBeXDetyXINxH4kkwnWjUgm2+6/DpIwEnymdjysWOwy4HHI3+i0iD5nJ5nwPt0xIDziDZVtT5xK5dLf/lderRqQEHGC+TbCHw4hboNxPfL2EDFAVI85eMzitEpcN68Le4mo0Hao8Cred3o1le3wHfw2yWegRYIy8DoUgwOg7odC3lQNRaUb8qZB43+NM0iBjIaaVGYY0XWfW2K78b+NBn/sFBCb0jG0QELfFWJ0w+Boo2oVNLuPakSlNKp+nDkhi+6Fyzu2XQITT1qwy8kRCFAV6JoTQNymMi4d0psqjsOVgOTeO6+pXySIJAmO7x7JoZ0EDl/v4MAeRTht7Ciu8251WiX6dwvlw5V7vtu5xoWjuKohMM371sdggaRDzVu1r5M5/Ru94duVXUuNyMXjk7QihDYOdA5C3kVljUvnfJjtWSSAlOogrhnWhtNrDpaclNxki4IJBnRF0DXv5PtTTZrFx6V4uG9aF8/olovtJoTl9YCfyy91Ue1S/lqKhDithDiuXnpZMcfXh+D01HoVrRqaSVVjJ5ad1ocrtP6vcH4Yks+lAKYqmc8XwLk26aE8ZkMTSXYX0HXgm9L3Ar0Wj3vcCiqo8nN03ns0FKqMGX4PQlFw0eAYIxtid10RW38tO60JOcZXPZx3htJEY4WBAcgQLtudz3ei0Blkaj+TSoclYjrBoDrJZuHpECtUe/89r2oBOzN+aS2pMCKqmM3NMGrF+4jwJCJzRO85r6RJsl7h+dBq5ZTVsOVjGDWP9twVREBjfI4ZFOwvZcrCMWeO6BiynabrOjeO6NnKBrX/ukd0TELIqG/S19vwNzBgx1K9lTlaZwoRBV0HBdv8XP20moj2Yq0ak+HQ5reOiwZ35dVu+z3dp9MVxfL1+P+f2S+DS05Ipq5Y5s89hpeknq/dxy4Ru3DIhnR2HKnxeo1NEEE6rxOu/7+Dcfgmc1TueLQfLuHCIb4szh03iwsGd2bC/lJrqSoLG/Al2L/BxZgz5KWkgUYrR1xHf15Cn6nl+uIv3c9vp3Vi717crY7jTSlpMMBZJ4Nx+CYzvEUeNrDawWLSIAtePSWvS4vGsIyz+2gqbReS6UalNylbn9k/E0u4rrMcPQdeP3igtPz+f119/nSeeeAJVVTn33HO54447mDgxgBgHJkdNeXk54eHhlJWVnXKufNUepcnJnEUUjs6CRK4BzVA2uLCh+LiWphudlSQKaHpDEcgmicb1653HJ4JYK4A0dTMOkA53ptUeBU31f06LqONAOSaWUgCauxJv9yFK1GgW77PwhSgY8yZVNxyrdIx/65SGttqsOa7alLvakV2TDkGijKCr3uPrIwCiZDEmLscRt6I2mQ5dgBZZXVS5FdTaexcBDXzfbO0/FlFEEGgz1y9XMymPj7pNtQGVbqVJNxyLJLRZ+t6jorbd6+i++ylBwoUNHXBaRaR2ihvQ3DuXBENhedxQPEayiaawBkGAz6v+/TktAtWy1qQ5viQKJ5alFBjjS5Ou2hog0eQYYwsOLMi8HypdcpPjcZs817qxVJCo0q1NWvBJotBoPD7Rg5zXx5B/DvctkiigaXqjb1sQDus3RAGf70gSQNd16qtMRIHDBwoi6BpOUUXUD0+GG4zFgkSF1liBIAqC8Vnp4MDFkd+gAOiCiFu31ru+0OC+VF338+nqiIKARQSr5kITJNyahCCKNGXQa8gjAgJ4+wZfz0YSQBcEdP3wc7VIoOuGvGfEn/VRsdr7lUQBVdMRBPyXrb0PSRTQNQ2nqCDqRypu6j1pQcSNA6X2mQRLMmj+FT0IFqp1GwhCs+3lSBm2Pg6LhKrpqLqOAF455chaCoKAJAg+FTw1HtV7nO7jWpJwuM1aJZAVGsuC9bCIAkG1fYpbVnHXvnRJqHcvfg6v0zOIooCut0xOq3YrxvP3g03QsOpHjGF133it8KsjNKpasCAbSR1qkY7sj0UJrE5qZLXJdylA0++6VhYH470LPr59i0CDTJy+sIh450UiIDUjj1a7FRRNx2YRsatVNDUeaYIFWXQY51LchqVsfUQLlerh/lxHaNT31W/TgmAomhvV6VjPI5ugxqPQ1CPuCPJ2WxConuKolVIrV65k9uzZfPTRR4SFhTFjxgwOHDjABx98wK233sozzzxzNKc3CYBTWSllYmJiYmJiYmJiYmJiYmLSsQhUT9GqJaP8/HyeffZZMjIyGDt2LAUFBXz44YdkZ2fzt7/9jTfffJMff/yRV199tdU3YGJy0uHPUqopC6pAUJWG/4KxuqkqxrmP9vxHieJnuVI9zpnGTALH37s52nfm61tQNe2kCD5scmLhbxXZ7JdOLPy9x2OVyVJRffdX/sa544Wv6+u63jb1Uv1Y4dSTLfw9b6/reYDyjz9X9eOdmbSO5sZCX8/X3zfS1tRd58g61P3t71mafVxDfD2nliaO8SfHtHe/cDLTFu/NpGPRKqVU586defPNN7n22mvZv38/n332GZMmTWoQu6d///6cdpqPgIYnORMmTOCuu+5q72qYdER0rbH5qeLyBi9vNZLFOK9kMUxcNdWwU9UU49xtnTaihXhUrdHEwSWr7eaqZNI8kmjEtKqPR9GOOvuaRRLx1DuvomrGd3DqxHE06SBIooBbbjwhNudrJxaSKDTKlKioms9Au22BqumIYkM3KLestnvcD4skNvieVc3or9skKYXqaeweJjeUXSyi2OA91E3QvZNEsdYFpz6Ku5H8U5edsf4E3yWr7ZYSXRLFRhkjPYrmlV+OHNNkVcMiiUfjBRswSu236JI1w1VN173foktWsUqiKXsFgFUSkeu9Y1nRsLawPaua4QZYX3nqVtq/XziZOfK9eVrx3kw6Fq16e7/88guZmZncd999xMb6ziQQFhbGggV+ApiZmJyKqDJs+PBwrBTFDes/OvrzVuRBcRYU7TICJMo1UJwNrhLYs7BBHKr2QNfhy3X7vYKdW1b5at2Bdq2TSdMomsYXaw9435msany+dv9Rr0LtOFRBdmE1blnFo2jkV7hZsaeoXbLOmZh8sc7HN25qpU44vlx3wKtEl1WNL9YdOGbZIq0WkV+35VNa7UFRNVyyytbccg6U+E+CcjworHSzdm+JET9N1ahyq/y4Ja9tlDm6Bhs/PqxUUtzG3/UorvKwOru4Nn6bRpVH4YfNeYczRx0p/6iehn/XIokC32/KpdpjxMxxySor9hRTVt1MjLljhKxqfLZmn3fs8yhGP1HXb2zPqyC7qG5MU8kvd7Mqq/ioF3ACwSaJ/JJ5CFXX+N+Gg7hkjaIqD1VuhV+35eOSVRZuz8etqF6F1f82HKQNQgmfVGzcX8qB0hrciopbUTlQWsPG/aUtOofNIvLb9nxKqmTk2n5he14Fe4vbt184mTnyvR1sxXsz6Vi02lJq586djbbv3LmT7Ozso62TicnJia7BjvnwyTWG4ujHR2DV680H9G0OiwN+/osRiPTtc2DfClDd8PoEYzWzA7Amp4Sr31pBlVvh1d938+xPO9q7SiZNICs6n67ez8NfbsItq9zzyQa+25h71BM9SRC44L9L2HSgjJyiKqa+tLjJANsmJscKj6IxZ0k2T3y/FZescst7a1iwraC9DUtNWoim6byycDf/+WkHNbLKzDmrWLrLfybJo0UUBCpdClNeXExeuYvle4q47PXl7Z7t02ERuebtlSzYlk9hpYcpLy3mUIWrbQK7C0DOMnjvIvBUwaJnYeGTDa9vFZkxexU/bc2jpEpm2ktLyC2rOWy5oMqGIuvr2w0L8a9vg02fNnINtEki+0tqmPbyEkqqPPywOY/r565qt2C/iqrx5boD/PnzjbhllXs/3cA3Gw56LWIkUeDC/y5l88Fycoqqa8e046PYFkWBcpfM0l1F7Myv5A+vLsUmiXyxdj93fLgOh1Viw75SrnhjBVVuldlLs3nsu63HRWF2ojHt5SXsPFTJrkOVTHt5SavGgWqPypQXF3OwtIbV2cVc8toybKblzjFD1w+/t521783kxKZVJhQzZszg+uuvp3v37g22r1ixgjfffJOFCxe2Rd06PFVVVdxyyy188cUXhIaGcu+99zbY73a7efjhh/nwww8pLS0lIyODp556igkTJgAwZ84c7rrrLubMmcN9993Hvn37GD9+PG+++SbJycntcEcmxwxdN9KXOyNg3XvwZCfDzS5llDerDUIrBi9NBXsoDLzCUE7J1fDehYZJvKYa11OVdrWWskoi4U4rK7KK6f+3H1E1nfTYEG82m6NKEW7S5ui6jkUSCHda+XTNfq/Vwbn9ErCIInptxqGWomgaIQ4LVR6Vi19bhoCRFSXMYUWpdXkwMTkeaLqOKEB4kJW5S3N4b/leVE3n4qGdsUqt/8ZNji912bXCnVZe/W0PbyzKQtV0rhmZcszcOBRVIzLYysEyF+P/tdCrqA+ySaia1i6uUaqm4bRZkFWdW95f6834FhVka5u+1Su7LIJ/JhuyRWwvQ27RjbyODqtEqNPCHz9c3+D6qqZjEQGLDRL6w8rXYfNnxjl6nWfIJrruzfqo6TrRwTZ2F1Qy/MlfUDUjK53devyfrzEWGvLL52sP8NX6g3SKcHLpacnYJBFF1QixW6h0K/zh1aXHfUxTNY1ByZHIqsaB0hq2HCz3PrNwp5FlbNrATujAbR+sZevBcsJqs4/VPddTHUXTCHVYKauRmfLSYu87DHVYUDQtYEtDRdWICLKSV+5i4rO/HdEvmM+6rVE0jTCnxfvewOhGWvreTDoWrZqprlu3jtGjRzfaPmLECG6//fajrtSJwn333cdvv/3G119/TVxcHA899BBr165l4MCBANx+++1s3bqVjz76iKSkJL788ksmTZrEpk2bvAq96upqnnjiCd555x1sNhu33norl112GUuWmBrfEx5NM1KWl2RD1iIoyITt82r31cYgOLgO5j0AcX2gy0iI71MbC6qJpqnXX4XTDeurwh2wdm69a9ee/8eHoduZEJ8B6WeALagt79B39WondHllLpbsKmT7oQq+3XAQOByUNqeoige/2ESvhFAGp0TSv3NEuwn0JocF1F35lazMKmLHoUpWZRd79wEs3lXIP+dl0j0+lBFpUaTFhgQkbCmqxu87C9l6sJyVWYYFQ/3s3n/9dgvjusfQOzGMcT1iT4r0tyYdj7r+ZXteOauyS9ieV+E19a/7xn/JzCfMsY0e8aGMTI+mS1QQWm3cFpOOQd2EY+vBclZnF7P9UAU7DlUAh9/jvE152C0SPeJDGJUeTafIoKNWNFa6FRbtKCAzr5wF2woaXA/gro/XM7hLBBmdwhmdHoMgcEwVm4ZiVWDJrkI2HyhjQz23lbp6vbRgF5l5FfRKCGVs91ivoqJZ6pREZQcg63fI3wqbP6+9cK1sUbwb/vcn9Lg+aJ2GYek8iA+uP43JLy71Xv+/C3ezs6CSXnHBjO0eQ/jkp6C6EDZ9ZpwjaxFs/gIGXEZptYdFOwvZllfBj1vyGtyHqun88YO19OscTr9O4YxMjzlm7bJuTNtdUMmKPcZYuHyPMRYmhjv4/f7T8Sgav2zLZ+ehSlb4GNP+8s0Wxh7DMc0tq9itEkWVHlbnFLOnoIp5mxs+s7IamXs+WU/vxDDG94jlnrN7cqjcxah//sL9n22kd0Iog1IiGZh8aspeHkXj950FbD1YzrLdjd/hw19uZmR6NH1q36E/i8Mqt8KinQVk5lawcHs+0LhfGJoaSd+kcMZ0i0E8xv3CyY6/91bHQ1/UvrekMMZ19//eTDomrXpbgiBQUVHRaHtZWRmq2r6Zvo4XlZWVvPXWWzzzzDOcccYZ9OvXj7lz56Iohiny3r17mT17Np9++iljx44lPT2de++9lzFjxjB79mzveWRZ5qWXXmLkyJEMGTKEuXPnsnTpUlauXOn32m63m/Ly8gY/kw6IKBqueSHxsHcZLHsZqo9wK5BrYNWbsP17CE2oDXzejK5YEEHxQNFuqMw3LKRWvQk7f2pcdv9q47qe6uNmLSUIAoqqERVsY/PBMt5YtIfcsoZuhIqm89GqfXy3KZf4MIcZfLOdkUQBj6IRH2bntx0FzFmaTaW7oVtFeY3C20uyWbqrkLgwR22w1+aFK1XTsVtE5i7L5vedhY32r8kp4a3FWXgUzYwtZXLMkEQjEHRcmIOftx7i3eU5uOSGbjbFVR7eWpzF6uxiYkPtyKpmKqQ6GHUBtePC7Mzbksf7K/biPiIQdUGlmzcW7WH9vlJiQoz3eLQTQbtFpKxG5s1FWWw6UNZo/09bD/H+ir2E2C142uB6zSEKRoD3iCArH67cy/eb8hqVycyt4I3f91BY6SbIJgUeS0gQDAvr4Bhj4WzZi1B+sGEZVYY1cxC2foUaHM/a3bnMenddgyLbDxnXP1ReQ5AVtHkPHlZuAbjL4atb0NZ/SLDdQm6Zizd+38PO/MpGVfp2Yy4fr9pPdLAdl6wes3ZpjIUqcaF2ft9Z2GAs3F9Sw4y3V1JS7cEiCsxdls0iH2Pa6pwS3lqSZfQfx+A7EEWBDftKCXVY2Vdcw+u/7yGrsKpRuc/XHuCLtQcIc1rZtL+MK99cgarBJ6v38c2Gg8SF2k9Z2UuvVT/NWZrNsj2N3X2X7SliztJsEA6X9YVVEqlwKby5aA8b9jfuF37dls97y3IItklt0g+d6gT63gSafm8mHRNBb0XEuylTpuB0Ovnwww+RJGMFQFVVLr30Uqqqqpg3b16bV7SjsWHDBgYOHEhOTg5dunTxbh80aBDjx4/nrLPO4vzzzyc4OLjBcW63mwsvvJCPP/6YOXPmcMMNN+B2uxHrDQqRkZE899xzXHvttT6v/de//pW//e1vjbaXlZURFhbWRndo0qYobkNxNP+hxvuGXAfn/gukAFcx61Bl0FXY+TOkjYFXRkPZ/oZlJCvcuRGcUWB1tL7+rcQtq/ywJY87P1rfaN/kjAReuHwQkiCYE78OhKxo/OvH7bz++55G++46szu3TujW4tUnj6LiUXROf3YhBRUNMzA5rCKL7p9ImMOC3bSSMjkOyKrGX77ewgcr9zba98j5fbhqRBfs7RwjyKRpdF1H0XQe+HwjX6xtnDjjyQv7ceGgTm3ap7hklcIKN2P/taBRzJnU6CDm3TUOiygc1wxQimpkXpv28hIycxsvFv/4p3F0iQpqvbWO4oItX8OXNzbe1/dC9AtfR0Vi+stL2Hyw8QLp93eMpWtMEI7Vr8GPPuSfsffC+AfAYsMlq+zMr2TKi4sbFevfOZzPbh6FKHDcXL09isZ/ft7BKwt3N9ge7rTywazhpEQHc/ozCymobDymLX5gIqH2YzemuWSVkmoPFS6FAyU1XDdnVaMyI7tGM/u603j1t9289Osub/zGM3vH8epVQxBPcdnLrajUeFTG/WsB5TUNF+HCHBZ+v/90nDap2bHAJasUVXkY9/SCRnE3k6Oc/HjXeCRRMK122ogm35vTwu/3BfbeTI4f5eXlhIeHN6unaJXpxFNPPcW4cePo2bMnY8eOBWDRokWUl5fz66+/tq7GJxmVlZVIksSaNWu8irs6QkJCjurcDz74IHfffbf37/LycjMGVUdH14zseL4oyaJVURUlK7jdsPsXSBrQ2AoLDMVV+UHDWqsd0IE9BY1X8ABvVpJTWSjqiGjo5BT5fmdZhVVorfhWbRaJ4ioXZdVyo30uWaOw0k10sK3F5zUxaQ26DjnFvr/xPQWVZrDzEwDD4kAnp8h3dqs9BZW0dbhpiyiwv7TG5/dRUOHGo2g4A3WRa6s6SSLVHqWRNXIde4uqSY0O9rkvIHTdCA/gi5IsBAzLZ3/XzymqolusE/b7sf4v3gO1b0oUIMeHxQ9AbqkLTdePa0B5XdfJ9lGfshqZTQfKiAqxUVbTeExzKxoFFW4ig47dtyCJAnsKqvAomt8Mb/tKqtF1w4qvfkIRU/YysEkiudUuqtyNPXyqPCql1XJALq8WUSC3tMZnIpjCCg8uWSXSlG/ajCbfmzvw92bS8WiV2rZPnz5s3LiRSy65hPz8fCoqKrjmmmvYtm0bGRkZbV3HDkl6ejpWq5UVK1Z4t5WUlLBjhzF4Dxo0CFVVyc/Pp1u3bg1+CQkJ3mMURWH16tXev7dv305paSm9e/f2e2273U5YWFiDn0kHRtMMxdCGjw7HdwKISIHeUwwXu+zFhgKpJcg1sOAJGP9n+OkvEBwH/f5gBDkH6HU+xPeF//3piDhUx49Kt8Jbi7MYlR7NoOQIAGJD7ZzXL5F9JdV8u+GgN5W3SfujaBqbD5Tz+45CzuoTT1qMMZnpFhfCxF5x/LjlEHsKqtBamDHPrag8+vVmEiMcTB2QRJ0sPCkjgR7xITz4xSZUUxNgchyQVY1le4pYv7eUc/om0DnSCUDvxFAm9Ijli7UHyCtztfgbNzm+eBSNXzIPsSOvgskZCSSGG5bAGZ3CGNs9hvdX7KWk6igz2/rg/77aTN+kMM7sHQeAVRKYNjCJiCAbj39nZHI8nrhklX/N347dIjJtYBL2WmuMCT1i6d85nL9+u4Wj8hhylcOKV6HrBOg0xNgWmgB9pkNxFvqWL9mbX4IkGs/BYTWuP657DAM6h/P4d5lGyIGqQug5GWJqEyTFdIcek2DHD3AoEzQVHXji+0wGJkcwtnsMAE6rxLSBSSDA8z8bGRaPB4qmkZlXwcLtBZzZO46utWNhemwI5/dP5Oy+8Tz69ZZGY9rkjAS6xYbw8JebOJZdiAD8b8NBBqdE8sIvOxmaEsnIrtGAYeUzdUASNR6Vt5dk8dRF/QGIDrZxfv9E8ivcfLJ633H/Vjsasqrz8FebSIkK4vz+id7t5/dPJDU6iIe+3ISsBvYSH/5yM70TQzmrj7EAbKltD9EhNv7eDv3CyYys6jz0pe/3lhIVxMNfBf7eTDoWrXLfMzG45ZZbmDdvHm+//TZxcXE8/PDD/Prrr8ycOZPnnnuOq666iiVLlvDss88yaNAgCgoK+OWXX+jfvz/nnXcec+bM4cYbb2TQoEG88MILWCwWb6D4ZcuWBVyPQM3iTNoJ1WMopUITDeGsJAdeGgKXfwzdzjDiN5TkQFRa4Bn46gKRVhWCIwLK90NYJ0Ox9eVNxsrmLUsMZVRNCVicRvYby/Fz4XPLKoWVHqKCbVgkgbIamWFP/Mw/LujHH4Z0RhAEcoqq6Bp7dJaDJm2HqunsL6kmKcKYqK/bW8Ilry3n29vH0CsxFF2H3LIaOkU4A3ahMNxLIL/CRWK4E13XueGdNeRXuPjm9tHouhHLJ8huwSYJ7Z5a3eTkRtN19hZVe5VRv+0oYObc1fx6z3iSo4LQdJ1D5W4Swhymu0UHJ6uwii5RRhDzeZtz+eOH61n654nEhtpRNZ3CSjexofY2ceNwySouWUXVdMKcVkRBYPy/FnBaahT/+kN/BEFgf0k1yVFBcJyyytYFb88qrCIlKghV1/nbN1uYv+UQyx6aiKZBlUdB03SC7ZaWu/ApLiNuZXCMEeuypgSe7QlTX4L+lxrySnEWxHRD03Q0Xefx7zL5ZsNBVj50BpoO1R4FRdUJsUs4JB0OroW3zoZZv0DiAOM6ZftwhXShwq1is4g4rRKCAEMf/5k/DOnMnyf3QhIEso+jvHDkWLhhfyl/eGUZX982mt6JoYDAoXIXSRHGmDbrndUUVrr5+jZjTCuq8hB8jMY0l6xSI6vYJJFKt1IbL8z45k57/GdumZDOzePTsYiHn9kdH65lcEoUVw7vgmjKXsiqhqrpFFd5iA+zo+twxZuGkcEHs4YjCJBf7iYiyJBf/bnkumUVl6KhqJq3Xzjj2YX06xTOvy8diCgIHCipplNkEKCfkvG72pK691ZS5SE21A74fm+RwTak4+xKbeKfY+q+B1BaWsrKlSvJz89H0xpaYVxzzTWtPe0Jxb/+9S8qKyuZMmUKoaGh3HPPPZSVHQ50N3v2bB5//HHuueceDhw4QExMDCNGjOD888/3lgkKCuKBBx7giiuu4MCBA4wdO5a33nqrPW7H5FihaYZVVN1yZWQKdD8bup95OKh5dLph+WR1BnZOVQY0sIcZcaUiU6FgG5TnwvCbIG+zkSVHkIx4UtA6F8GjJDHC4Q30GWK3MCkjgemDOnkVGl1jQ6jxqDisohkAsgMgqxop9Vw9hqREMb5HLL2TQr0pdlOig3HJKoHK2XXufp0jg2r/hhmjUjhY5kLVwGYRiQtzIKua6TZlcszxKBqpMYe/8fE9Yzm9ZxzJUUFeATY50olHaR/rUpPAqJFVryUnCEzKSOTsPrnEhNixSiJWCTpFtN17FAWBELvFO3a5ZZXLh3VhbPcY77aU6GDcsooggE089sp1RdNRNc37HEQErhudRqjTiqzoOG0SNovNuzDQKsKTD8sujnDoNcWwyJasyKoGkV2xytWI1qDa66dikQRktfb66CiiFU0DJNGwtup2BiQNPCz/RHVFlBUig63ecabGo3Dh4E5cNzrV2y67xoYYY48oHPO4UkeOhYOSI5nQI5aMTuGotXOe5KggXLXKoWtHpZJf7kLTjeDX8cdwTBMFgVC7BU2HmBA7iqbxxu97uHpEClMGJHHliC7GO1A0ukQHUeVWOKtPAhN7xTV4ljUeFbtFPCXd+HTdeI51SkdF1bhmRIp3vySKJNb2H029Q0EQCLZJWGpjwrpllSuGd2FIShQWUUAQBLpEB+NWVAQETB3J0VH33hKP8r2ZdExaZSn17bffcuWVV1JZWUlYWFiDyaQgCBQXF7dpJU9W5syZw1133UVpaelRnce0lDrBUGXwVBmWS9agtj2v4jYUW6q7bc/dBmiaToVbwSoJBNmOTyZAk6PDJau4ZbV2ctN2kyxV05FVrc1TZZuYtJQaj4pH0QiyS+aq6glMtUdBVnWC7ZJXsXGsqXIr2K3icbteIMiqhlvWCHEcgzFWU8FdAZINbL7lC4+i4VGauL7iMhbgLM5mk69UuGTsFqlDWCzWWco5rZLP4OWqpqOoWrsl66hyKzisIlUeQ0lWf2zVNJ1Kt4JVEnHazDHXH7JqKBuPdhyo9ijYLVJA2YlNjp62em8mx45jail1zz33cP311/OPf/yDoKCONfE1MenwSFZwRrT9eXXdOLfqwYg40LEQRcEMPniC4bBKx0Rx5FE1zGy9Jh0Bp00yJ2onAe2x0CGJAqqm0wF0Jg04ZkocUWpWdhEFsFubuL7FEXAYAYdV6jCSTHNjoWGR136DmkUUUDSdYJul0TMTRYFQh8W0Rm8GRdXR0Y9auSEKAoqqIR0Ha0kTQyklIGCucZ74tGoUP3DgAHfccYepkDIx6UhYzOweJicGTlN6MDExOcHpiJae7W0t0JZude19Ly2hvRXbzVlomQqp5mmrd9gR+4WTGdPz4uShVW/ynHPOYfXq1XTt2rWt63NKMWPGDGbMmNHe1TA5SjyKxpqc4kbZHkIcFvokhh3bAUquMYKaVxU23C6IkDrGsJw6jsiqxsqs4kapccOcFnolHONncQJQ41FZld3YvTklOoiEcEebBOQ9WhRVo7RaZmtueaN9GZ3CCXdaT0mzdLessmF/aaM0xA6ryOCUSJ/vzqOo5Fe42VPQOK34aamRWCSRFXuKGsV7iQiy0iM+tN3bi6xqLNtd1Gh7bKidzpFO1u8r9cZtCLFb6JsUxtq9pY0yDQXZJAYmR6CoGrKus3FfWaNzDk6JJNgmISguyFnauDJRaUYyB4u9Te7tZEHVdEqrPWw52Li99kkKIyKoNk6PpoGnEvavanyS2F4QHNvswoaqaVS4FDbsL0PX9QYxO3onhuFRVRLDnQ2VCYoLDm4wrl0fix06DztmiyluRWXDvrJG36LDKjGgczjZRVUcKnc32CcIMKJrdIdXhrhklW155ZTXKIBhn6PrOpIoMCw1ik0Hyqj2qM3ej0fRWJ1TjFLr9jioUwiCrkJ1IeRnHmFxI0DyMLCFQgvdFd2yypbccipdSoPtFklgaEqUT8suXdepkVXKamS25VYA0DnSQXqYhr5/NaIgePO96IAe04sCNYTw0GAKKj3szq9sdM5haVFIIqzMKgEgLtROakywt59tduyziyhVxRySnWQX1uvTBQFdMO5lX3E1aTHBPpVEsqJRUOlmV36l953VtaHBKZHkl7vIK3cxqms0ki6jZ/3W+GFGpKCHd6ZCtZFf7iK3zAVAWmwwkQ4Jp1oBuesbHCIKAnp8Bgc8QRRVKyesLOaWVePbdjXMqmm3SgzqEoGgKSzNrmg0ng5Li8ImiVgtIrKqsXxPEUo9eV0AhiUH4azaD+UHvHEw6xDTxlIuiwTZGrp4u2SV7MIqXIpKr4Qwthwsp7ymYRZtqyQwLC36mFkvumSVnKJqDpW7Gu0b3jWK7bkVJEY4Kan2cKCkBlFoqKAc3jWqgeziUTTW7SvBLTeMxee0SfTvHN5QzlE8UFVgxLM9ks6ngT2U+qk/6/fJogCDOzlxlO5GrypAFITD/Y2f+YvhmqwiCAKrs4tr29Dh/WkxwdgtIjGhdv99+JFzJkHElTCEPaUqhVUyR3qZjEzv+OPByUSrlFLnnXce9913H1u3bqVfv35YrQ0/nKlTp7ZJ5U5VJkyYwMCBA3nuuefauyomzeCSVd5fnsPfv8v0uf+Na4YytnvMsREAFDfkbYLZk4xYD0cy6g6Y+PBxy7jnklXeXpzF0/O3N9onCDB7xmmM7BrdbjEX2htZ1bj5vTX8tqOg0b5wp5Uf/zSOmBCh3bOzyKrOH15dSnZRdaN9PeJD+Pb2MaecWXq1R+HHLXnc9fEGn/ufmJ7BhYM74ay3YqdpOhUuhWkvLaHoiNT0EUFW5t05lg9X7uWFX3Y1Op8owPuzRjC4S0S7tRe3ovK3b7fywYq9jfbZJJGPbxpBXpmL+z7bSKjdwvKHzuDLdQf48xebfJ7vmYv7c16/RHRFZ+H2fN5ekt1g//C0KN6bNRzrgsdh6UuNT+CIgFuXQUi84UZkAhj9yqWvL2eXj0l415hgvrtzrOFepivw/kWwb2Xjk4Qmwq3LjUlAExYVqgZXvLHC56Q9OcrJt7eP4YfNeZzdJ974bmUX7PgBPr3W9wnPfQYGXRV4go8Acckq3244yH2fbfS5/5k/9KdbfAg3vLMa9xGB0GeNSeO+c3p22HHKJass31PEdXNW+Qzke8/ZPTivXyLXzV5ChVvxez8uWeW95Tk8/l0mEUFWfrx9GIKnynj9b50D5Qcan7zTELj+ByBwRaJLVvl9ZwE3vrPG5/5HzuvNlSNSGslIqq7jUTQufnUZ+0tqGJkezTvXDkKcOxkOGOeq+1IFgLBORN+xkbIalekvL6H4iD4XYFR6NHOvH0ZJlYc7P16PTRL56rbRdI8LqVVYND32/e/2UZRpTqb+dxml1XKjMmO7x/DqVUN45scd3D+pZ4PJrK7rVHkUpr+8hPwKd6Njh6RE8u7MYfy6LZ8xaeHwxQ0IW79u/MBsIXDzYjRLLJ0inTz81WZWZhVz4aBOPHthL4TZ50N+Y3lUiOpK/A2LeGp+FhcN7syo9BNLFnPJKj9uyeOOj9b73P/E1F5cODCBqhoXt37UcAwalR7NnOuG4ZJVnv1xO28symqw/7EpPRkRUYLw1ukgV9PoqfT7A6FT/8v2/BrSapWYHlVjd0Els2avZv7d41i0s4Ab313js00+MKknM0altbk1naxq5BRVMfWlJY36MYBLhibz6Pm92V9awwUvL6VGbjxPmDogiWcuHoDNIuKSVb5ef4AHPvc9hv/7kgGc2y/RaKu6DnI1vHkGVOQ2Lpw8HGb8z4g/R+M++dXL+yEe2oP47rmgKY2PH3kbnPFog/mLpumIosCN76xh8a7CRodEBln59o9j+DnzEBN7xTVeKPQxZ/Jc8DY78qu56M21jQwLAGaMSuXBc3t1iAXjU4FWzX5uuOEG9u3bx2OPPcbFF1/M9OnTvb8LLrigret4yvHFF1/w97//vb2rYdIMbkVl0/4y/jHPxypBLXd+tI68MheK2saZnDQNXGXw4WW+FVIAS1+AHT8aE4NjjFtRWZtTwjM/NlZIgTF+3f7BOgoq3SjaqZfVyiWrPP/zTp8KKYCyGpkZs1eitDpFUtsgqxq3vr/Wp1AOsONQJX/6ZP0plZnMLavsLa72K6gB/PXbLWw/VNnAKkPRdK6bs6qRQkoU4IXLBrFxfxkv/tpYIQVGhsKb31tDSbXszfR0PDEEyFyfCikwYoLd/N4axveI5aoRKfx673j2FFTx6Ndb/J7z4S83k1VYhcMicu85PRnZNbrB/hVZxfzju624R/zJUDw1qlQpvHchaI0ng6cqsqpx50frfSqkAPYUVvHHD9Ya7XXRv30rpMCYVHx4aZPP1qNo3PvpBp8KKYB9xTX88cN1TOwVZ1jfyB4o3Qtf3ez/Bn74MxzabEwW2giPYkwWH/5ys98yD3+1GXR4bFpGo31vLs7i58z8RhZWHQFF0yisdHP7B+v8Zpb6z087yCmq5j+XDUQQ6u7nUIP7cSsqG/eX8uS8bUiiwOuXZxBtcSHYguCjK30rpMBQBv3v7oDfl6Jq5JW5uMuPIgHgH/O2selAGW7lcP08ioqi6tz2wVr2l9TQKcLJ61f0wzrvHq9CqhHTXkZHYMaclT4VUgBLdxfx9A/bOCcjgckZ8XhUjevmrKRaVlGaGfsSw52ousCMd9b7VEgBLNpZyIu/7uTaUSm8uyy70Xgwc+5qnwopgDU5JTzxXSYzRqXC2nfAl0IKwFOJ8P5FRDhE9hZX8/IVgxmeFsUT03oifHmTT4UUAMV7sH1xHc9e1IcXf91JfsWJI4vJqsa+4mq/SmaAv363nZ35lUzsGct1o1Ma7FuZVcz+kmp+3ZbfSCF14eBOXDYoHsfHlxhKFl9s+gxt9dv0iLKwv6Qat6xS7VaYNWc1H940guIqD3d9tN5vm/zX/O2s31fSpn1KnSXhjNmrfCqkwOgLdeDGd9b4VEgBfLPhIO8uz6bGo7KnoJJHvvI/hj/4xSayC6uMwOKabIwZvhRSAPtWwLwHQHEjKxp7Cqq8ffKNY1M5PdWO47MrfCukAJa9DNt/8M5fPIpGuUvhhZ93+lRIAZRUy9z07hrGdY9lZVZxw+etaeAqbzBn0obfQlXq2cx8f7NPhRTAnKXZ/LA5r0OOBycjrVJKaZrm96eq5os7WqKioggNDW3vapg0gapplFXL3PDu6kauavWp9qhcO3ulEdi5LdFkeP8PUN3YtaYBX94EZfuNzHzHCFXTKa7ycPP7a5pMO13pVrj27ZV+O/+TFZessnhXIS8t8K2AqCMzt4L7Pt3Ybgofl6zy0q+7WLA9v8ly32/KY/aSrFNikNY0DY+qcX0Tgh8Y1mU3zF1NtUc1jlE0HvpyExv3N3ZTu++cniSGO7j7Y/9CLBiKymvfXtnAzeB44KkVIB/yY/FUx6FyN7e8v5ZHzu+Nwyoxc+6qJvs5t6Jx/ZzVeFQdAXjpikEkhTe04py9NIf5OytxXfKhb9fj/Ez44sbaZA6nNi5Z5c1Fe5i/Ja/Jcj9n5vPqb7tw9bvSsDbzx97l8MODPhUOLlnlgxU5fLPhYJPXWrSzkBd+2UnPhDAkzWNYZsk1/g/QFGOS4K4wJg1Hia7rVHsUrpvd/Ld403trmNgrliuHd2m0/55P13OgtMab1amjIKs61769kkq3n4kchkL7zo/WkR4bwp1ndAfgnk83sL/EuJ862eXGd9egajp/PrsbgxLsSM4w+OkRyFnSdCXWvQsbP2r6vdbiUTWunb2Sao//sULVdG54ZzVltQp4I8udxjM/bmfJriLsFpHZV/fDseUT49q+GHkr7pRx/PmLTWw+4FtpWscbi7L4NTOfZy8ZSKhd5FC5m5lzVqFoOhUu33JSl6ggXrh8EA98vsmvUraOV3/bw8b9ZfRKDGNNTgluRa21Ot3CmpySJo99f8Vevt1wAHfSsKbdlIt2I3w2g56xDvaXVPHONf2xrnoNtn7V5PnZ+SPWJf/mv5f25fYPfFuGdERczShfwGgb17+3kWpZ5eFJPRnRNcq77+HzeuOSVe7+ZH2DY/omhfHPab2wfX4NlGQ3WQfLTw+j5m4kNcJKuUtm/pY8HpvWl7gwO9fNWUVVE9+4sci0ltI2XGRSNEPmqHPfPJK+SWE8cUEGt72/lr3FfpRttfzj+21sOVjGwVJXs/3mdXNWUeNR0bd8bYwZTbH6bfRNnyNqbm56dzUeVWN0t2juOysd+8eXNQ47ciRf3QzlB6jxKOSW1bAyq4hXf9/T5CFbDpbz8Jeb6dcpnH3F1ch138yRc6bUMShn/I3r39tIQWXTSvb7P9tonKuDjQcnI0ftJ+JyHXsrjI6Gpmk8/fTTdOvWDbvdTpcuXXjiiScA2LRpExMnTsTpdBIdHc2NN95IZeXhVcwZM2Ywffp0nnnmGRITE4mOjua2225Dlg8PhhMmTOCuu+463rdl0gJUDWbMXuV3xaw+OUXV3Pre2rbr0BQPfPNHyPXtStQAudqYGLThSnSj6mga17690hvfoil2Fxgr96dK565qGvnlLu78cF1A5euvWh1P6lxCXvh1Z0Dln/phG+v3leI+yRVTqm6sMh70I/jVp6DSzfVzVqFosHRXAZ+t2d+ozKj0aK4ckcJN765pUoitY/uhCu7+ZMNxVVTWyCrXzQlMkb4mp4S//28rsqpTVtN8X5hX7mLW3FVYJBFF1XjuskGNytz3ZSZ7xWSUcQ/6PsnWr2H5KwFNik9W3LLKur0l/MuHq7Qv/vPzTlYeEnCd+3zTBVe9CVu+amAx4FZUth4s9+uifiSv/b6HtTkluHMzDUup5qgqNCYL/lbMW0Bz1ij1OVTu5tb31/Lweb1Jjw1psM8lG2NaR7IIlVWNOz5cx24f8emOpNylcNO7q5k5Jo2hKZG4ZI0Zs1fiVjQ0/bDsMrpbNDNGdMZqs8PWb2HFa4FV5rt7oGC7IYs0Ud9b31tLjh/Lo/qUVsvMmL0KRdWpciss3J7Pm7UWLQ9N6kYXdS/W+ff5Pb5qwt/5eNU+vljrx8LrCO75dAO5pS4WP3AGAKtzSnj8u0xeuWowdh+xf168fBCfrdnXrFK2jns/3UBUsI01OYa1xncbc3lveQBtAXjoyy3s0eKRJzzSdMEd8+H3ZxgYb8eatw7Lr38L6PzioqeJKljB7WOTTwhZTFY1bnxnDQdKm+/vCys9XP/uBnTgrasH4rRKnN4zjukDO3Hju2tw1YuTJAow++r+SL8/Bbt/bb4imortkyvAVYbdIjF1QBLje8Zx+wfryCpsvk22pTW8W1F58vtMVmQ1jk8Khgf2q1cN4eUFu/h9ZzOKHw4rhnslhnL5sOQmy+aWuZj1zmqUXlMhuluz5xb+dydq/g5mjOhEsE3itcv7Yf3+T3BwbbPHItdQrVnIK3NRI6vc+6l/S7n6fLX+AJ+v3Y9H1aiWVVAV+PbOw7HWrEF4/vAej367nXX7Sps9n1sxxoNTYSG2vWmVUkpVVf7+97/TqVMnQkJC2LPH0Fw+8sgjvPXWW21awY7Igw8+yD//+U8eeeQRtm7dygcffEB8fDxVVVWcc845REZGsmrVKj799FN+/vlnbr/99gbHL1iwgN27d7NgwQLmzp3LnDlzmDNnTsDXd7vdlJeXN/iZHF8q3UqzK2b1WbanCLGtsp9IFsj6PfDyJdlQHpgw1RrKqmV2HPLtPuKL5XuKT5lA2aIgsCanJCAFRB2LdhSiH+fU0pqus3B7QZOWOw3Lw2/bC9oxAfbxQdd1n4Hp/bF+XymyqrHTjztVsN1CbqmLPQEIsXUs3V2IVTp+7SXHRwDopliyq4hgm9QoOKw/1uSUoGo6sqYTYm8cp8GtaCzPqUCwh/g4upbdvxLwx3oSogMLtxc0aZnaoLwOv+0pR7eHNV9410+gN5yo/rajoEmL4CNZuL0AzZ9buS8OrgPl6JWMiqqzdm/T1ij1qfsWbZbG7Wt/SU1AE+HjhSQKPpMO+GPHoUqKKj0E1cax2V9Sw8HSGlyy6pVdQuwW1OpiQyG4Z0HglVFl2LPwyJjADRAFgWV7Aq/v1txyFE2n0q2wpN59Btst2HJ+b9LaW9d1FgUw+a6jRlZZmV3cIPj00l2FhDmsPvuxEIeFxTsDv5dqj8q6vaVYJRG3rLFwu2+3fV94VI2l2c30f7UIte9A3P1zozbrF13HlvULoQ6RZbuLOrwspuu0eAx2yzIOq/EuQx0W9hZXs7+kYVvWgRCHFSmrBd99dRFK3hbsVpEqt4IkCixvwTe+La8ioMXb5pAEodnvPcRu8evm5ouSapnM3HKC7c2Hml6TU2K0k0CSjqgepJxFBNmt6ECQwwF7fATw94MuWsktd7E2p9SvC6IvluwqwmGRjIQEogj1kwboGhZnaIuez8EyV6NvyKTtaZVS6oknnmDOnDk8/fTT2GyHAx5mZGTw5ptvtlnlOiIVFRU8//zzPP3001x77bWkp6czZswYZs2axQcffIDL5eKdd94hIyODiRMn8tJLL/Huu+9y6NAh7zkiIyN56aWX6NWrF+effz7nnXcev/zyS8B1ePLJJwkPD/f+kpOb1mybtD0RQdZGridNMSA5ou1WpOQaI4hgoNiCITq9ba7tg9hQO7EhgWfEGpgc0Sizx8mKIAgMPyJ2TnMMTY00smUdR4JsFkalt6yeY45VAP8OhUDvxAAm8rWkxxrZX/wpoNfmlNA9LoQwZ+A5RganRLZIGDtaeiWEYWnBRGVoSiTb8ioCdgXplRCGJAocLKlmTU6pzzKjU0OQ9jXhGpA8/JQOdu6wSozuFtOiY0alBOPct6j5giljwHI48LjdIjG2e8uuNTI9CmdpYFaXAER1NQI4HyUWSaBHXOChD3omhCIIAtvzKhrtc1jFRhZU7Ylb1hiYHBFw+ZgQG12iglhfawlQdz/BdguJtbLLmpwS7BFJYAtqmUwB0HWCN4ixL2RVY0AL6psU7sBpkwi2SwxNifRuX5FTTk3yuCaPtQhag2MCYWTX6AZWXENSI9mwv8xnP7Y2p4ShqS07/9CUSNbklBBstzA8Lar5A+oxJjUYy75lzRfsMgIVCTVtQovO704ey+KcagZ2OTFksT5JgY/BXWOCcdps7DpYiFvRWJNTQt+kMJxHyCq6Dhv3FrX4u7ckn8bOQ5VEBdvxKC37xuNC7USHHH22UbeiNfk96jqs3VvS4jYxuEska5txMQXolRCKqGv+45cdgSdlHCtzyqn2qGTlFUKXEQHXKbhgPaEOS6va39q9JYb8JruMTK91KC5qcjMZmhJ4u7RbRLrHdZzx4GSlVTOfd955h9dff50rr7wSSTrc0AcMGMC2bf6DPp8MZGZm4na7OeOMM3zuGzBgAMHBwd5to0ePRtM0tm8/bGbft2/fBs8tMTGR/Pym47jU58EHH6SsrMz727dvXyvvxqS11HhUhrSgwx/SpWUdapNIdugyMvDySYOPaQyWGo/K4JY8i5RITqUMq4nhDiKDfMTH8cOYbjHHLH1wUwxNbZng3JIJ0omKW2lZO69TII3yozAoqvKQU1zN4OTAzzk0JfK4pyRuySRgeFoUJdWB9y+DUyJxyypBNonVOY1XwINsEmkJMUagVH90PT2wVdqTmEFdIlpUfmhKFDSl6KsjbWwjhV9Gp3BaYlAxNCUKQW+BRUDysDZxx5QVrcXj8rq9JT4tzgZ0bsOFpDZAFGnZvaVEsiO/gnKX8R76195PfdmlsNJDfkkpVORB6ujAKyNZIb5P83VogdwzJCUSl0clMsjW4D7X5pRg75ThO8ZcLY7KA377XF+EOSykRAfxbL3ELENSIlnjoz8Cw72vJc8+3GklPTaEAyU1OG0So7oFvuBjt4h0T4r1n5SgHnrqGHIrVcTOQwM+P4CWPJw12cY9tXOy32ZRtBa26ZRIaiqKWJxjWCMfKK2hoNLNgOTwRmUX51TjSh4TeGViuiPaHGQXVbIz30hs0tK6NRVfLVCCbBIjmlnsXJNT0iK5PC0mmBC7pdmYbGAor+T96wKzzrPYsSf28cZTW5pThdI5cKUU+ZmkRQfTLbZli3lDUiIPx9uSbJAyqsF+x95FDEsJXM7J6BTeImthk9bRqu7owIEDdOvW2JdU07QGsZFORpzOo09dbLU2HFwFQUBrQfA7u91OWFhYg5/J8cVhlRjWgtWvNrUqkSzGKmWgdBlOk3b2R4nNInJaC1YxxnaPwXYKpVetkQNX2llEgT5JjYWn40FLrP/SY4OxWzu4NNsGhNgtDQKmNsfwtChC7Ba6x4X4jE0CsCanmCEtaC9jusUeV6WUorXM6mB412gcLWjPI9KisFlEeiaG+wz8OyA5AndFof8MYIIISQMDvt7JSpDNQmp0UEBlO0c6CQ12Gm5yTWEPhai0RpslUaBnQmAWSDEhNuLDHcihjQOI+yVlDFgDu5emcNokRrbA4nNIapTf4NMtmWweD1pqsTYkJYo12Yfvra5N261iA9llZU45emWBER/GEeDYk9C/WfdZh1VidAvqOywtCrtVQlZ1UmOCiQo2LEp2F1QZsQsT+vs/eNOn9EoIxRZgPzkwOYJqj8pPmYcXg09L8f8trMkpYUDniIAtSAd3iSSrqIpucSG4PCop0cEE2wLrI/t1CkeuKYeSrOYLJw83LFssDojpHtD5Ce+MPSSa9ftKGdsttsOnum+pFfeI1FCsFiur6lnhrskpYYgPq5g12SWQ3AIFSfJwZHcNkiCyJqeYnKIqRqQFXrdhqVE42mDBURAEhjdz3TU5JS2yBBqaEsnGA2UBxZIclR5N0MEALPkAkgahyh5vsPWV2aW4u4wNuF4oLpw2I+vh4ACV3FZJYEByBJJoyDNIFkgb36CMtH85o1IDt3wakhIZsLu8SetpVevo06cPixY1NgP/7LPPGDSoceDSk4nu3bvjdDp9utv17t2bDRs2UFV1OF7IkiVLEEWRnj17Hs9qmhxjJFFo0cpcm1uVxHQHa4AK0q6ngzVwV8OWYpHEgF1JRMFYcTiVsEpiwMJBr8T2y7rZEus/w9ql41gRHCsEQeC0FliQjewajSAIqJpOXz/KxTUtWHW3SsJx/yaCbBZGpgfWnsOdVjpFOkmLDVyhMKxrFBVuheIqj88YDUNSIhGbspKK6w1i4CumJystWaUfkhJJTW5m89ZInYZ6U3DXR1a1gK1ehqREklNUhdR5cEDlgVrrrLaZrLVksWhIl0i/ioiO6J7cEou1ISmRrKkXX2t0N+N+LKLIqHrte1l2BR5LiJEBMVCLm+R+qm3vAAEAAElEQVTh3rTqTTGoBXLPqG4x3vhGh8pdDK5nCbg+pxk3q9+fRtN0MjoFtkB7ZLuJCLKSFhvs91vYXVCJW1EDtiAdkmK4QZ2WFoXNasSVGhigZeOQlMiArKTqXF6zCqopr6wM3A0teTh7cgtxKyoZnU8MWawlVtwjUsKwBUc0cEPzN+Zu2F+KLSQKwjsHdG45eRQ2RwhpMUFszS1n8a5CBnWJINBwsaO6xWBpowWm+DA70cH+XQE37C8lJsRGp4jA5gnD0hoqsZvitNQocAcYUzd5eIM4bWtySnDG9zDCigRC6hiqPQq5Za6Ax7s+iWHUeFS6x4USZKuVFY6cM+1bQUp8DCEBxNACGJ0ejTNAxbJJ62lV63j00Ue5/fbbeeqpp9A0jS+++IIbbriBJ554gkcffbSt69ihcDgcPPDAA9x///2888477N69m+XLl/PWW29x5ZVX4nA4uPbaa9m8eTMLFizgj3/8I1dffTXx8fHtXXWTNiY1OphrR6X6tYgAw0z8nrN7tL1ViSbDWY9DcBOTR8kKg66Czqe17bV90CM+hKtGpDT5LMKdVu47p1eHD6zZ1lglkT8M6czEXnFNlkuLCeaes3u2m4mw3Spy0/h0+jcjqA7uEsmsMV29AXRPdiKCbNw2Ib1J4cVplZg5Jo3EWgFQB+4+q4fPmDSrsksY3CWSy4clN7myHxlk5c+TerVLPO8x3WKYPrBTk201LtTOnyf3Ym9RNbGhDm4c1/Q3EWyTuHl8V2JC7Hg8qs/gtWO7x3DF4Djs+/wkcojqChMfbTLo8amC0yZxw9iuDSbvvhjQOZwbx3bFUdp0Km3i+sC4+3zG6nJaJa4bk9asRWzfpDBmje1KXpkLwREG4x+ApoKrW50w4haIaIFVVTPEhtq5KYBv8aZxXUmKcLB+b2mDfRZR4OIhnTucpRQYi2H3T+pFuNO/K5vdInLViBQyOoWxOrvEez/1Y7KkxQRzzUhjvF6VXYwUnWZY24y5B+L7Nl2J1LEw7AYjDlUz2C0i95zdgzCH/77TbhG5dlQqqdHGJNVhlXBaJW4an07fWiXQouxK3INnGdf2haYgqyp3ndmD9NimJ7sTesRy6WnJVLkNt8a4UDsPn9ubSpdCcpTve9J1w4XvrjN7kBbTzPl7xjJtYBI1ssqUAUlYRBFRhDvO6E6P+KYtM0alR3PViBQc7iKa1HREdEE/46/onmqmDExiU76M57RbDTfYpkgajDzij6zcX8295/RsUezA9iTMYeX207sFMAankhgTRUFpRYMMnKuyixnRNYqLh3RucM/VHpVduYUoZzzWtGJKEKHvBYi9z6ewykO3+FBGpcewbHcRNovIvWf3bNK1zG4RuXpECt3aMCaRS9Z4+LzeJIT5XnB2yRqbD5TxwOReTSqmRAHO7ZfAOX0TiAqxNdtv3jIhnagQG/Q8z1ggaoq08TB0JlZHEDeP70qwTeJgmYviiirUM/8OwbH+jxUtMPBK6DKCIJtEl6ggLhjUiQk9mzgGI6bYHWd0Z29xdUPL0iPnTBV5uEsP8vDkHk3GxLWIAhcN7tTi2LAmrUPQ9daJvIsWLeKxxx5jw4YNVFZWMnjwYB599FHOPvvstq5jh0PTNJ588kneeOMNDh48SGJiIjfffDMPPvggmzZt4s4772TZsmUEBQVx0UUX8e9//5uQEKMzmjFjBqWlpXz11Vfe8911112sX7+ehQsXAjBhwgQGDhzIc889F1B9ysvLCQ8Pp6yszHTlO87UeFRkVeO/C3fx7rIcb5a1qGAbN4xN47rRhivEMVlxlV3G6vKaubD434cz7FkchjJq/J/BHhK4RdVRUuNR8SgqLy3Yxfsr9np952NCbNw4Lp1rR6agc4yeRQdH13U8isb+0hqe/XE7P2zO85oC94wP5U9n9eDM3nFoOu0ST6oORdOMIJk5JTz70w5W1ks5PCo9mnvP7km/zuGIgnBKKRer3AqCAG8u2sPbS7IprTaUImEOC9eMTOXm8emIAgTVE5plVUMQYOG2Av790w5vxitBgIcm9+LS07qgaDov/rqTD1fu9aarjgu1c/P4dK4c0QVdb7/24pJVympk/vPTDr5Ye8Br1t850sntp3fjwsGdWZVdzGPfbuWaUV2YNtAQ6l//fTdzlmR7Y9mEO63MGJ3KjWO7AuCwiPy09RB/+XYLh8rdCAKc2Tue+87uSWpMEBZ3KeIPf4bNnx2OWRHbCyY8CL3PB00Dy9EHiz0ZUDUdTdfZuL+MZ+Zvb5DtbHhaFPee05OByREI6Fh0BQp3wK9/N9LJ15E0GE5/uNYlXPcbu0fVdFRNZ2tuOc/+uL1B9qchKZHcfno3RqZHo6gakiQagYXlGuOcy/4Ly1+G6tr+xB5mKDZG32W4VrSB6159ajwqmq7z+qI9zF6S5c14Fea0cP3oNG4Y25WyGpl/ztvGNxuMcdNuEbl4aDJ3ntGdUIelw45TLo+KIMDcZTm8/vtuCiuNeG5BNokrhnfhxrFdKary8N8FuwgPsvm9nxqPikfVeGXhLgoq3Pz57HRigiQEyQq7F8Bv/4QDaw4f0P0sOP0RiOtlfCNCYONUjUcFAeYsyeKNRVkUVxn1DbZJXD0yhVsndMMqiQ2sEDRNR9Y0REFgya5CXvttNyO6RjFrVDJi4Taci/4BO386fJFOQ/Cc/yJadE8sksgvmfk8/8vOBn3u2X0SuOfsHqREBeFRNa58czlXDEvhoiGd0TQdSRKaHPsenNyLHvEhSKLAL5sP8J8F2WyrDZAvCDCpbwJ/OqsHCWEOFE0jyNbwmcuqhgAs2VXIsz/tYOP+Mu++ib3i+OPEbqTFBCMAYVYVKvIQFjwBW744bJUW0x193P3Q90I0xUONbuH1RVmszSnh71P7kBrtQN2/DsvCJxpmG0sZhTbh/1A7DyUzr5KeCRFo0Cj4d0emxqOio/PWoizeWpLlHYND7RauHZXCTePSsEgS+4vKueOTzWTmVnjf+5/O7E56bAiKplHlVnn+l518snofbkWja0wwj05OZ1yvBITNnyP89hQU1yrwRQv0uxhl/ENIobF4sBljsk3CLauIokBmbjldooJwWCXvN15UdbhNXjk8hdsndsMqCYetdtqIujp8ue4AL/66k33FhiWsVRK4YFBn7jqjG0F2C0E2C1+tP8ArC3eTVZv51yIKTB2YxN1n9SAmxI7DKh3uN3+v7TfrjeHXjU7lhrFdEQXBaKuqDAhGFs4FT8DBtYcr1uMcY/EopjuIVhDFBn3yst2F3DEumRHpcbDuHSxL/nPYXd9ih0FX1y5ohHrnL3Xtx6Nq7C+p4d8/7WD+ljzvol3vxFBum9CNs/sm4JJVbBaxcR9+5JzJGYXr9L8gdZ3AJ2sO8PLCPRysjUNltxiLyXed2Z0Qh/WEaisdkUD1FK1WSpkcO0aOHMkZZ5zB448/HlB5UynV/tTIKpqm8+biLMIdFq4YnoKm68dHsFXchoC48VMo3A5j/mRM2tpY0A+UGo+Kquu8sWgPMcE2LhvWBVU7Ts/iBMAlqxRWunn99z2c0Tue0enR6HDcg1k3habpKJrOtrxyPlm1jytHpJAeG4JFFBBPIWXUkVR7FCRBYO7SbGRN5/rRaejoTQqbSq0yZ0VWMT9szmPW2DTiwxze9lDjUVE0jdd+202nyCD+UDtJsneQ9lLjUamRVV5ZuJuMTmGc1y8RVdeRBAEdYxX6+03GfXWKcOBRdCRRYPaSLAQEZoxORdV0nFbRq4g98rjEMAc2i4hQZx0g10B1ESx5HrqdBekTaUphcqpT11535lfw4Yq9XDqsCz3jQxu3V10H1Q2l+2DFq9D3QsO6QhACdomsUxhkF1bx7rIcpg/qRN+kcHR0BATfLg5yjTFGrXob5CoYcatxzWO8YOKqzVo5Z2k2InDNqFTAUPS6ZRVJFPh6/UF25ldwy/h0bBbphHHRcNXW/+NVeymo8HDD2K5IIqzbW8rvOwsCvp+6yeKbi7Po3ymcCelhoOsIkgX2LoctX8LwmyAixQgY3Eo3S5esIgoCH6zIocylMGtMGqIoNDnZq1vMEQTjvuZvyeOWCV2JcQhQmoOw4jXodzF65yFousCafeWUVnkY1yMWiySydHcRP209xKyxacSFObBLAq//tofESKe3HzsyplKzY5/sQtF0kCzG+TMLuWFcGmEOK6Ig+J4M16P+ws+3G3O5fnQqcaF2VmQVMzQlsuE781Sju0oRljyPnjoGek5GUzwogp0qj8LLC3YzsVccw9OiUDUdWdWwSQKCJiMU7cSydg76oKtQ4/qSmVdFr8QI1OMllx4jXLKKALy7PAePrBgLv4KAU9JQsKADK/YUMX/LIWaOSSMh3IFFFBq4zdVXyKbFBHPBoM7ouo4FBVGUYPv3CHuXoo66C9ERjke0oWuGMupIPIrxXe84VEFShJMgm4UPV+6luMrNjePSEWi4WHUsqKvDD5vzWLevlFsnpBNkk5BEkYOlNXy57gCXnpZMXKidXzIPsSKrmJsnpBNqt/rsH2pqFd+zl2QhCQLXjkr1r8TUFGNc2bfSUKAOvxkiko2ETD6s/er65LlLs4kOtnFB/xhEyYKw6TMo2AZj7jIUU37mL6qqoQEeRaOw0s2bi7I4o3ccI9OjkVUdiyD4fE8NOHLONPYe3KIDSbLw7YaDbMur4JYJ6dhPoPGgo2MqpU5A3G43mzZtYuLEibz22mtcfvnlAR1nKqU6DnWdebsM+orbWFELwKz+eFDjUREFOszkuqNR7VGwWUQsHTj9jabpuBQVp1U6rDAw8bp+BLdA2FQ1Hbei+lVgVXsULKLQYZMAGPUTG1ny+buvKrdiWEbWKpuOtKxr7nkA4KkyhFvJjCEVCLquUyOrOCxS88pjTxVYnK1WMtRdyyqKyLWWIc0iuwD9uFnv1lE3EfI1LnsUDVXTcLaxFcPxwi2raDreyVNr76fReC27jPwoqmJYXLcRLllF1/UW188tG4tdFlHAo+qGK1f9b1jXUHUBt6LiFFUEyYZH1fAoOiH13Af99WNH0uzY56lGEa14NAG7RcStBNgGaqnf/3kUzWtd5fvmK9AlK27Vgs16uG1XexTsFqlB3+ryyGi6schl1VxgcVKjGFZnJ5Ms5pJVdE3FKQlgabhYoWo6LlnFbm1avqr2KAgISCINx11VRlU8qJITTdObV3JAg3dYXTv2tUQ+aAtkVUNWG39H9b8Tf2V8UVOrAAxoPqOpoLgCjhXVqE9WPIaCK8D5i6ZpyKqhQLZKAorW9OKgT3zMmZptiyatos2VUpGRkQFPSoqLfadVNWmar776imuuuYapU6cye/bsRln6/GEqpUxMTExMTExMTDo8mgqqp+2Vk6qHGlVCFOnwWeVMTEyOHl3XzQXTE4BA9RQBqwLrxzcqKiri8ccf55xzzmHkyJEALFu2jPnz5/PII4+0vtYnKYHGiJo+fTrffPMNp59+Oi+99BIRERHHpX4mJiYmJiYmJiYmxxRNNeLPJA5su3MqbsPVMHU0bkWl3KXQxU/QchMTkxOfmtpkKcPSok5od1SThgSslLr22mu9/7/ooot47LHHuP32273b7rjjDl566SV+/vln/vSnP7VtLU1MTExMTExMTExMTlw0BX7+qxHMOONCI07V0SJK8L+70Ke9zGZ3N77dlMdfp/Q148GYmJykCALc/sFafvzTeBLCzXZ+stCqYALz589n0qRJjbZPmjSJn3/++agrdSLh8XjauwomJiYmJiYmJiYmHQdNq/d/xYg5U7oXshfDkueMYMNyzeEsm4Ggyg3/r7jRs36H4j0Ii//N8LQIHj47zVRImZicJMjq4f7Bo2h4FI2PVu6l3KXwym+7kVUNt6J6y2iaGSr7RKVVkbyio6P5+uuvueeeexps//rrr4mOjm6TinVUJkyYQEZGBhaLhffee49+/frx4osvct9997Fo0SKCg4M5++yz+c9//kNMTIzPc7jdbh599FE++OAD8vPzSU5O5sEHH2TmzJnH+W5MTExMTExMTExM2hhRNFzr5j9kpI4P6wSlOca+/EyYO8VQLFXkwUVvQdJAI/NWU0hW45jProfCHRCWhHBoi7Fv509YP7wEq7sMqovxXP45n++RqJJ1rhqRYrr5mJicgFglEY+icsUbK6h0KySEOViTUwLABytyyCmsoqDSjaxqfHrzKMKdZpbeE5VWKaX+9re/MWvWLBYuXMjw4cMBWLFiBT/88ANvvPFGm1awIzJ37lxuueUWlixZQmlpKRMnTmTWrFn85z//oaamhgceeIBLLrmEX3/91efx11xzDcuWLeOFF15gwIABZGVlUVhYeJzvwsTExMTExMTExOQYYbHDOU/AK6Mg67eG+3KWGv+O+RMkDmheIVWHZIWpL8BLQ4008vXZswAAefK/2eUK5btN2cy+/jSsUsfNcmtiYtI0oijw9B/6M/n5RWzLq/Bul1WdhTsKEAR4f+ZwHFaznZ/ItEopNWPGDHr37s0LL7zAF198AUDv3r1ZvHixV0l1MtO9e3eefvppAB5//HEGDRrEP/7xD+/+t99+m+TkZHbs2EGPHj0aHLtjxw4++eQTfvrpJ84880wAunbt2qLru91u3G639+/y8vLW3oqJiYmJiYmJiYnJsUGwwIVvwhunN94XmQYTHzHiQrUEazCc+yx8em3jfV1GIAy5lpv//Ttf3joai2hm5zIxOZGxiCKdIp3cdno3/v3Tjkb7LxjUiaGpUdgsplLqRKZVSimA4cOH8/7777dlXU4YhgwZ4v3/hg0bWLBgASEhIY3K7d69u5FSav369UiSxPjx41t9/SeffJK//e1vrT7exMTExMTExMTE5JijybDbt+cAFblGnKmILi1UTGmw+xffuwp3otaUMSo9hhVZxUzsFWe67pmYnOCIgsDyPUU+923YVwaYsaROdFqtlNI0jV27dpGfn4+mNQxSOG7cuKOuWEcmODjY+//KykqmTJnCU0891ahcYmJio21Op/Oor//ggw9y9913e/8uLy8nOTn5qM9rYmJiYmJiYmJi0iaoHiN+1MJ/+N6vuOCjy+HG3wJXSiku2PkTrH3H9/7qIuxfXMdjl33KxW+sYnCXSOJCRUTTYsrE5ITEJavMXpLF0t2+lVK7Cyr5v6+28PfpfbFbTAX0iUqrlFLLly/niiuuICcnB11vqJkUBAFVVf0cefIxePBgPv/8c1JTU7FYmn+c/fr1Q9M0fvvtN6/7Xkux2+3Y7QH63puYmJiYmJiYmJgcbyQbHNoCU16EqFTY/gMsfcHYftmHgAbFWZC7ARL7g8XR9Pk0zTi2/AD6Ba+hhacirnkLYdMnEBSF64I54K7AXpGDtTyb92YMYGlOCWf2TjgON2tiYtLW1GXfEwWBFy8fRFKEk2fmb2fZniLSY4N56qL+FFa62VtcTYVLATvYTcvIE5JWKaVuvvlmhg4dynfffUdiYiKCcOquPtx222288cYbXH755dx///1ERUWxa9cuPvroI958800kqWHDSE1N5dprr+X666/3BjrPyckhPz+fSy65pJ3uwsTExMTExMTExKSN0FSQa6D/JYeDmHcaAmvmQK9zIXU0WJ2g64b1kx6A+42mGO6AQ69HwYIAEJMOWz5HHzqT3NB+zD9Ywo1jJyMqbkIFkQk943ArKkG2VjuHmJiYtBO6rqPpOjPHpGGRRHRd58+TezHt5SX8cWJ3BiZHYJFEVE3Hrahw6qokTnha1UPv3LmTzz77jG7durV1fU44kpKSWLJkCQ888ABnn302breblJQUJk2ahCj6Drj2yiuv8NBDD3HrrbdSVFREly5deOihh45zzU1MTExMTExMTEyOAaIE9iPirWoaDL4GhswwFFIAgnD4/81hsQE2ALyJ3+0hkHERjLyNsgKIcFpRNAGbLcjYfbT3YWJi0m7YLFJtizcQBIG+SWFM6BnL+f0TsdRm1pREwVQ8n+AI+pH+dwEwceJE7r//fiZNmnQs6mTSQsrLywkPD6esrIywsLD2ro6JiYmJiYmJiYlJY+QaEMTD1lNtgacKBAFFcqBpmFm4TExOYhRVw61oSKJgJjE4AQhUT9EqleIf//hH7rnnHvLy8ujXrx9Wq7XB/v79+7fmtCYmJiYmJiYmJiYmJyuCCGIbWzRYHCBKqLKKZibhMjE5qbFIIpIonNLhg05GWmUp5cstTRAEdF0/5QKddwRMS6n2wyWrSKKAqummtt7ExMTExMTkhELTdBRNRxRA1fV2y15VJ0/Jqma64ZicMGiahqIZXqiKpuM8ReYCdQHIwQhCLpnZLU38cEwtpbKyslpdMROTkwGXrFLjUfnbt1v5aWset0/sxqyxXdF102zcxMTExMTEpOPjklVyy1w89MUmI636eb2Z3C8RSRAQj9Mks9qjeOWpX7flc/vEbswck2Yu9pl0eGo8CofK3Tz81SZ25FXywOSeTBvYCQG8sY5ONuqU2It3FfKXbzYTGWTjnxf2o2tsiNleTY6KVllKmRxbUlNTueuuu7jrrrsCKm9aSh0/PIqGIMAbv+/hpQW7qPYctgpMjnLytyl9GdM9Fot4/AQ6ExMTExMTE5NAcckqiqrz5LxMPlq1D7Wez9uAzuH886L+pMUEH9NJZo3HsIx6ZeEuXv1tDzXyYXkqJTqIv07py+huMVhE3x4aJibtRbVHQdfhn/O28cHKvQ3aT79O4TxxQQY94kNPOiWNS1bJK3Px4JebWLa7qMG+aQOT+OuUvjht0kl33yZHR6B6ilYrpd59911effVVsrKyWLZsGSkpKTz33HOkpaUxbdq0VlfcxFRKdVRkVeP3HQX85Zst7C+p8VtuZNdo/nFhPxLCHDhtZsdsYmJiYmJi0jFQVI33V+zl2Z+2U16j+CwjCDBtQCf+MqUPQTYJextPMhVV46eth3j8u0wOlPqXp8Z0i+GJCzKICbETbDdd+kzaH0XV+HDlXp79aQel1bLfclMHJPGXKX1w2qQT3h1Vrg0s/s/vM/nwCCV2fYJsEredns4NY9NNrxETL4HqKVr1xbzyyivcfffdnHvuuZSWlnpjSEVERPDcc8+1qsKnGqqqomla8wVNOgw1ssrMuaubVEgBLNtTxK3vrzH9q01MTExMTEw6FOv3lfKXb7b4VUgB6Dp8tf4Af/9uK/IxiBxe7lK45f21TSqkABbvKuSPH64z5SmTDsPG/WU88vWWJhVSAN9sOMjfvt2Kop74DkmqpvPiLzt5b8VevwopgGqPyr/m7+CHzXnHsXYmJwutUkq9+OKLvPHGGzz88MNI0uHVk6FDh7Jp06Y2q1xHwu12c8cddxAXF4fD4WDMmDGsWrUKgIULFyIIAt999x39+/fH4XAwYsQINm/e7D1+zpw5RERE8M0339CnTx/sdjt79+4lPz+fKVOm4HQ6SUtL4/3332+vWzRpjhaMK6ZTrImJiYmJiUlHoyXiybGSZVripGHKUyYdiZa1n5Pn423RfbeotImJQauUUllZWQwaNKjRdrvdTlVV1VFXqiNy//338/nnnzN37lzWrl1Lt27dOOeccyguLvaWue+++3j22WdZtWoVsbGxTJkyBVk+rEmvrq7mqaee4s0332TLli3ExcUxY8YM9u3bx4IFC/jss8/473//S35+fpN1cbvdlJeXN/iZmJiYmJiYmJiYmJiYmJiYnEi0SimVlpbG+vXrG23/4Ycf6N2799HWqcNRVVXFK6+8wr/+9S8mT55Mnz59eOONN3A6nbz11lvecn/5y18466yz6NevH3PnzuXQoUN8+eWX3v2yLPPf//6XUaNG0bNnT/bv38+8efN44403GDFiBEOGDOGtt96ipqZpc+Ynn3yS8PBw7y85OfmY3buJiYmJiYmJiYmJiYmJiYnJsaBVSqm7776b2267jY8//hhd11m5ciVPPPEEDz74IPfff39b17Hd2b17N7IsM3r0aO82q9XKsGHDyMzM9G4bOXKk9/9RUVH07NmzwX6bzUb//v29f2dmZmKxWBgyZIh3W69evYiIiGiyPg8++CBlZWXe3759+47m9kxMTExMTExMTExMTExMTEyOO61KBzBr1iycTif/93//R3V1NVdccQVJSUk8//zzXHbZZW1dx5MGp9OJIBx9sEa73Y7dbm+DGpmYmJiYmJiYmJiYmJiYmJi0D63O13jllVeyc+dOKisrycvLY//+/cycObMt69ZhSE9Px2azsWTJEu82WZZZtWoVffr08W5bvny59/8lJSXs2LGjSXfGXr16oSgKa9as8W7bvn07paWlbXsDJm1CkE3i/P6JzZZzWEX+MKSzGejPxMTExMTEpEORHhvC0JTIZstFB9s4v38iUhssph5JqMPKpIyEZss5rRIXDu5kSlMmHYauMcEMT4tqtlxUsI3z+icingSZI0VB4Kze8SSFO5ot2ycxjEFdmu9fTEyOpFWWUnXk5+ezfft2AARBIDY2tk0q1dEIDg7mlltu4b777iMqKoouXbrw9NNPU11dzcyZM9mwYQMAjz32GNHR0cTHx/Pwww8TExPD9OnT/Z63Z8+eTJo0iZtuuolXXnkFi8XCXXfdhdPpPE53ZtISLJLIsxcP4MZxXXnwi01sOdg4wPyU/on8ZWpfQuwW7BbJx1lMTExMTExMTNqHCKeVD28cwS+Zh3js260cLHM12G+VBGaMSuXus3siAnZr28syNovI85cOZPPYcv7vq01k5lY02C8IMG1AJx6d0huHVcJ5DOpgYtIawhwW3p05nAXb8/n7/7ayv6RhHGCrJHDNyFTuPbsHAE7bUU21OwQ2i8iA5AgW3nc6r/22m/8u3E2NrDYoEx1s48+TezF9UCfEY6DINjn5aVVLqaio4NZbb+XDDz9E0zQAJEni0ksv5eWXXyY8PLxNK9kR+Oc//4mmaVx99dVUVFQwdOhQ5s+fT2RkZIMyd955Jzt37mTgwIF8++232Gy2Js87e/ZsZs2axfjx44mPj+fxxx/nkUceOda3Y9JK7FaJvknhfHXbaL5Zf5An52VSWOkho1MYT17Qnx7xIcdEgDMxMTExMTExOVpEUUBEYGKveCb2iufV33bz34W7cMkaE3vF8fj0DCKDbMdcEWS3SvTrFMa3t4/h0zX7+df87RRXeRjQOZwnLuhHt7gQHKY8ZdLBkCQRCRjfI5aJ904w2s8CQ0kzoUcsf5+eQUyI7aRQRtXHZjGcq24Y15Urhnfhb99u5ZsNBxspsa1Sq52wTE5xBF3XW2wVe+mll7Ju3TpefPFFb3DvZcuWceeddzJw4EA++uijNq9oR2bhwoWcfvrplJSUNBuk/FhQXl5OeHg4ZWVlhIWFHffrn6q4ZRUNWL67iLHdYxAEAekkMNM1MTExMTExOTVwySpVboWswir6dQ5vFyvvao8CwIo9xYzpHgOYk1uTE4Nqj4JL1thxqILBXSKwiAKiePJ/u25ZZVd+JZHBNqKCbaYC2cQvgeopWqWUCg4OZv78+YwZM6bB9kWLFjFp0iSqqqpaXuMTGFMpdWqjarqpjDIxMTExMTE5YekIsoysaqYyyuSERFE1LKfYt6tqGtIpoIAzOToC1VO06kuKjo726aIXHh7ewJ3NxORUoL2FOBMTExMTk6bQjlh/VFStnWrSfihaw3v2KKp3m3zE83DLKm6lYcyUkx2vLCPXGL966LILRXY32FbjUXHJSpvWIRCFlKbrDb7fjvAtH1mHVqz3e1E1Hc8R356qtex8HkXFdUTMH5fceJtJ23G8FVIuj+937FEatwdf794lq7iP8nvoiAqpI9uKR9EajX8mHZNWfU3/93//x913301eXp53W15eHvfdd98pGQ9pwoQJ6LreLlZSJiYmJiYmJiZNoai6V/GiaXqLJ7knA4qqeydsiqqh6ca2un11EzSPoqFzeN8ph64BOsi1AdDlGmObYKGm1s3O+FdHaIeAxoqqo+mGlYbx09t90qlqOlptm5JVDfkovh3Z+20a36pHURspTZtDEAR0Ha8iwiWr6PrRKctMOhYaeqN3rOk6vtbJdfD5PbRH+z3WyKp2RD+vt7j9mLQPrVJKvfLKKyxfvpwuXbrQrVs3unXrRpcuXVi6dCmvvfYagwcP9v5MTExMTExMTEzaj0q3wuP/22oI7KrG/Z9vPOUE9ezCKmYvyUJRNSrdCn/9ZotXObd+Xwlfrz+IommUVHt46odtnLLTd0GEJc9DSTZoKmQvgS1fsH5/GbsLqlA1nfX7Svl09X5s7eCuVFrt4Z/zMtF08Cg6D3y+qV2/ZUXTuO+zjXhUDVnV+Os3W6jytN6CTNP12nOoKKrGm4uy2FtU3aJzWESBT9fsY/2+UlRNZ1d+JbOXZJmW/ScRkiDw1uIs9tS2ybU5JXyx9oBPiy1JEJizNIsdhypQNZ2N+0v5aNVeLNLJ9z0cLK3hld92oaga1bLKo19vQTu1hroTllalBpg+fXobV+PkwuPxNJt1z8TExMTExMTkWFA3SbeIAoIg4LCKzF2Wg6Lp7DhUgazq1E1HDHcoHUnsmO4YrUVWNQQOu9UE2y08OW8bJdUeFmwrIDUm2Osu1i0ulIOlLuZvzuXp+TsY0TUae+0+VdNRNSPW0cloWQCA4gbRAqIEUq38Ovd89OE3I/z+L7jwdRLDnfyUmYegq5RUVBEbavc+D1lRUXWOSbBjj2JYdVgtIqIg4LRJvL0kG1nV2XKwHEHAm4Je03Q8qoYogO0YBWw3rLPAIgmIgoCAQFZhFde8vZJucSF8sGIv/3d+H8CwTFI0vcF3eCSaZpQxAmQLWESR4ioPl762jAk9Y3n1tz1MHZjkLa+ohiXfka6OHsW4b0vtdxpkk7h+zipuO70bbyzaw83j0711qLuHuoxqJicGHkXz9tNGe4Ar31zOrLFdeenXXfzjwox6ZY12Y7dKWCUBSRS5+q2V3DiuK/9dsItHp/Txtps6y9ET8Xvw1c//56edVLoUlu4uIi7UgUU83D/Ub2smHYtWKaX+8pe/tHU9OjQTJkwgI8No6O+++y5Wq5VbbrmFxx57DEEQSE1NZebMmezcuZOvvvqKCy+8kDlz5rB48WIefPBBVq9eTUxMDBdccAFPPvkkwcHBAN7jtm7dyjfffENERAQPPfQQt912W3veromJiYmJickJjKbr2C0S8zblUiOrFFV5AHh/xV4AooNtfLcxF5ei0jMhjIHJEV73o5MFVdNxWCW+WLsfAdhVYCThefW3PQC4FZV5m3Op9qgMTYlk6sAkbv9gLTlF1QTbLPywJY8Kl8KY7jEkhTtOXoUUAAJUF0Hm/8AZblhHVRUg/Pp3Y/fWb4nzuLnaWoUYdxkxQSL/XrAXt6JR5VaYPqjTMbPCqZtYf7fxIDWySkGFEdvq3eU5AMSG2vl2w0E8ikafpDD6d45oFJOpLREQsFkE1u8tYfuhSuwWkQOlNRRXeViZVQzA+8tziAq24bRJTM5IxK2ofidcoiggAbsKKlmbU0KQXWLHoQqyi6rZllcBwEer9pEeEwwCXDCos+FqeoTOTdd13KrOx6v3EWq38uu2fKo9Kv+avx2ApbsK6RThpNwlc26/RIJsZra0Ew+d8hqV7zfnEuawsmxPESXVsvcd/7z1EJIgUulWmD4wCUEQ+HLdfiyiyNJdhZTVHC7767Z8gmwWKlwyUwd0wnqCWk3V9fNfrz+ApulkFxtWhW8sygKgLFLm+8251HhUBiRH0DM+1FRIdVBalX0PoLS0lM8++4zdu3dz3333ERUVxdq1a4mPj6dTp05tXc92ZcKECaxZs4aZM2dyyy23sHr1am688Uaee+45brjhBlJTUykpKeHRRx9tYEU2YMAAHn/8cc477zwKCgq4/fbbGTBgALNnzwYMpVRxcTEPPfQQF154IfPnz+dPf/oT8+bN46yzzgq4fmb2PRMTExMTE5P6yKpGWY3MZa8vZ1d+pc8yUwck8ewlA07ajGduRSWvzMVlry8nt8zls8zMMWncdWZ3bnt/Lb/vLGyw796ze3LjuK4npAVBi1FcsOkz+PYOw23vSGzBuC/+kH3Bfbj87Q0UVLqxW0RevWoII7pG4bS1ap07IGRFo7RG5rLXl7G7wHeG7wsHd+KfF/b3Wgsda2RV4+6P1/Ptxlyf+7vHhfDxTSMJdVgCal+yqvHk95m8vSTb5/7EcAcf3zSS+DA7dj9WYC5ZZfmeIm56dw1uHwGvLaLAfy4dwFl9Eo6JVZvJscclq8zfksc9n2xA8bGQ4LCKvH71UIalRQHwS+Yh7vp4vc84Z3Xtd2R69An9PXgUjfwKo5/fX1Ljs8zVI1N49Pw+J+1Y15EJVE/RKqXUxo0bOfPMMwkPDyc7O5vt27fTtWtX/u///o+9e/fyzjvvHFXlOxoTJkwgPz+fLVu2eFfK/vznP/PNN9+wdetWUlNTGTRoEF9++aX3mFmzZiFJEq+99pp32+LFixk/fjxVVVU4HA5SU1Pp3bs38+bN85a57LLLKC8v5/vvv/dbH7fbjdt9OAtKeXk5ycnJplLKxMTExMTExIum6fw/e/cdHkW1PnD8OzPbUkghhFASegsldJCiINgFBTtyVVTselUsiIji9Vquvf1U7BXxWq+9oaD03iQgLRA6BEhI2TLl98cmCyGbZAOpm/fzPHkgM2dmz05mz868c857MrLyGPbM7BLrmsS4WHD/8BqoVfUyTJMFmw8w9s2FJdZ1T47lf7cO5paPlvHd6uLBhaEdEnn3mn7VVc3awbLgm9th2XslVpmn/Yv83jdy8lOzOZjvA+CO09pz27D21ZKryDAtNu3L5Yzn/iixLjk+gjkTh2GaVrX3guj/2K/syfGUWP773UNp2TCywvU57+U5rNqeXWL5x9f1p1/rhHKPtWFavPz7Bp77ZUOJdeMGtio2bEvUTUV5x96fv7XEurvO6MDNQ9sFzhPTtHj0+3TemrOlRNnbhrXjjtM6hEWuMcM0WZF5iAtfnV9iXWrTBvxw+yk1UCsBoQeljitcOGHCBMaNG8eGDRtwuVyB5eeccw5//FHyyyIcnHTSScW6bg8YMIANGzZgGP6nSX369ClWfuXKlbz77rtER0cHfs4880xM02TLli3F9nO0AQMGkJ6eXmZdHn/8cWJjYwM/KSkpJ/r2hBBCCBFGDNPErRtM/HxV0PW7c9w88UN60CnEw4W/t5jOw9/8FXT9qh3ZvDVnM1PP60KXZsUvluds3M+Xy7af8LTpdYavADb/Dqv/G3S1Ov8lbAc38tplXYkqHPr17rwM0nflBGblqyqGaeH2Gdz3+eqg67cfLODJH9ehF+b/qg4+w+Sx79ODBqQA7vt8FR7dDLk+Ht3grTmbWb2jZEAK4OFv1pLj9pWZ1N3tM1i3O4d3Sult9emSTJZkHAjMwibqHrfPYOHmA3y2dHvQ9W/P8Sc0d/sM3D6DZdsO8snizKBl35+/lbW7cur8+eCfvMKf1DyY9F2HmTZ7U1h/14WD4wpKLV68mBtuuKHE8ubNm7N79+4TrlRdVJQnqkhubi433HADK1asCPysXLmSDRs20LZt2xN6rUmTJpGdnR34ycwM3tgIIYQQov7xGSaaqvLdql0MateIqwa2Kra+gdPGhNM7YNNUVm0/FJiFLpx4dAO7pvL1yp2cm9aMC3oVTy2RFOPkrtM7ciDPx4E8L5/cMID+hUNeWiZEcufpHdi4L4+9hz3hfzOju8GbB1vnwSn3QNPuxde3ORX634Br4/f0bRXPF9f3ZnhqY64d3JqZ6XswLaosMOU/lxW+XbWLUzo04h8ntSy2PibCxl1ndEBVFf7amQ0o6FU8G59hWqzMPITTpjLh9A5EO4sPXRw3sBUD2ibw/epdaKpa7uyAPsMkY38+B/J83HV6Rxo3cBZbf2Gv5pzdrSlfr9iJXVODno9un4FhWvy6dg/XDm7NgDYJxdb3SInjpqHtmLNxfyBgIeoWt8+gwGcwf/N+bjm1HWnJscXWD2ibwDWDW/Pz2j2YloVpWSzOOMCNQ9rSMyWuWNn+rRty3clt+C19D3ph0Lcu8uoGNk3l6xU7OaNzEhf3SS62PjHayd1ndCTHrbNx7+EqbxvE8TuuAeBOp5OcnJwSy//++28SExNPuFK10cKFxbt9L1iwgPbt26Npwcfg9urVi7Vr19KuXbsy97tgwYISv6emppa5jdPpxOl0lllGCCGEEPWTZVnkeXRGpDXDpinohsV78zI4LbUxW7PyiXbauOXUdoWzcPlvSBw2NbzybViQ59G5rG8KNk1h1yE3XyzbwXndm7Ek4wDdU+K44ZQ2GJZFjtvHysxDXNonmU37chnYNoHrT2mDaVkYpoXPMLFrSvgmOzdNsEfAKXf7Z+EzfJC1CdIugWXvYfUdz/7mw1mesYd2+w6T7zG4tE8Kw1OT8OhGYVCzao6NaVoc9vkYkdYkEJD5cMFWzuicxKZ9eTSMsnPTkLbopn8WyXyPjsOmUkWT76EbJh7dpEuzGNKSY9FUlV/T91DgNWiREMnM9L3cd3YnNNX/ucvz6GUmkTZNC69uktIwgn8Oa4eqKqzecYg1O3Lo3TKer1fuZMIZHUmKcQb2ZwuyP8sCRYEbhrTFoak0j4tgccYBLuubwmfLtnN21yZcd3IbvIaJaVkcZ0phUYP8E1io3Dy0HXbNP/vehj25XNirOTMWZ3JZ3xRGpjXDa5johomiKFwzqDV2m4rLobJ2Vw4X90nhk8XbuLBXMhf1Tj7qfKjpd3d8rMJ2/uI+ydg0haxcL58u2c6ItKas3H6I9o0bcMOQNpimhWFZeHQTRQmvmWbDxXEFpc477zz+9a9/8d//+rv4KorCtm3bmDhxIhdeeGGlVrC22LZtGxMmTOCGG25g2bJlvPTSSzzzzDOllp84cSInnXQSt956K+PHjycqKoq1a9fyyy+/8PLLLwfKzZ07lyeffJJRo0bxyy+/8Omnn/Ldd99Vx1sSQgghRBhy2DSOzjt92O3l7K5NePnyXuR6dO78ZAWmZeGoqjv3WsBp1zj68V2+Vw/k1Nl1yM2TP63Da5hEOW2syDzEkq0HuG1Ye7olx/H23C14dLNED5iw5Yg88n9fARheGPsptDgJmvcG9yG2ZOXjdEbRqlkjvl25k6w8L5qqEFmFCc6h8O94VBLm7AIfI9Oa8vxlPclx+7j3s1WBGbiwV2lVAH8S9aMTqeuGSUKUkxeu7UGU08bNHy3F7TOIi3QQSu5oVVWIOuo8y/fqOG0an944gCaxLmIj7f5AlBpBWfn2I46aTc+yLLILfDx3aQ/OTWvKGV2asDzzEHrRcRJ10tGfNY9u4PaZvHFVHwa2TaBv64ZkF/hQVQWXqnH0yefVTQq8BtOu6M0pHRIZ2DaBnYcKUBTq/PlQsp03uLxfCv8e1Y19uR4e+XYtPsOs8nZKnLjjSnSenZ3NRRddxOLFi8nNzaVZs2bs3r2bAQMG8P3335cYylbXDR06lC5dumCaJtOnT0fTNG666Sb+/e9/oygKrVq14o477uCOO+4ott3ixYuZPHky8+fPx7Is2rZty6WXXsr9998P+Gffu+aaa1izZg3fffcdMTExTJo0iX/+858Vqp/MvieEEEKI0hR4DTRVwWFT0Q2TPK9BbEQ13MHXIjluHxF2rbC3jUG+18Bp04hwaBzK9xLpsOGwqXh8Bvk+A4emFgsW1BvePP9wPnsU2F2gu7E8uXjscVgoRDg0CnwGBV6DaKdW7YHNfK+OTfX3ErHw34Q2cNpqdJr37AIfUQ4NW2FPLtM6/uBP0dC6SIf/2PoME7fPoIEr9M+rzzA57NaJdGi47Bpun/98j7BrxYJXou7K9+q4fWaJv3GMy1Zi9skCr3/Y37Flo522sJtZNNftwxlo503yvToRDq3UGStF1Qs1TnFc37axsbH88ssvzJ07l5UrV5Kbm0uvXr047bTTjrvCtZ3dbuf555/n1VdfLbEuIyMj6DZ9+/bl559/LnO/MTExgR5nQgghhBCV7egbUZumEmGvo2M1TkC00xaYdcxh0zAtsBUGMqJdNmyFwzmcdo2qG4xWFyhHAlIANhegYLMMbHZ/n4QIu4aqUCO5yCIdNnyGGbjxjrBTowEpfx20QH38wzyP/0bfpilEcCTYZ9fUCs+OZpoWUc4jN+Iuu4YChGHquHpLgUCQCfx/Y1UBw7KC3twfW1ZR/MMBw01ksXZexbI07DJUr06ocFDKNE3effddvvjiCzIyMlAUhdatW9OkSRMsywrf8fZCCCGEEGEgnIftlUY95vr06J4stmNuWur6kJYTcvRQvkKKzVnihqEmex4cnfusNvT0OLoOJ3ofZFPVEsP0jj13y+MMcv4GWybqroggw9FKa9eD9Y4L155Dx35W5LyvOyrUkluWxXnnncf48ePZsWMH3bp1o0uXLmzdupVx48YxevToqqqnEDXONK2gTxUsX0HwDY5dXmo5d9ELgBVkVgjL9K8LorQZgTx63ZxFQ9QOpc3CUldnZxHHqahtKrG8lLYsFEYpM3SZVTulfDgpbSYvbxW3+6X1iqnJ2Yw80lZVi9Jm1is6zuUd79LOHZ8R2t/p6HO+tPOttHOhWuie4MtLaUMLvCd23ppmyUTlgX1aVvBrxjKuJcNdaW1jebMiVjW9lL9HdfZALO3YlPY5M00z6L2QaVkY1XU89dKvTUKtR2nvT2bnqzkV6in17rvv8scffzBz5kxOPfXUYut+++03Ro0axfvvv8+VV15ZqZWsabNmzaqS/ZY27E/UPqZp4TFMrnlnMX/vOQxAXISdt//RjWZZ87D/MOGYgJICZz0Bnc71z2jjc0PmQvjierCO+QIYNgXSLvVv89FFsC+9+PrETjD2M8AJRz3N9eomz/3yN/9dklmseIRD451xfWmREBm2T0JE1XH7DH5Zu5uHv1lbbDYWVVF4dHRXTumQWL97EdQXPjesnA6/P1p8uWqDC96A5H5HhveEytDBnQ0fnA+HdxVf13IwXPgGaI4Tq3eY8+omj32fzjcrdxZbHu2y8d41/WgW66qSXlBe3eT2GctZtOVAseVJMS4+HN8/aB6TqubxGUxftI2Xf9tYbLlNU3j58l50ax4rbVUlKPAa/LBmN499n17iO+Ff53ehdaModmUXMKBto6DH26ub/HPGchYfc+40iXXx4bX9iXaBvZSZrMEfODiQ5+WbFTu5amAr7vtiFbPW7ytWJj7KwYfX9iM+0lH9PSN0D/z5DCx5q/hyWwSMmQGN2hUOgfQr8OrM3ZTFpM9XF7u5VxSYeFYnRnZvVuZ5a5oW+T6DK99axNasPOyqwrf/HEyu1+CTRduYMKwl9k8uhz2ri2+Y0A7+8YW/XvVoOJNXN9h5yM1V7ywi1108uDqyezPuPye1Rnrb6aZJrltn7JsL2Z1dPMjSp1VDXhrTs8rr5dVN9ud6ueKthRzK9xVbd1rnJP49qmuxXommaeLRLa55d1HgXqhI+6Ro3hnXDwcmWlV+F/jcWMveR/njP8WXqzY857/BjqjONE2IL7MePt3krk9XMnfj/mLLG0U7+XB8f+Ij7dX+fSYqmOj8jDPOYNiwYdx3331B1z/22GPMnj2bn376qdIqWJdlZGTQunVrli9fTo8ePQLLx40bx6FDh/jqq68q5XUk0XnVKgpIXf76ApZnHgIgPtLO59f1onnWfJxfjAv+lF9R4aJ3oP0ZsH0RfHSxf0abYEa+AO1Oh7fPgOztJdcn94GrvgXNH5jy6ibP/LyeaX9sDrq72Ag7n904QAJTokKKAlK3z1gRNPeETVV4ZWwvCUyFu6KA1Ld3Bl9vc/oD5RUJTBUFpN46DQ4Eb7fodC5c/K4Epkrh1U0e+W4tH8zfGnR9QpSDz28eWOmBKa9ucsv0Zfyydk/Q9a0SIvni5kHVGpgqCkg9/M3aoOtddpUPru0vgakT5A9I7eLuT1eW+p3w4pietEyIZG+Ou0Rgyqub3PTRUmam7w26/zaNovj8poFEu7SggamigNTnS7dz3cltuPuzlfxvxc4ge4JmsS6+uHlg9QamdA/88TT88WTw9c4YuPqHQGCqKCB104dL8RklD6iiwJMXppUamCoKSF3y2nzW7srBrinMnTiMfJ/B+3MzuO+M1jg+vhC2zgten6Y94Orv601gqiggdeGr88jKC379feWAljxwbudqDUwVBaQueGUem/fnBS0zrFNjXvtH7yqrlz8g5WH0K3PZkxO8p99FvZN5/IJu2DU1EJAa++YClm07FLR8z5Q4pl93Eg5NqZrAVFFA6od7gq+3uXBf9inbIzvTvFF80Hr4dJPbP1nO96t3B91FSsMIvrhpkASmKlGocYoKHe1Vq1Zx1llnlbr+7LPPZuXKlRXZpSiDz+crv5CoUsECUnGhBKQAHNEQmwzb5pcdkAL45nb4+wcY9x3ENC+5fvsSeG8EGB50wygzIAX+mWAuem0+27LyZSifCEl5ASkA3bS4+aNl/PH3PhkeE67KC0iB/0bso4v8wfbShvgdLZSAFMC67+DTcWW3lfVUeQEpgKw8Lxe+Mo+d2e5KG8pXXkAKICMrnwtemUuOW6+WoQ/lBaQA3D6TK95ayOod2dJWHafyAlLg/07458fL2ZqVT+MYF/M27Q8c7/ICUgCb9+dx4avzyHUbJYbyFQWkPltSfkAKYGe2mwtemcfBfG/1DOUrLyAF4MmBd86G/RsxvAXMKyMgBf6Rd/d+vopvVu4scd4eG5DSVCoWkALYtQLeOQf0grAfyhdKQArg/flb+fd3a0tNh1HZQglIAfy2bi83fri0SuoVSkAK4LOl25n0xWp8honPKDsgBbA88xCXv7EAr1EFQ/nKC0gB6G5cMy4mOX8tO/YfLFGP8gJSAJkHCrjg1bkczPfJUL5qVqGg1IEDB0hKSip1fVJSEgcPHjzhStUlP/74I4MHDyYuLo6EhARGjBjBpk2bAGjdujUAPXv2RFEUhg4dytSpU3nvvff43//+h6IoKIrCrFmzAknjP/nkE4YMGYLL5eKjjz6qybcm8I+RvuH9JYGAFMDons1ppm8vOyAF0Pk8fy+Cjy8L7Sbru7tgbzr0HR98/fYlMGMsimWWGZAqUhSYqq4vWlG3rd2ZU2ZAqkhRYGrzvtzqqZioXltmlx2QKlIUmDpc+sVdgGaDt08vOyBVZN138MNE/7T0AvAHB974c3OZAakiRYGpykhJku/VeejrNWUGpIpkZOVz0avzqvzJsmla/L5+b5kBqSJFgakDZdyQitKt2nGozIBUkaLAlM+w+HPDfjbty8WjG0z535oyA1JFNu/P4+Jp80v0lNIUhQtemcel/VJ46uf1ZQakihQFpqq8h4PugRXTyw5IFSkMTCl6AR8u2FpqQKpIUWBq6dZj7qcUuPKtRazdlQPAiG7NiImwc+Er87jrtNY4vry27IBUkV0r/A9Kw3xeKsOk3IBUkffnb+XNOZtLzfVVmWyqysWvzS8zIFXkt3V7mfzVavJLyel2vBSFcgNSRT5bup3nf93Axr25ZQakiizPPMT1HyyhUrNiWRZsmll2QKpIUWDKfpj35m2h6A4o36vz6PfpZQakihQFpqSnVPWq0NE2DAObrfQ0VJqmoev1K1lpXl4eEyZMYMmSJcycORNVVRk9ejSmabJo0SIAfv31V3bt2sUXX3zB3XffzSWXXMJZZ53Frl272LVrFwMHDgzs77777uP2228nPT2dM888s6beliikKApbD+QXW6apClb29vIT86o2yNlZsaf+BzP825W6fov/2yRE2QU+8jzylFiUb9uB/JBvZHXTYsehE0h2LWqvrI3llymieyA3hKAUwIEtoe+3ImXrAdOy2JqVX37BQll5XgoqoaeIZVGh1z32u7IqWMCWEG7mirh9/h4BouK2ZVXwO+FgAaqisONgAUrh9hV5rWMZlv97RqFi5+HObHfVJ4q2zNCC7EU8OZgF2SHfqFsWZGQVP89VRWHbgSPLHDaFAp9BVp4XVVX814ehOrjFn2IijLkLj02otmblB03gXRW2VaCtrMjnKFQ+wwwpIHWkDnnoFfhMbc3KP+FZKIuzIGtT6MV1N0bObg7m+wKz8VX0+yzzQEG1nQ/Cr0KJzi3LYty4cTidzqDrPZ7698V/4YUXFvv97bffJjExkbVr15KYmAhAQkICTZo0CZSJiIjA4/EUW1bkjjvu4IILLijzNT0eT7FjnZOTcyJvQQghhBBCCCGEEKLaVSgoddVVV5VbJtxm3ivPhg0bePDBB1m4cCH79+/HLByjvW3bNjp37lzh/fXp06fcMo8//jgPP/xwhfcthBBCCCGEEEIIUVtUKCj1zjvvVFU96qyRI0fSsmVL3njjDZo1a4ZpmnTt2hWv9/hyGERFRZVbZtKkSUyYMCHwe05ODikpKcf1ekIIIYQQQgghhBA1IbwHFFexrKws1q9fzwMPPMDw4cNJTU0tlujd4fBPa20cM6OIw+EosawinE4nMTExxX5E1TAti67NYost8/hMlEbtwR5Z9sa6Gxq28U8JHArVBkld/NuVpml3rArMmNIs1kVMRIViz6Ke6tikAc4Qpx6OsGu0TYyu4hqJGtGsZ9l57Y7mioW4FqGVbdoj9Do07U7YZ+GtAFVV6J4cW37BQi0aRhLpKDmdfEUpCnRrHvrrdm1W9dci/jrFoamhnR+xEXaaxkZUca3CU6eKfic0jsI0Ldo2jgYLujQP/XzoGqSspip0TGqAaVl0q8C+OiRFYwvx/DhuigrNe4devkETtKiEkG+67JpCl2OuPQ2z+PVorkcnymGjRcNIfLpR2G6GqGl3MMM732ikUyOlYeif/bTk2JDblRNhWVaJv21ZujaPrfRvQ6dNo21i+Z0ginRLjsWmhV6Lrs1jKjkfkwLNeoAa4veaKw4tvgVJMa5APRQFuiWH3o50aRYTyEclqocEpU5AfHw8CQkJvP7662zcuJHffvutWA+mxo0bExERwY8//siePXvIzs4GoFWrVqxatYr169ezf/9+fD5fTb0FUQ67pvL8pT0Y1qlxYNlnS7eTnh+L+/Ivyw5M/fUlHMiAcd+WH5hSbXDRO+CKgwWvBC/T4Uy44HUsRWPqyPKHhjaLdfHFzYOwy+wRIgStG0Xx7tX9yr0JibBrfDS+P83i5EYvLDXrCZd8UH5gyhULV/8AkQnl79M0/e1gs57ll+19NQybDI5ygv71SIRd46I+ydxzZsdyy7ZoGMkXNw9Eq4SL6UiHjbvP7MiYfuX3xE5LjuXj60/CrOIE06qi0KdVPC9e1rPcG8jYCDuf3ThAHswcp3aNG/DmVX1C+k549+q+HMr3MbJHM5rHReCwa0w8qxOX9Cn/3OmREsdH40ueO5Zl8dlNA3hrzhauO6UN153cutx9dUiK5rMbB2JYVTzrsM0JHc6CES+UX7ZBE7j2VwzNyW3D2xNVTsDYrim8eWUfOjVpUGy5pipMu7I3A9r629wf1uxhx6F8vrx5II//vBnfuS9C6sjy69N2GFz8Xug3+HWUpih8efOgkAJT957ZkYt6J+OyV/0xsSz46Lr+9EyJK7fsxX2Sue/sTkQ4Kr8N++LmQSEFpm49tR3jBramQ+MGxe6FSnNqx8Y8f2nPyr33UBRI7hvaeeuKw33Fd2w4bOcfJ7UM1CPSYeO2U9tz1cCW5b5cl2Yx/PeGAVX+fSaKk7vVE6CqKjNmzGDp0qV07dqVO++8k6eeeiqw3maz8eKLLzJt2jSaNWvG+eefD8B1111Hx44d6dOnD4mJicydO7em3oIIgd2mMu0fvQONcYHP4PJ3VpButSo/MGV3QkIHuPr70gNTqg0u/cjfS+r986DgYMkyHc6ESz8EzYHdpjGmX4syA1NFAamEaIcEpURIXHaNni3iygxMFQWkOjeLqZaLN1ED7BHQ9tSyA1NFAamEdv6bs/KoKtgiYNx3ZQemel8N5zwJmuP46h7GnDaN8Se3LjMwVRSQiouwV9pU1nZN5V/ndy0zMJWWHMuM60/CZdP8s4BVMZddY3hq4zIDU0UBqRYJkTht0lYdjwiHRp+WDcsMTBUFpCzAYVPp3PTId4NdU3l0dNcyA1M9UuL4+LqTcNrUEueOpqpEOjRuObUdz/3yN3ef2bHMwFRRQCrCoWLXquFvbndB98vKDkwVBqSITsJmd9KpaQM+HN+/1MBUUUCqf5uEoN+xTpv/eBcFpk59ejY5bh93n9GRB79dj2/0W2UHptoOgzEzQmu36zibphIXYS83MHXvmR259uTW1dZOqKqCU1OZfv1JZQamLu6TzGOju1XJNbymKkQ7beUGpm49tR3/HN4eh03FblN57ah7oWBO7diYaVf0xhFiD8sKsUdAu9PKDkwVBaT0xnRs3qhEPew2lQfO6VxmYKooIBVhr57vM3GEYlky32Fdl5OTQ2xsLNnZ2TKUrwr5dJN7PlvFhr2HAXDaVB4b2YG2xibsP030TxFcRFHgjH9Dcj//hYvugf1/w9e3lewyfepkaDPE38j+7xbYu674+sSOMOqVEjdqHp/BJ0sy+WRxZrHlEXaNly/vJQEpcVzcPoPl2w7x7+/WFluuKPCv87pKQKq+8BXApt9h1uPFl6s2OP/l0ANSRzNN0Avg03FweHfxda0Gw+kPS0CqHB7d4L25Gfxv5c5iy6OdNv5vbK9KDUgdzWeYPPZ9Oou2HCi2vHEDF/83tme1BaSO5vYZ/LZuL//3+8Ziy22qwtMXd5eAVCUp8Bos2XqAJ34ofm2iKPDgiM44NBUTigWkjuYzTB79Lp3FGcXPnSaxLl4e0ytoQOpohmmS7zX4cH4G15zchhd/3cCsv/cVKxMf6eCVsb2qLyB1NJ8bVs2AxW8VX253wYVvQ3QS2I60awU+nXW7DjPlf2s49g7s3jM7lhqQOppHN7jzkxWBKe6nXdGbCLvGW3O2MGFYa2zf3wG71xTfKKEdjH6tXgSkjqYbJocKfNzy0TJyPXqxded3b8ZVg1rVSDthmhYew+TW6cvYnV08bUefVg154NzUKr+GN0yLXI/OTR8uJbug+KidMzoncdPQdiUCO17d5N6j7oWKtGsczVMXda+agNTRfAWw8VeY/WTx5aoNz4iX2Ww0pm3ThDLr4dNNnv55PXM27i+2vFG009+OSECqUoUap5CgVBiQoFT1cfuMEmO7bZYHTQ3S+FmWP7JfxOcOnibl6HLBylj4L26CKPAaBGs3VUXBXtVfDCJsBTvPwX8qSkCqHvEV+O88j1VGm1Qu0wQzyEQgJ7LPeqbAZwTt5q6pSpUEpIqU1i7YtbKDClWptDoBOKWtqjT5Hj3o39g0LTRVKfe7oaCUv5MjxHPHME10w0IFdCt4s6SpVH9AqkhpbSVqsYBUkdKOp2VZIQ/VKu3cVxSwW74Sy+pzG6sbJkaQoVg1fU1jmhY+o+RQ0+qs1/EcG7cveD6yajuWhZ+3YyMYpmXhUxwh1aM2fp+FKwlK1SMSlBK1gVc3q/4JiRC1gFc3sCy56Q0XpmmF30Wo7im8CXXiM8wa6TVbU68rQmAapQ6BMS2r1iX4PfZccvsM7KqCz7RCvhH2+Iwqv+HUDbPMwHDRzX9lJtQu7zWFqG4en4GiKPXynsCyLLy6KdeHRwk1TlH/zhYhRJVw2FQKvOE9m4sQ4O+JKDcB4cFnmKiqQtg9n1M00I7k9inw6uVsULnyPLoEpGor3V16QMr0B6T0IL03apL/HD5yfeGwqXgMs0I9M5x2DU8Vvy+bVvZ1kG6YlT7DW3mvKUR1s2lq8I6D9YBbAlLHTa4YhBAnzOMz+HDBVoKNYhQi3Gzal8eq7Ydquhqikrw6ayNuX+26CT9h+9fDrlW4fQbvzttS7UFUp03l7TlbyK/mYJgIgWqDuS+AN7/EKq9h8uqsjdSmSafcPoOMfbk4bf67XNOy2JPtxjTh0yWZpQ4lOppumHy9YgfeEMoerwKvwZtzNmO3Bb8bzyscsvfarE2VFiQu8Bq8+efmetkjRdReq3dks3lfbk1Xo0bohsmXy3cEHZYpyiatWC0ydOhQ7rjjjpquhhDlKmpsPT4DX2HX8Tf+3Mw3K3dhmBb5Xj0wlWqwsepC1BVFNzy6YeL2GXh8Bu/M3cI7czPw+AzchZ8B8H8eRN2Q79WxLIutWfk898sGdNPELGy76hy9MEmu4Qv0cHE3aIHuLcCuqbw+ezM//7Xb//48PkyrqG2unItmo/A1Tcsi161jmBa/rN3DtD824bRpeHXzyOeokl5TVJBlgTfP/+/2pfDHU/7eUqbhz88CWJaJRzd4+ue/2ZvjxrJq5vMQOId9BnrhsL3oCDuqqvqvLzwGjRo4mbF4G+/Oy0BTlUDbDP5UAl7dLPZ/04J352UwfdE2fIZJgdcIXJsUla2oou0D9bQpTJu1mVnr9mFaVqA+lmWR59Fx2TWWbj3Ii79tQFUUPD4jEJwyQ+ypGew1X5u9idl/+18z36sH9iXT2YvqUHSe+wqvkdw+g7fnbOHto66Rjv5Mh5Oiaz/DtCjw+t/nx4syeWfuFsDftnj0I+2SKFto2fSEEOIoNlVh24F8Jn2xitNSk1AVha1Z+UybvYmEaAcz0/cCMGVEqsx+JOo0l13DZ5jc8MFSOjeNoWeLOL5ZuRPdtBjZvSlrduawctshpl3RW7ps1wFun8GMxdtYvu0QZ3dtyufLtuM1TJ7+aT09W8Tz/epdXNo3hZPbN8JRV9oumwt0L3wyFvWkW9gU3ZOHvlnHGalN8GZuYme2m1dmbSLCoTEzfS8uu8a9Z3astPNV01TcPoNnfv6bXI+P4Z2SeGXWJvbkeJj2xyainTZ+WbuHKSM606ZRZKW8pqgAXwHMexkOboZOI2DhNPAchllPYCW0RVn7P3wD72RHVGde+3Mbhmnx2A/pjEhrxg+rdzGwXSNG92xebUmMVUVh875cHvzfX5zROQmvYfLz2t18eO1J3P/laqKdNk7pkMh78zPIPFDAZ0u3c9jtY9b6fTx/aQ8ax/iTeR/I83Lbx8s4pX0iiQ2cLNt2iN3ZblKbxvDnhv1k5Xp56uK0E+pltG53Do9+l85ZXZqQ7faxL9fDS79tQFFgZvoebhvWni+W72DzvlxO65zE9IXbyPcaPPvL37RJjOKnv/Zw/Slt6N0yHlULbbxT+q4cHv8+nTO7NCG7wMf+XC8vzdyAZfmDwfGRDm4/rb1MSiKqhdOu4dENbnh/KWkpsXRrHsdPf+1GUxXO6JzE8m2HWLsrh2lX9A67c9KuqfgMk4mfryIuws4pHRJ5f34G2w8W8L8VOziY52XW3/t44bKeNIquX7NeHg9JdF5o6NChdO3aFYAPPvgAu93OTTfdxL/+9S8URUFRFL788ktGjRoV2CYuLo7nn3+ecePGkZGRQevWrfn888956aWXWLhwIe3bt+e1115jwIABgW3mzp3L5MmTWbRoEU6nk379+jFjxgzuvPNO3nvvvWJ12rJlC61atSq37pLoXNQEt8/g39+u5cOF20qsc2gqs+8dStPYiCBbClG3eHWTP/7ex/j3lwRd//ylPTi7axMJStURXt1kyFO/s+uYabgBeqbE8d8bB9S9fEi6Fzb8BJ+Px33LCh74dS+fLd1eopjTpjL3vmFVcoGcleth8H9+pyDI0/DRPZvz2AXdiJDPSM3w5sHzXSH/QMl17YZTcOFHDHjqTw7lF5+1rUXDSGbeNaTaPw9un8GU/63h0yVHzuFf7jwFRVE447nZQYcX3jikDf8c3p7Iwtnr3D6DabM38dyvG0qUVRT48faTadc4OvjsySHy+Azu+WwVX6/cWWJdpENj4f3DURWFU578nay8krOODm7XiLfH9a1QYMzjM7jr05V8u2pXiXVRDo259w0jLrLkjH9CVBWPbvDjmt3cPmNF0PVvXNmbIR0ah+UwU9O02LQvlzOe/6PEbIAAtw1rxy2ntgu7gFxFSKLz4/Dee+9hs9lYtGgRL7zwAs8++yxvvvlmhfYxefJk7r77blasWEGHDh0YM2YMuu7vnrtixQqGDx9O586dmT9/PnPmzGHkyJEYhsELL7zAgAEDuO6669i1axe7du0iJSUl6Gt4PB5ycnKK/QhR3RyayvWntA267pQOjUiKqZ9TD4vw47CpnNY5icQGJW/kGzhtnNe9mQSk6hBFgcv6Bv9+vXpw66DTRNd6NgekjoTIBOy7lnL9wOZBi53eOYmGVXTDGhfp4MwuTYKuG39ya+zhNsNhXaI5IO3SoKusAbeS5zODDi+5vH+Lqq5ZUHZN5YZjri8WbsmiXeNo+rdOCLrN+JPb4Dqqd6PTpnL1oNZBy/ZMiaNjk5gTCkiBP6Hz9ae0CbrurK5NiHTY0FSFC3oll1Ln1hXOxVnWa57drSkNXPaK7VCIE+S0aYzs3oyYiJIDsBKjnZzeuUlYBqQAVFWhfVID+rSMD7r+msGtw/a9VzY5SkdJSUnhueeeo2PHjowdO5bbbruN5557rkL7uPvuuzn33HPp0KEDDz/8MFu3bmXjxo0APPnkk/Tp04dXXnmF7t2706VLF2699VYaNWpEbGwsDoeDyMhImjRpQpMmTdC04Dc5jz/+OLGxsYGf0oJXQlQVt88gIyuPGz4M3nPk9/X7ePbnv/EZpuSUEnWaVzfI8+jc8tEy9h32lFh/2KNz3QdLyCnwBXIHiNrLq5t8s3Inb/y5Jej6R75dy8ItB+pWfjDd4x+O9dNk3Jd/xebY/tz8yV9Bi/64Zjcv/74Rn2FWWs4ZwzDxGSavzNrId6tL9hgB+OfHK9iwN7faZwGs9ywLDC8sfQ+Wvhu0iPLN7TQ4sIbfbj+pxI3VK79v5Mc1u6s1H4rbZ7B5Xy43fbgUgIRoB/PuO5VL+rTgkW/XsmBLVtDtrn13MTsOFZDv1fH6DPbkuBn3zuKgZZdnHuLB/63BqxvHPdOg22fw957D/PPj5UHXRzn8Q78/X7qdDxdsDVrm/i9Ws2LboZBz7bh9But3Hy61R8rXK3byxh+bK/XzLURZPLpBToGP699fQk5ByfZ9X66Hmz9aSq5bxxtm10i64Q/mP/zNXyzZejBomWveWczubHfY5dOqChKUOspJJ52EctQclgMGDGDDhg0YRugnUlpaWuD/TZs2BWDvXn9+naKeUidq0qRJZGdnB34yMzNPeJ9ChMowLQ7meXnyp/W4fSbBHn5H2jXmbtzP+/P9SUjlZl3URf4bMYWnf17Plv15OIM87XLaVHYcLODJH9f5cwlLMstaqSgh6ey/9/LfJZm47MEvf+yqwquzNrF2l78HcmUlA68yeuGQoDVfYJz2MPsczXn6t634DDPolNyRTo1Z6/cyfeE21Epom90+A01T+WRxJr+v20eEo+TDNEXxJzh/9pe/2XvYIw8qqovu9R/8v76CNZ+BvbTh9ArOuU+R5NvBpzecVKwXodOuMX3hNuZt2u/fZRXPKGWYFvsOe3j65/X4DJO4SI05E4fRLC6SN/7czJKMA0Q5SvbG0FSFXI/Okz+uI89joKoK63YfJrvAhy3IRUqkXWNF5iFenbUJVVUqfLNsmBa7s9088/N6dNMq8Vl77tIePDKqG7+s3cP/Vu4M+rkAfy+Ll37byOZ9uViWVWYgyTQtdmW7eeaX9RhBXhMgwqHxS/oePlu6vfB91fL2S9RpXt3EsuDJn9az/WBBqddIGfvzeeaX9ViEzzWSVzewaSqvzd7E0q0HiQzSW15TFXLcPp74YR15Hr3K28+6ThKdh0hRFI5Nv+Xz+UqUs9uPdJstCnCZhRe1ERGVk1/H6XTidErCNFEzVAXiohw8c3F3XHaNN//czOM/rAusd9pUlk45Hcuy0E0L3TAl2bmokxw2Fa9ucPcZHXHYVDbty+Ws5/8sVubj606iW3IsXt0fBJBu2rWTXfPP3DWoXSMGt0vEaVc5/+W5rN6RHSgzIq0pL47pGXiiaVrWCQ/vqXI2h7+nVLeLUBVo5PDx3JkJOBv24KVZm3n+qHw6MS4by6acjm5YGJXUNrvsGl7d4PwezbiodzI2TaHPv38tlpvollPbMeG0DuQXHlcZxVdNbA4wdOh4rn9op80JL/WGA5uPlOlzDdY5z4BeQPquw8z5czNrdvo/E31axvPfGwfg8ZlYlv+csVVxbilVgUbRTp69pAcuu8arv29k457DNIuL4B8ntWD84NaYFqQ++GOx7R45vyuX9k2hwKujKAqaqnBSq4b8dOfJfLtyF3d8sqJY+XmThhNROImFYVgVntRAVSApxsmLl/XEZdd4+uf1vDJrU2D9/E37GZHWlKEdExme2hiXXeP0Z2ezaV9eoMylfVN4/IJu5HuNwJBhtYwPh6JAkxgnLxW+5pM/reO12Uf+lo2iHSy8/7RAD3XdMOX7SFQph03FoxtMOrsTDpvKXzuzGfV/84qV+eqWQbRrHO2/RiJ8rpEcNn/7ce3g1tw4pC1ew6TrQz8VK/OfC9MY3bO5/+GNqlR5+1nXydE5ysKFC4v9vmDBAtq3b4+maSQmJrJr15Gkghs2bCA/P79C+09LS2PmzJmlrnc4HBXqlSVETVAUhQi7RpTTH9O2LH8g6tHRXRnaIRGfYWLXFJyFZaQRFnWZw+Y/j+2aiq0wQHHNoFbcMtSf78SmKdg1lSinTYKvtZymKkQ6bEQ4NHy6iYVFu8bRvHBZDxIbOFGAfK9BpMNGpMOGGqwrQm1kc4IjCkW1EZG/i8hXemDuWglAhF3jPxd2Y2DbBLyGiU1VcVVy2+ywaTRw2XHZNWyqim5YnNSmIU9c2I1Ih4aCf4hHtNNGtNNWrEe6qGKaDZxR/l5SlgWWCc16wujXISIeUFD0AvItJ8/N3s4787Zy/SltaN0oCgCPzyTCoRHp9OdGqmqKohDh8J+fpmVhABdPm88va/dw80fL+M+P6wI9hM7s0oSHRnQO9ITSVIVol52ownPM5bQF2mxNVZgyIpWRaU0Dvzts/nbbfhw3yf562oh02vAW9n6Icmg8eVEa/Vs35Me/dmPXVBq47IUBIgvTgi7NYnjmku7ER9pRgAKv/3MRFcLnorTXfOqiNPq2ikc3LTRVqfTPtxBlcR51jVT0EOfmoW25drA/n5tNPXKNVGdmtA3RkfelBh62nNOtCQ+NLGyXLP9nMsppq9eJzkMlPaWOsm3bNiZMmMANN9zAsmXLeOmll3jmmWcAGDZsGC+//DIDBgzAMAwmTpxYrFdUKCZNmkS3bt24+eabufHGG3E4HPz+++9cfPHFNGrUiFatWrFw4UIyMjKIjo6mYcOGqLX9Ka2o13yGiW5azLj+JLo0i+WSPinc/elKCrwGkU5pXkR4OZTvZcq5qfxjQEuwILlhJAeDzKgkaj+7TaVVQhT/uTANp02lf+sEXpy5oe4/qSs4AGf9B1/jNKx1W/j0+n50aGRndM9kbp+xvPChQdW9S39vtAReGtMLC4tuzWL58a/d6DJkr+apGiR1hQvfBNUGKX1h0etgWaiKQnykg29uG0xchJ2hHRrzwFdrsGk1F0D0Gf4eWp/eOJCOSQ24oFcyf/69j1y3zuX9WvDw+V0wTIv2SdGs33MYj88oMeGEaVnkuH28dVUfBrRJ4MoBrUiIdnLY7SO6kq5Rioajfn7TQNo0jmZUj+bcOn0ZZuFxtSx/75COTRrw3CU90FSFHilxfDA/eJ6pUF9TVRS+uHkgbRKjOb9Hc26ZvgzLsiToK2rMwTwvj43uyoW9/Yn9m8W5OJhfclRROMp161wxoCUPjuiMafofeG3cm4tRGCwW5VOsY8ek1VNDhw6lS5cumKbJ9OnT0TSNm266iX//+98oisLOnTu5+uqrmTt3Ls2aNeOFF15gzJgxPP/884wbN46MjAxat27N8uXL6dGjBwCHDh0iPj6e33//naFDhwIwe/Zs7r//fpYuXUpERAT9+/dnxowZxMXF8ffff3PVVVexcuVKCgoK2LJlC61atSq37qFOtShEZcvz6DhsKqZlBXqJ+AwTtbD7vBDhpCh5bNGNT1GX7OqeLl1UDp9hoikKqqoEcj0YR/196yTDB6ZBnul/emsaBk4N0OzF3m9VMU0Lw7ICn4miz0iBzyBGZgWreYbXPxMfHMk5ZXjxaRH+IWQK2FQV07QwraofrleWY68vTNPCsiwswCwM9Hh8RqCeHp9JtKt4oMnj8+eXMkwr0FPBq/tzYVbWeyuqZ1HwCQrbFlVBVRTy3D6iXPZiAWG3z8CmKngNk8ggObJCf80jQw+Pfk0hakLR0FFXPbxG0g0z0C7Bkfd+9PGor0KNU0hQqtDQoUPp0aMHzz//fE1XpcIkKCVqikc3CseIF29w5cmACEfBnsS7fQZOmypPp+uYol4MR/MnNa/jAXWfG+wuf9usKDg0FXwFYHOBolR52xxs/x6fgQX1/sK8xlkmKMfcHBo6YGEq/sDI0QHLogBQTQU5ip3D+G/6FCxMit/kevUjs/wem1Dcqxv+FAPHnHuV2WPQW1jPY/dX9FkoSoh87HH0Gf4cO8cTHCvKYXjsa5qmVaVBZyFKY1kWHt0s0c4Hu24KR7phlvgse3yFbViY5NE6XqHGKWR8jRDhwjTA1P35RapJaTl06vRNnRClCHZhJTfadVOwG+1an9Q8FHYXcEzbfNSsa1XdNgfbf227IfH4DOyaWv9u3o8NSIE/5xTBE8wqikJNHqFjry+KbviOPZvKuuErLYdNZfbcKO01ij4LVVGH0t5zvTunIRCIFzVLUZSg10O1rf2vKsGCy/XlvVeWMLgCE6KeM3T/kI1t82HFdH/3fJ+7pmslhBBC1BoFPgO3z+CjhdtYszMbr+4fjiuEqIN8BZC7Dxb8H+Ts8P8uhKizZPheLTR16lS++uorVqxYEVJ5Gb5XTxk+QIFNv8Gsx2Dncv/yqEQY+E/of71/tp2jnpILIYQQ9UmB15936PU/NvPOvC3kFOgA9GvdkLvP6EjPFnEohbmUhBC1nK8A8rNg1uOw6hP/tbCqQedRMGwKNGjqHzEgQ+qFqBVk+J4Q4cxXAJtnwcyHYW968XV5++CXKTDnWeh/I5x8F2iSYFYIIUT94vEZPPvLej5auI18r1Fs3aItB7hk2ny6J8cy6ZxUuifHlchJJISoRXJ2wc+T4a8v/TnSipgGrPkc/voCOp4DZzwKcS38wSohRJ0gj4WEqItsTvjiupIBqaMVHPQ/Sdq5otqqJYQQQtQGlmXxa/oe3vhzS4mA1NFWbs9m4uer6n0yWiFqNW8ezHnGH3w6OiB1NMuCdd/5Rw/IcD4h6hT5Bq4iP/74I4MHDyYuLo6EhARGjBjBpk2bAuu3b9/OmDFjaNiwIVFRUfTp04eFCxfWYI1FnXJgC3gOh1Z28++ge6q2PkIIIUQtUuAzmL/5QEhlt2blk+fRq7hGQojjptkhc1FoZbctlNQVQtQxEpSqInl5eUyYMIElS5Ywc+ZMVFVl9OjRmKZJbm4uQ4YMYceOHXz99desXLmSe++9F9MsJfIvxNFMA7b8GXr5zAX+bYQQQoh6wq6pLN0aWlAKYPm2g1VYGyHECbEs2LMmtLKHtob+4FYIUStITqkqcuGFFxb7/e233yYxMZG1a9cyb9489u3bx+LFi2nYsCEA7dq1C3nfHo8Hj+dIz5ecnJzKqbSoG3wFsHVO6OW3L5EnRkIIIeoV07RYvzv0G9M5G7Po1yaBCJnGW4jaZ/eqij1gzVwAHc6quvoIISqV9JSqIhs2bGDMmDG0adOGmJgYWrVqBcC2bdtYsWIFPXv2DASkKurxxx8nNjY28JOSklKJNRe1nj0i9C7MAO5s/1MjIYQQop5YszMbswLzSy/delAuioWojXQPbJpVsW22/AHe/CqpjhCi8sn3bxUZOXIkBw4c4I033mDhwoWBfFFer5eIiBPrtTJp0iSys7MDP5mZmZVRZVFnWNCofejFoxqBs/QpOIUQQohw07iBi6gKzKbXNjEKRaaRF6L2sSxI6lKxbRp3Bvk8C1FnSFCqCmRlZbF+/XoeeOABhg8fTmpqKgcPHslVkJaWxooVKzhwIPRcB0dzOp3ExMQU+xH1iGqDS96Hhm1CKztmBjiiqr5eQgghRC2R2MDJC2N6hlS2W/NYHh3dTWbgE6I2srug3TAYeHto5XtdCd0ultQVQtQh8u1bBeLj40lISOD1119n48aN/Pbbb0yYMCGwfsyYMTRp0oRRo0Yxd+5cNm/ezOeff878+fNrsNaiTtGcMPbz8oNNZz0BSV3B5qyeegkhhBC1gMuucXK7Rtw8tG2Z5RKiHLxzdV9sqvSqEKLWsrlg+BRoM7Tscs17w7nPyHWvEHWMBKWqgKqqzJgxg6VLl9K1a1fuvPNOnnrqqcB6h8PBzz//TOPGjTnnnHPo1q0bTzzxBJomyTVFiDQbxDSDC94svUzapdDrKnlSJIQQol5y2jXuPL0DQzokBl1vUxXevKoPMS4bqgSlhKjdNDtc+hHEtQy+ProxXP4pKDKPlxB1jWJZVgXSQIraKCcnh9jYWLKzs2UoX33jc8PGXyFnR/HliurvvixPioQQQtRzeR6dz5dt59gr3jaJUfRt1RCXzLgnRN1g+CB7O2z4ueS6NkMgvrVc+wpRi4Qap5CgVBiQoJQQQgghhBBCCCFqi1DjFDJ8TwhxQgzTLPa7Tzfw+Iwaqo2oCbphljgPjIrMxS6EEHVcsDbPZ5hBStYPxx4PwzQrfjxMvfBfo/gy0/D3mKmnDNNEP+Y7VzeO4/gKIWqNYz+/ej37PEtQSghxQjRVJd+rB363aSreetaQ1ne6aaGpR75O3D4DTfKzCCHqEU1VcB/1QEY3TDx6/f0uPPZ4qIqCblTwYYWhg+4BVfOnK9A9YHhBUep5UAp0wwocX69u4tXr9/kmRF1n19RAMF83TGxa/QrT1K93WygjIwNFUVixYkVNVyUoRVH46quvaroaQoRs1yE3Pt3Eoxus231YAhL1jKoopO/Kwaub6IbJzkMFNV0lIYSoVoZpse1APh7dwO0z2LA3l/r+TbjjUAG64Q+YrNt9GLWidx2WCVmb/AEpwwNZG8E0Yc9f/tyZ9ZRpWWzNysftMyjw6mzen4vXMJGMLELUXTsOFQR6QHoNk32HPTVco+pVf1t0IcRx8Rkmh92+Yt1Kb5m+DI9u8tnS7fy2bi/Owuh+vlfHo8tQvnDkLQxCAtg0hdnr9/HJ4kw8uslNHy4LlDMtizyPXmJ4nxBC1GWWZZHvPdK2WZbFlK/WcDDPy9KtB/lg/tbAAxqfbhbrNRSODNPf1ptHDdu7dfoyCnwGXy3fwS9r92ArjEp5dANvab16fAX+3lC6x98j6rdH4OAWf0Bq1hP+dYcy/UEpX4G/x5Qe/jdvBV5/sFM3TBTgiR/WsSfHzd97cvm/3zZS4DNw2lR0w6TAq5d+fIUQtYL/s3rke+Fgnpd7Pl2FaVncOn05BUd9Z+R79bAfnitzZgohKsSuqagKbNmfD0CTGCfbDuRz8pO/cajAx/UntyHfZ7B260F6t4yXoXxhyrIsNE1h8ZYDpDZtwGGPzn9+Wsezv6wn32uQ4/aRlevFME1aN4qW3nNCiLCiKAo2VWV3jofDbh8tGkay97CHM577gwKfwZldmmBaFsu2HqRjkwZh3wZqqoLLrrElKw+ApBgXmQcKOOXJ38ku8HHt4DYU+AzSd+XQMyUOvbS8g4oCBdn+WYUbdYCCA/DmcLAsaN4LNBtEJYDnMNgc/qF99aCHkKpAttvH3hwPbRKjOJjv5YJX5mFYFn1bNSTaaWPtrsO0SojEaVMlr6MQtZ0CEQ6NZdsOkhIfyYE8L1+v3MncjfvJyvPyz+HtcdhUdmcX0CMlvljAPxyFRU+pH3/8kcGDBxMXF0dCQgIjRoxg06ZNgfWLFi2iZ8+euFwu+vTpw/LlywPrTNMkOTmZV199tdg+ly9fjqqqbN26FfBffEybNo0RI0YQGRlJamoq8+fPZ+PGjQwdOpSoqCgGDhxY7HUBXn31Vdq2bYvD4aBjx4588MEHxdZv2LCBU045BZfLRefOnfnll18q+/AIUek0VSWlYQT3fraSrlN/Jt9rcDDfh2XBtD82k/bwz+w77MFnmEQ6JPYdjpx2Dd2wyMrz0O3hn/m/3zdiWXAw34dHN0mb+jN3zFhOSsPIsL8ZE0LUTw6bSuMGTp775W86P/gTW/bnkePW8RkW367aRecHf2LhlixshQGbcKepCinxkdzz6Sq6PvQTuR6dg/k+TAve+HMz3ab+xO7sAnTTKv142FzgioVl78FjTWHbAvDmgS8fMubA4ymw+jNQgIy5/qTndle1vs+a4LRrxEU4eG9+Bp0f/IkVmYfI8xq4fSZ/bthPt6k/883KnaiKgqYoRDjC/3wToi6zqSo+3SQ+0sHwZ2Zx5duLAMjK8wIw6v/mMuLFP0mKcaEbJmqYX0uHRVAqLy+PCRMmsGTJEmbOnImqqowePRrTNMnNzWXEiBF07tyZpUuXMnXqVO6+++7AtqqqMmbMGKZPn15snx999BGDBg2iZcuWgWWPPPIIV155JStWrKBTp05cfvnl3HDDDUyaNIklS5ZgWRa33nproPyXX37J7bffzl133cWaNWu44YYbuPrqq/n9998Bf0DsggsuwOFwsHDhQl577TUmTpxY7vv1eDzk5OQU+xGiummKwsPndQm6rn/rhozo3owICUiFNZdd46yuTRnYNiHo+ofP74qmhPeXqBCiflMVhccvSAu6rnlcBDcNbYfdFhaX2yFRVfj3qODXBn1axjOye/PyA3SqBmc/CfaIkuscUXDmo7B3LXQ8K3iZMKWpCv8+vyt2reT3aozLxqSzOxHl0NCCrBdC1D52m0rLhEiuHNgq6PobTmlL4wauepH0XLHCMCve/v37SUxMZPXq1cybN4/777+f7du343L5n6S89tpr3HTTTSxfvpwePXqwYsUKevXqRUZGBi1atMA0TVq0aMEDDzzAjTfeCPh7Sj3wwAM88sgjACxYsIABAwbw1ltvcc011wAwY8YMrr76agoK/El+Bw0aRJcuXXj99dcDdbvkkkvIy8vju+++4+eff+bcc89l69atNGvWDPD3+jr77LP58ssvGTVqVND3N3XqVB5++OESy7Ozs4mJiamcgyhEKdxeA01T+Gzpdp7/9W/25ATP5XBG5yQmn5tK4wYueWIXhtw+g32HPfz7u3R++mt30DKJDZxMOL0DF/VOxrL8vQqEECIc6KYJFvy2bi+P/7COLfvzgpbr37ohD47sTLvEaJxh3FvKV5jr6IvlO3jm5/WlXhucltqYB0Z0pkmMq2RwyjTB0v29o36aDLtXBX+xpj1g+IOQ0s+fT8oRFdbBKdO0MCyLBZuzePS7dNbtPhy0XPfkWCae1YleLePRFH/AVKsHN7NC1EUFhTninv3lbz5asC1oupMIu8bVg1px67B2qErd7HGbk5NDbGxsuXGKsGipNmzYwJgxY2jTpg0xMTG0atUKgG3btpGenk5aWlogIAUwYMCAYtv36NGD1NTUQG+p2bNns3fvXi6++OJi5dLSjjwJS0pKAqBbt27Flrnd7kDPpfT0dAYNGlRsH4MGDSI9PT2wPiUlJRCQCla3YCZNmkR2dnbgJzMzs9xthKgsdpuKTVU4o3MS/3d5L5LjS14IXn9KG+47uxNJMf6AlC55pcKKbpi47BqNGziZdHYnbhnatkSZ5nERvPaPXpzROQmbqsgQPiFEeLHApqn0a92Ql8b0JC05tkSR0T2b8+jobrROiCoc8hy+34Wq4m/nT0tN4tWxvUlpGPzaYPK5RwJSJY+HCZrDH3Qa/Rq0HV7yhdqfDuc85c8v5WzgH+pnjwBTr5L3VRuYWNg1le4pcTx7SY+gvZNPS23MI6O60i05FpddQ1EUwq7XgRBhwjBNnDaVCLvGdSe34ZlLupcooyrw0pieXDmgFU6bisOmhvWkQWERlBo5ciQHDhzgjTfeYOHChSxcuBAAr9cb8j7Gjh0bCEpNnz6ds846i4SE4o2+3W4P/F8pHJISbJlZxSeM0+kkJiam2I8Q1UVTFRRFISHaSa+W8RimRVyk/3MQYddw2lSaxblIaRgZiOjXh26n9UnR39Np10iOj6B5fETgyxUgLtKOzzDpmRJPQrQTRZGglBAivBS1g3GRDjo3i8GmqoHvQoemEuXQiI+00zIhkkinrdg24ajo2qBhlIOeLeIwTQLHw2VXcdpUmsa6SImPKP3aQC0c8u+KgcSO/h5Qrjj/THuK6g9AORr4122c6Z95T7MX3zYMFc1aGOOy07FJAyIcGjERNhTFf9wbOG00cNlp0yg68D1s09SwPt+EqMs0VUVVFGyaSrO4CFKbNkBVICbC347FRtixgK7NY2kS6wqU19Tw/UzX+XeWlZXF+vXreeCBBxg+fDipqakcPHgwsD41NZVVq1bhdrsDyxYsWFBiP5dffjlr1qxh6dKlfPbZZ4wdO/aE65aamsrcuXOLLZs7dy6dO3cOrM/MzGTXrl1l1k2I2kg3TFZsO8Ttp7Vn2ZTT6dIshmcv7c68+4axO9uNhCDqj8wDBcydOIyXL+9JpyYNWDbldCae1Yll2w7KDEBCiLC3K9vNGZ2TWPrA6ZzZJYkJZ3Rg0eTT0FS13n0XmqbFyu3Z/HN4O5ZNOZ1uzWN57pIezJ80nN3ZbkI+IN48/+x7d/8Nfa6BftfBhHUQ39IfoPLm+mfqq2cOu310aRrD4smncUmfFK4Z1JqFk4eTFOMEwAi/rCxChLV8r86fG/bz7W0nM3PCEJw2lbkTT+WzGwcya/1eCrzh2wv0aHX+sUJ8fDwJCQm8/vrrNG3alG3btnHfffcF1l9++eVMnjyZ6667jkmTJpGRkcHTTz9dYj+tWrVi4MCBXHvttRiGwXnnnXfCdbvnnnu45JJL6NmzJ6eddhrffPMNX3zxBb/++isAp512Gh06dOCqq67iqaeeIicnh8mTJ5/w6wpRHXTTolfLeDo1bYBPN7mgV3OGd0rCYVOZcHpHeUJXT9g0lTtP74DDpnJKh0QysvLQDYsRaU1x2jU8PgNNrXtj4IUQIhT5Xp3mcRGMG9QKRYHRPZPp2SKOKKeNu8/ogE1T0Q2z3nwneg2THilxpDZpgGFaXNCrOcNSG+O0adx1RkdsqoplWYHRBUH5Cvy9ok6+C2xO6D7G3yPq4FYYci/YI6HbJf7eUZZVb4JTBV6DuEgHN5/aDk1RuLBXMg1cNny6xR2ndcBl1/DoBm6fUSdzzwhRH0U6bFw5oBXgH9Z3y6ntsGkq3ZNj6dkiDrWetG91/htSVVVmzJjB0qVL6dq1K3feeSdPPfVUYH10dDTffPMNq1evpmfPnkyePJn//Oc/Qfc1duxYVq5cyejRo4mIOPGEiaNGjeKFF17g6aefpkuXLkybNo133nmHoUOHBur+5ZdfUlBQQL9+/Rg/fjyPPvroCb+uENXBVjgcK9Jhw2nXuGpgq0B+CIdNpcBr4NWNmqyiqGK6YeLVjUACc59hctWAVjhsaiChrwzbE0KEM6dNw7IsXHYNVVE4vXMSDaMc/nWFeZPqU98VW+HMb067hl1TuWJAS4qyWjhsKl7dLL8HrWb3Jz23+Y8jzXpBk26Q2B5QwDT8uacMb1jnkjqWw+YPcNpV/7Cf3i3j6ZDUgGiXDZddwzCtQG4vIUTd4NENtEDuVYWbhrbFXjj8VlUUvHr45pE6WljOvlffhJrVXoiqVDQTUX15GixKMi0Ly5JAlBCi/irwGagQ1jPtVYRumCeeV9BbOLOh5vT3ipLet4C/l55p+UdERjnr/OAXIUQYCjVOIS2YEKJS2MI4+Z4IjaoooecLEUJUPsvy/xxNUerN8KbaIKI2B6Nq4Pywaf7heuYxvaPUigSpHFHllzGD9MyuhODVsfX2Hy4F07Io1gVOIaRhNlbhw5tg+6yoSIfcxom653g/OyK8SWsmhBBCCFHX+dxwMAM2/FR8edvhkNAW7CeelkDUYT43HNgEG38tvrzd6dCwdZWdH26fwcrMQyzPPFRs+agezWkY5QgM/z5uhu4fwrfkreJD+SITodtFR4YAVpDPMCnwGny8aFux++dhHRNpmRDFRwu34TWODKtJjHZyXo9m2MvoLe72GazbfZgFm7OKLT+7axOaxLikd50Iez7D5ItlOziY7w0sc9pUxvZviU1VKhasFmFFhu+FARm+J4QQQtRjPjdsmgmfX+tPEn00mxNGvQadzgGbq2bqJ2qW7oa/f4IvrgPdU3ydzQUXvAHtzwB75Z4fXt3k3XlbePyHdSV6B8VH2nnn6r50ahJz/Em5fW7w5MAHo2HPmpLru4yG0dP8CdEr0GvK4zPYme3mH28uZMch/+fJoak8fkE3BrRNYPx7S1i7K6fEdud0a8Lzl/YMenPt0Q2+XLaDB75ag35M76top41pV/Smd8t4SVAuwpJhmvgMi1unL+PX9L0l1ndPjuW9a/oR5bSVGdgVdU+ocQoJSoUBCUoJIYQQ9ZTuhXkvwu//Ljk062in3OOfuUw7vp4joo4yvPDHMzD7ibLLDb0fTr6zUs4Py7LQDYtJX67ms6XbSy1n1xT+c2Ea53ZrWvFeQt58yNoAH10EuSVvcgOa94Kxn/tn7Ash6Ob2GSzOOMCNHywlz+sfEui0qXw4vj92VeG6D5ay77Cn1O27NY/l/Wv9N9cO7cgkII9+l8678zJK3U5V4MGRnbm8X8sT7z0mRC3i1U1y3D6ueGsh6bsOl1quSYyLD8f3Jzk+QoKzYSTUOIW0ekIIIYQQdZHugUXT4LdHyg5IAfzxFPz5bMmeVCJ8+Qpg3kvlB6QAZj0G81729z46Qfleg/u/KjsgBeAzLCb8dyWz/t5HhZ+Re3PhrTPKDkgB7FgGbw4PuRfYpn25XPX2okBACqBvq4Y0i4vg0tcXlBmQAli9I5vzXp4TCEjle3T+8+O6MgNSAKYFU79eyxfLtgdmMhYiHDhsKue++GeZASmA3TluRr40B089mW1OFFevglKmafLkk0/Srl07nE4nLVq04NFHHwVg+/btjBkzhoYNGxIVFUWfPn1YuHBhYNtXX32Vtm3b4nA46NixIx988EGxfSuKwrRp0xgxYgSRkZGkpqYyf/58Nm7cyNChQ4mKimLgwIFs2rQpsM3UqVPp0aMH06ZNIyUlhcjISC655BKys7Or54AIIYQQou4yfbBtfujlMxeCJRf89YZlVvD8WABWkIThFeSyayzJOBhy+YWbs3D7Kvi6O5b5hyWG4sBmcJd/bW2YJgs2ZXHM6Do6NmnAmh3ZId8sZx4oILvAB/hno63IsViccUBuykVY2XfYzZ6csoO5RQp8But3lx28EuGpXgWlJk2axBNPPMGUKVNYu3Yt06dPJykpidzcXIYMGcKOHTv4+uuvWblyJffeey+m6f9S+PLLL7n99tu56667WLNmDTfccANXX301v//+e7H9P/LII1x55ZWsWLGCTp06cfnll3PDDTcwadIklixZgmVZ3HrrrcW22bhxI//973/55ptv+PHHH1m+fDk333xztR0TIYQQQtRRtgjYszb08nv+8g9jEvWDvaLnx9pKSXhumBZbs/JCLr9u92Eq1E/K54ZdyytWqb3p5RZx+0zSg9wQpzZtwLoK3ihv2OMv77Rr/L0n9G3X7T4sOXVEWKnoZ2dl5iHpLVgP1ZvZ9w4fPswLL7zAyy+/zFVXXQVA27ZtGTx4MK+//jr79u1j8eLFNGzYEIB27doFtn366acZN25cIFg0YcIEFixYwNNPP82pp54aKHf11VdzySWXADBx4kQGDBjAlClTOPPMMwG4/fbbufrqq4vVy+128/7779O8eXMAXnrpJc4991yeeeYZmjRpEvS9eDwePJ4jEeecnJLJFoUQQggR5kwdDmWEXj53j3/Yk7NBlVVJ1CI+N+TsCL18dqZ/SOgJBqa2Hcgv0duoLOt3HybSUYFbEsNbsWAbwM5l0LwPaKW/jl1TWbe75DV1x6QYZgZJzlyWlZmH6NkijqxcL/ne0HuBbdybi02TGchEePAZJiuPmXmzPOm7c/DoJjYJztYr9eavnZ6ejsfjYfjw4SXWrVixgp49ewYCUsG2HTRoULFlgwYNIj29+FOXtLS0wP+TkpIA6NatW7Flbre7WBCpRYsWgYAUwIABAzBNk/Xr15f6Xh5//HFiY2MDPykpKaWWFUIIIUSYyt1bfi6pY+Xsqpq6iNond3fFtzl8HNscoyK9pAAO5nvx6BUYvmePgOyy81WVcGgb6GXnU3PYVHYeKjkksE1iFDsPVSwXW+bBAjy6GZi9L1Qe3SSncOifEHWd9zg+AzsOFmBTJTBb39SboFREROlPfcpaVxF2uz3wf0VRSl1WNCzweE2aNIns7OzAT2Zm5gntTwghhBB1UHQStC35sK1ULQdCw9ZVVx9Ru8QmQ6uTQy/fegjENi+/XDlO6ZBIy4TQh4le1rdFxWKrpg4Dby2/XBHNDifdUm4PQbfPYPzgkp+Pn9fu4epBoX9u7JrCdae0IdJho1vzWLo0C31m7HO7NSVCZh4TYSLCrnH9KW3RKhBkunFoW1QJStU79SYo1b59eyIiIpg5c2aJdWlpaaxYsYIDBw4E3TY1NZW5c+cWWzZ37lw6d+58wvXatm0bO3fuDPy+YMECVFWlY8eOpW7jdDqJiYkp9iOEEEKIekazw4hnQQ1h6JOiwojnQZEb3npDscHI50EN4W+uaoVl7eUWDcXD53UJqVyMy8akczpVbAp4ewSkngfJfUMr3+9GiEwot5jLrnHdKW1Iji/+sPo/P6zj9M5J9G4ZH9LLXTmgFQlRDsD/QPrR0d3K2cLPaVN5+PwuOCUoJcKEqio0jXVxWd/QRvUMbJvAoLaNJK9aPVRv/uIul4uJEydy77338v7777Np0yYWLFjAW2+9xZgxY2jSpAmjRo1i7ty5bN68mc8//5z58/0zltxzzz28++67vPrqq2zYsIFnn32WL774grvvvrtS6nXVVVexcuVK/vzzT/75z39yySWXlJpPSgghhBACAEXx95bqO778sj3/AXEtQK03l35CVSGmOfS6qvyyva+GBk3959QJsmsqA9s2YnC7RuWWnXB6h+O8AVUKg6zl1DcqEYZNBkdoPbcsq2RAbXeOm1dnb+KhkZ3LfbmEKAd3n9ExEGTTVIXUJg04p1v51/U3DmlLtLPepPsV9YTLrjHp7FRiIso+tzVV4bELumGXnGr1Ur26MpkyZQp33XUXDz74IKmpqVx66aXs3bsXh8PBzz//TOPGjTnnnHPo1q0bTzzxBJrm/0IZNWoUL7zwAk8//TRdunRh2rRpvPPOOwwdOvSE69SuXTsuuOACzjnnHM444wzS0tJ45ZVXTni/QgghhKgH7BFw2kPQ7zqIDJIbMyIe+lwLZz5WKTOriTrGHgFnPOIPXEYE6ekTEe9fd/q/KvX8sGsKz1zSndE9mxPpKNnzp2msi5uGtuUfJ7WsWC+pIpoNEtrCyJegSVrJ9YoKbYfBJR9UKO+aw6ZySodE7ju7E60bRQWWv/HHZhpGOXjigrSgw/FUBU5u34jX/tGbY0ceOe0aj43uxiV9UmgQJOiUGO3k2sGtueXUdsd3LISo5Wyawmv/6M2AtglBA7tpybE8e0l3msS4AuluRP2iWFZFM2SKyjJ16lS++uorVqxYcUL7ycnJITY2luzsbBnKJ4QQQtRH3nywOWDLH7D0XTANfw+ZdsNA94bcU0SEqaLzY/Ms//kB0HsctBlapedHvldHUxV+/msPny7JpHGMi8v7taB7Shxe3SQiSMCqQnwF/uGr2dv97ytzAXQaCT0u9wfZVJt/mGsFuX0Gdk1lw57DfLRwGxv2HuaqAa0Y2jERm6ayK9vN9IVbWZJxkLO6NuGi3sm47Bp2TS01f06+V8euqfy2bi8zFmXSwGXj8v4t6NuqIV7dIKIiMxAKUcfopolhWOR5DT5dkskva/fQv01DLu/fksYNnGCB3Vav+svUC6HGKSQoVYMkKCWEEEKISmWaoLtBAWwuf48RIYpY1pFZ6DRXtQ3n1E0T3bAwLYvIqgq+eHL9gTfTqNReXwVeA03154c6eqhhgdfApipYWDhsoQfXTNPCY5hggcuuSs8QUe94dANVUdBNSxL7h7lQ4xQSkhdCCCGECBeqKr2iROkUBezVf37YVJUyO0F48/2B1HLqZloWCgQP5Dij/f9W8j1uab25jreXl6oqRISSfL4SeXQDBSoUPBOiqjgLz0OJR4ki0lMqDEhPKSGEEEIIUWeZBpg62JxlFsv36igoJz7sr55x+/y9umwyq1m9VeAzME0Lp02V80BUm1DjFHJGCiGEEEIIIaqX7vUPNwXYsRTWfesPTlkW6G70wnUFXgPwB6Se+ml9YHOvbmKYFrphVnvV6wK3z3/cvLrJ9IXb2HHIP2xTN018hon0SwhvnsK/f9G/Dk3loa//wij8uxcUrdeNmqmgEEeRoJQQQgghhBCi+vgK/EnXMxf4f1/6Liz/EFQN9qyB9G+xGV4M0+LjRdvYe9iNXVP5cvkOvl+9C8O0+G7VTrYdyJecTEF4fAZfr9zJlv25OGwqny/bzvSF2wCYu2E/y7YdxKtLMC+cOe0ah90+pi/ahkc3+GtnNp8v285ht85ht4/352Wgm2ZgKJ0QNaneBKX27dtHkyZNeOyxxwLL5s2bh8PhYObMmZimyZNPPkm7du1wOp20aNGCRx99NFB29erVDBs2jIiICBISErj++uvJzc0NrB83bhyjRo3iscceIykpibi4OP71r3+h6zr33HMPDRs2JDk5mXfeeSewTUZGBoqiMGPGDAYOHIjL5aJr167Mnj27eg6KEEIIIYQQ1c0eAS1Ogg8vgBd7wsqPYdNv8FJvmHYypPQDuwvDtIiLtDPw8d8Y/sxsDuX7eOjrvzjp8Zm88ecWUuIjSp3trj6zayqpTRpw6tOzOfXpWfy1M4d35mYw+D+/cccnK+iREodTEvqEPbumsmjLAfo++itXv7MYy4KRL82h36MzOZTvxadLbzlRO9SboFRiYiJvv/02U6dOZcmSJRw+fJgrrriCW2+9leHDhzNp0iSeeOIJpkyZwtq1a5k+fTpJSUkA5OXlceaZZxIfH8/ixYv59NNP+fXXX7n11luLvcZvv/3Gzp07+eOPP3j22Wd56KGHGDFiBPHx8SxcuJAbb7yRG264ge3btxfb7p577uGuu+5i+fLlDBgwgJEjR5KVlVVtx0YIIYQQQohqYxrgbABthsKBzWAV9trJ2ghN0iCuhb8McG5aU0zLYtuBfAByPTr7DnsY2b0pcksdnGFZdEuOo1msiy378wDwGibbDxZwWuckbKqKKcP3wp6qKFzUO5mcAp2sPC8Au7LdFPgMLuqdIgFdUWvUu0Tnt9xyC7/++it9+vRh9erVLF68GK/XS2JiIi+//DLjx48vsc0bb7zBxIkTyczMJCoqCoDvv/+ekSNHsnPnTpKSkhg3bhyzZs1i8+bNqIXT63bq1InGjRvzxx9/AGAYBrGxsbz55ptcdtllZGRk0Lp1a5544gkmTpwIgK7rtG7dmttuu41777036HvweDx4PJ7A7zk5OaSkpEiicyGEEEIIUXv5CkBzQPrX/uF6m347EpAqZPS9HmPYVPJNjemLtvP5su1s2pdXYlcRdo2zujZhbP8W9G4Zj0c3cdXz3j9un4FlwefLMvl0yXZWbs8uUcamKgzr1JhL+6YwrFNj3D5TEseHEY/PwKapbN6Xy/vzt/LNqp0cyveVKNckxsWons24ckArGjdwYlrgKHOKTCEqThKdl+Lpp59G13U+/fRTPvroI5xOJ+np6Xg8HoYPHx50m/T0dLp37x4ISAEMGjQI0zRZv/5IwsUuXboEAlIASUlJdOvWLfC7pmkkJCSwd+/eYvsfMGBA4P82m40+ffqQnp5e6nt4/PHHiY2NDfykpKSEfgCEEEIIIYSoCYrqD0I17wPNeoEjukQR7eAWjNx9NIhw0KdVPKlNg9/IJDZw0jMljvZJDfDoJnaZUQzwBxZ6tYinW/NYgnWEiYmwk5YcS7fkWHyGhU2T3jLhxK6peHWT5IaR9G4ZT3J8RNBybRKj6NOyIY0bOPEapgSkRI2qd2ffpk2b2LlzJ6ZpkpGRAUBERPAPa0XZ7fZivyuKEnSZaZ5YYsFJkyaRnZ0d+MnMzDyh/QkhhBBCCFHlbE7Q7BCXAqfe788ddaycHUQktkJTVfq1TuDJi9KCBlcu7pPM5f1bEBthx2XXZCgSBI5D52axPDKqK4kNnCXKDOmQyE1D29G4gQuHTZVgXphRVYUIh0aEXWNk92bcNqx90HIPjezC8NTG2DSVSIetmmspRHH1qhXyer384x//4NJLL+WRRx5h/Pjx7N27l/bt2xMREcHMmTODbpeamsrKlSvJyzvSdXju3LmoqkrHjh1PuF4LFiwI/F/XdZYuXUpqamqp5Z1OJzExMcV+hBBCCCGEqDNydsDWudDlAn9+Kc0O3S6CQ9tg+xIwTdw+g3fnZZAU4+KMzv5cr60SIjmlfaPAbHKiJN0wmZm+F7fP5LzuzVAVSIhycFbXJvz8125yPXpNV1FUA8O0eOOPzfRMiSMtORaAAW0TaNc4mtf/2ITbJzMwitqhXoVFJ0+eTHZ2Ni+++CLR0dF8//33XHPNNXz77bdMnDiRe++9F4fDwaBBg9i3bx9//fUX1157LWPHjuWhhx7iqquuYurUqezbt4/bbruNK664IpAM/UT83//9H+3btyc1NZXnnnuOgwcPcs0111TCOxZCCCGEEKKW8RX4g1IT0sEVC788BId3wgVv+NftWAamjsvuoHPTGP6891RUVeGUJ3/n4fO6cHKHRLZm5bPzkJsmsS4ZehSE066y6P7h2G0qB/K8DOnQiGtPbkNWrpdtB/Jp1ziaiHqegyucmaZFgc/ggXNTSUuOY8ehAk57djZvX9UXh01l3qb92GXopqgl6k1QatasWTz//PP8/vvvgZ5FH3zwAd27d+fVV19lypQp2Gw2HnzwQXbu3EnTpk258cYbAYiMjOSnn37i9ttvp2/fvkRGRnLhhRfy7LPPVkrdnnjiCZ544glWrFhBu3bt+Prrr2nUqFGl7FsIIYQQQohaxR7hn2XPXphCo9dV/iAVCjiiILkPhmpDMS0Gtm2ETVNx+wyuOKklg9o1QlUUWjeKwu0zJCdSEDZNpW+rhjjtGrppckmfZAa3T0RVFBIbOIl22iQgFeYMy8JlV0lLjkNVFZrEurjl1HYAaKrCgDYJWIBXl3xSoubVu9n3apOi2feWL19Ojx49jns/oWa1F0IIIYQQotYxdUAFteybY9O0cOuG5MCpINOy8BkmTpsEouorr26iqQqq4s9xLER1kNn3hBBCCCGEELWfaYDuLreYBRKQOg5e3USTQES95rCpaKoiASlRK0lQSgghhBBCCFFzbE5wRAZd5dENDNNCN0xMM/wHeJiWhdtnAFDgNSplny67hq0Oz7LnM0x0w8QwLTy+I8fENI8+VpK8XYi6Sh411KBWrVohoyeFEEIIIYQorsCrY1rwyeJM3p+fgdOmMW5QKy7o2RzTgghHeA1F8xTmx1qw+QBv/LmZFZmHGN2zOded3IaEaAc21d/TpT4p8BpoqsLXK3fyztwtZBf4uOKkllzevwU2VWV3TgFP/bieuZuyOL9HM647uQ2NY5z18lgJUZdJTqkwIDmlhBBCCCFEOPAZJjsPFfDybxv5euVOPHrxaeujnTZG9WzObcPakRjtRA2D4IPPMHl7zhY+WLCV7QcLSqwf2DaBm4a2pV9h8vJwZ1kWWXle/u/3jXy+dDs57uK9oJw2lbO7NuX6U1rz955c7vhkRWDdSW0acuOQtgxomyA5tISoYaHGKSQoFQYkKCWEEEIIIcKBbpic9/Jc1u7KKbPcye0b8eaVfep8kMajG0xfuI2Hv1lbZjlNVVg8+TQaRjmqqWY1x+0zuH3Gcn76a0+Z5VolRPLTnacw+Inf2ZfrCSxXFVh4/3ASG7iquqpCiDJIonMhhBBCCCFEnbJ+9+FyA1IAczbu50C+txpqVLVsqsp78zLKLWeYFu/O21JpeaZqs3yvwa/pe8stl5GVz8LNB7ikb0qx5aYFb82pH8dKiHBQb4JSQ4cO5dZbb+XWW28lNjaWRo0aMWXKlEBOJ4/Hw8SJE0lJScHpdNKuXTveeuutwPazZ8+mX79+OJ1OmjZtyn333Yeu68X2f9ttt3HHHXcQHx9PUlISb7zxBnl5eVx99dU0aNCAdu3a8cMPPwS2mTVrFoqi8N1335GWlobL5eKkk05izZo11XdghBBCCCGEqAUKvAbT/tgcUlnLgjf/3FKnE1ybpsXSrQfIyMoPqfzHCzOx2+r+cMWyuH0G787bghFiUvsPFmzl8v4tSuSQ+mRxJnYtvI+VEOGi3gSlAN577z1sNhuLFi3ihRde4Nlnn+XNN98E4Morr+Tjjz/mxRdfJD09nWnTphEdHQ3Ajh07OOecc+jbty8rV67k1Vdf5a233uLf//53if03atSIRYsWcdttt3HTTTdx8cUXM3DgQJYtW8YZZ5zBFVdcQX5+8S+ee+65h2eeeYbFixeTmJjIyJEj8fl8pb4Pj8dDTk5OsR8hhBBCCCHqMt00+XHN7pDLf7o0E02tu7czXsPkjT+3hFx+X66Hmel70U2z/MJ1lE1T+HhRZsjlf1vn71E1rFPjYssP5vv4Yc1udCN8j5UQ4aLutuLHISUlheeee46OHTsyduxYbrvtNp577jn+/vtv/vvf//L2228zevRo2rRpw/Dhw7n00ksBeOWVV0hJSeHll1+mU6dOjBo1iocffphnnnkG86gvhe7du/PAAw/Qvn17Jk2ahMvlolGjRlx33XW0b9+eBx98kKysLFatWlWsXg899BCnn3463bp147333mPPnj18+eWXpb6Pxx9/nNjY2MBPSkpKqWWFEEIIIYSoC9bvPoy3AkGEnAKdXdklE4PXFS67xurt2RXaZknGQbx6+AZaDuR52XfYU37BQoZpsXZnNl2alcxXs3TrwQqdT0KImlGvglInnXQSinKkG+eAAQPYsGEDy5cvR9M0hgwZEnS79PR0BgwYUGzbQYMGkZuby/bt2wPL0tLSAv/XNI2EhAS6desWWJaUlATA3r3Fx0gPGDAg8P+GDRvSsWNH0tPTS30fkyZNIjs7O/CTmRn60wQhhBBCCCFqo54t4kmOjwi5fFpyLM3iQi9f2xR4DS7uk1yhba4c0JJIh62KalTz4iIcnNSmYcjlE6OdnNIhka+W7yixLtyPlRDhol4FpUrjclXOzAx2u73Y74qiFFtWFNQyT7DLrdPpJCYmptiPEEIIIYQQdZnPMPnHSS1DLn/1oFZVV5lqEOHQuHpQ6xL5kErTv3VDkmLCe0Y5TVW4dnDrkMtf2i+FhZtL5uXq1SKO5PjIyq6eEKIK1Kug1MKFC4v9vmDBAtq3b0/37t0xTZPZs2cH3S41NZX58+cHkqIDzJ07lwYNGpCcXLGnG8EsWLAg8P+DBw/y999/k5qaesL7FUIIIYQQoq5w2TXG9m+BQyv/FiU2ws6ItGbYQyhbm0U6NIYfkw+pNNcODj2AVVdpqsKpnRqT2MAZUtkx/VrwwYKtJdZdM7g1YX6ohAgbdbsVr6Bt27YxYcIE1q9fz8cff8xLL73E7bffTqtWrbjqqqu45ppr+Oqrr9iyZQuzZs3iv//9LwA333wzmZmZ3Hbbbaxbt47//e9/PPTQQ0yYMAG1EpIr/utf/2LmzJmsWbOGcePG0ahRI0aNGnXC+xVCCCGEEKIusakql4QwpG3cwFboRmgztNVmDk3lpqFtcdrKvqdo3SiKYamNwz4oBaAbFuMHt0Yp562OTGsGHEl2XiSlYQRndWmCrY4HLIWoL+rVINsrr7ySgoIC+vXrh6Zp3H777Vx//fUAvPrqq9x///3cfPPNZGVl0aJFC+6//34Amjdvzvfff88999xD9+7dadiwIddeey0PPPBApdTriSee4Pbbb2fDhg306NGDb775BofDUSn7FkIIIYQQoq6IcGg8dF4XrhrYijf+3MLXK3fg9vlTXzRw2hjdqznXndyGpBgXjnICOXWBqiqkNo1h6ZTT+XjhNt5fkEHmAX/ydkWBQW0bMf7k1pzcPhHdMAmDt1wul11j3KBWnNe9GW/O2cKnSzPJKdABcNpUzk1rytWDWtM2MYopX63BMP3ByQFtExg/uDVDOiZiGBY2rSbfhRAiVIp19Ji0MDZ06FB69OjB888/X9NVCZg1axannnoqBw8eJC4u7rj3k5OTQ2xsLNnZ2ZJfSgghhBBChIUCr44F/HdxJhEOjVE9m2OaFhFhmrzaoxvYVJVFW7KYuymLsf1a0DDagV1VUetBD6lgCrw6mqry7aqdHMjzclm/FmiKgk1TUBWFJVsP8OeG/Yzp24JGDRzYVLVe9CYToi4INU4Rni26EEIIIYQQok4rCj6N6d8CBSUsekaVxVnYtad/6wR6tojHZZeuPkXnwMjuzTBNC+cxx6Rvy4akJccRIcdKiDpLglJCCCGEEEKIyqF7wOYM/N/CwmPZAwEWj8/AggoFXJz1bByWqiq41Pr1nstj11QIckhUVSFCjpUQdVq9Gb4XzmT4nhBCCCGEqDWODkx5csEZjU83sRf2dMr16EQ75dm4EEKEs1DjFOHdB1YIIYQQQghRdQzdH4QqkjEHS3djmQasnAHAwi1ZYJlYupdZ6/dSlPFHN018hln9dRZCCFFrSFBKCCGEEEIIcXwU1d8rypsHlgXeXJT/XoUy93lY/wOWI4q+ydHYNNibk8/Pf+0h0qHh8RmoihKYOU0IIUT9JEGpEJmmyZNPPkm7du1wOp20aNGCRx99FICJEyfSoUMHIiMjadOmDVOmTMHn8wW2XblyJaeeeioNGjQgJiaG3r17s2TJksD6OXPmcPLJJxMREUFKSgr//Oc/ycvLq/b3KIQQQgghRIWoqr+n1I5l8O458Nu/YfPvMPNfsHkWyn+vQP3lAXILPJz/2lJ++ms313+wlBdnbsCnm5LMWwgh6jkJSoVo0qRJPPHEE0yZMoW1a9cyffp0kpKSAGjQoAHvvvsua9eu5YUXXuCNN97gueeeC2w7duxYkpOTWbx4MUuXLuW+++7DbrcDsGnTJs466ywuvPBCVq1axSeffMKcOXO49dZba+R9CiGEEEIIUSGqDVqfDM4Y2L36yHL3IVj3HcbwqezM9nBy+0YoCszZsJ87Tu+Apiql7lIIIUT9IInOQ3D48GESExN5+eWXGT9+fLnln376aWbMmBHoDRUTE8NLL73EVVddVaLs+PHj0TSNadOmBZbNmTOHIUOGkJeXh8vlKrGNx+PB4zkydj8nJ4eUlBRJdC6EEEIIIaqPaYCq+QNRvz8GG37yLztW485YJ92C0usfADz983p+X7eXG4e0YWT35liWhaJIgEoIIcJJqInOZdqLEKSnp+PxeBg+fHjQ9Z988gkvvvgimzZtIjc3F13Xix30CRMmMH78eD744ANOO+00Lr74Ytq2bQv4h/atWrWKjz76KFDesixM02TLli2kpqaWeL3HH3+chx9+uJLfpRBCCCGEEBWgav6he406wAWvw4cXQubC4mUUFc+oN7A17sSKjTv4fl02v/y1hw/G9yM5PpICr06EQ25JhBCivpLheyGIiIgodd38+fMZO3Ys55xzDt9++y3Lly9n8uTJeL3eQJmpU6fy119/ce655/Lbb7/RuXNnvvzySwByc3O54YYbWLFiReBn5cqVbNiwIRC4OtakSZPIzs4O/GRmZlbuGxZCCCGEECIUNidoDjB1OJgRpIAFWRtZsXUfF7+1grfmbGH7oXy2HyxAN00JSAkhRD0n3wIhaN++PREREcycObPE8L158+bRsmVLJk+eHFi2devWEvvo0KEDHTp04M4772TMmDG88847jB49ml69erF27VratWsXcn2cTidOp/P435AQQgghhBCVxTJg71q48U/YNAt+ug9iW0BkAtZlH2Hb8ie9Wify+KjOzN54gKcv7s7CzQewayqmaaFKbikhhKi3JCgVApfLxcSJE7n33ntxOBwMGjSIffv28ddff9G+fXu2bdvGjBkz6Nu3L999912gFxRAQUEB99xzDxdddBGtW7dm+/btLF68mAsvvBDwz9x30kknceuttzJ+/HiioqJYu3Ytv/zyCy+//HJNvWUhhBBCCCHKZ+r+f5v1BrsLXDFYl30MzXqgzHwEBYVNDfrRxufl0v6tcRugKQond2iEVzdx2mTghhBC1GcSlArRlClTsNlsPPjgg+zcuZOmTZty4403cu2113LnnXdy66234vF4OPfcc5kyZQpTp04FQNM0srKyuPLKK9mzZw+NGjXiggsuCOSESktLY/bs2UyePJmTTz4Zy7Jo27Ytl156aQ2+WyGEEEIIIUKg2or/22owimoHRYOhk8DSaRYfja4qWLrJRb1T0E0Lp11D4lFCCCFk9r0wEGpWeyGEEEIIIaqUZUHRTHq+AizLxLRFohUO0fP4DHTTIsopz8aFECKcyex7QgghhBBCiOplGqAV3mLYI/y/YwH+oJTTrmEz5Zm4EEIIP+k0K0S48LlLLtO9JZcJIcKaYVqYQTpBe3SjBmojhKh3tOLPvBVVQ1OL33JotSyxuc8wSyxz+6q/zQz2mqZlYUoQT4Shinzu9CBlAbx68OXVpcCrl1hmmBamWbP1qmukp5QQdZ1pgqXD7P/Agv8D66hGsPMoOO8lf54HzV5jVRRCVA+3z2DfYQ83friUv/ccDixv4LLz5EVpnNyuEU67VoM1FEKI2sOrm/gMkzs/WcHv6/cGlquKwj+Ht+f6U9pgUxUUpeqDaB7d4Pd1e5n05WryPEdudFObxjDtH72Jj3LgkvZbhAGvbuLRDW6fsYI/N+wLLNdUhQmnd+DqQa2xa0cC2W6fwbasfG78cCmZB/MDyxtGOXhpTE/SkuNq5LPh1Q2+WbmTR75Nx33Ug7+eLeJ55fJeRDk1IhwSbgmF5JQ6QRkZGbRu3Zrly5fTo0ePE97fu+++yx133MGhQ4dC3kZyStVjPje4D8EnY2H7kuBl4lvDZR9Bwzb+bvRCiLDk1U3+t2IHD/7vLwpKedJ4eb8Upp7XBVVRsGnSWVoIUX+5fQbpu3K46cNl7M4J0tscGNAmgVfG9iLSqeG0Vc1Nr88wMU2LyV+t4bOl24OWiXJoPHZBN87u2gRHFdVDiOrg9hms3pHNzR8tY99hT9Ayg9s14v/G9iLSoQIK78/L4Ikf1+EzSoYtFAVuOKUNd53REU1RUKuhF6bbZ2BaFnd/upLvV+8OWiYmwsbTF3XnlA6J9TqYHGqcQq5IhajLvLnwct/SA1IAB7fA60Ngb3r11UsIUa0KvAavzNrIPZ+tKjUgBTB9USaXvb6gGmsmhBC1j2lZLMk4wIWvzis1IAUwf3MWw56ZhR7kZriyqIrCBa/OKzUgBZDn9fcqeXtuRpltvBC1mWFazNu4n0umzS81IAUwZ+N+hj09C49u8a9v1vLId+lBA1Lgn1fhtdmbufHDpUGHA1YFu6Zy9gt/lhqQAsgp0Ln+g6V8sWw7BV75zJZHglJC1FW6F1Z/Bp6c8ssaPlj2Hnjzqr5eQohq57CpfLqk9Buaoy3bdog9ZdyECSFEuHP7DD5elEkoqZoO5vv4Ze0ejCrK65SRlcdfO0O4lgP+uzgTu1a78nEJESqvbvLx4kxCGacV5bThsqn8b8WOkPb9+7q9eKopv9SKzENszcovvyDw3yXba10OvdpIglLH+PHHHxk8eDBxcXEkJCQwYsQINm3aFFi/aNEievbsicvlok+fPixfvjywzjRNkpOTefXVV4vtc/ny5aiqytatWwE4dOgQN9xwA0lJSbhcLrp27cq3335bPW9QhBEL1n4ZevF134JNhu8JEY4278tlx6GCkMt/tWInHnnaLoSop+yaWiyHVHm+XrkTbxX0wnD7DL5cFtpNN8Dm/XnsPCQPFUTdpKrwx9/7yi8InN21CfM2ZZHjLplIPBjTgh/W7Co1IXplyfXofLU89M/syu2HOOz2VWGNwoMEpY6Rl5fHhAkTWLJkCTNnzkRVVUaPHo1pmuTm5jJixAg6d+7M0qVLmTp1KnfffXdgW1VVGTNmDNOnTy+2z48++ohBgwbRsmVLTNPk7LPPZu7cuXz44YesXbuWJ554Ak0Lfaypx+MhJyen2I+oh3z5kLkw9PJ5+2HnsqqrjxCiRhR4DT5fFlovqSLfrdpVLXkXhBCitrEsi7kb95NfgSE1czbspypaTJum8P3qXRXa5stl22tkZkAhToRpWcxavy/k3kxndW3CN6t2Vug1vl65E72KZ6qMtGv89Ffpw/aOZVn+eslntmySDv4YF154YbHf3377bRITE1m7di3z5s3DNE3eeustXC4XXbp0Yfv27dx0002B8mPHjuWZZ55h27ZttGjRAtM0mTFjBg888AAAv/76K4sWLSI9PZ0OHToA0KZNmwrV8fHHH+fhhx8+wXcq6jzdQ0j9X48mw/eECDsWVoVurgDyvTpqNcwmJYQQtY1lUWx2u1Dopn+WvspOWKyiVDhHVJ7XqPDlnxA1raKfO5ddq3AupgKvUeXXNhYUm2kvFPleA5lbrmzSU+oYGzZsYMyYMbRp04aYmBhatWoFwLZt20hPTyctLQ2XyxUoP2DAgGLb9+jRg9TU1EBvqdmzZ7N3714uvvhiAFasWEFycnIgIHU8Jk2aRHZ2duAnMzPzuPcl6rDIBGjSLfTyzgbQalDV1UcIUSMiHTYu6Nm8Qtuc3bUp3mrKvSCEELWJqioMS03CUYEZSPu1bojDVvm3TR7d4KyuTSq0zQW9mhPhqL+zeYm6SVMVzujSJOT8Sj+v3cM53ZpW6DXO7daUKunSeJQCn8HpqUkV2ub8Hs2IcEhfoLJIUOoYI0eO5MCBA7zxxhssXLiQhQv9w6O8Xm/I+xg7dmwgKDV9+nTOOussEhISAIiIOPGcPk6nk5iYmGI/oh4yDeg8KvTyHc70964SQoSdbslxNIxyhFxebmqEEPXdwHYJIZcdkda0SnpgRFTwoUKTGBftGzeo9HoIUR1sqkL/1g1DKvvD6l0M69QYZwWCwef1aF6hYPPxiHJonN8j9M9s+8bRNIlxlV+wnpOg1FGysrJYv349DzzwAMOHDyc1NZWDBw8G1qemprJq1Src7iMJBhcsKDm19uWXX86aNWtYunQpn332GWPHjg2sS0tLY/v27fz9999V+2ZE+LO7oPuloIZ4Y9l9LNgjq7ZOQoga4dGNkJ8otkyIpE1idBXXSAghai+HpoYcDHJoKuemNcNeRTe7XZrF0jQ2tJvWEd2b4q3g0CEhagubqjA6xM/dlv15GKbF8NTGIZXvkRJHXKT9RKoXEkVRGNg2IeTXGtm9mfRMD4EEpY4SHx9PQkICr7/+Ohs3buS3335jwoQJgfWXX345iqJw3XXXsXbtWr7//nuefvrpEvtp1aoVAwcO5Nprr8UwDM4777zAuiFDhnDKKadw4YUX8ssvv7BlyxZ++OEHfvzxx2p5jyLMRDaC8b9BbErpZVxxcNnH/qF7kkNGiLAU6bDx0MjO3DSkbZkf88HtGvH1rYOrfHYaIYSozTRV4ayuTXn+0h5EltFrtHWjKL7752AiKjmX1NF8hsl3/zy5zB4kqgK3D2/PxLM6yTAgUWfZNJXzezTnqYvScNlLD0O0axzNj3ecgk1VeP7Snlzev0WZ+z2zSxM+Gt+/sqtbKq9h8uPtJ9M9ObbUMjZVYdLZnbhpaFsinfKZLY8EpY6iqiozZsxg6dKldO3alTvvvJOnnnoqsD46OppvvvmG1atX07NnTyZPnsx//vOfoPsaO3YsK1euZPTo0SWG7H3++ef07duXMWPG0LlzZ+69914MQ556iONgj4CkLnDLwuBD+VL6wa2Loe0wsDmrvXpCiOpj11RuP609n1x/EokNin/ebarC/eek8s7VfYmNsOOswhssIYSoCxw2lbO6NuHXCUPo0qxkKoyLeifz4+0n07pRVKUnOD+a064RH2nnw/H9ufuMDiVy7jSJcfH5TQO5aWjbKuutJUR1cdhURnZvxi93DqFTk5JDUS/rm8L3/xxMSsMInHYNh03loRGdeeuqPsRGFO+d5LSpPHFBN14a05Mop63aPh+RDhuJ0U4+u2kgNw5pU+JhYIuGkXx96yCuHNBSPrMhUixJBV/n5eTkEBsbS3Z2tuSXqs90L3gPF5+RzxULigaqNIhC1Bde3cTCItd9ZJYbh03FrqlVemMlhBB1kWGamBbkFPgCy1RFIdKp4bRVb5vp9hn4DLPYcJ8GLv+NeFUkWheiphimhWVZZB/1udNUhQhH8M+dRzcwLcg/agY/l11DU5UavbYp8Bl4df/snEViI+yYllXt7UdtFGqcQvqSCVGNTNNCDXHWiQqzOcAWetJOIUR4KrpxcUbLxVAoqrRdPg4+w5Qnq0JUI01V0YCE6JrvUe6ya7jsGrphYitsB6RNEOHI3yNQCflzVxTgqcqhtMcjwq4RYdewLAufYUnw+DjJUROimlhW7brxEUKI+s40zVrVLhd4DWy1qD5CiJph01TcPoMCry4BKSHqgAKfIal7T4C0cpVo6NCh3HHHHSe0j6lTp9KjR49KqY+oeaZloZv+7pwFPoOM/XmBLtkye4oQQlQ/07LwFba/+YXtcoHXPxzA7avedtmnFx+m47Cp7Mo+MsOv22cgWRaEqB/cPgOfbmCYJtsP5mNTFWyayoE8Dz7DPzwo36uXvyMhRJXz6iaeo64ZHJpabCii22dgmPL9HSoJSlWiL774gkceeSSkshkZGSiKwooVK4otv/vuu5k5c2YV1E7UlH2HPXh0A4em8sBXa1AVf0O277C32m+AhBCi3rNgX66//Y2w25j81WrsmopXN8jK9Ra7yKxqdpuKTVXYn+tBN0wy9ufx1pwt6IU3oNkFPjwylbQQYa/Aa3Aw3wuKgmnBq7M2sSfHjWlZuH3+4XsKcCjfR55HAlNC1DSHTcXCn4vOMC0WZRzgy2XbMUwLr26Q79Ux5aFSyCSnVCVq2LD0qVxDFR0dTXR0dCXURtQGXt3k86Xb2XnITZNYF3M27uerFTv4dtUurh7YiqaxiTVdRSGEqFfcusHXK3awJSuflPgI5m7M4rNl2/l17R4u6ZPCsE6Nq7U+PsNk8per6dkinjU7slm45QDdU2J5bdZmPr6uvySnF6IeiHBo5HoURv3fXG4c0pbvV+/C7TNomRDFxr25PDKqK1e8tYBpV/QhSqaXF6JWsKkK4z5YwjndmvLL2j3sOFhAYgMn0/7YzP9uGSxDbytAZt+rREOHDqVHjx48//zztGrViuuvv56NGzfy6aefEh8fzwMPPMD1118PgHLMoNMhQ4Ywa9Yspk6dyldffVWiB1VZZPa92skw/UP3snK9DHzit2Lrop02Vj10Bl7DxGlTS5wPQgghKp9umOimRU6Bj36PFe+V7LKr/PXwWXh1A4dNKzEte1XVxwK+XbmTO/+7sti6we0a8eH4/rh9hgSmhAhzRZ/zC1+dx9KtB4ute/nynvRqEc/q7dmc2bUJHp+BU9oEIWqUTzdRFHhzzhae+GFdsXWjezbnmUu64zPMej8Dn8y+Vws888wzPPLII9x///189tln3HTTTQwZMoSOHTuyaNEi+vXrx6+//kqXLl1wOBwh79fj8eDxeAK/5+TkVEX1xXHSTRObqrL9YD5v/rmFldsPlSiT69G58u1FdGseyw1D2hAX6cAwrWq5CRJCiPqmaPaqXdlu3vhzM6u2Z5co4/aZXPHWQro1j+XGIW2Jj3IUmwGrMhW19/7u/jtYsCWrRJnFGQe46cOl9GkVz1UDW6EpijzAECIM+QyT9+ZlsGzbIVYFuWZ8+qf19GudwMV9kgvLWyiKKbN8CVEDir6/Z/29lx/W7Gbuxv0lyvyydg+3f7ycAW0bcXn/FpiWhSrf32WS1qwKnXPOOdx88820a9eOiRMn0qhRI37//XcAEhP9w7YSEhJo0qRJhYb+Pf7448TGxgZ+UlJSqqT+4vjYVP/HKinGxTWDW5Wa5M5pV7nulDaBCLoEpIQQomoUdaFvFO3kmkGtS22XHVphu2z3l6+KgBT423vTtOjbqiHn92jOYXfJHDEe3aRNoyj+cVJLDMOSgJQQYcowLa4a2Irk+Ah8Rsm2Kc9jMCKtKR2TGvDL2t1oqhKYREcIUb00VUE3TE7t2JgzOicVS25eJNej0z0ljov7JOPVDQlIhUCCUlUoLS0t8H9FUWjSpAl79+494f1OmjSJ7OzswE9mZuYJ71NUPpddo2VCFI0buIKu79SkATEuGxGO+t2tUwghqkuEQ6NFQiRNY4O3y+2ToomLsBPpqPqO5KqqYFMVereMJ6qU1xvQNgEFRYbqCBHGXHYNVVHo3zr4A+oop0bvlvE8+dN6PLqJplItbZQQIjibpvo/s20SSu2xOLh9IwAc9Xz4XqgkKFWF7HZ7sd8VRcGshCcbTqeTmJiYYj+i9vHqBq/P3oSmQs+UuGLrhnZMZGVmNrP+3icz8AkhRDXx+Aze+nMLhmXRq0V8sXVDOiSSvuswP6/dQ0E1TbvuMywe/N8aereMJzk+IrBcUfw5KV6dvYld2QV4ZQY+IcKWRzfIyMrj3XkZnN+jWbF1LRMi6do8lke/S+eBc1NZvT2bTfvyqq2NEkIE59FNHvhyDcM6JpEY7Qwsd9pULujVnCe+X8ehfB+6Id/foZAwew0pyiFlGBKQCEc+w8Rh07hhSFuuNS2WbT3IjR8u5R8nteTVWZt47tIeRDlsgeh6Ub4TIYQQVcOrmzjtGuNPbs24Qa1YmXmIa99bwlUD/e3y0xd3JzbCHmiXqzqZsGFaOGwqT1yYhoXF879u4Lf0vaQlxzJn436eu7QHXv1I3hjDNNFU+Z4QIpwYpoXTptEhqQHvXN0Xp01j7sb9nNW1KQs3ZzGqZ3OuGdQam6Zg11TuOatjIE2EzzCwa9ILQ4jqZlkWEQ6NF8b0QAEmf7mGTftyaRLjYvvBAp6+uDuGaQXu7SxLhuCXR4JSNaRx48ZERETw448/kpycjMvlIjY2tqarJSpJUSOkKAp2TcFrmEy7ojd9WjWkYZSjMGilligvhBCiahS1uUe3yy9f3pNB7RrRKMqJ95h2uaqHzBXlEdRUhQKvSZRD44Nr+xEf6WDqN38Vq7O/nHxPCBFujs4nWpRj9OyuTXn4vC7synbz41+7UFV47Lt0HjqvSyAgBUhASogaUhRgsqkqeR6dxAZOpozojNOm8uj36SVm3ZOAVPnkCqeG2Gw2XnzxRaZNm0azZs04//zza7pKogr1b51AWnIcqqIwtn9L4iNDn21RCCFE5evTsiF9WjZEVRQu69eCxg2c5W9URSwsrh3chgYuG6qqMGVE5xqrixCiZj04sjNew6RhlIMrTmqFZcGkc1JrulpCiFLcNqw9TpuKpircf04qmgShKkx6SlWiWbNmBf6fkZFRYv2KFSuK/T5+/HjGjx9fbJnH4yE6OroKaidqkqocSXQnU/gKIUTNU9Xi7bJlBZ+RrzoogGlZuAp7Z8n1rBD1l6qAz7RQVAXTsrAsUNWaa5+EEKVTCz+nRdcTFpaMgDkOEpSqJSzLYvPmzcycOZOePXvWdHVEJauqacWFEEIcH9sxw+Fqsnt9xDEzaR1bNyFESYZpFRv+Fi40VSXSKW2AEHVBxDFD/R1yz3dc5KjVEtnZ2XTu3BmHw8H9999f09URQgghhBCiVinwGRimxfJtB/l21U7cPoMCr16jPR2FEEKcGOkpVUvExcXh8XhquhpCCCGEEELUKh6fwb5cD9MXbvt/9u47vqbzjwP4587sHVlENpEgiJWg9qhVVbNasSpq06mDKq22lKK1qkVbqlWzpXasxCZBrITECgmJ7HHX+f2R5v5cmUhyb5LP+/XKi5xz7jnfc/Pcc+/53uf5Pth2/h4S0nIBAMYyMbo2cMTQlnXRytOuWvacIiKq7piUIiIiIiIig6TRCIhPzkaPxUfwdIeoXKUGf1+4j78v3Mfoth54t3v9QsNpiIjIsHH4HhERERERGSS1IGDGlouFElJP++V4PJIzOeqAiKiqqVFJqd27d6Nt27awtraGnZ0devfujRs3bmjX3717F0OHDoWtrS3MzMzQvHlznDx5Urt++fLl8PLyglwuR/369fHrr7/q7F8kEmHlypXo3bs3TE1N0aBBAxw/fhyxsbHo0KEDzMzMEBwcrHPMzz77DE2aNMHKlSvh6uoKU1NTDBo0CGlpaRX/hBARERERGSiFSo19lxNx7vbjUrdVqgV8svUSFCpNJURGRETlpUYlpbKysjB9+nScOXMGBw4cgFgsxquvvgqNRoPMzEy0b98e9+7dw44dOxAVFYX3338fGk3+G9vWrVsxZcoUvPPOO7h06RJCQ0MxcuRIhIWF6Rxjzpw5GD58OCIjI+Hr64vXX38doaGhmDFjBs6cOQNBEDBx4kSdx8TGxuLPP//E33//jd27d+P8+fMYP358pT0vRERERESGRiIWY84/l8u8/aHrDxF1J7XiAiIionInEmrwdBWPHj1CrVq1cPHiRURERODdd99FfHw8bG1tC23bpk0b+Pv7Y9WqVdplgwYNQlZWFnbu3Akgv6fUJ598gjlz5gAATpw4gaCgIPz0008YNWoUAGDjxo0YOXIkcnJyAOT3lJo7dy5u3bqF2rVrA8jv0dWrVy/cu3cPTk5OhWLJy8vTKYqenp4OV1dXpKWlwdLSspyeHSIiIiIi/Wr82R6k56rKvP36Ma3Qxtu+AiMiIqKySE9Ph5WVVal5ihrVUyomJgZDhw6Fp6cnLC0t4e7uDgC4ffs2IiMj0bRp0yITUgBw5coVtGnTRmdZmzZtcOXKFZ1ljRs31v7f0dERANCoUSOdZbm5uUhPT9cuq1u3rjYhBQBBQUHQaDS4du1akbHMmzcPVlZW2h9XV9cynD0RERERUdWRq1SjnqPFMz2mvtOzbU9ERPpVo5JSffr0QUpKCn788UecPHlSWy9KoVDAxMSkXI4hk8m0/xeJRMUuKxgW+DxmzJiBtLQ07c+dO3eee19ERERERIZIIwjwfYYkk7mRFPbmRhUYERERlbcak5RKTk7GtWvX8Mknn6Bz585o0KABHj/+f9HExo0bIzIyEikpKUU+vkGDBggPD9dZFh4eDj8/vxeO7fbt20hISND+fuLECYjFYtSvX7/I7Y2MjGBpaanzQ0RERERUnRjLJPBzKfvn3HqOFshVqiswIiIiKm81JillY2MDOzs7rFq1CrGxsTh48CCmT5+uXT906FA4OTmhX79+CA8Px82bN7F582YcP34cAPDee+9h7dq1WL58OWJiYrBw4UJs2bIF77777gvHZmxsjJCQEERFReHo0aOYPHkyBg0aVGQ9KSIiIiKimkAsEuG1ZnXQsb5DqdvWsjDCF682rISoiIioPNWYpJRYLMbGjRtx9uxZNGzYENOmTcP8+fO16+VyOfbu3QsHBwf07NkTjRo1wldffQWJRAIA6NevHxYvXowFCxbA398fK1euxJo1a9ChQ4cXjs3b2xv9+/dHz5490a1bNzRu3BjLli174f0SEREREVVlRjIJVg0PxJi2HsVu4+dsid1T2sGrljmMZZJKjI6IiF5UjZ59zxB89tln2LZtGyIjI597H2Wtak9EREREVBXlqdTYEZmAn47F4cm7l/pOFpg/sDGkYhEk4hrzfTsRkcEra55CWokxERERERERPTMjqQS9G7vglSa1dZYLggAjKXtHERFVVUxKERERET1BrREgEYu0v2s0AsRP/E5ElUul0UAqFsNELoFKrYFIJNJ5jRIRUdXF4XvVAIfvERERlR+lWgO1RoCxTIJcpZo1aogMiFojQK0RIJdyqB4RkSEra56CV/MndOjQAVOnTtX7PoiIiKhyqdQa7f8FARAhf1iQWCQqdjsiqhgajQCl6v+vtTylGgqVGrlKNRQqDQo6SWk0Al+TRERVHJNSz+nQoUMQiURITU3VWb5lyxbMmTNHP0ERERHRc1Fp8juO5yjUkIhFWBoWC5FIhMUHYrTLn9yOiCqOWCyCTCqGRhCg0mhwKyUbJ+NSkJWnwpZzdyEWi6BUayAWiyAScRgfEVFVxppS5czW1lbfIRAREdEzMpZJoNZo8MeZO2jmao0tZ+/i4JUk3EnJRjc/R5yOT8HINh4cykdUSZRqDR5m5OHw9YcQAfhi5xVYmcoQ5GWH2jYmkIrFaO5uw9ckEVEVV2N7SmVlZWH48OEwNzeHs7Mzvv32W531v/76K5o3bw4LCws4OTnh9ddfR1JSEgAgPj4eHTt2BADY2NhAJBJhxIgRAHSH73300Udo1apVoWMHBATg888/1/6+evVqNGjQAMbGxvD19cWyZcsq4IyJiIioZCK0cLNB3x/CkZCWi8v305GRp8IrP4TDs5Y5gPwhfURU8cQiwMXaBCduJuPDLReRkafC3cc52HTmLj7ZdglBXnaQSthLioioqquxSan33nsPhw8fxvbt27F3714cOnQI586d065XKpWYM2cOoqKisG3bNsTHx2sTT66urti8eTMA4Nq1a7h//z4WL15c6BjDhg3DqVOncOPGDe2y6OhoXLhwAa+//joAYP369Zg5cya++OILXLlyBV9++SU+/fRTrFu3rtjY8/LykJ6ervNDREREz06t0fz3r4BNZ+9g7q4rRW73/cEY/HI8Hiq1oN2eiMpfwWsrMT0Pc/65jIgbyYW2SUrPw4ebL+Di3TQAgIbJYiKiKqtGDt/LzMzETz/9hN9++w2dO3cGAKxbtw516tTRbjNq1Cjt/z09PbFkyRK0aNECmZmZMDc31w7Tc3BwgLW1dZHH8ff3R0BAADZs2IBPP/0UQH4SqlWrVvD29gYAzJo1C99++y369+8PAPDw8MDly5excuVKhISEFLnfefPmYfbs2S/2JBAREREk4vzv59QaDQY3d0VMYiaOF3ETXNfWDCFB7lD+V1SZ09ETVYyC15atmRyTO/tgR2RCoW0Uag3eaO0GPxdLaIqYkICIiKqOGtlT6saNG1AoFDpD62xtbVG/fn3t72fPnkWfPn1Qt25dWFhYoH379gCA27dvP9Oxhg0bhg0bNgDI7/L/+++/Y9iwYQDyhxDeuHEDo0ePhrm5ufZn7ty5Or2rnjZjxgykpaVpf+7cufNMMREREVFhjzIVOBbzqMh1Z26l4G5qTv60fERU4UQADlxJxONsReF1IuCPM/mff5mQIiKq2mpkT6nSZGVloXv37ujevTvWr1+PWrVq4fbt2+jevTsUisJvjCUZOnQoPvjgA5w7dw45OTm4c+cOBg8eDCC/xxYA/Pjjj4VqT0kkxRdtNDIygpGR0TOeFRERERUlV6mGsUwCsUiFfya3xft/XcDW8/e069v52OPnES2QlqOEkVSi3Z6IKoZKrYFELEKH+g44P7MrGn22V2f92pEtEehmgzyVBjKJGCq1BlJJjfyunYioyquRSSkvLy/IZDKcPHkSdevWBQA8fvwY169fR/v27XH16lUkJyfjq6++gqurKwDgzJkzOvuQy+UAALVaXeKx6tSpg/bt22P9+vXIyclB165d4eDgAABwdHSEi4sLbt68qe09RURERJVL+t9wITtzI2g0AmxMZTjyXgeMWncGq4c3x+pjcZBJxLA3N9LZnojKn0YjQCQSQSIWwdZMjiv30/Hlqw1hKpfg+M0UDAysg9ikTBh72UEqEedPPsCXJBFRlVUjk1Lm5uYYPXo03nvvPdjZ2cHBwQEff/wxxP/Vlahbty7kcjmWLl2KcePG4dKlS5gzZ47OPtzc3CASifDPP/+gZ8+eMDExgbm5eZHHGzZsGGbNmgWFQoFFixbprJs9ezYmT54MKysr9OjRA3l5eThz5gweP36M6dOnV8wTQERERFpP9rAQi0X48OUGEImAD3r4oraNCWb18dPpicEeGUQVR/xE0jdHoYZnLTN41TKHIAhwtzdHo9pWaFzHGgVzDYhEIkg5hI+IqMqqsZ+q5s+fj3bt2qFPnz7o0qUL2rZti8DAQABArVq1sHbtWmzatAl+fn746quvsGDBAp3H165dG7Nnz8aHH34IR0dHTJw4sdhjDRgwAMnJycjOzka/fv101o0ZMwarV6/GmjVr0KhRI7Rv3x5r166Fh4dHuZ8zERERFU+p1kCl0UAuFUMqFqGrnyNEAGQSMTQCkKcsuXc0EZUvI6kYggDIpfm3LE1crSERiyAS/X8ZERFVbSJB4ByqVV16ejqsrKyQlpYGS0tLfYdDRERERFSu8lRqCAJYz42IqIooa56iRg7fIyIiIiqNIOTXtiGiiqHWCAAKvh/PryNVHCOpBBoNv0snIqpumJQiIiIiKgITUkQVI0+pRo5SjY2n72gTTVKJGENbukIuEcOomN5QYk4yQERU7TApRUREREREFU4QBKg0Av6+cB+f/xON9ByVzvoVh2/g877+6ObvxJpRREQ1BK/2BiI+Ph4ikQiRkZH6DoWIiIiIqNypBQGj1p7Gu5uiCiWkACAlS4GJv5/HpN/PQanW6CFCIiKqbExKGQCFQqHvEIiIiIiIKoxaIyAiNhlHYx6Vuu2e6ERcvJvGGlJERDUAk1IVoEOHDpg4cSImTpwIKysr2Nvb49NPP0XBRIfu7u6YM2cOhg8fDktLS4wdOxYeHh4AgKZNm0IkEqFDhw56PAMiIiIiovKj1ghYciCmzNsvORDD3lJERDUAk1IVZN26dZBKpTh16hQWL16MhQsXYvXq1dr1CxYsQEBAAM6fP49PP/0Up06dAgDs378f9+/fx5YtW/QVOhERERFRubqdko0ztx6XeftD1x8iOYujCYiIqjsWOq8grq6uWLRoEUQiEerXr4+LFy9i0aJFeOuttwAAnTp1wjvvvKPdXiLJn2XEzs4OTk5OJe47Ly8PeXl52t/T09Mr4AyIiIiIiMqHRnj2oXjP8RAiIqpi2FOqgrRu3VpnKumgoCDExMRArVYDAJo3b/7c+543bx6srKy0P66uri8cLxERERFRRaljbfJM24tFgKOlUQVFQ0REhoJJKT0xMzN77sfOmDEDaWlp2p87d+6UY2REREREROXL1EgKa1NZmbd3sTaBWCwqfUMiIqrSmJSqICdPntT5/cSJE/Dx8dEO03uaXC4HAG1PqpIYGRnB0tJS54eIiIiIyFDlKtXo3ci5zNv3auSMPCULnRMRVXdMSlWQ27dvY/r06bh27Rp+//13LF26FFOmTCl2ewcHB5iYmGD37t1ITExEWlpaJUZLRERERFRxjGUSzOrrjzbedqVu29XPEe92rw8TedFf5hIRUfXBpFQFGT58OHJyctCyZUtMmDABU6ZMwdixY4vdXiqVYsmSJVi5ciVcXFzwyiuvVGK0REREREQVSyYRY/XwFqjnaF7sNo3rWOH715tCJuFtChFRTSASBM5rUd46dOiAJk2a4LvvvquU46Wnp8PKygppaWkcykdEREREBkut0UAAEHk7Fbsu3sfBq0mQiEXo5OuIXo2d0ai2FUQA60kREVVxZc1TSCsxJiIiIiIiqsEk4vweUM3dbeHvYomPe/kBABQqDYfrERHVQExKERERERFRpTORS5/4PxNSREQ1EZNSFeDQoUP6DoGIiIiIiIiIyKCxgiAREREREREREVU6JqWIiIiIiIiIiKjSMSlFRERERERERESVjkkpIiIiIiIiIiKqdExKERERERERERFRpWNSioiIiIiIiIiIKh2TUkREREREREREVOmYlCIiIiIiIiIiokrHpBQREREREREREVU6JqWIiIiIiIiIiKjSMSlFRERERERERESVTqrvAOjFCYIAAEhPT9dzJERERERERERU0xXkJwryFcVhUqoayMjIAAC4urrqORIiIiIiIiIionwZGRmwsrIqdr1IKC1tRQZPo9EgISEBFhYWEIlE+g6n3KWnp8PV1RV37tyBpaWlvsOhGohtkCoT2xvpG9sg6RvbIBkStkfSt6raBgVBQEZGBlxcXCAWF185ij2lqgGxWIw6deroO4wKZ2lpWaVehFT9sA1SZWJ7I31jGyR9YxskQ8L2SPpWFdtgST2kCrDQORERERERERERVTompYiIiIiIiIiIqNIxKUUGz8jICLNmzYKRkZG+Q6Eaim2QKhPbG+kb2yDpG9sgGRK2R9K36t4GWeiciIiIiIiIiIgqHXtKERERERERERFRpWNSioiIiIiIiIiIKh2TUkREREREREREVOmYlCIiIiIiIiIiokrHpBQREREREVUbeXl5+g6BiIjKiEkpIqIKxklOiaimuHPnDq5fv67vMKgGu3btGmbOnAmVSqXvUIiIqAyk+g6AiKi6SklJga2tLUQiEQRBgEgk0ndIVE3duHEDv/76K+Li4tChQweMHDlS3yFRDXT+/Hn06NEDy5YtQ7169fQdDtVAFy5cQKtWrZCXl4eOHTuiR48e+g6JarDY2Fhs3boVjx49QsOGDfHyyy/D3t5e32ERGRz2lKJq6eHDh0hNTdV3GFSDXb58GY6Ojpg6dSoAaBNTROXtwoULaNeuHU6fPo3Hjx9jzJgxWL16tb7DohomKioK7dq1w7Bhw/Daa6/pOxyqgaKiotC6dWuMGjUKAwcOxIYNG5CTk8P3XtKLS5cuoXXr1ggLC0NsbCzGjBmDwYMH4++//9Z3aFSDVJV7YialqNq5fPkyXF1dMW7cOGRkZOg7HKqBEhISMHLkSDRu3BirV6/GtGnTADAxReUvNjYWvXv3xogRI7Bjxw7s2LEDI0aMwJ07d/QdGtUgV69eRXBwMKZMmYKFCxdCpVLhyJEj2L59OyIiIvQdHtUA586dQ7t27TB9+nT88MMPaNWqFf7++288ePCA771U6VJTUxEaGorQ0FDs2rULmzdvxtmzZ3H48GHMnj0bv/76q75DpBqgKt0TMylF1cqDBw8wZswYBAcHY9++fRg7dqzBvwipehEEAWFhYXBzc8PSpUvx448/Yvny5Zg+fToAJqao/KhUKixbtgzdu3fHzJkzIZFIAOQX+D179ix69eqFWbNm4eLFi3qOlKozhUKBDz/8EObm5ujXrx8AoH///pg8eTLGjh2LDh06YMqUKXj06JF+A6VqKzU1FW3btsXYsWMxd+5cAMCECRPg6emJOXPmcPg8VTqlUomcnBx069YNGo0G2dnZ8PX1RXBwMNRqNX799VdcvnxZ32FSNVbV7olZU4qqDUEQcP78eXh4eGDatGlQKpXo2bMnxo4di1WrVsHCwkLfIVINIBKJ0K5dO1hYWCA4OBjBwcEQBAGjRo2CIAhYtGgRa0xRuZBKpRg/fjzu3bsHY2NjAMAXX3yBjRs3IjQ0FPb29vj+++9x+fJlbNy4UZu0IipPcrkcn3zyCT7++GPMnDkT8fHxcHd3x88//ww7OztcuHABr732GiwtLTFnzhx9h0vVkLW1NSIiItCkSRMA+Z8HpVIpunXrhp07dyI5ORn29vZ836VKk5GRgStXriApKQlisRimpqa4desWFAoF3nvvPUyYMAGbN2+Gn5+fvkOlaqgq3hOLBH5lT9VIUlISoqOj0bFjRwBAeHg4evfujR49emDlypWwtLQEAH4woQr3ZBtTq9X4888/MXLkSIwfP147vOWPP/5AQEAAGjZsqOdoqSoraGvx8fH4+OOP8eabb2qL+4aHh6Ndu3Y4efIkWrRooedIqTo7c+YMpkyZAjMzM6xatQru7u7adUuWLMHcuXMRGRkJZ2dnvv9ShSi4Fhb8e//+ffj4+ODjjz/GjBkz9B0e1TDTp0/HsmXL8OGHH8LOzg6ffvophgwZghUrVmDBggXYtm0b9u7dCxMTE14TqdxVtXti9pSiasXBwQEODg4AAI1GgzZt2mDnzp3o1asXQkNDsWrVKhgbG+Onn36Cj48POnfurOeIqTq4c+cOrly5gocPH6Jr166wtraGXC6HSqWCVCqFRCLBwIEDAUA7K5parcby5csRGxurz9CpiimurQmCAHd3d3z//fewsbHRDhFVq9Vo1KgRHB0d9Rw5VSdPtsMuXbrAysoKzZs3x8qVK3Ht2jXUqVMHwP8/7IpEIjg7O8POzs4gPvxS1VfctVCtVkMikUCtVsPZ2Rljx47Fzp078cYbb8DV1VXfYVM19XR7tLW1xeeffw5LS0v88ssvcHR0xPTp0zFz5kwA+bMzA4Cpqak+w6ZqrKrdEzMpRVVadnY2ZDIZZDJZoXVicX7JtODgYOzatQs9e/ZEaGgoTExM8Ntvv3EsN5WLCxcuoFu3bqhduzYuXboEHx8f9OzZEx999BGsra21H5ClUikGDRoEtVqN4cOHa4cb1K1bV9+nQFVEaW1NEARYW1sDgPbG/99//4Wtra1BdtWmqqmodtijRw989NFHaNiwIerXrw+pNP/jZUE7vHHjBurVqwe1Wq3P0KmaKOv7LgB069YNq1evRlRUFJNSVCGebo9eXl7o27cvPvzwQ3z22WeYOHEipFKp9v0ZAJKTk9GgQQMolUpIpVIm6+mFVfV7YhY6pyrr8uXL6NOnD/bs2QOVSlXitkFBQdi+fTs2btyIbdu24fjx4/Dy8qqkSKm6SktLw8iRI/HGG29g3759SEtLQ9++fREeHo4RI0YgJSVF+40tkH+DdujQIVhYWCA8PBzNmzfX8xlQVVGWtlbQIwUA4uLi8Omnn+KHH37AkiVLYGNjo+czoOqguHZ4/PhxjBo1CikpKTofiOPi4jBz5kysW7cOn332GXsF0At71vfdHj16ICgoCAsWLIBGo+FEI1SuimqP/fr1w5EjRxASEqKtZ2ZlZQUgf8bcDz74ABs3bsTUqVMhk8mYkKIXVi3uiQWiKig+Pl7w9fUVJBKJ4O7uLuzdu1dQKpXFbp+XlyeMGzdOsLCwEKKjoysxUqrO4uLiBE9PT+HQoUPaZXl5ecLPP/8sBAUFCcOGDRPS09MFQRAEjUYj7Nq1S/Dw8BBOnz6tr5CpinqWtnbp0iVh0KBBQr169YTz58/rKWKqjp6lHV68eFHo27ev4O7uznZI5eZZ2qBarRYEQRA2b94sxMbG6iVeqt5Kao+tW7cWXn/9dW17TE5OFj755BOhefPmwrlz5/QVMlUz1eWemD2lqMpRqVTYunUrfH19cfPmTfj6+mL48OEICwsrNjscGRmJo0eP4sCBA5zpgsqNubk5TE1NcfHiRQD59VPkcjlCQkLwxhtv4MqVK9i2bRuA/F5SzZo1Q0REBHtI0TN7lrbm5eWFSZMmYe/evdrZqIjKw7O2wylTpuDgwYNsh1RunqUNCv/1iurfv79h9ASgaqek9vjmm2/i6tWr2vZoa2uLt99+Gzt37kTTpk31GDVVF9Xpnpiz71GVIwgCIiIikJiYiP79+wPI75594cIFrFu3Dh06dCg0njY1NRUajQa2trb6CJmqKaVSiaFDh+L+/fvYsGED3NzcdNZ3794dMpkM//zzj54ipOqiLG1NKpVi586deoqQagK2Q9I3vu+SIWF7JH2qTvfE7ClFVY5IJEJQUJD2xQcAu3fvRuPGjTF8+HAcOnRIW0vgn3/+QWZmJqytrQ3uxUdVmyAIkMlkWLZsGW7cuIHJkycjKSlJp15Fnz598OjRI+Tm5uoxUqrqytrWkpOT2daowrAdkr7xfZcMCdsj6Vt1uidmUoqqpIJZBABouyfu3r0bTZo0QUhICPbu3YvQ0FBMmzYNGRkZ+gqTqjGRSASFQgEHBwfs3r0bJ0+exBtvvIEzZ85o3wAiIyNhZ2en016JnhXbGhkCtkPSN7ZBMiRsj2QIqss9MYfvUZUkCILObBVKpVLbPbFnz57YvXs3TE1NcfjwYQQGBuorTKpGnm5zBVNOJycnQ6FQICcnBy+//DLMzc2hUqng6emJAwcO4NixY2jcuLEeI6eqhm2NDAHbIekb2yAZErZHMkTV5Z6YaVuqctRqNUQiER4/foyYmBgAgEwm02aH69evDxsbG5w6dcqgX3xUNSgUCgBAXl4egPyLv0qlgkQiQXx8PBo3bowDBw7A09MTp0+fxtSpU9G1a1e0aNECp0+f5gcRKjO2NTIEbIekb2yDZEjYHslQPN2XqDrdE7OnFFUZgiBArVZDKpXi1q1bCA4OxrfffoshQ4Zot1m9ejXGjh2L06dPG/yLjwzf1atX8fXXXyMhIQFOTk5477330LBhQwDA3bt30ahRIwwcOBArV66EIAjsnk3PjW2NDAHbIekb2yAZErZHMgQKhQJyuRy5ubkwNjaulvfEfOWQQYqNjcWXX36JkJAQrF69GvHx8RCJRJBKpbh79y6aNGmCXr16YfDgwTqP69ChA27evFklXnxk2C5evIjg4GAYGRnBy8sLiYmJWLhwIZRKJdRqNU6dOoVRo0ZhxYoVEIlE/CBCz41tjQwB2yHpG9sgGRK2RzIEV69eRWhoKLp3747Q0FBcunSpWt4Ts6cUGZxLly6hU6dO6NixI+7cuQOVSoXAwEDMnz8fZmZm2L59O44dO4b58+frjKElKi9xcXHo2rUrhgwZgrlz5wIAZs+ejdu3b+Onn37SflNRUE+A6HmxrZEhYDskfWMbJEPC9kiG4OLFi2jfvj0GDRoEsViMmzdvwsXFBStXroRYLMb27dsRHh6O+fPnV/mkaNWOnqqdO3fuYPDgwRg9ejT++OMPREREYMSIEdi7dy/S09MhEonQq1cvLFiwgAkpqjCnT59GmzZtMHnyZO2y9PR0nDlzBi1btkTXrl2xZ88eSCSSQuO7iZ4F2xoZArZD0je2QTIkbI+kb3FxcXj11Vcxfvx4rFixAsuWLUNQUBBEIhFkMhmUSiX69++Pb775psonpABAqu8AiAoIgoCwsDDUq1cP48aNg0ajgVgsxujRo/Htt98iOjoaLi4u2hkFiCpKt27dEBAQAAcHBwDA/PnzsWzZMnz11VcwNjZGVFQU+vbtizNnzqBRo0Z6jpaqMrY1MgRsh6RvbINkSNgeSd9KS4waGRnhk08+Qffu3QvNwFcVMSlFBkMkEsHe3h49evSAm5sbgPxElVKpRF5eHtLS0go9pjq8CMlwFHTDtra2hrW1NYD84oIxMTHYsWMHunbtCiD/24vt27cjMjKSH0boubCtkSFgOyR9YxskQ8L2SIaipiVGmZQig1DwJtCzZ0/tsoKEk7m5OZycnCCXy7XrfvnlF7Ru3Rr16tXTR7hUzaSmpsLa2hoSiUSnPoAgCJDL5VixYgXEYrG2955IJIKzszNcXV31HDlVNWxrZAjYDknf2AbJkLA9kqGoqYnRqj8Akaq01NRUAIBEIoFKpdJZ92QPKLFYrB2z/fHHH2PixInsIUXl4sqVK2jWrBlmzpwJIL8tajQaAP9vgwX/FozZ/vHHH6FSqeDr66uHiKmqYlsjQ8B2SPrGNkiGhO2RDMGT98RqtVq7/MnEaNeuXXXaZnVKjDIpRXrz9JuAVCrVvtCelJubi+TkZAiCgK+//hoLFy5EWFgYfHx8Kjtkqmbu3LmD119/HVKpFFu3bsXnn38OANpvwwoUfBi5du0apk+fjuXLl2PdunVwcnLSS9xU9bCtkSFgOyR9YxskQ8L2SIaAiVEO3yM9efpNQCqVYubMmTpdYwvI5XK4uLjgk08+QVxcHI4ePYrAwEA9Rk/VgSAI+P333+Hi4oKpU6ciPDwcv//+OwBo2+KTXbijo6Px22+/4dixYzh06BAaN26sz/CpCmFbI0PAdkj6xjZIhoTtkQxBWe+Jn0yMrly5EmvXrkVYWFi1SYwyKUWV7lnfBDQaDTQaDRISEnD8+HG+CVC5EIlEGD58OBwdHdG1a1cEBAQAAH7//XcIgoBZs2Zpv6kQi8Xw9/fHG2+8gWnTpmmLDhKVBdsaGQK2Q9I3tkEyJGyPpG9MjP6fSCgo1ENUiR48eIA9e/YgJCQESUlJWLZsGf744w8MGTIEs2bNAgCd7PCaNWvQrl07eHt76zNsqubu37+PlStXFmqLW7ZsQf/+/fUcHVUnbGtkCNgOSd/YBsmQsD1SZXvWe+Lo6GjUqlWr2iVG2VOK9MLJyQkhISEAAAcHB4SGhgIANm7cCACYNWsWxGKx9k1g5MiReouVqo/79+/jzp07ePz4Mbp06aLTG6+gYODYsWMB5LdFQRCQlpaGxYsX4+7du3BxcdFn+FSFsK2RIWA7JH1jGyRDwvZIhuZZ74n9/f31FmtFYlKKKgXfBEjfLly4gL59+8LIyAiJiYlwdnbGzJkz0b17d9ja2moLCrq4uCA0NBSCIODzzz+HtbU1Tp8+zTZIZca2RoaA7ZD0jW2QDAnbIxkC3hMXQyCqYFFRUYKbm5tQr149wcrKSvD19RU2bNggJCcnC4IgCGq1WtBoNIIgCEJCQoIwc+ZMQSQSCTY2NsKZM2f0GTpVE0lJSYKvr6/w0UcfCTdu3BDu3bsnDB48WGjQoIEwa9YsISkpSRAEQdsOBUEQ3nzzTcHS0lKIjo7WV9hUBbGtkSFgOyR9YxskQ8L2SIaA98TFE5eetiJ6fg8fPsTgwYMxbNgw/Pvvv7h8+TICAgIwZ84cLFmyBA8fPtSZac/Z2RlxcXGwsLDAsWPHOMselYuHDx8iNzcX/fv3h6enJ1xcXLBx40b07dsXW7Zswdq1a5Gdna2d2eKnn37C33//jUOHDsHPz0/P0VNVwrZGhoDtkPSNbZAMCdsj6RvviUvGpBRVKL4JkCFQKpVQqVTIzs4GAOTk5AAAvvrqK3Ts2BHLly9HbGysdvvevXvj3LlzaNq0qV7ipaqLbY0MAdsh6RvbIBkStkfSN94Tl4yz71GFioqKQu/evbFhwwa0a9cOOTk5MDExAQBMmTIFf//9N7Zt26ad0jIxMRHZ2dnw8PDQZ9hUDbVs2RLm5uY4ePAgACAvLw9GRkYAgBYtWsDb2xu///67ztSrRM+DbY0MAdsh6RvbIBkStkfSJ94Tl4w9pahCBQQEwNnZWTulpYmJCfLy8gAAixcvhp2dHebNmwcAUKvVcHR0rDEvPqo4WVlZyMjIQHp6unbZypUrER0djddffx0AYGRkBJVKBQB46aWXkJWVBQD8IELPhG2NDAHbIekb2yAZErZHMjS8Jy4Zk1JUrvgmQPp2+fJl9O/fH+3bt0eDBg2wfv16AECDBg2wePFi7Nu3DwMHDoRSqdSO3U5KSoKZmRlUKhXYeZTKim2NDAHbIekb2yAZErZHMgS8J342Un0HQNXH5cuXMW3aNDx8+BCJiYn45ptvMGzYMO2bwKRJkzBw4EBs2LBB+2J78k1AIpFox9ESPY/Lly/jpZdewvDhw9G8eXOcPXsWI0eOhJ+fH5o2bYq+ffvCzMwM48ePR+PGjeHr6wu5XI6dO3fixIkTkEp5SaSyYVsjQ8B2SPrGNkiGhO2RDAHviZ8da0pRuSjqTWDp0qU4efIkmjZtiuzsbBw4cADjx4+Hubl5oTeBhg0b6vsUqIpLSUnB0KFD4evri8WLF2uXd+zYEY0aNcKSJUu0yzIyMjB37lykpKTA2NgYb7/9do0oIkjlg22NDAHbIekb2yAZErZHMgS8J34+TAfTC0tJScG0adMwbNgwLFy4EADw+uuv49y5c1izZg2aNm0KU1NT9OnTBx06dNB5Ezh16hTfBKhcKJVKpKamYsCAAQAAjUYDsVgMDw8PpKSkAAAEQYAgCLCwsMDXX3+tsx1RWbGtkSFgOyR9YxskQ8L2SPrGe+Lnx6QUvTC+CZAhcHR0xG+//QYfHx8A+UUCxWIxateujVu3bgEARCIRRCIR0tPTYWlpqV1G9CzY1sgQsB2SvrENkiFheyR94z3x86vZZ0/louBNoF27dgDy3wQAoHbt2toXmEgkglgs1in2xjcBKm8FH0Q0Gg1kMhmA/It/UlKSdpt58+Zh9erV2sKCbIf0PNjWyBCwHZK+sQ2SIWF7JH3iPfHzY08pKhdlfRMwMjLC5MmTIZVK+QKkCiMWiyEIgraNFbwRzJw5E3PnzsX58+dZzJLKBdsaGQK2Q9I3tkEyJGyPpC+8J34+fDVSueKbABmKgnYolUrh6uqKBQsW4JtvvsGZM2cQEBCg7/CoGmFbI0PAdkj6xjZIhoTtkfSJ98TPhs8ElTu+CZAhKLj4y2Qy/Pjjj7C0tMSxY8fQrFkzPUdG1Q3bGhkCtkPSN7ZBMiRsj6RvvCcuO9aUonL39JvA3Llz+SZAetO9e3cAQEREBJo3b67naKg6Y1sjQ8B2SPrGNkiGhO2R9IX3xGUnEgRB0HcQVD2dOXMGLVu2xKVLl2r0FJekf1lZWTAzM9N3GFQDsK2RIWA7JH1jGyRDwvZI+sR74tIxKUUVim8CREREREREVFPxnrhkTEoREREREREREVGlY00pIiIiIiIiIiKqdExKERERERERERFRpWNSioiIiIiIiIiIKh2TUkREREREREREVOmYlCIiIiIiIiIiokrHpBQREREREREREVU6JqWIiIiIiIiIiKjSMSlFRERERERERESVjkkpIiIiIiIiIiKqdExKERERERERERFRpWNSioiIiIiIiIiIKh2TUkREREREREREVOmYlCIiIiIiIiIiokrHpBQREREREREREVU6JqWIiIiIiIiIiKjSMSlFRERkgFQqFd5//324urpCLBajX79++g6JXoBIJMJnn32m7zBe2GeffQaRSKTvMCpNz5498dZbb+k7DIM0YsQIuLu7l7qdu7s7evfuXfEBGZBDhw5BJBLhr7/+KnG7FStWoG7dusjLy6ukyIiIDA+TUkREZLBu3LiB0NBQeHp6wtjYGJaWlmjTpg0WL16MnJwcfYcHAFi2bBnWrl1b7vv9+eefMX/+fAwYMADr1q3DtGnTit1Wo9Hgl19+QatWrWBrawsLCwvUq1cPw4cPx4kTJ8o9tift2rWrWiRbnoW7uztEIhFEIhHEYjGsra3RqFEjjB07FidPntR3eNWOUqmEvb092rZtW+w2giDA1dUVzZo1A/D/pEBxPxs3biz1uOHh4di7dy8++OCDQuuSkpLw4YcfolGjRjA3N4exsTG8vb0xcuRIHDt27PlPlp5ZUlISRCIRpkyZUmjdlClTIBKJMGvWrELrhg8fDplMhuzs7MoIs0gjRoyAQqHAypUr9RYDEZG+SfUdABERUVF27tyJgQMHwsjICMOHD0fDhg2hUChw7NgxvPfee4iOjsaqVav0HSaWLVsGe3t7jBgxolz3e/DgQdSuXRuLFi0qddvJkyfjhx9+wCuvvIJhw4ZBKpXi2rVr+Pfff+Hp6YnWrVuXa2xP2rVrF3744Ycal5hq0qQJ3nnnHQBARkYGrly5gk2bNuHHH3/EtGnTsHDhQp3tc3JyIJVW/Y9dn3zyCT788MNKPaZMJsPAgQOxcuVK3Lp1C25uboW2OXLkCO7evVsoeTt58mS0aNGi0PZBQUGlHnf+/Pno3LkzvL29dZafOnUKvXr1QkZGBoYMGYJx48bByMgIcXFx2LZtG9auXYvDhw/jpZdeesYzpefh4OAAHx+fIpOB4eHhkEqlCA8PL3Jd06ZNYWpqWhlhFsnY2BghISFYuHAhJk2aVKN6IRIRFaj6n46IiKjaiYuLw5AhQ+Dm5oaDBw/C2dlZu27ChAmIjY3Fzp079RhhxUtKSoK1tXWp2yUmJmLZsmV46623CiXpvvvuOzx8+LCCIqzZateujTfeeENn2ddff43XX38dixYtgo+PD95++23tOmNj48oOsUJIpVK9JNeGDRuGFStW4Pfffy8yKbZhwwaIxWIMGTJEZ3m7du0wYMCAZz5eUlISdu7ciRUrVugsf/z4Mfr16wepVIrIyEj4+vrqrJ87dy42btwIExOTEveflZUFMzOzZ46Lita2bVv88ssvyMzMhLm5OYD85zgqKgqDBg3Cjh07oFarIZFIAAD379/HzZs38corr+gzbADAoEGD8M033yAsLAydOnXSdzhERJWOw/eIiMjgfPPNN8jMzMRPP/2kk5Aq4O3trTNUQ6VSYc6cOfDy8oKRkRHc3d3x0UcfFarTUVxdH3d3d52eTmvXroVIJEJ4eDimT5+OWrVqwczMDK+++qpOksfd3R3R0dE4fPiwdlhQhw4dSjy3rKwsvPPOO3B1dYWRkRHq16+PBQsWQBAEAEB8fDxEIhHCwsIQHR2t3e+hQ4eK3F9cXBwEQUCbNm0KrROJRHBwcNBZlpqaiqlTp2qP7+3tja+//hoajUa7TUEMCxYswKpVq7TPa4sWLXD69GntdiNGjMAPP/ygPVbBTwGNRoPvvvsO/v7+MDY2hqOjI0JDQ/H48eNCz3/v3r1x7NgxtGzZEsbGxvD09MQvv/xS6JxSU1Mxbdo0uLu7w8jICHXq1MHw4cPx6NEj7TZ5eXmYNWsWvL29YWRkBFdXV7z//vuF2sO+ffvQtm1bWFtbw9zcHPXr18dHH31U5PNcFiYmJvj1119ha2uLL774Qvs3LXh+nmx7GRkZmDp1qvY8HBwc0LVrV5w7d05nnydPnkTPnj1hY2MDMzMzNG7cGIsXL9au79ChQ5Ftrqh6Pxs3bkRgYCAsLCxgaWmJRo0a6exLqVRi9uzZ8PHxgbGxMezs7NC2bVvs27dPu01RNaVEIhEmTpyIbdu2oWHDhjAyMoK/vz92795dKK5Dhw6hefPmMDY2hpeXF1auXFmmOlVt2rSBu7s7NmzYUGidUqnEX3/9hY4dO8LFxaXE/ZTVzp07oVKp0KVLF53lK1aswP379/Hdd98VSkgB+c/F0KFDdXpnFZzf5cuX8frrr8PGxkY7FLGirl1HjhxBaGgo7OzsYGlpieHDhxd63QHAv//+i3bt2sHMzAwWFhbo1asXoqOjC21X8Lc1NjZGw4YNsXXr1hKfv6Ls3bsXTZo0gbGxMfz8/LBlyxbtups3b0IkEhXZMzQiIgIikQi///57sftu27Yt1Gq1znDlkydPQqVS4d1330VmZiYiIyO16wp6Tj05JPTkyZPo0aMHrKysYGpqivbt2xfZw+revXsYNWoUHB0dtW39559/LvX88/Ly0Lt3b1hZWSEiIkK7PDAwELa2tti+fXup+yAiqo7YU4qIiAzO33//DU9PTwQHB5dp+zFjxmDdunUYMGAA3nnnHZw8eRLz5s3DlStXnuvmqcCkSZNgY2ODWbNmIT4+Ht999x0mTpyIP/74A0B+T6RJkybB3NwcH3/8MQDA0dGx2P0JgoC+ffsiLCwMo0ePRpMmTbBnzx689957uHfvHhYtWoRatWrh119/xRdffIHMzEzMmzcPANCgQYMi91kwlGnTpk0YOHBgiUNRsrOz0b59e9y7dw+hoaGoW7cuIiIiMGPGDO2N9pM2bNiAjIwMhIaGQiQS4ZtvvkH//v1x8+ZNyGQyhIaGIiEhAfv27cOvv/5a6HihoaFYu3YtRo4cicmTJyMuLg7ff/89zp8/j/DwcMhkMu22sbGxGDBgAEaPHo2QkBD8/PPPGDFiBAIDA+Hv7w8AyMzMRLt27XDlyhWMGjUKzZo1w6NHj7Bjxw7cvXsX9vb20Gg06Nu3L44dO4axY8eiQYMGuHjxIhYtWoTr169j27ZtAIDo6Gj07t0bjRs3xueffw4jIyPExsYWeRP6LMzNzfHqq6/ip59+wuXLl7WxP23cuHH466+/MHHiRPj5+SE5ORnHjh3DlStXtHWR9u3bh969e8PZ2RlTpkyBk5MTrly5gn/++afI+jkl2bdvH4YOHYrOnTvj66+/BgBcuXIF4eHh2n199tlnmDdvHsaMGYOWLVsiPT0dZ86cwblz59C1a9cS93/s2DFs2bIF48ePh4WFBZYsWYLXXnsNt2/fhp2dHQDg/Pnz6NGjB5ydnTF79myo1Wp8/vnnqFWrVqnxi0QivP766/jyyy8RHR2t87zu3r0bKSkpGDZsWKHHZWRk6CQsC9jZ2ZWYCIuIiICdnV2hoYJ///03TExM0L9//1JjftrAgQPh4+ODL7/8UpuwrKhr18SJE2FtbY3PPvsM165dw/Lly3Hr1i1trS0A+PXXXxESEoLu3bvj66+/RnZ2NpYvX462bdvi/Pnz2qTm3r178dprr8HPzw/z5s1DcnIyRo4ciTp16pQ5npiYGAwePBjjxo1DSEgI1qxZg4EDB2L37t3o2rUrPD090aZNG6xfv77QEMz169fDwsKixF5NBcmlY8eOaROJ4eHhqFevHpo2bYo6deogPDwcgYGB2nVPPu7gwYN4+eWXERgYiFmzZkEsFmPNmjXo1KkTjh49ipYtWwLI75naunVrbSK2Vq1a+PfffzF69Gikp6dj6tSpRcaXk5ODV155BWfOnMH+/fsLDSlt1qzZC197iIiqLIGIiMiApKWlCQCEV155pUzbR0ZGCgCEMWPG6Cx/9913BQDCwYMHtcsACLNmzSq0Dzc3NyEkJET7+5o1awQAQpcuXQSNRqNdPm3aNEEikQipqanaZf7+/kL79u3LFOu2bdsEAMLcuXN1lg8YMEAQiURCbGysdln79u0Ff3//Mu13+PDhAgDBxsZGePXVV4UFCxYIV65cKbTdnDlzBDMzM+H69es6yz/88ENBIpEIt2/fFgRBEOLi4gQAgp2dnZCSkqLdbvv27QIA4e+//9YumzBhglDUx4mjR48KAIT169frLN+9e3eh5W5ubgIA4ciRI9plSUlJgpGRkfDOO+9ol82cOVMAIGzZsqXQ8Qr+Tr/++qsgFouFo0eP6qxfsWKFAEAIDw8XBEEQFi1aJAAQHj58WGhfpXFzcxN69epV7PqCfW/fvl277Om2Z2VlJUyYMKHYfahUKsHDw0Nwc3MTHj9+rLPuyTbZvn37IttfSEiI4Obmpv19ypQpgqWlpaBSqYo9ZkBAQInnJQiCMGvWrEJ/bwCCXC7Xab9RUVECAGHp0qXaZX369BFMTU2Fe/fuaZfFxMQIUqm0yDb0tOjoaAGAMGPGDJ3lQ4YMEYyNjYW0tDTtsrCwMAFAsT/3798v8Vht27YVAgMDCy23sbERmjRpUmh5enq68PDhQ+1PZmamdl3BczZ06FCdx1TktSswMFBQKBTa5d98841Om8zIyBCsra2Ft956S2d/Dx48EKysrHSWN2nSRHB2dta57u3du1cAoNPGilPw+t68ebN2WVpamuDs7Cw0bdpUu2zlypUCAJ1rl0KhEOzt7XXOsTgODg5C586dtb93795dGDlypCAIgjBo0CBh4MCB2nXNmzcXfHx8BEHIfz35+PgI3bt313ltZWdnCx4eHkLXrl21y0aPHi04OzsLjx490jn2kCFDBCsrKyE7O1sQhP+3v02bNgkZGRlC+/btBXt7e+H8+fNFxj527FjBxMSk1HMkIqqOOHyPiIgMSnp6OgDAwsKiTNvv2rULADB9+nSd5QVFqF+k9tTYsWN1elO0a9cOarUat27deq797dq1CxKJBJMnTy4UqyAI+Pfff59rv2vWrMH3338PDw8PbN26Fe+++y4aNGiAzp074969e9rtNm3ahHbt2sHGxgaPHj3S/nTp0gVqtRpHjhzR2e/gwYNhY2Oj/b1du3YA8ofalGbTpk2wsrJC165ddY4VGBgIc3NzhIWF6Wzv5+en3T8A1KpVC/Xr19c51ubNmxEQEIBXX3210PEK/k6bNm1CgwYN4Ovrq3PcglotBcctqNe1fft2naGL5aGgpk1GRkax21hbW+PkyZNISEgocv358+cRFxeHqVOnFqot9jzFkK2trZGVlaUzFK+obaKjoxETE/PM++/SpQu8vLy0vzdu3BiWlpbav59arcb+/fvRr18/nSF23t7eePnll8t0DD8/PzRt2lRn5rysrCzs2LEDvXv3hqWlZaHHzJw5E/v27Sv0Y2trW+KxkpOTddp+gfT0dO3f90lvvvkmatWqpf0pasa+cePG6fxe0deuJ3sivv3225BKpdpj7tu3D6mpqRg6dKjO60QikaBVq1ba18n9+/cRGRmJkJAQWFlZaffXtWtX+Pn5lTkeFxcXnddtwZDC8+fP48GDBwDyaysZGxtj/fr12u327NmDR48eFarfVpQ2bdrg5MmTUKvV0Gg0OHHihLa3bZs2bbQ9kbKzsxEZGantJRUZGYmYmBi8/vrrSE5O1j4XWVlZ6Ny5M44cOQKNRgNBELB582b06dMHgiDoPG/du3dHWlpaoeG3aWlp6NatG65evYpDhw6hSZMmRcZuY2ODnJwcvc4ESESkLxy+R0REBqXgxrKkG/on3bp1C2KxuNAMWU5OTrC2tn7uBBIA1K1bV+f3gpvUomqzlMWtW7fg4uJSKOFWMDTveWMVi8WYMGECJkyYgOTkZISHh2PFihX4999/MWTIEBw9ehRA/hCaCxcuFDtcKikpSef3Fzn/mJgYpKWlFappVdZjFRzvyWPduHEDr732WqnHvXLlSqnnOHjwYKxevRpjxozBhx9+iM6dO6N///4YMGAAxOIX+84uMzMTQMmJ1W+++QYhISFwdXVFYGAgevbsieHDh8PT0xNA/rkCQMOGDV8olgLjx4/Hn3/+iZdffhm1a9dGt27dMGjQIPTo0UO7zeeff45XXnkF9erVQ8OGDdGjRw+8+eabaNy4can7L+3vl5SUhJycnEKvUwBFLivOsGHD8O677yIiIgLBwcHYtm0bsrOzixy6BwCNGjUqVBeqrIQnaoIVsLCw0P59n/T5559j4sSJAFDsUEcPDw+d3yvy2uXj46Pzu7m5OZydnREfHw8A2sRjcYW1C67DBTE8vT8AqF+/fqEkTHG8vb0LJVPr1asHIL+GXcE59+nTBxs2bMCcOXMA5A/dq127dpkKgLdt2xZbt25FZGQkZDIZ0tLStLX2goODkZCQgPj4eMTFxUGlUmmTUgXPRUhISLH7TktLg1KpRGpqKlatWlXszK9PX9emTp2K3NxcnD9/vtihvMD/2xpn3yOimohJKSIiMiiWlpZwcXHBpUuXnulxL/JhXq1WF7m8YKampxV1s2oo7Ozs0LdvX/Tt2xcdOnTA4cOHcevWLbi5uUGj0aBr1654//33i3xswU1igRc5f41GAwcHB51eD096OmlUXs+1RqNBo0aNsHDhwiLXu7q6AsgvSn7kyBGEhYVh586d2L17N/744w906tQJe/fuLTaesihouyUlWwYNGoR27dph69at2Lt3L+bPn4+vv/4aW7ZsKXPPISC/3Rf1HD3dph0cHBAZGYk9e/bg33//xb///os1a9Zg+PDhWLduHQDgpZdewo0bN7B9+3bs3bsXq1evxqJFi7BixQqMGTOmxDgq67UydOhQvP/++9iwYQOCg4OxYcMG2NjYoGfPnuV6HDs7uyKTr76+voiKioJSqdTpiVSWxF1xM/JVxLWrNAW9A3/99Vc4OTkVWq+PGRYBYPjw4di0aRMiIiLQqFEj7NixA+PHjy9TovjJulJyuRy2trbaYvRNmjSBqakpjh07hri4OJ3tC56L+fPnF9uTydzcHMnJyQCAN954o9gE1tPt4JVXXsHGjRvx1Vdf4Zdffin2PB4/fgxTU9NSZ20kIqqOmJQiIiKD07t3b6xatQrHjx9HUFBQidsWJFtiYmJ0ioEnJiYiNTVVp1CxjY0NUlNTdR6vUChw//795471WW4o3dzcsH//fmRkZOj0orl69ap2fXlq3rw5Dh8+jPv378PNzQ1eXl7IzMx87p4jRSnu/L28vLB//360adOm3G60vLy8Sk1Wenl5ISoqCp07dy71byMWi9G5c2d07twZCxcuxJdffomPP/4YYWFhz/0cZWZmYuvWrXB1dS22OH0BZ2dnjB8/HuPHj0dSUhKaNWuGL774Ai+//LJ2KNylS5dKjMXGxqbI4ZRF9bKRy+Xo06cP+vTpA41Gg/Hjx2PlypX49NNPtQk0W1tbjBw5EiNHjkRmZiZeeuklfPbZZ6UmpUrj4OAAY2NjxMbGFlpX1LLiuLi4oGPHjti0aRM+/fRT7Nu3DyNGjIBcLn+h+J7m6+uLzZs3F1reu3dvnDhxAlu3bsWgQYNe6BgVee2KiYlBx44dtb9nZmbi/v372uRdQftycHAosX0VxFDUkM5r166Vcob/FxsbC0EQdF6T169fBwCdWSJ79OiBWrVqYf369WjVqhWys7Px5ptvlukYzZo10yaejIyMEBQUpD2eVCpFixYtEB4ejri4ODg4OGiT8AXPhaWlZYnPRa1atWBhYQG1Wl3m60O/fv3QrVs3jBgxAhYWFli+fHmR28XFxZV6vSAiqq5YU4qIiAzO+++/DzMzM4wZMwaJiYmF1t+4cUM7lX3BTdbTM8cV9JTp1auXdpmXl1ehukmrVq167t4GAGBmZlboZrE4PXv2hFqtxvfff6+zfNGiRRCJRM/UQ6bAgwcPcPny5ULLFQoFDhw4oDM8aNCgQTh+/Dj27NlTaPvU1FSoVKpnPr6ZmZn28U8aNGgQ1Gq1dhjOk1QqVZmfsye99tpriIqKKnJWsoIeOYMGDcK9e/fw448/FtomJycHWVlZAICUlJRC6wt6SeTl5T1zbAX7f/PNN5GSkoKPP/642KSYWq1GWlqazjIHBwe4uLhoj92sWTN4eHjgu+++K/RcPdn7yMvLC1evXsXDhw+1y6KiogrN5FXQy6OAWCzW9uooOObT25ibm8Pb2/u5n48nSSQSdOnSBdu2bdOpoxUbG/vMtdSGDRuGpKQkhIaGQqlUFjt070UEBQXh8ePHhRJ+b7/9NhwdHTFt2jRtUuVJz9IzrCKvXatWrYJSqdT+vnz5cqhUKu01pnv37rC0tMSXX36ps12Bgvbk7OyMJk2aYN26dTptdt++fUVed4qTkJCg87pNT0/HL7/8giZNmuj01JJKpRg6dCj+/PNPrF27Fo0aNSpTL7SCx7Zq1Qrh4eEIDw8vNHtrcHAwjhw5ghMnTmiH9QFAYGAgvLy8sGDBgiKHZhY8FxKJBK+99ho2b95cZHL8ydfgk4YPH44lS5ZgxYoVRdYaA4Bz586VebZZIqLqhj2liIjI4Hh5eWHDhg0YPHgwGjRogOHDh6Nhw4ZQKBSIiIjApk2bMGLECABAQEAAQkJCsGrVKqSmpqJ9+/Y4deoU1q1bh379+un0FhgzZgzGjRuH1157DV27dkVUVBT27NkDe3v75441MDAQy5cvx9y5c+Ht7Q0HB4di65/06dMHHTt2xMcff4z4+HgEBARg79692L59O6ZOnapTKLqs7t69i5YtW6JTp07o3LkznJyckJSUhN9//x1RUVGYOnWq9vzee+89bVHoESNGIDAwEFlZWbh48SL++usvxMfHP/NzUTDF+uTJk9G9e3dIJBIMGTIE7du3R2hoKObNm4fIyEh069YNMpkMMTEx2LRpExYvXowBAwY807Hee+89/PXXXxg4cCBGjRqFwMBApKSkYMeOHVixYgUCAgLw5ptv4s8//8S4ceMQFhaGNm3aQK1W4+rVq/jzzz+xZ88eNG/eHJ9//jmOHDmCXr16wc3NDUlJSVi2bBnq1KmjHdZTknv37uG3334DkN8L5fLly9i0aRMePHiAd955B6GhocU+NiMjA3Xq1MGAAQMQEBAAc3Nz7N+/H6dPn8a3334LID9ptHz5cvTp0wdNmjTByJEj4ezsjKtXryI6OlqbWBw1ahQWLlyI7t27Y/To0UhKSsKKFSvg7++vnTQAyG/7KSkp6NSpE+rUqYNbt25h6dKlaNKkibaHhp+fHzp06IDAwEDY2trizJkz+Ouvv7S1kl7UZ599hr1796JNmzZ4++23tQnahg0bIjIyssz7ee211zB+/Hhs374drq6ueOmll4rd9ujRo8jNzS20vHHjxiUmO3r16gWpVIr9+/dj7Nix2uW2trbYunUr+vTpg4CAAAwZMgQtWrSATCbDnTt3sGnTJgBF19h6WkVeuxQKBTp37oxBgwbh2rVrWLZsGdq2bYu+ffsCyO8VtHz5crz55pto1qwZhgwZglq1auH27dvYuXMn2rRpo02ez5s3D7169ULbtm0xatQopKSkYOnSpfD39y8yiVOUevXqYfTo0Th9+jQcHR3x888/IzExEWvWrCm0bUESJywsDF9//XWZ9l+gbdu22iLtTyaegPyk1Lx587TbFRCLxVi9ejVefvll+Pv7Y+TIkahduzbu3buHsLAwWFpa4u+//wYAfPXVVwgLC0OrVq3w1ltvwc/PDykpKTh37hz2799fZLIbACZOnIj09HR8/PHHsLKywkcffaRdd/bsWaSkpOCVV155pnMlIqo29DHlHxERUVlcv35deOuttwR3d3dBLpcLFhYWQps2bYSlS5cKubm52u2USqUwe/ZswcPDQ5DJZIKrq6swY8YMnW0EQRDUarXwwQcfCPb29oKpqanQvXt3ITY2tthp1U+fPq3z+IJpvsPCwrTLHjx4IPTq1UuwsLAQAAjt27cv8ZwyMjKEadOmCS4uLoJMJhN8fHyE+fPn60xFLgiC0L59e8Hf37/U5yg9PV1YvHix0L17d6FOnTqCTCYTLCwshKCgIOHHH38stN+MjAxhxowZgre3tyCXywV7e3shODhYWLBggXYK+bi4OAGAMH/+/ELHw1NT06tUKmHSpElCrVq1BJFIJDz90WLVqlVCYGCgYGJiIlhYWAiNGjUS3n//fSEhIUG7jZubm9CrV69Cx2rfvn2h5zM5OVmYOHGiULt2bUEulwt16tQRQkJCdKZoVygUwtdffy34+/sLRkZGgo2NjRAYGCjMnj1bSEtLEwRBEA4cOCC88sorgouLiyCXywUXFxdh6NChwvXr10t9zgumuAcgiEQiwdLSUvD39xfeeust4eTJk0U+5snnLS8vT3jvvfeEgIAAwcLCQjAzMxMCAgKEZcuWFXrcsWPHhK5du2q3a9y4sbB06VKdbX777TfB09NTkMvlQpMmTYQ9e/YIISEhgpubm3abv/76S+jWrZvg4OAgyOVyoW7dukJoaKhw//597TZz584VWrZsKVhbWwsmJiaCr6+v8MUXX2jbhSAIwqxZswr9jQEIEyZMKPJ5evJ1JQj5z3vTpk0FuVwueHl5CatXrxbeeecdwdjYuMjnrTgDBw4UAAjvv/9+kesLXqvF/TzZhovTt29foXPnzkWuu3//vvDee+8Jfn5+gomJiWBkZCR4enoKw4cPF44cOaKzbcFz9vDhw0L7qahr1+HDh4WxY8cKNjY2grm5uTBs2DAhOTm5yOepe/fugpWVlWBsbCx4eXkJI0aMEM6cOaOz3ebNm4UGDRoIRkZGgp+fn7Bly5ZCbaw4Ba/vPXv2CI0bNxaMjIwEX19fYdOmTcU+xt/fXxCLxcLdu3dL3f+T9uzZIwAQpFKpkJWVpbMuOTlZe40q6nV6/vx5oX///oKdnZ1gZGQkuLm5CYMGDRIOHDigs11iYqIwYcIEwdXVVZDJZIKTk5PQuXNnYdWqVdptCtrf0+f4/vvvCwCE77//Xrvsgw8+EOrWrVvoWk1EVFOIBMGAq7USERERUbXWr18/REdHF1m3SJ+OHj2KDh064OrVq0XOPmeI1q5di5EjR+L06dNo3ry5vsN5bk2bNoWtrS0OHDig71AqVF5eHtzd3fHhhx9iypQp+g6HiEgvWFOKiIiIiCpFTk6Ozu8xMTHYtWsXOnTooJ+AStCuXTt069YN33zzjb5DqVHOnDmDyMhIDB8+XN+hVLg1a9ZAJpNh3Lhx+g6FiEhv2FOKiIiIiCqFs7MzRowYAU9PT9y6dQvLly9HXl4ezp8/X2V6IxmyqtxT6tKlSzh79iy+/fZbPHr0CDdv3oSxsbG+wyIiogrGQudEREREVCl69OiB33//HQ8ePICRkRGCgoLw5ZdfMiFF+Ouvv/D555+jfv36+P3335mQIiKqIdhTioiIiIiIiIiIKh1rShERERERERERUaVjUoqIiIiIiIiIiCoda0pVAxqNBgkJCbCwsIBIJNJ3OERERERERERUgwmCgIyMDLi4uEAsLr4/FJNS1UBCQgJcXV31HQYRERERERERkdadO3dQp06dYtczKVUNWFhYAMj/Y1taWuo5GiIiIiKiZ5enVGP10Tj8djIeGblqWBhL8EYrd4xp5wEjmUTf4RER0TNIT0+Hq6urNl9RHCalqoGCIXuWlpZMShERERFRlZOjUOGnkzex8sR9AEYQGwFZArDyxH0Ym5kjtL0nTOW8dSEiqmpKKzHEQudERERERKRXErEYayLiily3JiIO0hLqkRARUdXFqzsREREREelVRq4S6TmqItel56iQkaus5IiIiKgyMClFRERERER6ZWEsg6VJ0cPzLE2ksDCWVXJERERUGZiUIiIiIiIivVJrNBgZ7FHkupHBHlBpNJUc0f/lKFRQqDRIzsyDQqVBtqLoHl2VvS8iouqA1QKJiIiIiEivJGIRRgS7QyMIWHc8Huk5KliaSBES5I4Rwe4Qo+RCuRUlT6nGisM3sSYiThvTyGAPjO/g9cwzApbnvnIUKkjEYmTkKmFhLINKo2EheCKqknjlIiIiIiIivVpx+Ca2Rybgk94NMKmTjzbZEh77CANWHEcrT1t8+WqjSo0pR6HCisM3sfhAjHZZeo5K+3tRMwIKggCFWoMchRo5SjWyFWrkKNSwN5djw6nbWHIgtsh9jWrrAVO5BDJJ6QNZyjO5RUSkb0xKERERERGR3txKzsL3YbFQqDTIyFVBLhXDztwIACCTiHHzUSZuPMzESz726NHQudLiKm1GwHHtvTB45XHcT8tFjlKtTUSpNYLOtrZmchz7oCPWRsQXu6/Q9p5o9eUB5CrVsPyvvpaFsQyWxlJYmsi0y/o1qY2/LyQUm9wqKlFGRGTIeMUiIiIiIiK9EAQBM7dHQ6HSoK23Pfo01k06tfWxx9iXPLHy8E18sPkiGtexhou1SaXEVtqMgMlZeUjNVuJ2SnaR28gkIhjLJPB1MkdKlqLEfaVkKVDL3AjXEjOQrVDjQXrh7WzN5JjQ0bvE5NaEjt5lOjciIkPBpNQLmDdvHrZs2YKrV6/CxMQEwcHB+Prrr1G/fn3tNrm5uXjnnXewceNG5OXloXv37li2bBkcHR2129y+fRtvv/02wsLCYG5ujpCQEMybNw9SKf88RERERFR9/XvpAQ5ffwi5RIzPX/GHSFS4dtQ7Xevj+I1kXLibhml/RGLDW60hEVd8jamCGQGLSiZZmkhRy8IIs1/xh0wigolMChO5BKZyCUzkEpjIdIfiKVSaEvflYGGMP0NbIy1HhfRcJdJzlP/9+9/vuSoYS8VIzS45UZaRq9T2MiMiqgqY9XgBhw8fxoQJE9CiRQuoVCp89NFH6NatGy5fvgwzMzMAwLRp07Bz505s2rQJVlZWmDhxIvr374/w8HAAgFqtRq9eveDk5ISIiAjcv38fw4cPh0wmw5dffqnP0yMiIiIiqjCZeSp8/vdlAMC4Dl7wrGVe5HZyqRhLhjRFB7JBAgAAWpJJREFUryVHcTIuBcvCYjGps0+Fx5eWo0RIkDuWHowttG5ksAfUGgGtPe3KtK+C2QWfrE/15L5UGg2sTOWwMpWXuJ/SklsWxrIyxUNEZChEgiAIpW9GZfHw4UM4ODjg8OHDeOmll5CWloZatWphw4YNGDBgAADg6tWraNCgAY4fP47WrVvj33//Re/evZGQkKDtPbVixQp88MEHePjwIeTykt+YACA9PR1WVlZIS0uDpaVlhZ4jEREREVF5mPPPZfx0LA5udqbYM/UlGJdSpHvz2bt4Z1MUJGIR/gwNQqCbTYXFduNhJt7/6wJWvRmItRHxOjMCvsjse8sO3XihAuVFFV8vMKWzD2tKEZHBKGueglescpSWlgYAsLW1BQCcPXsWSqUSXbp00W7j6+uLunXrapNSx48fR6NGjXSG83Xv3h1vv/02oqOj0bRp00LHycvLQ15envb39PQiBp0TERERERmoywnp2tpIs/v6l5qQAoD+zWrj8PWH2BGVgCkbz2PXlHawrICeQXdSsvHG6pO4n5aLj7dexDcDAnRmBFRpNM81y52RTILQ9p6Y0NH7ufdlIpdifAcvANBJbo0Idufse0RUJTEpVU40Gg2mTp2KNm3aoGHDhgCABw8eQC6Xw9raWmdbR0dHPHjwQLvNkwmpgvUF64oyb948zJ49u5zPgIiIiIio4mk0Aj7ZdhFqjYCejZzQob5DmR4nEokw99WGOHf7Me4+zsHHWy9hyZAmRdahel6J6bkY9l9CytvBHF+82giWJvmJr4JaTXKIS9pFiQp6Mb3Ivp5MbqVmK2BuLMXpuBTIpc8fFxGRvvDKVU4mTJiAS5cuYePGjRV+rBkzZiAtLU37c+fOnQo/JhERERFRefjzzB2cu50KM7kEM3v7P9NjLY1lWDK0KSRiEf6OSsBfZ++WW1wpWQq8sfokbqdko66tKdaPaWWwRcNN5VLIpWJYmEjRacFhhKw5jSv3M/QdFhHRM2NSqhxMnDgR//zzD8LCwlCnTh3tcicnJygUCqSmpupsn5iYCCcnJ+02iYmJhdYXrCuKkZERLC0tdX6IiIiIiAxdSpYCX+2+CgCY1rUenKyMn3kfzeraYFqX/ELns3ZE4+bDzBeOKz1XieE/n0RMUiacLI2xfkwrOFo+e2yVzUQmReM6VgCA3dFFj7IgIjJkTEq9AEEQMHHiRGzduhUHDx6Eh4eHzvrAwEDIZDIcOHBAu+zatWu4ffs2goKCAABBQUG4ePEikpKStNvs27cPlpaW8PPzq5wTISIiIiKqBPN2XUFqthINnC0xItj9uffzdgdvtPa0RbZCjSkbI6FQaZ57X9kKFUatOY1L99JhZybHb2NawdXW9Ln3V9l6NMz/InvPJSaliKjqYVLqBUyYMAG//fYbNmzYAAsLCzx48AAPHjxATk4OAMDKygqjR4/G9OnTERYWhrNnz2LkyJEICgpC69atAQDdunWDn58f3nzzTURFRWHPnj345JNPMGHCBBgZGWZ3YSIiIiKiZ3U6PgWb/htuN7dfQ0glz38rIhGLsGhwE1ibynDxXhoW7L32XPvJVaox9pezOHPrMSyNpfh1dCt4O5g/d1z60NnXEVKxCNcSM8ql1xgRUWViUuoFLF++HGlpaejQoQOcnZ21P3/88Yd2m0WLFqF379547bXX8NJLL8HJyQlbtmzRrpdIJPjnn38gkUgQFBSEN954A8OHD8fnn3+uj1MiIiIiIip3SrUGn2y9BAAY0sIVgW42L7xPZysTfP1aYwDAqiM3ceT6w2eOaeKG8zgW+wimcgnWjmoJP5eqVxbDylSGIC87AMCe6MRStiYiMiwiQRAEfQdBLyY9PR1WVlZIS0tjfSkiIiIiMjirjtzAl7uuwtZMjgPT28PGTF5u+/5460WsP3kb9uZG2D21HezLUJxcrREw7Y9I7IhKgJFUjDUjWyDYy77cYqps60/ewsdbLyHA1RrbJ7TRdzhERGXOU7CnFBERERERVZiE1Bx8tz8GAPDhy77lmpACgE96+cHHwRyPMvPw3qYolPaduyAI+HjrReyISoBULMLyN5pV6YQUAHT1c4RIBETdSUVCao6+wyEiKjMmpYiIiIiIqMLM/jsa2Qo1WrjbYECzOqU/4BmZyCVY+npTyKVihF17iDXh8cVuKwgC5u68go2n70AsAhYPaYpOvo7lHlNlc7AwRvP/hkTu5Sx8RFSFMClFREREREQV4uDVROyJToRULMLcfo0gFosq5Di+Tpb4uGcDAMBX/15FdEJakdt9tz8GPx2LAwB8/Vpj9GrsXCHx6EN3//xZ+HYzKUVEVQiTUkREREREVO5yFGrM3B4NABjd1gP1nSwq9HjDg9zQpYEDFGoNJv9+HtkKlc76H4/cxOID+cMIZ/f1x8DmrhUaT2UrSEqdiktBcmaenqMhIiobJqWIiIiIiKjcfR8Wg7uPc+BiZYzJnX0q/HgikQjfDAiAg4URABFikzKhUGmQnJmHPKUabnam8Kpljve610dIsHuFx1PZXG1N0ai2FTQCsP8KZ+EjoqpBqu8AiIiIiIioeolNysCqIzcBADP7+MPMqHJuO2zN5FjxRiDc7EyxNiIeb/x0Euk5KliaSBES5I5tE4JhYSyrlFj0oUdDJ1y8l4bdlx5gcIu6+g6HiKhU7ClFRERERFQD5ShU2p5ECpWm0HC35yUIAj7ZdglKtYBOvg7o7l+5hcQbOFtgXUQ8lh6MRXpO/jml56iw9GAsVh+NK7fzNEQFQ/jCY5ORnqvUczRERKWrkUkpT09PJCcnF1qempoKT09PPURERERERFR58pRqrDh8E82/2IfAufvR/It9WHn4JvKU6hfe9/bIBJy4mQJjmRiz+/pDJKqY4ubFkYjFWHs8vsh1ayLiIBVX31sgbwdzeDuYQ6HWIOxqkr7DISIqVfW9IpcgPj4eanXhN9y8vDzcu3dPDxEREREREVWOHIUKyw7dwOIDMTo9iRYfiMGyQzdeqCdRRq4S34flFxOf1MkHrram5RLzs8ZQcF5PS89RIaOa9yDq8V9vqT2chY+IqoAaVVNqx44d2v/v2bMHVlZW2t/VajUOHDgAd3d3PURGRERERFQ5JGIx1kTEFbluTUQc3u7ghZ/Db8LZ0gTu9mZwtzODiVxS4j5zFCpIxGJk5qqwY2JbnL31GK087Coi/FJZGMtgaSItMjFlaSKt1jWlgPy6Ut+HxSLs6kPkKtUwlpX8tyMi0qcalZTq168fgPyZOUJCQnTWyWQyuLu749tvv9VDZERERERElaO0nkSPMvPwx6m7uJaYoV3uZGkMd3tTePyXpHK3N4OHvRnc/usJteLwTayJiNMWFR8Z7IGW7raVcj5PU2s0GBnsgcUHYgqtGxnsAZVGA3k1HjDi72KJ2tYmuJeag8PXH2rrTBERGaIalZTSaDQAAA8PD5w+fRr29vZ6joiIiIiIqHKV1pPI3twILTxsYCKXID45C6nZSjxIz8WD9FycuJmis/2PwwNx4W4alh6M1S4rGAoIAKHtPWEqr9xbDhO5FOM7eAFAoUTZ+A5eMKrmPYdEIhF6NHTCT8fisOfSAyaliMig1aikVIG4uKK7KxMRERERVXc5SjVCgtx1EkkFRgZ7QCMImNuvkXZZarYCcY+yEJ+chbhH2Yj/7/+p2Qq08bbHO5uiijzOmog4TOjoXWHnURIjmQSh7T0xoaM3MnKVsDCWQaXRVPuEVIGCpNT+K4lQqDSQS6tvzzAiqtpqZFIKAA4cOIADBw4gKSlJ24OqwM8//6ynqIiIiIiIKo5GI+DLnZfxfg9fAMC64/Gl9iSyNpWjaV05mta10VkuCAKSMxWlFhW3MzeqmJMpRUEPrYLjV+che09rVtcG9uZGeJSZhxM3k/FSvVr6DomIqEg1Mik1e/ZsfP7552jevDmcnZ0rfZpaIiIiIiJ9WH74Bv44cxcXE9Lwy6hWmNTJ57l7EolEIlia1Oyi4oZKIhahm78jNpy8jd3RD5iUIiKDVSOTUitWrMDatWvx5ptv6jsUIiIiIqJKcTo+BQv3XQcAjAjygP1/PYhepCdRTS8qbsh6+Dthw8nb2BudiDmvNIREzC/iicjw1Mh3CIVCgeDgYH2HQURERERUKVKyFJi04TzUGgGvNq2Ngc3rlMt+C4qKT+nsA0uT/O+7LU2kmNLZB+M7eFV6kXP6v9aedrA0luJRZh7O3X6s73CIiIpUI98lxowZgw0bNuDTTz/VdyhERERERBVKoxHw7qYoPEjPhae9Geb0a1iu5StqelFxQyWXitGlgSO2nL+H3ZceoIW7rb5DIiIqpEYmpXJzc7Fq1Srs378fjRs3hkymO9Z94cKFeoqMiIiIiKh8/XQsDgevJkEuFeP715vB3Kj8bwFqclFxQ9ajoZM2KfVJrwaspUsVLkehgkQs1klQs8cklaRGto4LFy6gSZMmAIBLly7prOOFmoiIiIiqi3O3H+Pr3VcBALP6+MHPxVLPEVFleqleLZjIJLiXmoPohHQ0rG2l75CoGstTqrHi8E2siYgrdVZPogI1MikVFham7xCIiIiIiCpUWrYSkzach0ojoFdjZ7zesq6+Q6JKZiyToKNvLey6+AC7Lz1gUooqTI5ChRWHb+pMepCeo9L+Htrekz2mqEjsV0tEREREVM0IgoD3/orCvdQcuNmZ4qv+jTgioIbq7u8EANgd/UDPkVB1JhGLsSYirsh1ayLiIBUz9UBFq5Gpyo4dO5b4pnzw4MFKjIaIiIiIqHytjYjH3suJkEvE+H5oM1gYy0p/EFVLnXwdIJeIEZuUidikDHg7WOg7JKqGMnKVSM9RFbkuPUeFjFyltuYc0ZNqZFKqoJ5UAaVSicjISFy6dAkhISH6CYqIiIiIqBxcuJuKL3ddAQB81NMXjepwyFZNZmEsQxtvO4Rde4g90YlMSlGFsDCWwdJEWmRiytJEysQ4FatGJqUWLVpU5PLPPvsMmZmZlRwNEREREVH5SM9VYuKG81CqBXT3d0RIsLu+QyID0KOhE8KuPcTuSw8woaO3vsOhaujmw0yEBLlj6cHYQutCgtzZU4qKxYGdT3jjjTfw888/6zsMIiIiIqJnJggCZmy+iNsp2ahjY4JvXgtgHSkCAHRp4AixCLh4Lw13H2frO5xKk6NQQaHSIDkzDwqVBtmKooeX0Ys5f/sxJm88jxHB7pjc2RuWJvl9XyxNpJjUyRsjgt3x9m9nceMhO4BQYTWyp1Rxjh8/DmNjY32HQURERET0zNafvI2dF+9DKhZh6dCmsDLlcBnKZ2duhJYetjhxMwW7Lz3AmHae+g6pwuUp1Vhx+CbWRMQhPUcFSxMpRgZ7YHwHLxjJJPoOr9rIVqgw/c8oxD3KwsojNzC1Sz1M7OiDjFwlLIxlyFGo8O6mKJyKf4whq07g97daw9vBXN9hkwGpkT2l+vfvr/Pz6quvonXr1hg5ciRCQ0PLvJ8jR46gT58+cHFxgUgkwrZt23TWC4KAmTNnwtnZGSYmJujSpQtiYmJ0tklJScGwYcNgaWkJa2trjB49mkMIiYiIiOiZRCek4fN/LgMAPnzZF03r2ug5IjI0Pf6bhW9PDZiFL0ehwrJDN7D4QIy2xlF6jgqLD8Rg2aEb7DFVjubtuoq4R1lwsjTGhA4+MJVLIZeKYWduBLlUDCtTOb56rTF8nSzwMCMPQ1adQExihr7DJgNSI5NSVlZWOj+2trbo0KEDdu3ahVmzZpV5P1lZWQgICMAPP/xQ5PpvvvkGS5YswYoVK3Dy5EmYmZmhe/fuyM3N1W4zbNgwREdHY9++ffjnn39w5MgRjB079oXPkYiIiIhqhsw8FSZuOA+FSoPOvg4Y3dZD3yGRAer2X1LqzK3HSMrILWXrqk0iFmNNRFyR69ZExEEqrpG3weXu8PWH+PXELQDAgoEBxfbOtDM3woa3WqOBsyUeZeZh6I8ncJ2JKfqPSBAEQd9BVAcikQhbt25Fv379AOT3knJxccE777yDd999FwCQlpYGR0dHrF27FkOGDMGVK1fg5+eH06dPo3nz5gCA3bt3o2fPnrh79y5cXFzKdOz09HRYWVkhLS0NlpaWFXJ+RERERGR4BEHA1D8isT0yAS5Wxtg5uR1szOT6DosM1Cs/hCPqTiq+eLUhhrVy03c4FSY5Mw+Bc/cXu/7sJ11YdPsFpWYr0G3RESRl5GFEsDs+6+tf6mMeZykwbPVJXL6fDjszOTa81Rr1nTgbZHVV1jxFjU4Rnz17Fr/99ht+++03nD9/vlz3HRcXhwcPHqBLly7aZVZWVmjVqhWOHz8OIL+GlbW1tTYhBQBdunSBWCzGyZMnyzUeIiIiIqp+tkfew/bIBEjEIiwZ2pQJKSpRwRC+3Zeq9xA+C2OZttj20yxNpLAwZr21F/XJtktIysiDZy0zfNDDt0yPsTGTY8NbreDvYonkLAWG/ngCVx+kV3CkZOhqZFIqKSkJnTp1QosWLTB58mRMnjwZgYGB6Ny5Mx4+fFgux3jwIP9C7+joqLPc0dFRu+7BgwdwcHDQWS+VSmFra6vdpih5eXlIT0/X+SEiIiKimqFgRrGHGXno5u+EVW8GYm4/fzR3t9V3aGTgejTMT0odv5GMtGylnqOpGI8y83D2VgpCgtyLXB8S5I7D15Ow8vANqDUcNPQ8tkfewz8X7kMiFmHRoCYwkZe9cLy1qRzrx7RCo9pWSMlSYOiqE7icwPvZmqxGJqUmTZqEjIwMREdHIyUlBSkpKbh06RLS09MxefJkfYdXqnnz5unUxHJ1ddV3SERERERUCQpmFGv+xT60+GI/Ws87gEv30tC/aR19h0ZVgIe9GXydLKDSCDhwNVHf4ZS7Gw8z8eqycHyyLRoj23hgSmcfbY8pSxMppnT2wei2Hvjq32uY9+9V9F8ewaLbz+h+Wg4+3XYJADCpkzcCXK2feR/WpnL8NroVAupY4XG2EsNWn0B0Qlo5R0pVRY1MSu3evRvLli1DgwYNtMv8/Pzwww8/4N9//y2XYzg55X8LkZioe7FPTEzUrnNyckJSUpLOepVKhZSUFO02RZkxYwbS0tK0P3fu3CmXmImIiIjIcBU3o9iSg7GcUYzKrHs1HcJ38mYy+i+LwJ2UHCjUamTmKRHa3hNnPu6Ks590wZmPuyK0vSesTGQIfckTFsZSRN1JRa8lx/BDWCxUao2+T8HgaTQC3v/rAtJzVQioY4UJHb2fe19WpjL8MroVAlyt/0tMncSle0xM1UQ1Miml0WggkxUeRyyTyaDRlM/FyMPDA05OTjhw4IB2WXp6Ok6ePImgoCAAQFBQEFJTU3H27FntNgcPHoRGo0GrVq2K3beRkREsLS11foiIiIioeuOMYlQeCobwHb7+sNokMrdH3sObP51CWo4STVytsXV8G9S1NYOpXAq5VAw7cyPIpWKYyqUQiUQY1MIV+6a1RydfByjUGszfcw39loXjyn0OIyvJrydu4WjMIxjLxFg4uAlkkhe75liZyPDr6JZo4mqNVCamaqwa+c7VqVMnTJkyBQkJCdpl9+7dw7Rp09C5c+cy7yczMxORkZGIjIwEkF/cPDIyErdv34ZIJMLUqVMxd+5c7NixAxcvXsTw4cPh4uKinaGvQYMG6NGjB9566y2cOnUK4eHhmDhxIoYMGVLmmfeIiIiIqGbIyFVqe0g9LT1HhYzc6lkjiMqXr5MF3OxMkafS4PC18qmnqy+CIOCHsFhM2RgJhVqDHv5O2Di2NezLMLOek5UxfgppjoWDAmBlIsOle+no+/0xLN4fAyV7TRVy42Em5v17BQAw4+UG8KplXi77tTTOT0w1q2uNtBwlXv/xBC7cTS2XfVPVUCOTUt9//z3S09Ph7u4OLy8veHl5wcPDA+np6Vi6dGmZ93PmzBk0bdoUTZs2BQBMnz4dTZs2xcyZMwEA77//PiZNmoSxY8eiRYsWyMzMxO7du2FsbKzdx/r16+Hr64vOnTujZ8+eaNu2LVatWlW+J0xEREREVR5nFKPyIBKJ/j8LX3TVHcKnVGvw4eaLmL/nGgDgrXYeWDasGYxlZS+6LRKJ0L9ZHeyb9hK6+jlCqRawaP919P0+vEr02CmY9CA5Mw8KlabCer4p1RpM/yMSuUoN2vnY483WbuW6fwtjGdaNaolANxuk56ryZ/ZLz62UcyP9EwmCUCOnHBAEAfv378fVq1cB5Pda6tKli56jej7p6emwsrJCWloah/IRERERVVPJmXlYGxGPpQdjC62b0tkHoe09YSovOmlF9KRztx+j/7IIWBhJcebTLjCSlj2RYwgycpUYv/4cjsY8glgEfNbXH8OLmW2vrARBwI6oBHy2IxqPs5WQikUY38ELEzv5QC41vL4ceUo1lh26gTURcUjPUcHSRIqRwR4Y38ELRs+QmCuL7/Zfx3f7Y2BpLMXeae3hZGVc+oOeQ2aeCh9vuYiZffywNiIe647HV/i5UcUpa57C8F5dFejgwYPw8/NDeno6RCIRunbtikmTJmHSpElo0aIF/P39cfToUX2HSURERESkQxAEfLP7KkYEu2NyJ+9CM4qN7+DFhBSVWZM61nC0NEJGngoRN5L1Hc4zSUjNwcAVx3E05hFMZBL8OLz5CyekgPxeU680qY2909qjZyMnqDQClhyMRZ+lx3DtQXql9Uoqi+ImPVh8IKbcJz2IupOqTYTP6dewwhJSAGBuJMXcVxtqk+8VfW5kGGrUO9d3332Ht956q8gsnZWVFUJDQ7Fw4UK0a9dOD9ERERERERVt18UH+OPMXVy4l4b1Y1phYicfZOQqYWEsg0qjYe8BeiZisQjd/Z3wy/Fb2HPpATrWd9B3SGUSnZCGUWtPIzE9D7UsjPBzSAs0qmNVrseoZWGEZcMCsfPCfczcfgkqjQB7cyMsP3QDaw2k505pkx68yKx4T8pRqDHtz0ioNQJ6N3bGK01ql8t+S2IklWDd8fgi15XnuZHhqFE9paKiotCjR49i13fr1k1nJjwiIiIiIn3LzFNhzj+XAQDd/Jxga2ZUaEYxomdVUFdq7+VEqDWGX9El7FoSBq04jsT0PNRzNMfW8cHlnpB6Uq/Gztg77SUsGNgYayPiscSAeu6kV9KkB1/vvoqbD7PgaGmEuf0alss+S8MJHWqeGpWUSkxMhExWfAFIqVSKhw+r9gwURERERFWVIQ2PMSRLDsTgQXou6tqa4u0OXvoOh6qJlh62sDaVISVLgdPxKfoOR8fT14KbDzMxb9cVZCnUCPayw6ZxwahjY1rhcdiZG8HfxarEnjtSceXeUt9NyYaZXFripAcmcgmWh8XiUWbecx/naMxDrI2IBwB8MyAA1qby597Xs+CEDjVPjUpK1a5dG5cuXSp2/YULF+Ds7FyJERFVXbxxICKi8pSnVGPF4Zto/sU+BM7dj+Zf7MPKwzeRp1TrOzS9up6YgZ+P5Q/Tmd3X/5lmFiMqiVQiRtcGjgCAI9df/Iv58vpsWNS1YOv5e/j9rdYY38ELa0e2hJVJ5SUmDKnnzt7oB3h5yVEci32IkGLqaIUEueNYzCN8vecagr86iBlbLuLGw8xnOk5athLvbboAAHiztRva16v1oqGXmVqjwchgjyLXhQS5435aTqXFQpWjRvX17dmzJz799FP06NEDxsa6BdpycnIwa9Ys9O7dW0/REVUdBR8WKmO2DyIiqv5yFCqsOHwTiw/EaJcVDI8BUGNnlRMEAZ9sy69p083PER19q0bdH6o6+jerjW7+jmjjbY9HmXmw/K9G2bO+3srrs2Fx14KlB2MhEgETO3lX+kx4BT13ikpMWZpIYWYkhUqtgVRScXEp1Ros2HMNK4/cBADsiErANwMCIBaJinzOT8SlIMDVGlF3UvH7qdvYePo2ujRwxNiXPNHczQYikajE483ccQkP0nPhYW+GGT19K+y8imIil2L8fz1Cnzy3EUHuCAl2x+BVJzCqjQdeb1W3UuOiiiMSBMHwBxCXk8TERDRr1gwSiQQTJ05E/fr1AQBXr17FDz/8ALVajXPnzsHR0VHPkT6bsk61SFQeivqwUIDTURMR0fNQqDRo/sW+Ym/6znzc1SCnZK9o287fw9Q/ImEsE2P/9PaVMlyJapZcpRo/hMVi3TMW8FaqNchRqpGjUEMmFmHt8XgsORBbaLvJnb3xatM6CI99BJVaA5VGgEKtgUotQKXWQPHfvyqNAJlEhHe61UfLL/cb1LWgpM++kzp5o1FtKyw/fAPfDgyAZy3zcj9+YnouJm44h9PxjwEAo9t64MOXfSGTiJGtUEEqFutMelDwOVwQBJyOf4xVR25i/5VE7f6a1rXG2Hae6ObvBIlYpD1HyX/7MTeW4vC1h1iw9xq+fq0xmta1KfdzKotC56bWYPXROCzcfx0A8EmvBhjTzlMvsVHZlDVPUaPuHB0dHREREYG3334bM2bMQEE+TiQSoXv37vjhhx+qXEKKqLJV1mwfRERUc6RmK0odHmNnblTJUelXeq4Sc3deAQBM6uTDhBSVu4Jky9KD/08mFfRQFAQBbX3s8fXua8hWqJGjUCFHqUa2Qo1cpRpKdf59lK2ZHMc+6KitPfS0tRHxGNfeCwv3XUdKlqLEeOo7WmB4kLvBXQuK67kzMtgDb73kiddXncCFe2noueQoPujhi5Agd4jFJfdEKqvw2EeYsvE8HmUqYG4kxfwBjfFyo/+XmylIQBU8J/InqvOIRCK09LBFSw9bxCZl4qdjN7H53D2cv52Kt9efQ11bU7zTrR66+zsV6uUWEuSOzW8H67V+U6Fzk4oxqbM3spQqrDx8E3N3XkFWnhqTO3uX2vOLDFuNSkoBgJubG3bt2oXHjx8jNjYWgiDAx8cHNjb6yQATVTVlGVdf024ciIjo+eSp1PjhYCzGdfAqcXiMuXGN+8iKhXuv41FmHjxrmeEt9gagClDSF41rj8djXAcvxD3KKjGZ5GhhhOTMkpPKqdlKvNLEBUkZeZCJRZBJxJBKxJBJCv4vgkwshoWxFLUsjEq8FugrSWIkkyC0vScmdPQu1CtpxZuBeP+vCzgW+wiz/76MvdGJmD+w8QslkjUaAT+ExWLR/uvQCICvkwWWvxEID3uz59qft4M55vVvjOld6+OX4/H49cQt3E7Jhqlcgh/CYgslJpcejIVYJDK4ERAikQgf9vCFuVyKb/ddx6L915GlUGHGy75MTFVhhtPCKpmNjQ1atGih7zCIqhxzI6lBflggIqKq5cbDTEz+/TyiE9LRqI4VRgS7Fzn8JyTIHYevPcTh6w/xaW+/GlHoOzohDb/8N9vXnFca1sihi1TxSvuiMTNXhSVDmkIjCDCRS2Aik8BULoGJXAJTmRTGcjHkEjGUaqHEz4b25kaY1ce/TDHlKFQYGexR5FC5kcEeUGk0Or2BKlNxvZJcrE3wy6iWWH/yFr7cdRXHbyajx3dHMbO3HwY2r/PMyZLHWQpM+zMSh67lF58f1LwOPn+lYblc+2pZGOGdbvXxdgcv7IhMQBtve7yzKarIbQ11BIRIJMKkzj4wNZJizj+XserITWTlqTDnlYbl1kONKleNTUoR0bP78chNuNubIiTIXecblQIhQe5ITM+Fqy2HGBARUdEEQcCmM3cxa0c0cpRq2JjKYCaXYkIHb4hQuGjvmHYe6PdDBG48zMTp+BQsGdoUvk7Vt4amRiPg022XoBGA3o2d0cbbXt8hUTVVWgFva1M52vqU3v7UGnW5JZJKGipnyBPqiMUivBnkjnY+tfDupiicufUY72++gD3RDzCvfyM4WBqXvhMA528/xoT155CQlgsjqRhz+jXEoOau5R6vqVyKIS3r4lFmXpUdATG6rQfM5BLM2HoR60/eRrZCjfkDGldowXmqGDWq0Hl1xULnVNEEQcDiAzH4bn8MvGqZY9uEYKw+GlfkjBhDfzyBCR298UqT2voOm4io2nmyGO3TRW2rgrQcJT7aehE7L9wHALTxtsPCQU3g+N8NW3FFe4/GPMT0P6PwMCMPcqkYH/dsgOFBbtVyuMafp+/g/c0XYCaX4MA7HeBkVbabWaJnVZ6T1+Qp1Vh26Ea5JZJKKuBt6NQaAauP3sS3e69DodbA2lSGuf0aondjl2IfIwgCfjl+C3N3XoZSLcDdzhTLhgXCz6Vi7+2qwyQT2yPvYfqfUVBrBHT3d8SSoU1hJDXM5GVNU9Y8BZNS1QCTUlSRBEHAl7uu4Mej+TUH3uteHxM6ehf6sKBUa/BDWCyWHboBkQiYPyAAAwLr6Dl6IqLqo7xv+irbmfgUTNkYiXupOZCK82fZCn3Js8zDLZIz8/DeXxdw8GoSAKBLAwd8MyAAtmbyigy7UqVmK9Dp28NIyVJwZimqFOV5XanKiaSKcO1BBqb/GYnohHQA+T0fv+iXPxz3yS8X8lRqLNofg5+P5X/WfrmhE74e0BiWlVASo7rMqr03+gEmbjgPhVqDl+rVwso3AmEiN/z3xeqOSakahEkpqigajYBPtl/ChpO3AQAze/thVFuPErf/eNsl/H7qNkQi4It+jfB6q7qVFS4RUbVVlW8c1BoB3x+MxeID+QV769qaYsnQpmjiav3M+xIEAWsj4jFv11Uo1Bo4WBhh0eAm1WaI20dbL2LDyduo52iOnZPbQcZhKFQJmEyqOEq1BksPxuKHsFi425lh07ggrI2Iw9qIeJ2Z7kYEu+P1H09gUIu6GNXGvVJ7gVb1LzwKHI15iLG/nEWOUo2W7rb4aUTzcq91W9V7K1c2JqVqECalqCKo1Bq8uykK2yITIBIBX/dvjEEtSh/TLggCZv99WTs18Oy+/ggJdq/YYImIqrmqOsTiXmoOpm2MxKn4FADAq01r4/NX/F/4RuFyQjom/X4ONx5mQSQCxrX3wvSu9ap0EifqTir6LQuHIAB/jG2NVp52+g6JiMrJhbupSM9R4mRcSpF1WSd18sawVnXhZGWih+iqT2LyTHwKRq45jYw8FQLqWGHtyJawKafetNUleVeZypqnqLrv3ERUYfJUaoxffw7bIhMgFYuwZEjTMiWkgPwZMWb18cPYl/KHHMzaEY0fj9ysyHCJiKq90mbJepSZh7XhcQi7loS0bGUlR1e0fy/ex8vfHcGp+BSYySVYNDgAiwY3KZdvrv1cLPHPpHYY2rIuBAFYfugGBqw4jlvJWeUQeeVTawR8su0SBAHo37Q2E1JE1UzjOtZo6WGHdf/Nqvm0dcfjYWumv4LipnIp5FIx7MyNIJeKq2RCCgCau9tiw1utYWMqQ9TdNAxZdQJJGbkvvN8chQrLDt3A4gMx2vfi9BwVFh+IwbJDN5CtKPr9mcqmarY2IqowOQo1xv56BkdjHkEuFWPZ683Qxc/xmfYhEokw42VfGEnFWHowFl/suoI8lRoTO/lUUNRERNWTIAiIuPEIzeraljJLlgxLDsYiJUsBAPBxMEegmw2audkg0M0GnvZmhYaDlNcwhKf3o1CpseroTSw5kN8bIMDVGkuGNIGbndlzPAPFM5FLMK9/I7zkY48PNl9A1J1U9FpyDN8NDkAbb/sqNcRiw6nbuHgvDRbGUszo2UDf4RBRBSjtywVDnumuKmlUxwp/hAZh2OqTuJaYgfc2XcB3Q5rATC4t9T1BEAQkZylwPTEDsUmZiEnMxIP0HCwe0hRrIuKKPN6aiDiM7+gFjUYoc41E0mW4785EVOkycpUYvfYMTsWnwEQmweqQ5s9dp0Mkyi9iK5eI8e2+61iw9zoUKg2mda1XLWdLIiIqb8dvJOPbvddw5tZj/Dg8ECFB7kUO+xgZ7IEHabnoWN8B524/RtyjLMQkZSImKRMbT98BANiYyrRJqjZe9qjvZIEVh2++8DCEPKW60H4K6qPsuvgAXf0cK3xY3cuNnNHY1RrTNkYiOUuBpnVtsPzQDaw9Hl8lhlgkZ+Zh/u6rAIB3u9VHLQvelBJVRxbGshK/XCjv+kc1WT1HC2wKDcJHWy9i4aAA/HwsDuueek8Y18ELVxLSceFuav57ZmImYpIy8Pip3sb1HS2QnKkoMaH4MCMP7/wZBQ97M3T1c0Qbb3sYG+D7jaFiUoqIAACPsxQIWXMKF+7mf1O7dmQLBLrZvvB+J3X2gVwqxrx/r2LJwVjkqTX4sIcvE1NERMU4d/sxFu69jmOxjwAARlIxbjzMxISO3hCLRMUmkr4dFAAgP8lx7nYqztxKwblbjxF1Nw2Ps5XYfyUJ+68k4cfh5th/JVEnwVUwDEGAgP5N6+BSQhqkYjFkEhFkEjGkBf+K8/+VScSwN5fjl+O3dIqvp+eotPv9ZVRLuFhXTn2U2tYm+H1sa8QmZWJtRHyR5wbAIAvCf/XvVaTnquDvYok3WrvpOxwiqiBqjQYjgz2KnLBiZLAHVBoN5KyuU27c7c3ww7Bm+PlYXJHvCRpBQKPaVvjs78s6jxOJ8ifk8HEwh7eDBRrWtoSjpVGJCUVbMzlikjJxMi4FG0/fgYlMgvb1aqGrnyM6+ToUWdeKRdP/j4XOqwEWOi9fNfECkZSRizdXn8K1xAzYmMrw6+hWaFjbqlyPsSY8DrP/u+iPbOOOmb39mJgiInpCdEIaFu69jgNXkwAAMokIQ1vWxYSO3nC0NAbwfMVoFSoNohPScPbWY1xPzMBnff3Ret6BYj9cn5jRGW2/DtMOBSyKrZkcxz7oWOJ+9FF8vaoVhD8Tn4IBK44DALaMD0azujZ6joiIKhKLZVeu0t4TTs7ogo+2XoSLtTF8HCzg7WAObwfzQr2cSpsBd+xLnjh3+zH2XU7EvsuJuJ/2/zpWErEILdxt0NXPCd38HOFqa1pj2kFZ8xTV+06b6BkVNQyhOl4gnnQvNQdvrD6JuEdZcLAwwvoxreDjaFHuxxnZxgNyqRgfb72ENeHxUKg0mPNKQ469JqIaLzYpA4v2xWDnxfsA8j/AvtasNiZ18oGrranOtgUJqIK6I2X5Vl0uFaNpXRs0/S/hkZyZV+IwhNRsJTr5OiDuURaUag2UagEqtQYqjQCFSgOVRgN3O7NShzPooz5KaTVbkrPy8DhbgQZOlnr/YkSl1uCTbZcAAENauDIhRVQDGMkkCG3viQkdvXW+XKiu9xn6Vtp7QrZChUWDm5S6HxO5FOM7eAFAsfeJ7XxqoZ1PLczu649L99Kx7/ID7L2ciKsPMnDiZgpO3EzBnH8uY/2YVjgZl6ytu1gQiyH36K1oNetsiUpQVAa8ul0gnu4FlpGrxHubohD3KAu1rU2w4a1W5V6I9knDWrlBJhHjg80XsP7kbShUGnz1WmNImJgiomquqF64j7MV+HbPdWyLvAeNkD9koG+AC6Z09oFnLfMKi6W0uib25kZYMDCg1P0oVBqDq49S2rlZmcjQa8kxWJvK8FqzOujfrDac9TQF+y/Hb+HqgwxYm8rwfg9fvcRARJXveb5coOdTnnW8yppQFIlEaFTHCo3qWGF6t/q4k5KNvZcTse/yA8QmZaJpXWu8vf5skcdYExGHCR29n+0kq4GqfYdNVI4kYnGpsyqo1BpIK7BYa0Uqrhjt0qFN8c6fUfiyf6NKqf0xqLkrjKRiTP8zCudup+LC3VT4u1jVqOGS1UV1H+pa3c+vvPB5Kl1R198Rwe4ICXJH1N00aASgu78jpnetj/pO5d9T9WnlVdfEEOujlBbT9QcZyFGokZKlwPw917Bg7zW08bLHa4G10cPfGSbyyumt8DAjFwv3XQcAfNDDF7ZF1BshIqIXU97vU8+TUHS1NcXoth4Y3dYDadlKZOSqDK6Xsb7xUyPVaEq1BgeuJOJozCOMa+9V6qwKkzech52FEdr52KOttz08iphi2xAV1wusoOjf4iFNYWVaed9ov9KkNqxN5WjoYom1EfEIWXOqxgyXrC6q+1BXQz0/Q0sAlefzVJ7nZkjPU3HX3yUHYiEIwFf9G8FYJkGjOuVbx68kZRmGUJn7KU9lien0J12w6+J9bD57FyfjUnAs9hGOxT7Cp0bR6NnICa81q4MW7rba4eXl1Z6e3I+5sQwLBwVgR1QCBjd3LdfngIiI8hna+5SVqQwmKonB9TLWNxY6rwZY6PzZ3XyYiT/O3MHms3fxKFNRpoKtRRV+dbEyRlsfe7T1qYU2XnY6WW1DucHKU6khgsjgCr/mKFRYfviGznjqAlM6++h1uKQh3dAaotKKPVb1v52hnl95FsWsjOdpTDsPmMmlZaobV57nZmjFQw258PbzFE2vyP2Up7LGdCclG1vO3cPmc3dxOyVbu9zV1gRj2npiUHNXrDj84u2pqHYZEuSOtzt46f25IiKq7gzpfcpQP2dWBBY6pyqhMm/+c5Vq/HvpPjaeuoOTcSna5fbmRhjYvA5yFeoSu3dCANaMaJH/jWrMI5y99RgJabn488xd/HnmLgDAz9kS/Zq44I3Wblh5pHx6D5SlJ4JSrcGdlGzEJ2ch7lE24h9l/ff/LFgYSbFqeHOD6yYqEYuxNiK+yHVrIuLwdgcvXLibivpOFjCSVt6NZHn3kKmOCa7Shrrqayz8s/7tNBoBmQrVf92olUjPUSJHqUaQp125nl9FJYCet+bdsz5PKrUGdx/nIC45K//a8igLj7IUWDCgcYnPU2h7T7T4cj+UKg0sTWSw/K+uQ/6/+b9bGEvRJ8AZO6ISii34ObKNO5RqATKJCDKJGFKJCDKxuMhklyHUBhQEAVfuZ2Df5URcS0zHjJcbGNz1t0B51TUxxPooZY3J1dYUU7r4YHJnb5yOf4zNZ+9i58X7uJOSAxdrYyw7FFvkVOJAftvUCPh/2xSLIBGLCvWgLqm3slgkqlY3IEREhsiQ3qcMrfeWIeA7IOlNZQ37uJyQjj9O38bW8/eQnpt/YyAWAR3qO2BwC1d08nWA7L86UaVdIAJcrRHgao0JHb2RrVDhVFwKwmMf4WjMI1x9kIHL99MxrasPlh++UeSHWAECXmtWB9EJ6ZCKRZBJxZCJ/7vJkoghk4ggFYu1H3CtTGRYGxFf5A2WAAHtvGvh3b+icPdxDtSaojs92prJYWcuN7huoqXNhvEoMw/vbbqAuOQsNK5thUA3GzRzs0GzujaoZVH0DdyL3vyX9w1tVR8CJggC7qfl4npiBmKTMhGTmIlclRrvdqtf4t8uKSMX3+2PgbFMDB8HC/g4msPHwQL25vJih7u+6N8uM0+JH4/cxOIiEhuCIOClerWwYO81pOeokJ6bn4DKyFPh6b7C9R0tsDqk5CRuUkYuPvjrAvJUGtSxMUFtGxPUsTFFnf/+dbE21iZSn7UN5CjUSM7KQ0qWAslZCiRnKpCtUGJQ87olJoDe7uCFn8NvQi6R/JfwkRZKBBnLJKW28cEtXLH/SiLi/ks+xSdn405KNlRPXV/qO1rgUSkzr6VkKWBvZoRriRn/XXtzCm1nayZHaHvPEhPUoe090elb3V6qQP4MdVLx/6+d9hZG2D6hjV4Spiq1BqfiU7A3OhH7ryTi7uP8czXU6y8VJhKJ0NLDFi09bPFZX38cupaEtt618M6mqCK3L2ibT/egBgD5f8lTqVgEB0sj7JjY1iAT+UREpB+chVEXk1IG4ocffsD8+fPx4MEDBAQEYOnSpWjZsqW+w6owlfGt/1vtPPHB5ijsvPhAu21taxMMbuGKAYF1iizq/SwXCFO5FB3qO6BDfQcAwMOMPJyOT0E7n+I/xK6NiMe49l74ZNulQh9in1YwpLC4D7IF+8rIVUGtEWAik8DNzhQe9mZwtzeDh13+v+72+dOJG1ox2tJmw7AzN4JKo4FCpcGZW49x5tZj7Xo3O1MEutlof3wcLKBSa8p885+rVONhRh4epOciMT0Xiel5yMhVIrS9V6k9P15dFg6lWgMTmQQmcilMZRKYyP/7kUlgKpfAWCZBd3/HEnt/PGuCq7x6XBX3ehnXPr9nWtTdVFxPzERMUiZiEzOQpVDrPN7WTI55/RuV+LezNZPj4NWkQm3c2lQGHwfz/7V352FR1fsfwN+zsM+wCDJAKqSCSIL7El3KUhGXzKtpel0xUzMX9Lk9WSbqzW5pZqnlksvNpURvZZbmdhVzTcUFUxSDnxomiqyyyWzn9wfOJCkM6jjnMPN+PQ8PMMwMn5l5n5n5fuZ7vgehGnXld381wgPVULsoq33sFHIZ8kq1uF5keqwqH68/H7vb0OqN+GlyDP5TTWPjyyOXMa5zE1y8UXLf7c5ZIa9s4LgpofF0gZ/KxeLtO3+9GPml2iq5vJu/2gWLBrfC4Yw8LKqmQf1CuAYL/3fR3HzKL9WiXGe457qaadR4vpnGYhN347GrSL9RfN/zAIBG7YrkN5+zmPFP//fbPfeTi1KOEN/K55MQPw+Ea9Tw96z5fvJXu2L9ax1QVHZXI/C26efK725OchSW1dygzi/Vor7K5Z6aDEYBBqOACr0RAOCvdkWehUZZTvFtzNuRDg8XJSIC1YgI8kSzAE+oXO6/LdW03ZVW6LH/4k3sSruBvRdyUFSuM1/O1UmOmND66Bahgc4gSO75l2rm5qxAj8hA5JVUPFQ2tQYjTE+dgV5uFnPpiIvaEhE5OinN3hIbm1ISsHHjRkydOhXLli1Dx44d8emnn6J79+5IT0+Hv7+/2OU9FpZ2/xn3XBP8c1MqDIJQZbD/14F/22AfbErJuu/A3ygIeKnVE9iVdgPdIjQY1L4RnmnqB4WF9U0e9gmivtoFPWvxJrawTIfnm9VH5s1S6I1G6A0CtIbK73qDEVqDAL3RiOB67rV4I6vHf0a2h8bTFRpPlxoXXZfaNFFLR8MQBAH/m/ocruSVIeVKAU5cKcDJKwW4mFOMK3lluJJXuQ4IAKwe0Q6nsgqrnZ3WJVyDj3dfRM6dJkZBme6e/9lMo0b/Ng0sDkDKKgw1DvyBysZN/DMhNc7+GPdcE7zx9Ul4OCvuPH6VXwF3HktflYs5qw8z48poFFBcoTfPSLt1W4cG3m7YdKL67SXyCS/8+6cLVa5HKZfhST8P82ynUI0KZRU17+pacluPGb2bVza3bpQgI6cYV/LLUFimw/HLBTh++c9GzorhbXHmatF9HztTTWPW3f+wuSbNNOpabSsLBraETCYzzyJSu/45g+hu5Vp9jbdPpxfwn5HtcbWgHFcLyvBHYbn556sF5SjTGqA3Cohq4F1t7aamcurVontnWSjl8PVwRr07X43quaO+uuYGkJ/KBZ0a10Owr3uVps/dM8K83Z0s3k8FpTq8GBUEZ6WsSnM7wNP1nt3lLN1PeqMR9VWuqK+6778z0+qNFptbOxJiYDAK0BkE6Ix3P1/e+dlohFEANBYaZfU8nHEwI/ee+zzE1x0RQZ5oHuCJiCBPRD7hBS83p/t/4PFsY/x7Wxq+OfkHtHcaYkDldt8l3B/dIjSICa1f5ShuUnv+pdqx9OGJv9oV2yfHQGc0QncnkzqDAN2dXOqMRghGy7nkbDkiInJkbEpJwIIFC/Daa68hPj4eALBs2TJs27YNq1evxrRp00Su7vGwtOtWXmkFfv2jqMbBv2kmUXUD/zVHLuPYO13xy9tdbPoJpKU3sX4qF3w8sFWtrsvSYM3H3RkaT9daXZfUponWdn/qkDszv15u2wAAUFSuw+msQpy4nI8TvxfgSm4pOjXxRcKm0/f9P6bB/9k/qg7+XZRycxPI39MFjf08LA78/dUueP/vLVB8W49ynQFlWgPKdQaUa/V3/WyAl6uTxdkfeaUVyLhRUm3GFXIZ6qtc8MkrLXEks6bZNv74PDmzck0k09pIt3Uo+cuuabXZXo6+3RWD2jdEoJcbQjUqhGlUCPb1MO/eejdLj93fWzeocv7bOgMyb5aYdwO8eKMYN4sr8ExTv2pnFq45chm/vN0F9dUuUMhk0Hi5QqN2QYBXZQPP/87PQV5u0Hi6WtxWTLMaLalNNlu6V+7K+1eCIKCwTIebxRW1OOSvHh/8PRIKuQz1VM7mRpTKRXnfNWlqagAZBQGzX2px3/9lNAoo1epRUqGHr0fNGa+vdsHsl56ydBcBsN6aCLU6XLNSWbk7lAJwQ/XXa+l+Ktca8K+XnkLatVs4n30Ladm3cONWBS7nleFyXhl+ujOz1lKztHMzf3x9LAvBvu6IjdCgW0QA2gb7VPuhh9Sef6l2aptNF7kC1Uy2A1C7Bq4jf0JORESOjU0pkWm1Wpw4cQJvv/22+TS5XI6uXbviyJEjIlb2eFlq3NRXueDVmCdRWKZFudaIMp0et7WGKgN/Xw9nFJTWPPAvrdDbfEp8rd7E1vLNpzWvC5DeNNGHGah5uTnhubD6eC6sPoDKtVwKyizPkvmgXyTcnBTmWWVebk4PPPDXGwW0C6lXq9tmqaFYX+2C8Z2b4Pf8Mtwovo3rRRXIKb6N60W3kVtSAYOxcgZdy4beGLu+5tk2J64UVLs7qIuycte0lg28LG4vZVo9PuwfVavb96CPnauTAk8FeeGpoKqHvc+1MLOwTGvAL293sTjD0dqDvodtIshkMvh4OMPHw7lWTeXuLQJqVc+jNIDkchnUrk5QuzpJ5n6y1m17mOvqHRWE3lFB5svklVTgfHYx0rKLcD67GH8UlFtslh57pyv2TH0Ojet71DhD9W5Se/4ly6yVTS5qS0REVD02pUSWm5sLg8EAjUZT5XSNRoMLFy7c9zIVFRWoqKgw/37r1q3HWuPjYKnZYhAEDGzX0OL1WBr0iTEl3tYDrLruUQdqSoUcXm41LyTs4+6M7k9ZHvxb8/62mHGjgJdaP3Hfy+oNRuSWaFFUrkVJLWbbvPdSCwgQ7jqqmfJOE0JZZdc0a28v1hhke1poUHu6OllsSAGPZ1t51Ntn7aay1BpAJtbIgTVnEj3odfmqXPC3UBf8LdTPfJqlZmlphR5N/C3sl0h2wVrZ5Gw5IiKi+2NTqg764IMPMHv2bLHLeCQ23e1DhE+jxRxgOSJr5sBa9/ejZFypkCPAyxUBXq61mm3TKyqwVjVJcXuR4mNnLY7QALIma84ketTrstQs5RpAjsVa2eRsOSIionvJBOGvB8QmW9JqtXB3d8c333yDvn37mk8fMWIECgsLsWXLlnsuc7+ZUg0bNkRRURE8PT1tUbbVlGn1UD7iEcUqdAYs2ZdptzOJqHakmoNHzfj9jlRpMrlL6AMfxU+K95MUa7ImazzPkW1Ze7sjIiIicjS3bt2Cl5eXxT4Fm1IS0LFjR3To0AGLFy8GABiNRjRq1AgTJkyo1ULnRUVF8Pb2RlZWVp1rSlmLadBXclsHFQd9Dstec1ChM2DlgUtYf/Qyim8boHZVYGjHEIyOefKhmjZSvJ+kWBM5Nmtvd0RERESOxDR5prCwEF5eXtWej00pCdi4cSNGjBiB5cuXo0OHDvj000+xadMmXLhw4Z61pu7n6tWraNjQ8vpLRERERERERES2kpWVhQYNGlT7d34MLQGvvPIKbt68icTERFy/fh2tWrXCjh07atWQAoCgoCBkZWVBrVbX+ihAdYmpw+rIM8FIXMwg2RLzRmJjBklszCBJCfNIYqurGRQEAcXFxQgKCqrxfJwpRZJX231RiR4XZpBsiXkjsTGDJDZmkKSEeSSx2XsGedgPIiIiIiIiIiKyOTaliIiIiIiIiIjI5tiUIslzcXHBzJkz4eLiInYp5KCYQbIl5o3ExgyS2JhBkhLmkcRm7xnkmlJERERERERERGRznClFREREREREREQ2x6YUERERERERERHZHJtSRERERERERERkc2xKERERERERERGRzbEpRUREREREdqOiokLsEoiIqJbYlCIiesx4kFMichRZWVm4ePGi2GWQA0tPT0diYiL0er3YpRARUS0oxS6A6HG4efMmnJyc4O3tLXYp5MDy8/NRr149yGQyCIIAmUwmdklkpzIzM7Fu3TpcunQJnTt3Rnx8vNglkQM6deoU4uLisGTJEoSFhYldDjmgM2fOoGPHjqioqMDzzz+PuLg4sUsiB5aRkYHNmzcjNzcXLVq0QI8ePeDn5yd2WeRA6sqYmDOlyO6kpaWhYcOGGDduHIqLi8UuhxxUWloaNBoNEhISAMDcmCKytjNnziAmJgbHjx9HQUEBRo8ejZUrV4pdFjmY1NRUxMTEYMiQIejfv7/Y5ZADSk1NRadOnTBq1CgMGDAAX3/9NcrLy/naS6I4e/YsOnXqhOTkZGRkZGD06NF45ZVX8OOPP4pdGjmIujQmZlOK7Mr169cxevRoREdHY/fu3RgzZozkN0KyP9euXUN8fDyioqKwcuVKTJkyBQAbU2R9GRkZ6N27N0aOHIkffvgBP/zwA0aOHImsrCyxSyMHcuHCBURHR2Py5MlYsGAB9Ho99u/fjy1btuDw4cNil0cO4OTJk4iJicHUqVPx+eefo2PHjvjxxx9x/fp1vvaSzRUWFmLs2LEYO3YsfvrpJ3z77bc4ceIEfv75Z8yePRvr1q0Tu0Syc3VtTMymFNkNQRBw6tQpPPnkk5g3bx62bt2KHTt2SH4jJPsiCAKSk5MRHByMxYsXY8WKFVi6dCmmTp0KgI0psh69Xo8lS5age/fuSExMhEKhAFC5wO+JEyfQq1cvzJw5E7/++qvIlZI902q1mDZtGlQqFfr27QsA6NevHyZNmoQxY8agc+fOmDx5MnJzc8UtlOxWYWEh/va3v2HMmDGYM2cOAOCNN95A48aN8d5773H3ebI5nU6H8vJyxMbGwmg0oqysDOHh4YiOjobBYMC6deuQlpYmdplkp+rimJhrSpHdkMlkaNu2LVxdXdGuXTsAwNatW9G7d2+MGTMGy5cvh6enJwDwDQo9NjKZDDExMVCr1YiOjkZ0dDQEQcCoUaMgCAI++eQTrjFFVqFUKjF+/Hj88ccfcHV1BQC8//77SEpKwtixY+Hn54fPPvsMaWlpSEpKMjetiKzJ2dkZ7777LqZPn47ExERcvnwZISEhWL16NXx9fXHmzBn0798fnp6eeO+998Qul+yQt7c3Dh8+jFatWgGofI+nVCoRGxuLbdu2IS8vD35+fnzdJZspLi7G+fPnkZOTA7lcDnd3d1y5cgVarRZvvvkm3njjDXz77beIiIgQu1SyQ3VxTCwT+JE92Smj0Qi5XI7Dhw+jV69eiIuLwxdffAFXV1esWrUKoaGh6NKli9hlkp26+0neYDBg06ZNiI+Px/jx4827t2zcuBEtW7ZEixYtRK6W6jJT1i5fvozp06dj2LBh5sV9Dx06hJiYGBw9ehTt27cXuVKyZykpKZg8eTI8PDzwxRdfICQkxPy3RYsWYc6cOTh9+jQCAwMl8QaY7I/pudD0PTs7G6GhoZg+fTrefvttscsjBzN16lQsWbIE06ZNg6+vL2bMmIFBgwZh2bJlmD9/Pr7//nvs2rULbm5ufE6kx6oujIk5U4rqtLKyMjg5OcHJyemev8nllXunRkdH46effkLPnj0xduxYuLm5Yf369Zw2S1aTlZWF8+fP4+bNm+jWrRu8vb3h7OwMvV4PpVIJhUKBAQMGAID5qGgGgwFLly5FRkaGmKVTHVNd1gRBQEhICD777DP4+PiYdxE1GAyIjIyERqMRuXKyJ3fnsGvXrvDy8kK7du2wfPlypKeno0GDBgD+bBLIZDIEBgbC19eXgy+yiuqeCw0GAxQKBQwGAwIDAzFmzBhs27YNQ4cORcOGDcUum+zUX/NYr149/Otf/4KnpyfWrl0LjUaDqVOnIjExEUDl0ZkBwN3dXcyyyY7U9TExm1JUZ6WlpWHixImYMmUK4uLioFRWH+enn34aW7ZsQefOneHj44MjR46gSZMmNqyW7NWZM2cQGxuLJ554AmfPnkVoaCh69uyJd955B97e3uY3yEqlEgMHDoTBYMDw4cPNuxs0atRI7JtAdYSlrAmCYD7kr2ngv337dtSrVw9qtVrEysme3C+HcXFxeOedd9CiRQs0a9bM/HpsymFmZibCwsJgMBjELJ3sRG1fdwEgNjYWK1euRGpqKptS9Fj8NY9NmjRBnz59MG3aNMyaNQsTJkyAUqk0vz4DQF5eHpo3bw6dTgelUslmPT0SexgTc6FzqpOuXLmC/v374+eff8bEiRORnJwMvV5f7fm1Wi02bNgAlUqFAwcOoE2bNjasluxVUVER4uPjMXToUOzevRtFRUXo06cPDh06hJEjRyI/P9/8iS1QOUDbt28f1Go1Dh06ZN7Pm8iS2mTNNCMFAC5duoQZM2bg888/x6JFi+Dj4yPyLSB7UF0Ojxw5glGjRiE/P7/Kp7SXLl1CYmIi1qxZg1mzZnFWAD2yB33djYuLw9NPP4358+fDaDTyQCNkVffLY9++fbF//36MGDHCvJ6Zl5cXgMoj5r711ltISkpCQkICnJyc2JCiR2IvY2I2pajO0ev12Lx5M8LDw/F///d/CA8Px/Dhw2vcCE+fPo0DBw5gz549XFSQrKagoACFhYV48cUXUa9ePbi6umLWrFkYPXo0cnJyMGnSJBQXF0OhUEAQBOzcuRN79+7Fnj170Lx5c7HLpzqktlkDgHPnzmHatGnYtGkT9u/fj8jISJGrJ3vxIDk8e/YsEhISsG7dOiQnJ+Opp54SuXqyBw/yums0GgEAY8eOxapVqyCXy9kAIKuqLo+vvfZalTzKZDLk5+djzZo12Lt3L/bt28fnRHpk9jQmZlOK6hyFQoH27dtj2LBhaNSoEbZv346WLVtixIgRSE5Ohk6nu+cyYWFh2L9/Pxf6JatSqVRwd3fHr7/+CqBy/RRnZ2eMGDECQ4cOxfnz5/H9998DqJwl1aZNGxw+fJgzpOiBPUjWmjRpgokTJ2LXrl3mo1ERWcOD5nDy5MnYu3cvc0hW8yAZNM2K6tevnyR2TyH7U1Mehw0bhgsXLpjzWK9ePbz++uvYtm0bWrduLWLVZC/saUzMo+9RnWQ6isDd4uLikJqairVr1+KFF16AQqHA1q1b0blzZ6hUKpEqJXum0+kwePBgZGdn4+uvv0ZwcHCVv3fv3h1OTk7YunWrSBWSvahN1pRKJbZt2yZSheQImEMSG193SUqYRxKbvYyJOVOK6qS7Nz7T9MQdO3agVatWGDFiBHbt2oWxY8diypQp5l0JiKxJEAQ4OTlhyZIlyMzMxKRJk5CTk1NlvYoXX3wRubm5uH37toiVUl1X26zl5eUxa/TYMIckNr7ukpQwjyQF9jImZlOK6qS7n/CVSqV5euL27dvRqlUr9OrVC1999RWSkpIQGBgoVplkx2QyGbRaLfz9/bFjxw4cPXoUQ4cORUpKinmB1dOnT8PX1/eeTzCIHgSzRlLAHJLYmEGSEuaRpMBexsTcfY/qHNOhfgsKCpCbm4vQ0FAAld1hpVKJKVOmYO3atThw4ICkFnCjuk0QhCoLpJpymJeXB61Wi/LycvTo0QMqlQp6vR6NGzfGnj17cPDgQURFRYlYOdU1zBpJAXNIYmMGSUqYRxJbdRm0hzEx27ZUZwiCAL1eD4VCgStXrqBFixY4ceKE+e9KpRIrV67EwoULsWvXLslvfFQ3aLVaAEBFRQWAqjm8fPkyoqKisGfPHjRu3BjHjx9HQkICunXrhvbt2+P48eN8I0K1xqyRFDCHJDZmkKSEeSSx1ZRBexkTc6YUSVJGRgY2bdqE9PR0xMTEoGvXrggJCQEAXL16FZGRkRgwYACWL19epWOckZEBpVJpPi/Ro7hw4QLmzp2La9euISAgAG+++SZatGgB4N4cCoLA6dn00Jg1kgLmkMTGDJKUMI8ktgfJYF0eE3PLIck5e/YsoqOjkZqait9++w1ffPEF5s6di5KSEgiCgJSUFLz66qv3bHwA0LRp0zqz8ZG0/frrr4iOjoaLiwuaNGmCGzduYMGCBdDpdDAYDDh27BhGjRqFZcuWQSaT8Y0IPTRmjaSAOSSxMYMkJcwjie1BM3i3ujYm5kwpkpSsrCzExcWhT58++OCDDwAAS5Yswccff4wDBw4gKCgIOp0OTk5OIldK9uzSpUvo1q0bBg0ahDlz5gAAZs+ejd9//x2rVq3C7du34erqat6Xm+hhMWskBcwhiY0ZJClhHklsjpZBtnRJMgRBQHJyMsLCwjBu3DgYjUYAwKuvvgoAOHfuHACwIUWP3fHjx/HMM89g0qRJ5tNu3bqFlJQUdOjQAd26dcPOnTuhUCjAvj49CmaNpIA5JLExgyQlzCOJzdEyqBS7ACITmUwGPz8/xMXFITg4GEBlo0qn06GiogJFRUX3XOavRyEgsobY2Fi0bNkS/v7+AICPPvoIS5YswYcffghXV1ekpqaiT58+SElJQWRkpMjVUl3GrJEUMIckNmaQpIR5JLE5WgbZlCJJME097Nmzp/k0U8NJpVIhICAAzs7O5r+tXbsWnTp1QlhYmBjlkp0y5dDb2xve3t4AKo948dtvv+GHH35At27dAFROqd2yZQtOnz5tFy8EZHvMGkkBc0hiYwZJSphHEpujZpBNKRJVYWEhvL29oVAooNfroVT+Gcm7Z0DJ5XLz1MTp06dj8eLFVQ59SfQo7s7h3ftmC4IAZ2dnLFu2DHK5HEajEXK5HDKZDIGBgWjYsKHIlVNdw6yRFDCHJDZmkKSEeSSxOXoGuaYUieb8+fNo06YNEhMTAQBKpdK8jtTdbt++jby8PAiCgLlz52LBggVITk5GaGiorUsmO/TXHCoUCnMOTY1R03fTkVVWrFgBvV6P8PBwESqmuopZIylgDklszCBJCfNIYmMGOVOKRJKVlYV//OMfUCqV2Lx5M5RKJRITE6t0gE2cnZ0RFBSEd999F5cuXcKBAwfQtm1bEasne1HbHJpeCNLT07F8+XJ8+eWXSE5ORkBAgJjlUx3CrJEUMIckNmaQpIR5JLExg5XYlCKbEwQBGzZsQFBQEBISEnDo0CFs2LABAMwb4d3TFo1GI4xGI65du4YjR44gKipKzPLJTjxoDs+dO4f169fj4MGD2LdvH3NItcaskRQwhyQ2ZpCkhHkksTGDf2JTimxOJpNh+PDh0Gg06NatG1q2bAkA2LBhAwRBwMyZM83TFuVyOZRKJUaPHo2YmBg0bdpU5OrJXjxoDp966ikMHToUU6ZMMR8Jg6g2mDWSAuaQxMYMkpQwjyQ2ZvBPMsG0ejSRiLKzs7F8+XJs3LgRgwYNwsyZMwEA3333Hfr16ydydeQomEOyFWaNpIA5JLExgyQlzCOJzVEzyJlSZBPZ2dnIyspCQUEBunbtWmXXPNPRA8aMGQMASEpKgiAIKCoqwsKFC3H16lUEBQWJWT7ZCeaQbIVZIylgDklszCBJCfNIYmMGqyEQPWapqalCcHCwEBYWJnh5eQnh4eHC119/LeTl5QmCIAgGg0EwGo2CIAjCtWvXhMTEREEmkwk+Pj5CSkqKmKWTHWEOyVaYNZIC5pDExgySlDCPJDZmsHpyy20rood38+ZNvPLKKxgyZAi2b9+OtLQ0tGzZEu+99x4WLVqEmzdvVjnSXmBgIC5dugS1Wo2DBw/yKHtkFcwh2QqzRlLAHJLYmEGSEuaRxMYMWiB2V4zs27lz54SQkJB7urtvvfWWEBkZKcybN08oLS01n75y5UrB29tbOHnypK1LJTvGHJKtMGskBcwhiY0ZJClhHklszGDNOFOKHiudTge9Xo+ysjIAQHl5OQDgww8/xPPPP4+lS5ciIyPDfP7evXvj5MmTaN26tSj1kn1iDslWmDWSAuaQxMYMkpQwjyQ2ZrBmPPoePXYdOnSASqXC3r17AQAVFRVwcXEBALRv3x5NmzbFhg0bYDAYzIu9EVkbc0i2wqyRFDCHJDZmkKSEeSSxMYPV40wpsqrS0lIUFxfj1q1b5tOWL1+Oc+fO4R//+AcAwMXFBXq9HgDw7LPPorS0FAAcbuOjx4c5JFth1kgKmEMSGzNIUsI8ktiYwQfDphRZTVpaGvr164fnnnsOzZs3x1dffQUAaN68ORYuXIjdu3djwIAB0Ol05oXccnJy4OHhAb1eD07aI2tgDslWmDWSAuaQxMYMkpQwjyQ2ZvDBKcUugOxDWloann32WQwfPhzt2rXDiRMnEB8fj4iICLRu3Rp9+vSBh4cHxo8fj6ioKISHh8PZ2Rnbtm3DL7/8AqWSUaRHxxySrTBrJAXMIYmNGSQpYR5JbMzgw+GaUvTI8vPzMXjwYISHh2PhwoXm059//nlERkZi0aJF5tOKi4sxZ84c5Ofnw9XVFa+//joiIiLEKJvsDHNItsKskRQwhyQ2ZpCkhHkksTGDD88xW3FkVTqdDoWFhXj55ZcBAEajEXK5HE8++STy8/MBAIIgQBAEqNVqzJ07t8r5iKyBOSRbYdZICphDEhszSFLCPJLYmMGH59i3nqxCo9Fg/fr1iImJAQAYDAYAwBNPPGHewGQyGeRyeZXF3mQyme2LJbvFHJKtMGskBcwhiY0ZJClhHklszODDY1OKrCI0NBRAZafXyckJQGUnOCcnx3yeDz74ACtXrjQfZYAbIFkbc0i2wqyRFDCHJDZmkKSEeSSxMYMPh7vvkVXJ5XIIgmDeuExd4cTERMyZMwenTp1y2AXcyHaYQ7IVZo2kgDkksTGDJCXMI4mNGXwwnClFVmdaO1+pVKJhw4aYP38+5s2bh5SUFLRs2VLk6shRMIdkK8waSQFzSGJjBklKmEcSGzNYe2zPkdWZOsFOTk5YsWIFPD09cfDgQbRp00bkysiRMIdkK8waSQFzSGJjBklKmEcSGzNYe5wpRY9N9+7dAQCHDx9Gu3btRK6GHBVzSLbCrJEUMIckNmaQpIR5JLExg5bJBNO8MqLHoLS0FB4eHmKXQQ6OOSRbYdZICphDEhszSFLCPJLYmMGasSlFREREREREREQ2x933iIiIiIiIiIjI5tiUIiIiIiIiIiIim2NTioiIiIiIiIiIbI5NKSIiIiIiIiIisjk2pYiIiIiIiIiIyObYlCIiIiIiIiIiIptjU4qIiIhIgkaOHIm+ffuKXQYRERHRY6MUuwAiIiIiRyOTyWr8+8yZM7Fw4UIIgmCjiu5v5MiRKCwsxPfffy9qHURERGSf2JQiIiIisrHs7Gzzzxs3bkRiYiLS09PNp6lUKqhUKjFKIyIiIrIZ7r5HREREZGMBAQHmLy8vL8hksiqnqVSqe3bf69y5MyZOnIiEhAT4+PhAo9FgxYoVKC0tRXx8PNRqNZo2bYrt27dX+V9nz55Fjx49oFKpoNFoMGzYMOTm5pr//s033yAyMhJubm7w9fVF165dUVpailmzZmHNmjXYsmULZDIZZDIZ9u3bBwB46623EBYWBnd3dzRu3BgzZsyATqczX+esWbPQqlUrrF69Go0aNYJKpcL48eNhMBgwb948BAQEwN/fH++//36VWmUyGZYuXYoePXrAzc0NjRs3xjfffGP9B4CIiIgkgU0pIiIiojpizZo18PPzw7FjxzBx4kS8/vrrGDBgAKKjo3Hy5EnExsZi2LBhKCsrAwAUFhbihRdeQOvWrZGSkoIdO3bgxo0bGDhwIIDKGVuDBw/GqFGjcP78eezbtw/9+vWDIAj45z//iYEDByIuLg7Z2dnIzs5GdHQ0AECtVuPLL79EWloaFi5ciBUrVuCTTz6pUmtmZia2b9+OHTt2YMOGDVi1ahV69eqFq1ev4ueff8bcuXPx7rvv4ujRo1UuN2PGDPTv3x+pqakYMmQIBg0ahPPnz9vg3iUiIiJbkwliL1ZARERE5MC+/PJLJCQkoLCwsMrpf13PqXPnzjAYDDhw4AAAwGAwwMvLC/369cPatWsBANevX0dgYCCOHDmCTp06Yc6cOThw4AB27txpvt6rV6+iYcOGSE9PR0lJCdq2bYvLly8jODj4ntpqu6bU/PnzkZSUhJSUFACVM6U++ugjXL9+HWq1GgAQFxeH9PR0ZGZmQi6v/Fw0PDwcI0eOxLRp0wBUzpQaN24cli5dar7uTp06oU2bNliyZEkt71EiIiKqK7imFBEREVEdERUVZf5ZoVDA19cXkZGR5tM0Gg0AICcnBwCQmpqK5OTk+65PlZmZidjYWHTp0gWRkZHo3r07YmNj8fLLL8PHx6fGOjZu3IhFixYhMzMTJSUl0Ov18PT0rHKekJAQc0PKVJtCoTA3pEynmWo1efrpp+/5/fTp0zXWQ0RERHUTd98jIiIiqiOcnJyq/C6TyaqcZjqqn9FoBACUlJTgxRdfxOnTp6t8/fbbb3j22WehUCiwe/dubN++HREREVi8eDGaNWuGS5cuVVvDkSNHMGTIEPTs2RNbt27FqVOnMH36dGi12geq1XSaqVYiIiJyPGxKEREREdmpNm3a4Ny5cwgJCUHTpk2rfHl4eACobAw988wzmD17Nk6dOgVnZ2ds3rwZAODs7AyDwVDlOg8fPozg4GBMnz4d7dq1Q2hoKK5cuWK1mn/55Zd7fm/evLnVrp+IiIikg00pIiIiIjv1xhtvID8/H4MHD8bx48eRmZmJnTt3Ij4+HgaDAUePHsW///1vpKSk4Pfff8d3332HmzdvmptAISEhOHPmDNLT05GbmwudTofQ0FD8/vvvSEpKQmZmJhYtWmRuYlnDf//7X6xevRoXL17EzJkzcezYMUyYMMFq109ERETSwaYUERERkZ0KCgrCoUOHYDAYEBsbi8jISCQkJMDb2xtyuRyenp7Yv38/evbsibCwMLz77rv4+OOP0aNHDwDAa6+9hmbNmqFdu3aoX78+Dh06hD59+mDKlCmYMGECWrVqhcOHD2PGjBlWq3n27NlISkpCVFQU1q5diw0bNiAiIsJq109ERETSwaPvEREREZEkyGQybN68GX379hW7FCIiIrIBzpQiIiIiIiIiIiKbY1OKiIiIiIiIiIhsTil2AUREREREAMBVJYiIiBwLZ0oREREREREREZHNsSlFREREREREREQ2x6YUERERERERERHZHJtSRERERERERERkc2xKERERERERERGRzbEpRURERERERERENsemFBERERERERER2RybUkREREREREREZHNsShERERERERERkc39P0PvxiByFuvpAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[5, 1])\n",
|
||
"\n",
|
||
"# Main plot: Dependency groups by timestamp\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=filtered_dependencies, x='timestamp', y='dependency', hue='wmfAffil', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('Dependency Group for \"VisualEditor\" by Timestamp (w/o URLs)')\n",
|
||
"ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"#ax0.set_xticklabels([])\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Dependency')\n",
|
||
"#ax0.legend(title='Dependency', bbox_to_anchor=(1, 1), loc='upper left')\n",
|
||
"ax0.legend().set_visible(False)\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax1 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_comment_counts = filtered_dependencies.groupby('week')['comment_id'].nunique()\n",
|
||
"sns.lineplot(x=weekly_comment_counts.index, y=weekly_comment_counts.values, ax=ax1, marker='o')\n",
|
||
"ax1.set_title('Count of Sentences Discussing VE (Grouped by Week)')\n",
|
||
"ax1.set_xlabel('Timestamp')\n",
|
||
"ax1.set_ylabel('Count')\n",
|
||
"ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "dae8ebc0-05f3-48c1-946f-fb70e074e5ea",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_56151/1281015390.py:3: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" task_phab_df['week'] = task_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_56151/1281015390.py:3: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" task_phab_df['week'] = task_phab_df['timestamp'].dt.to_period('W').dt.start_time\n"
|
||
]
|
||
},
|
||
{
|
||
"ename": "TypeError",
|
||
"evalue": "agg function failed [how->median,dtype->object]",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/groupby.py:1942\u001b[0m, in \u001b[0;36mGroupBy._agg_py_fallback\u001b[0;34m(self, how, values, ndim, alt)\u001b[0m\n\u001b[1;32m 1941\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1942\u001b[0m res_values \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_grouper\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43magg_series\u001b[49m\u001b[43m(\u001b[49m\u001b[43mser\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43malt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpreserve_dtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 1943\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/ops.py:864\u001b[0m, in \u001b[0;36mBaseGrouper.agg_series\u001b[0;34m(self, obj, func, preserve_dtype)\u001b[0m\n\u001b[1;32m 862\u001b[0m preserve_dtype \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m--> 864\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_aggregate_series_pure_python\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 866\u001b[0m npvalues \u001b[38;5;241m=\u001b[39m lib\u001b[38;5;241m.\u001b[39mmaybe_convert_objects(result, try_float\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/ops.py:885\u001b[0m, in \u001b[0;36mBaseGrouper._aggregate_series_pure_python\u001b[0;34m(self, obj, func)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, group \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(splitter):\n\u001b[0;32m--> 885\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgroup\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 886\u001b[0m res \u001b[38;5;241m=\u001b[39m extract_result(res)\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/groupby.py:2534\u001b[0m, in \u001b[0;36mGroupBy.median.<locals>.<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 2461\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 2462\u001b[0m \u001b[38;5;124;03mCompute median of groups, excluding missing values.\u001b[39;00m\n\u001b[1;32m 2463\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2530\u001b[0m \u001b[38;5;124;03mFreq: MS, dtype: float64\u001b[39;00m\n\u001b[1;32m 2531\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 2532\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cython_agg_general(\n\u001b[1;32m 2533\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmedian\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m-> 2534\u001b[0m alt\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[43mSeries\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmedian\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnumeric_only\u001b[49m\u001b[43m)\u001b[49m,\n\u001b[1;32m 2535\u001b[0m numeric_only\u001b[38;5;241m=\u001b[39mnumeric_only,\n\u001b[1;32m 2536\u001b[0m )\n\u001b[1;32m 2537\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgroupby\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/series.py:6559\u001b[0m, in \u001b[0;36mSeries.median\u001b[0;34m(self, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[1;32m 6551\u001b[0m \u001b[38;5;129m@doc\u001b[39m(make_doc(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmedian\u001b[39m\u001b[38;5;124m\"\u001b[39m, ndim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m))\n\u001b[1;32m 6552\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mmedian\u001b[39m(\n\u001b[1;32m 6553\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 6557\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 6558\u001b[0m ):\n\u001b[0;32m-> 6559\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mNDFrame\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmedian\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/generic.py:12431\u001b[0m, in \u001b[0;36mNDFrame.median\u001b[0;34m(self, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[1;32m 12424\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mmedian\u001b[39m(\n\u001b[1;32m 12425\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 12426\u001b[0m axis: Axis \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 12429\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 12430\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Series \u001b[38;5;241m|\u001b[39m \u001b[38;5;28mfloat\u001b[39m:\n\u001b[0;32m> 12431\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_stat_function\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 12432\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmedian\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnanops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnanmedian\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 12433\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/generic.py:12377\u001b[0m, in \u001b[0;36mNDFrame._stat_function\u001b[0;34m(self, name, func, axis, skipna, numeric_only, **kwargs)\u001b[0m\n\u001b[1;32m 12375\u001b[0m validate_bool_kwarg(skipna, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mskipna\u001b[39m\u001b[38;5;124m\"\u001b[39m, none_allowed\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m> 12377\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reduce\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 12378\u001b[0m \u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnumeric_only\u001b[49m\n\u001b[1;32m 12379\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/series.py:6457\u001b[0m, in \u001b[0;36mSeries._reduce\u001b[0;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[1;32m 6453\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m 6454\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSeries.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m does not allow \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkwd_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnumeric_only\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 6455\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwith non-numeric dtypes.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 6456\u001b[0m )\n\u001b[0;32m-> 6457\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdelegate\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/nanops.py:147\u001b[0m, in \u001b[0;36mbottleneck_switch.__call__.<locals>.f\u001b[0;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[1;32m 146\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 147\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43malt\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/nanops.py:787\u001b[0m, in \u001b[0;36mnanmedian\u001b[0;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[1;32m 786\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inferred \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstring\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmixed\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[0;32m--> 787\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot convert \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalues\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m to numeric\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 788\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
|
||
"\u001b[0;31mTypeError\u001b[0m: Cannot convert ['PHID-TASK-yvetu3dh7pwz6hn5x7ii'] to numeric",
|
||
"\nThe above exception was the direct cause of the following exception:\n",
|
||
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
|
||
"Cell \u001b[0;32mIn[41], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m unique_taskPHIDs \u001b[38;5;241m=\u001b[39m task_phab_df\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mweek\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTaskPHID\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mnunique()\n\u001b[1;32m 6\u001b[0m wmf_task_phab_df \u001b[38;5;241m=\u001b[39m task_phab_df[task_phab_df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mWMFaffil\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m]\n\u001b[0;32m----> 7\u001b[0m wmf_tasks \u001b[38;5;241m=\u001b[39m \u001b[43mwmf_task_phab_df\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroupby\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mweek\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mTaskPHID\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmedian\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mreset_index()\n\u001b[1;32m 9\u001b[0m other_task_phab_df \u001b[38;5;241m=\u001b[39m task_phab_df[task_phab_df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mWMFaffil\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m]\n\u001b[1;32m 10\u001b[0m other_tasks \u001b[38;5;241m=\u001b[39m other_task_phab_df\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mweek\u001b[39m\u001b[38;5;124m'\u001b[39m)[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTaskPHID\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mmedian()\u001b[38;5;241m.\u001b[39mreset_index()\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/groupby.py:2532\u001b[0m, in \u001b[0;36mGroupBy.median\u001b[0;34m(self, numeric_only)\u001b[0m\n\u001b[1;32m 2459\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[1;32m 2460\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mmedian\u001b[39m(\u001b[38;5;28mself\u001b[39m, numeric_only: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m NDFrameT:\n\u001b[1;32m 2461\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 2462\u001b[0m \u001b[38;5;124;03m Compute median of groups, excluding missing values.\u001b[39;00m\n\u001b[1;32m 2463\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2530\u001b[0m \u001b[38;5;124;03m Freq: MS, dtype: float64\u001b[39;00m\n\u001b[1;32m 2531\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2532\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cython_agg_general\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2533\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmedian\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2534\u001b[0m \u001b[43m \u001b[49m\u001b[43malt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mSeries\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmedian\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnumeric_only\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2535\u001b[0m \u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnumeric_only\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2536\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2537\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgroupby\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/groupby.py:1998\u001b[0m, in \u001b[0;36mGroupBy._cython_agg_general\u001b[0;34m(self, how, alt, numeric_only, min_count, **kwargs)\u001b[0m\n\u001b[1;32m 1995\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_agg_py_fallback(how, values, ndim\u001b[38;5;241m=\u001b[39mdata\u001b[38;5;241m.\u001b[39mndim, alt\u001b[38;5;241m=\u001b[39malt)\n\u001b[1;32m 1996\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n\u001b[0;32m-> 1998\u001b[0m new_mgr \u001b[38;5;241m=\u001b[39m \u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgrouped_reduce\u001b[49m\u001b[43m(\u001b[49m\u001b[43marray_func\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1999\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_wrap_agged_manager(new_mgr)\n\u001b[1;32m 2000\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m how \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124midxmin\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124midxmax\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/internals/base.py:367\u001b[0m, in \u001b[0;36mSingleDataManager.grouped_reduce\u001b[0;34m(self, func)\u001b[0m\n\u001b[1;32m 365\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mgrouped_reduce\u001b[39m(\u001b[38;5;28mself\u001b[39m, func):\n\u001b[1;32m 366\u001b[0m arr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39marray\n\u001b[0;32m--> 367\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43marr\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 368\u001b[0m index \u001b[38;5;241m=\u001b[39m default_index(\u001b[38;5;28mlen\u001b[39m(res))\n\u001b[1;32m 370\u001b[0m mgr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39mfrom_array(res, index)\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/groupby.py:1995\u001b[0m, in \u001b[0;36mGroupBy._cython_agg_general.<locals>.array_func\u001b[0;34m(values)\u001b[0m\n\u001b[1;32m 1992\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n\u001b[1;32m 1994\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m alt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1995\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_agg_py_fallback\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mndim\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mndim\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43malt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43malt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1996\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
|
||
"File \u001b[0;32m/gscratch/scrubbed/mjilg/jupyter-notebook/lib/python3.9/site-packages/pandas/core/groupby/groupby.py:1946\u001b[0m, in \u001b[0;36mGroupBy._agg_py_fallback\u001b[0;34m(self, how, values, ndim, alt)\u001b[0m\n\u001b[1;32m 1944\u001b[0m msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124magg function failed [how->\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhow\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m,dtype->\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mser\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1945\u001b[0m \u001b[38;5;66;03m# preserve the kind of exception that raised\u001b[39;00m\n\u001b[0;32m-> 1946\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(err)(msg) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 1948\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ser\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mobject\u001b[39m:\n\u001b[1;32m 1949\u001b[0m res_values \u001b[38;5;241m=\u001b[39m res_values\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mobject\u001b[39m, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
|
||
"\u001b[0;31mTypeError\u001b[0m: agg function failed [how->median,dtype->object]"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"task_phab_df = filtered_phab_df[filtered_phab_df['comment_type']==\"task_description\"]\n",
|
||
"task_phab_df['week'] = task_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"unique_taskPHIDs = task_phab_df.groupby('week')['TaskPHID'].nunique()\n",
|
||
"\n",
|
||
"wmf_task_phab_df = task_phab_df[task_phab_df['WMFaffil'] == True]\n",
|
||
"wmf_tasks = wmf_task_phab_df.groupby('week')['TaskPHID'].nunique()\n",
|
||
"\n",
|
||
"other_task_phab_df = task_phab_df[task_phab_df['WMFaffil'] != True]\n",
|
||
"other_tasks = other_task_phab_df.groupby('week')['TaskPHID'].nunique()\n",
|
||
"\n",
|
||
"sns.lineplot(x=unique_taskPHIDs.index, y=unique_taskPHIDs.values, color='black', marker='o')\n",
|
||
"sns.lineplot(x=wmf_tasks.index, y=wmf_tasks.values, ax=ax0, color='#c7756a', label='WMF-affiliated authors', marker='x')\n",
|
||
"sns.lineplot(x=other_tasks.index, y=other_tasks.values, ax=ax0, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n",
|
||
"plt.title('Unique taskPHIDs')\n",
|
||
"plt.xlabel('Timestamp')\n",
|
||
"plt.ylabel('Unique taskPHIDs')\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.grid(True)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "1869ecbb-7579-43a9-92f3-8fa3a06ee331",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_56151/825633528.py:14: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_56151/825633528.py:14: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[6, 6])\n",
|
||
"\n",
|
||
"# Main plot: Token depth by timestamp\n",
|
||
"'''\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=filtered_dependencies, x='timestamp', y='dependency', hue='wmfAffil', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('VE Depth by Timestamp w/o URLS')\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Dependency Type')\n",
|
||
"ax0.legend().set_visible(False)\n",
|
||
"'''\n",
|
||
"# Calculate the median depth over time\n",
|
||
"filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"median_depth = filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
||
"\n",
|
||
"wmf_filtered_dependencies = filtered_dependencies[filtered_dependencies['wmfAffil'] == True]\n",
|
||
"wmf_median_depth = wmf_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
||
"\n",
|
||
"other_filtered_dependencies = filtered_dependencies[filtered_dependencies['wmfAffil'] != True]\n",
|
||
"other_median_depth = other_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
||
"\n",
|
||
"# Plot the median depth over time\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.lineplot(data=median_depth, x='week', y='depth', ax=ax0, color='black', label='Median Depth', marker='o')\n",
|
||
"sns.lineplot(data=wmf_median_depth, x='week', y='depth', ax=ax0, color='#c7756a', label='WMF-affiliated authors', marker='x')\n",
|
||
"sns.lineplot(data=other_median_depth, x='week', y='depth', ax=ax0, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n",
|
||
"ax0.set_title('Median Depth of VE in Phabricator Sentence Dependency Trees')\n",
|
||
"ax0.set_ylabel('Median Depth')\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax2 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"#filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_comment_counts = filtered_dependencies.groupby('week')['comment_id'].nunique()\n",
|
||
"sns.lineplot(x=weekly_comment_counts.index, y=weekly_comment_counts.values, color='black', label='Total', ax=ax2, marker='o')\n",
|
||
"wmf_weekly_comment_counts = wmf_filtered_dependencies.groupby('week')['comment_id'].nunique()\n",
|
||
"sns.lineplot(x=wmf_weekly_comment_counts.index, y=wmf_weekly_comment_counts.values, color='#c7756a', label='WMF-affiliated authors', ax=ax2, marker='x')\n",
|
||
"other_weekly_comment_counts = other_filtered_dependencies.groupby('week')['comment_id'].nunique()\n",
|
||
"sns.lineplot(x=other_weekly_comment_counts.index, y=other_weekly_comment_counts.values, color='#5da2d8', label='Nonaffiliated authors', ax=ax2, marker='x')\n",
|
||
"ax2.set_title('Count of Phabricator Comments Discussing VE (Grouped by Week)')\n",
|
||
"ax2.set_xlabel('Timestamp')\n",
|
||
"ax2.set_ylabel('Count')\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"plt.savefig('030525_ve_phab_comments.png')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "e3fd6f81-7cad-4a2c-b5e8-a1f906d32b87",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_97550/2055267856.py:2: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" bot_filtered_sentence_level_data['dependency_tree'] = bot_filtered_sentence_level_data['sentence_no_url'].apply(extract_dependency_tree)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"bot_filtered_sentence_level_data = sentence_level_data[sentence_level_data['has_bot_ref'] == True]\n",
|
||
"bot_filtered_sentence_level_data['dependency_tree'] = bot_filtered_sentence_level_data['sentence_no_url'].apply(extract_dependency_tree)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "9ef307b2-b200-47b1-ade9-81f8c81847f0",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"bot_dependency_relations = []\n",
|
||
"\n",
|
||
"for index, row in bot_filtered_sentence_level_data.iterrows():\n",
|
||
" sentence = row['sentence']\n",
|
||
" timestamp = row['timestamp']\n",
|
||
" comment_id = row['comment_id']\n",
|
||
" sentence_id = row['sentence_id']\n",
|
||
" \n",
|
||
" for token, dep, head, ancestors, subtree, children in row['dependency_tree']:\n",
|
||
" if re.search(r'\\b(bots|scripts|gadgets)\\b', token, re.IGNORECASE):\n",
|
||
" bot_dependency_relations.append({\n",
|
||
" 'sentence_id': sentence_id,\n",
|
||
" 'comment_id': comment_id,\n",
|
||
" 'timestamp': timestamp,\n",
|
||
" 'token': token,\n",
|
||
" 'dependency': dep,\n",
|
||
" 'head': head, \n",
|
||
" 'depth': len(list(ancestors)), \n",
|
||
" 'children': len(list(children)) \n",
|
||
" })\n",
|
||
" \n",
|
||
"bot_dependency_relations_df = pd.DataFrame(bot_dependency_relations)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "7cb8c88d-d657-4555-8af1-47f9bed2c9ae",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
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|
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"<style scoped>\n",
|
||
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|
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|
||
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|
||
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|
||
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|
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|
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|
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" </thead>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>730</td>\n",
|
||
" <td>2013-10-03 20:32:16+00:00</td>\n",
|
||
" <td>scripts</td>\n",
|
||
" <td>pobj</td>\n",
|
||
" <td>in</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>3948</td>\n",
|
||
" <td>2013-10-25 23:44:17+00:00</td>\n",
|
||
" <td>gadgets</td>\n",
|
||
" <td>dobj</td>\n",
|
||
" <td>load</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
" <tr>\n",
|
||
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|
||
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|
||
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|
||
" <td>2013-10-25 23:44:17+00:00</td>\n",
|
||
" <td>gadgets</td>\n",
|
||
" <td>nsubj</td>\n",
|
||
" <td>reach</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
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|
||
" <td>4</td>\n",
|
||
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|
||
" <td>2013-10-04 15:10:00+00:00</td>\n",
|
||
" <td>load.php?debug=false&lang=en&modules=jquery%2C...</td>\n",
|
||
" <td>compound</td>\n",
|
||
" <td>Exception</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
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|
||
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|
||
" <td>3963</td>\n",
|
||
" <td>2013-10-04 15:10:00+00:00</td>\n",
|
||
" <td>load.php?debug=false&lang=en&modules=jquery%2C...</td>\n",
|
||
" <td>compound</td>\n",
|
||
" <td>Exception</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2</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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>175</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>29956</td>\n",
|
||
" <td>2013-03-15 11:27:23+00:00</td>\n",
|
||
" <td>bots</td>\n",
|
||
" <td>nsubjpass</td>\n",
|
||
" <td>voiced</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>176</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>30140</td>\n",
|
||
" <td>2013-06-20 20:09:44+00:00</td>\n",
|
||
" <td>scripts</td>\n",
|
||
" <td>pobj</td>\n",
|
||
" <td>For</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>177</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>31749</td>\n",
|
||
" <td>2013-08-07 13:35:56+00:00</td>\n",
|
||
" <td>scripts</td>\n",
|
||
" <td>attr</td>\n",
|
||
" <td>be</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>178</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>31907</td>\n",
|
||
" <td>2013-06-30 19:20:13+00:00</td>\n",
|
||
" <td>gadgets</td>\n",
|
||
" <td>dobj</td>\n",
|
||
" <td>support</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>179</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>31907</td>\n",
|
||
" <td>2013-06-30 19:20:13+00:00</td>\n",
|
||
" <td>gadgets</td>\n",
|
||
" <td>dobj</td>\n",
|
||
" <td>support</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
"</table>\n",
|
||
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|
||
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|
||
],
|
||
"text/plain": [
|
||
" sentence_id comment_id timestamp \\\n",
|
||
"0 5 730 2013-10-03 20:32:16+00:00 \n",
|
||
"1 1 3948 2013-10-25 23:44:17+00:00 \n",
|
||
"2 2 3948 2013-10-25 23:44:17+00:00 \n",
|
||
"3 4 3963 2013-10-04 15:10:00+00:00 \n",
|
||
"4 4 3963 2013-10-04 15:10:00+00:00 \n",
|
||
".. ... ... ... \n",
|
||
"175 2 29956 2013-03-15 11:27:23+00:00 \n",
|
||
"176 6 30140 2013-06-20 20:09:44+00:00 \n",
|
||
"177 3 31749 2013-08-07 13:35:56+00:00 \n",
|
||
"178 6 31907 2013-06-30 19:20:13+00:00 \n",
|
||
"179 8 31907 2013-06-30 19:20:13+00:00 \n",
|
||
"\n",
|
||
" token dependency head \\\n",
|
||
"0 scripts pobj in \n",
|
||
"1 gadgets dobj load \n",
|
||
"2 gadgets nsubj reach \n",
|
||
"3 load.php?debug=false&lang=en&modules=jquery%2C... compound Exception \n",
|
||
"4 load.php?debug=false&lang=en&modules=jquery%2C... compound Exception \n",
|
||
".. ... ... ... \n",
|
||
"175 bots nsubjpass voiced \n",
|
||
"176 scripts pobj For \n",
|
||
"177 scripts attr be \n",
|
||
"178 gadgets dobj support \n",
|
||
"179 gadgets dobj support \n",
|
||
"\n",
|
||
" depth children \n",
|
||
"0 3 2 \n",
|
||
"1 3 1 \n",
|
||
"2 1 0 \n",
|
||
"3 4 1 \n",
|
||
"4 4 2 \n",
|
||
".. ... ... \n",
|
||
"175 1 2 \n",
|
||
"176 2 2 \n",
|
||
"177 3 4 \n",
|
||
"178 3 0 \n",
|
||
"179 3 0 \n",
|
||
"\n",
|
||
"[180 rows x 8 columns]"
|
||
]
|
||
},
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"bot_dependency_relations_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"id": "c8b10c32-9c28-4151-af29-a1504eb29b76",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_83107/353490988.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"/tmp/ipykernel_83107/353490988.py:17: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_83107/353490988.py:23: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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jIiAgQNx3333OYd27dxcWi0UcOHDAOezkyZOiWLFiomXLls5hP//8s8d9+dtvv+V5PQohxFtvvSViY2NdhnXt2lUEBQWJEydOOIft27dPmEwmce2fVpcvX3ZbZocOHUSlSpWcn8+ePSssFovo3Lmzy3n7+uuvCwCid+/ezmGDBg0SkiSJzZs3O4clJSWJ4sWLCwDi0KFDQgjfrvUBAwa4lVsIIQYPHixCQ0OFqqruOyabVq1auZRx8+bNAoD4+eefc5xn3759QpZlcd999wlN01zGZd8HuZ1fsbGxLuv19j4ohBA1a9YUrVq1cltm3bp1RefOnXPb3Hzx9jrds2ePACAmTJjgMv+9994rKlSo4LJvcnPu3DkBQLz11ltu43K7j7z//vvOYRcvXhSBgYFCkiTx448/Oofv3r3bbdnvvPOOCA4OFnv37nVZ12uvvSYURRFHjx4VQnh3TuV0zQrh+Xp65plnRFBQkMv3iuMe/P3337uVW5ZlsXbtWufwhQsXuu2Pt956SwAQ9957r8u6nnvuOQFAbN26NcfyCyFEixYtXL4nHQYMGCBKlizp/Pziiy+Kli1bihIlSjiPeVJSkpAkSXz++ecu8/bs2dPlnHV897777rsu0z344INCkiSxf//+XMvYqlUrUbNmTY/jPJ0/juvrr7/+EufOnRPHjh0Ts2bNEtHR0cJqtYpjx455vXyHKVOmCADCYrGI1q1bi+HDh4t//vnH7Z7gsHr1agFA/PTTT7kul4iKHtaYIiIqREJCQpy/2l64cAFLlizBww8/jEuXLuH8+fM4f/48kpKS0KFDB+zbt8/tTTj9+vVz6dC2f//+MJlMzlcsL168GMnJyXjsscecyzt//jwURUHjxo2xdOlStzI9++yzLp/j4+Nd3kI3f/58mEwm9O/f3zlMURQMGjTIZb78bk/2ZkXx8fHQNA1Hjhxxbs+lS5fw2muvudV6yj5fr169sG7dOpemBjNnzkRMTAxatWrlts0OqampAODxNe+VKlVCdHS089+1zRGtViuefPJJl2Hz589HqVKl8NhjjzmHmc1mPP/880hLS8Py5ctzLEtestckkyQJAwcOhM1mc2ui4g3H+XLtr+4vvfQSAKOZSnYVK1ZEhw4dfF5PTpo2bYr69es7P5cvXx7dunXDwoULoWkaNE3DokWL0L17d1SqVMk5XenSpfH4449j5cqVzmOXk/DwcADA77//Drvd7nXZNE3DX3/9he7du6NMmTLO4VWqVEHHjh3dps/e11ZKSgrOnz+PVq1a4eDBg85mbX/99RdsNhsGDRrkct4OGTLEbXl//vknmjZt6lJrqHjx4ujRo4fLdPm51q8VHh6O9PR0n5uxhYWFATBqeFy+fNnjNLNnz4au63jzzTfdOjC/tjmkr+dXXvfB3ISHh2PHjh3Yt2+f1+vzRV7X6R133IHGjRtj5syZzukuXLiABQsWoEePHgXet1CfPn2c/x8eHo6qVasiODjYpe+gqlWrIjw83OV74Oeff0Z8fDwiIiJczrd27dpB0zRnLaH8nlMO2a8nx/dIfHw8Ll++jN27d7tMGxIS4lLD01Hu6tWro3Hjxs7hjv/39HbVAQMGuHx2fK/ldS4lJSV5rEEUHx+PM2fOYM+ePQCMmlEtW7ZEfHw8/vnnHwBGLSohhEuNKV3X8eeff7o045s/fz4URXHWMHN46aWXIITAggULci1jfrVr1w7R0dGIiYnBgw8+iODgYMydO9fnWsUA8NRTT+HPP/9EQkICVq5ciXfeeQfx8fGIi4vD6tWr3aZ37NPz589f93YQUeHCYIqIqBBJS0tz9mO0f/9+CCEwfPhwlwAkOjra2fTj2s5B4+LiXD6HhISgdOnSzqr2joetNm3auC1z0aJFbssLCAhAdHS0y7CIiAiX/lqOHDmC0qVLu4U3VatWdfmcn+0pX76827oBONfvCJryeiX1I488AqvV6nzYS0lJwe+//57ng57jWKSlpbmNmzNnDhYvXoxPPvnE47xly5Z16zfjyJEjiIuLc3sQdzRTcQRuvpJl2SWgAYwHXAD5euX6kSNHIMuy29ukSpUqhfDwcLdyVqxY0ed15Oba8xgwtufy5cs4d+4czp07h8uXL7udY4CxL3Vdx7Fjx3JdR6tWrfDAAw9g5MiRiIqKQrdu3TB16lS3PrSudfbsWWRkZHh805anYatWrUK7du0QHByM8PBwREdHO/sbcwRTjv157XZHR0e7PdweOXLEq3X7eq178txzz+GOO+5Ax44dUa5cOedDZF4qVqyIF198EZMnT0ZUVBQ6dOiA8ePHu/QvdeDAAciyjBo1ani1PF/kdR/Mzdtvv43k5GTccccdqF27NoYOHYr//vvPp/XnxNvrtFevXli1apXzvPj5559ht9udzb0Liqf7fVhYGMqVK+d2nwwLC3P5Hti3bx/+/PNPt3PN0ceS43zL7znlsGPHDtx3330ICwtDaGgooqOjnc0br+2/LKdyx8TEuA0D4LE/xmvPpcqVK0OWZa/OJeGhHyRH2PTPP/8gPT0dmzdvRnx8PFq2bOkMpv755x+Ehoaibt26zvk2bNiAc+fOuQRTR44cQZkyZdz6Prze75PsPH0/jh8/HosXL8asWbPQqVMnnD9//rpeRNChQwcsXLgQycnJWLFiBQYMGIAjR46gS5cubvcpxz71Z+fvRFQw+FY+IqJC4vjx40hJSXE+YDo6jH355ZdzrC3g62uoHcucPn26W8eqAGAyuX4tZO/Q+3rlZ3tyWr+nP/hzExERgS5dumDmzJl48803MWvWLGRlZeXZX0uVKlVgMplc+jZycNS0unafOVzPW+ly+qP72g5+C5q3f/wXxTfwSZKEWbNmYe3atZg3bx4WLlyIp556Cp9++inWrl3rsZacrw4cOIC2bduiWrVq+OyzzxATEwOLxYL58+dj9OjRbp1C30i+XuuelChRAlu2bMHChQuxYMECLFiwAFOnTkWvXr3cOuy/1qefforExETMmTMHixYtwvPPP49Ro0Zh7dq1PtesuJnnV8uWLXHgwAFnuSdPnozRo0fjq6++cqlNVJAeffRRZ99hr7/+OmbMmIEGDRp4DGJvpJzut97ch3Vdx913341XXnnF47SOAO56zqnk5GS0atUKoaGhePvtt1G5cmUEBATg33//xauvvup2PV3P9uTE23tiZGSkx6CrTJkyqFixIlasWIEKFSpACIGmTZsiOjoagwcPxpEjR/DPP/+gWbNmLj9gzJ8/HxUqVPAqyPVWQEAAMjIyPI5z1HT01P9io0aNnG/l6969O1q0aIHHH38ce/bsua77ZlBQEOLj4xEfH4+oqCiMHDkSCxYscOmv0rFPo6Ki8r0eIiqcGEwRERUSjg6HHaGN45d1s9ns8maf3Ozbtw+tW7d2fk5LS8OpU6fQqVMnAMavvYDxcODtMvPi6Lw0LS3N5Y9SR1MFh/xsT14c27N9+/Y8Q7pevXqhW7du2LBhA2bOnIk777wTNWvWzHWe4OBgJCQkYPny5Thx4gTKli17XeWNjY3Ff//9B13XXR46HE1QHB3lOmrJXPtmw5x+Add1HQcPHnQ+/AHA3r17ARhvIMtPOXVdx759+5y/vgPAmTNnkJyc7NKhb0Hw1Ixq7969CAoKctboCAoKcjvHAGNfyrLsrBWR14NkkyZN0KRJE7z33nv4/vvv0aNHD/z44485hhAlSpRAQEAA9u/f7zbu2mHz5s1DVlYW5s6d61L779pmdI79uW/fPpcaNefOnXN7uI2NjfVq3b5c67ntI4vFgq5du6Jr167QdR3PPfccJk6ciOHDh+d5zdWuXRu1a9fG//3f/2H16tVo3rw5vvrqK7z77ruoXLkydF3Hzp07r7uz/GvldR8Ect/m4sWL48knn8STTz6JtLQ0tGzZEiNGjLjuYMrb67R48eLo3LkzZs6ciR49emDVqlUYM2bMda27oFWuXBlpaWle3dvzOqdyOjbLli1DUlISfv31V+dLGgC4dMJ+o+3bt8+lxt7+/fuh63qe99Vq1arhl19+8TguPj4eK1asQMWKFVGvXj0UK1YMdevWRVhYGP7880/8+++/GDlypMs8f/zxh8v5Cxj3gr/++guXLl1yqTV17fdJTmJjY7FkyRJkZGS4hb+Oe2tey1AUBaNGjXK+LMBTJ/T54Qi+Tp065TLccayzfy8R0a2BTfmIiAqBJUuW4J133kHFihWdfcWUKFECCQkJmDhxotsfZ4Dx0Hqtr7/+2qW/nAkTJkBVVWffNx06dEBoaCjef/99j/3qeFpmXjp16gRVVTFhwgTnME3TMHbsWJfp8rM9eWnfvj2KFSuGUaNGub3C+9pfvzt27IioqCh8+OGHWL58uddvt3rzzTehaRqeeOIJj036fKm91alTJ5w+fdrlDYGqqmLs2LEICQlx1sKKjY2Foigub28CgC+//DLHZY8bN86lTOPGjYPZbEbbtm29Ll/2cgJwexj+7LPPAMClOUlBWLNmjctb0I4dO4Y5c+agffv2UBQFiqKgffv2mDNnjkuTmjNnzuD7779HixYtEBoaCsAIFwH3kO/ixYtux84RkOTWnE9RFLRr1w6zZ8/GyZMnncP379/v1qeLo2ZG9vWkpKRg6tSpLtO1a9cOZrMZY8eOdZnWUxjRoUMHrFmzBlu2bHEOu3DhgkufRI7pvL3Wc9pHSUlJLp9lWUadOnUA5L6PUlNToaqqy7DatWtDlmXnfN27d4csy3j77bfdarr4WiPyWnndBwFjm6/dXsB9m0NCQlClSpU8m3h6y9vrtGfPnti5cyeGDh0KRVE8vg2zMHn44YexZs0aLFy40G1ccnKy83zw5pzK6Xz0dD3ZbLZc74vX69q3Zzq+1zz1J5dd06ZNcfHiRY/9VsXHx+Pw4cP46aefnE37ZFlGs2bN8Nlnn8Fut7v0L3XmzBn8+++/bvfdTp06QdM0l3MKAEaPHg1JkvIsY6dOnWC32zFx4kSX4bquY8KECbBYLF59fyQkJKBRo0YYM2aM2/dwXv7++2+Pwx19eF1bS3DTpk0ICwvL80clIip6WGOKiOgmW7BgAXbv3g1VVXHmzBksWbIEixcvRmxsLObOnetSdX78+PFo0aIFateujb59+6JSpUo4c+YM1qxZg+PHj2Pr1q0uy7bZbGjbti0efvhh7NmzB19++SVatGiBe++9FwAQGhqKCRMmoGfPnrjrrrvw6KOPIjo6GkePHsUff/yB5s2bu/2Rm5euXbuiefPmeO2113D48GHUqFEDv/76q1t/H/nZnryEhoZi9OjR6NOnDxo2bIjHH38cERER2Lp1Ky5fvuzSNMRsNuPRRx/FuHHjoCiKSwfkuYmPj8e4ceMwaNAgxMXFoUePHqhWrRpsNhv27t2LmTNnwmKxeGwuda1+/fph4sSJSExMxKZNm1ChQgXMmjXLWSPC8at3WFgYHnroIYwdOxaSJKFy5cr4/fffc+wXKCAgAH/++Sd69+6Nxo0bY8GCBfjjjz/w+uuvu/UZ4426deuid+/e+Prrr53NZ9avX49vv/0W3bt3d6mNUhBq1aqFDh064Pnnn4fVanU+eGavRfDuu+9i8eLFaNGiBZ577jmYTCZMnDgRWVlZ+Oijj5zT1atXD4qi4MMPP0RKSgqsVivatGmD77//Hl9++SXuu+8+VK5cGZcuXcKkSZMQGhrqVjPhWiNGjMCiRYvQvHlz9O/f3/lwWKtWLZfAqH379s7aIc888wzS0tIwadIklChRwiWcjY6Oxssvv4xRo0ahS5cu6NSpEzZv3owFCxa4NVl55ZVXMGPGDNx9990YNGgQgoODMXnyZJQvXx4XLlxw1jbx5Vp3dDT//PPPo0OHDs4gpE+fPrhw4QLatGmDcuXK4ciRIxg7dizq1auXa42FJUuWYODAgXjooYdwxx13QFVVTJ8+HYqi4IEHHgBgNJN94403nJ0d33///bBardiwYQPKlCmDUaNG5XoMcpPXfdCxzRMmTMC7776LKlWqoESJEmjTpg1q1KiBhIQE1K9fH8WLF8fGjRsxa9Ysl07L88uX67Rz586IjIzEzz//jI4dO6JEiRLXvf6CNHToUMydOxddunRBYmIi6tevj/T0dGzbtg2zZs3C4cOHERUV5dU5ldM126xZM0RERKB37954/vnnIUkSpk+fft1BZm4OHTqEe++9F/fccw/WrFmDGTNm4PHHH3fp/8mTzp07w2Qy4a+//kK/fv1cxjlCpz179uD99993Dm/ZsiUWLFgAq9WKhg0bOofPnz8fAQEBbvfdrl27onXr1njjjTdw+PBh1K1bF4sWLcKcOXMwZMgQZ63JnHTt2hXt27fHCy+8gPXr16NZs2a4fPky5s6di1WrVuHdd9/1+vtj6NCheOihhzBt2jSXF6acO3cO7777rtv0jh/hunXrhooVK6Jr166oXLky0tPT8ddff2HevHlo2LAhunbt6jLf4sWL0bVrV/YxRXQrurkvASQiun05XrXs+GexWESpUqXE3XffLT7//HORmprqcb4DBw6IXr16iVKlSgmz2SzKli0runTpImbNmuW27OXLl4t+/fqJiIgIERISInr06CGSkpLclrl06VLRoUMHERYWJgICAkTlypVFYmKi2Lhxo3Oa3r17i+DgYLd5Ha/Rzi4pKUn07NlThIaGirCwMNGzZ0/nK+Ozv4Lb1+3ZsGGDW7nh4TXic+fOFc2aNROBgYEiNDRUNGrUSPzwww9uZV+/fr0AINq3b+++o/OwefNm0atXL1G+fHlhsVhEcHCwqFOnjnjppZfcXsud22uyz5w5I5588kkRFRUlLBaLqF27tts+EsJ4XfcDDzwggoKCREREhHjmmWfE9u3bPb7mPTg4WBw4cEC0b99eBAUFiZIlS4q33norx1duZ5fTcbbb7WLkyJGiYsWKwmw2i5iYGDFs2DCXV7ILIURsbKzo3LlznuvxFgAxYMAAMWPGDBEXFyesVqu48847Pb46/t9//xUdOnQQISEhIigoSLRu3VqsXr3abbpJkyaJSpUqCUVRnOfPv//+Kx577DFRvnx5YbVaRYkSJUSXLl1crgEhjPM9NjbWbZl///23uPPOO4XFYhGVK1cWkydPFi+99JIICAhwmW7u3LmiTp06IiAgQFSoUEF8+OGH4ptvvhEAxKFDh5zTaZomRo4cKUqXLi0CAwNFQkKC2L59u4iNjRW9e/d2WebmzZtFfHy8sFqtoly5cmLUqFHiiy++EADE6dOnXab15lpXVVUMGjRIREdHC0mSnNf3rFmzRPv27UWJEiWExWIR5cuXF88884w4deqUyzpatWrlUsaDBw+Kp556SlSuXFkEBASI4sWLi9atW4u//vrLbT9+88034s477xRWq1VERESIVq1aicWLFzvH53Z+XbtvfLkPnj59WnTu3FkUK1ZMABCtWrUSQgjx7rvvikaNGonw8HARGBgoqlWrJt577z1hs9k8lsFb+blOn3vuOQFAfP/99z6v79y5cwKAeOutt9zGHTp0KMf7yLVyupd5Oi6XLl0Sw4YNE1WqVBEWi0VERUWJZs2aiU8++cS5/7w9pzxds0IIsWrVKtGkSRMRGBgoypQpI1555RWxcOFCt+8FX8otxNX7joPje27nzp3iwQcfFMWKFRMRERFi4MCBIiMjw21+T+69917Rtm1bj+NKlCghAIgzZ844h61cuVIAEPHx8S7TPvjgg6JTp04el3Pp0iXxwgsviDJlygiz2Szi4uLExx9/LHRd96qMmZmZYsSIEaJatWrCarWK4OBg0aRJEzFjxgy3aXP6XhbCuH9VrlxZVK5cWaiqKoQwjkH2v3my/3Pslx9++EE8+uijonLlyiIwMFAEBASIGjVqiDfeeMPtb6Jdu3YJAB7vI0RU9ElCFODPDEREdFNMmzYNTz75JDZs2ODsm4Hcbd26FfXq1cN3331X4G+4ulkSExMxa9Ysj80M6fqNGDEC06ZN8+otXN27d8eOHTs89pFV0IYMGYKJEyciLS3thr60wBsJCQmoUKECpk2bdlPXe61b7T74wgsvYMqUKTh9+jSCgoL8XZzbyogRIzBy5EicO3cu3x1t//PPP0hISMDu3bs9vmnUG6qqIjIyEqNGjcJzzz2Xr2XcKoYMGYIVK1Zg06ZNrDFFdAtiH1NERHTbmDRpEkJCQnD//ff7uyhUxF37Nqt9+/Zh/vz5SEhIuOnrTkpKwvTp09GiRYubHkpRwcjMzMSMGTPwwAMPMJQqouLj49G+fXuXpsW+unDhAl544QXcd999N7BkRU9SUhImT56Md999l6EU0S2KfUwREdEtb968edi5cye+/vprDBw40Nm5LlF+VapUCYmJiahUqRKOHDni7Cz4lVdeKfB1N23aFAkJCahevTrOnDmDKVOmIDU1FcOHDy/wdVPBOnv2LP766y/MmjULSUlJGDx4sL+LRNfh2hci+KpEiRIYMWLEjSlMERYZGclawUS3OAZTRER0yxs0aBDOnDmDTp06ub2Gmyg/7rnnHvzwww84ffo0rFYrmjZtivfffz/fTXZ80alTJ8yaNQtff/01JEnCXXfdhSlTpqBly5YFvm4qWDt37kSPHj1QokQJfPHFF843RRIREd3K2McUERERERERERH5BfuYIiIiIiIiIiIiv2AwRUREREREREREfsE+pm4Buq7j5MmTKFasGN9UQURERERERER+JYTApUuXUKZMGchy7nWiGEzdAk6ePImYmBh/F4OIiIiIiIiIyOnYsWMoV65crtMwmLoFFCtWDIBxwENDQ/1cGiIiIiIiIiK6naWmpiImJsaZV+SGwdQtwNF8LzQ0lMEUERERERERERUK3nQ3xM7PiYiIiIiIiIjILxhMERERERERERGRXzCYIiIiIiIiIiIiv2AwRUREREREREREfsFgioiIiIiIiIiI/ILBFBERERERERER+QWDKSIiIiIiIiIi8gsGU0RERERERERE5BcMpoiIiIiIiIiIyC8YTBERERERERERkV8wmCIiIiIiIiIiIr9gMEW3FCGEv4tARERU4IR+87/vhBD8nqVc+XKOFOS5lNuyHeO8Wb+nafLaxryWK3Thcv3mdz/c7Pk8Lus67kMFdfzze1yvZ135vTfeqGNYUPfm7Mt0W6eHY3+zviNu5r6mm8fk7wIQXQ+hacZ/z16AfuAYoOmQShSHfEcFQNMgWcz+LSAREdENIFQNEAIiNQ367kOAXYUUEQq5ZmVA1SEFWApmvVk2wKRA33UI4vxFwKRArhwDKbo4oOv8niUIuwooMsShE9BPnAEkCXJMKUgxpQGhQzIZjxtCVQFJhjh5Fvrhk8b5UyYacuUY42828/WdS8JmB2QZ+q6DEEnJgMUMuXpFSMFBRvlOnYd+6DigC0gli0OOqwCRmQmRmQUpPBQQApJJMZaj69C27wPSMoCgACg1qwBmE8SldOg7DwBCQC5bElLFsoAQgKYDmmOey0BwIJRaVQCTCUKRIQlAXEiGvu8IYLVArhQDhBeDfuAYxKlzxj6rUBZSmRLOcuS4jYoMfedBiAvJgMkEuWoFo/ySBElxr3MgNN24dySnQt97BLDbIRUPh1yjkvF3sw/XsNB1wK4CAPTt+yAuXQasZig144AAC2BSIMme6z0ITQMEIC6kGPtBVSFFRUCuVtHncrgsV73yLHD+AvT9xwBVgxR9ZbmqBslqubH7wGYHhIC+Yz9Earqx/dUrA1YLdLMCya4CZjMgS277QqgaIAHiTBL0g8eNdV85F3N7bhG6cX4hIxPazgNApg1SaAjkWlWM7TpxFvrRU4DVAqVmZSDQCig5H4sct+3KekRaOvRdhwCb3fieqVEJUDUIs/nqd5DNbjxzVSkPmBSIIyehHzsNAMb1H1vG2D7z9ccN+T1+zutlt+P7ywS5SnlIkeGABEiK5+uM/IPB1E00bdo0DBkyBMnJydc1DRmEXYW+7wjUP1dCHD/jOrJYMEzN74TStjFvOkREVKQJmx3i1Dmovy83foTJLsAKpVEtmDq3gpAlyDfoO0/oOqALqEvWQVuz1XjYzkaKKQVTx3jIlcoZD8Q34OGDih6hatDWb4O2bIMRBmUjRUdAadsEyl3VAQD69v1QF62GOH3edSHhxWBq2QBKi7tyDGRyLYMuAF2D+udKaOu3AZczAQBy1YpQGtSEvvsg1EVrIE6edZ0xLMT4WzGhEbR1/xkP2IFW2Ocshb51D3Dlx08AUGUZcq0qMHVqCSk0BPbp8wAhYO51L+TYMrDPWwb9v73u89SOg/ne1tDPXoB90s+Qq8TCnNgd2tqtUP/ZBFxMdd1nJSNhat8Mcq04l2vKuY0LV0Fb959zG53zVSwLU+eWRiCQLeATdjv0Y2eg/rEc4tAJ1+0PCoDSuA5MHVsAsgJJlnLfzzY7oGpQ5y2D9u9OZ0AFAOqsxZCrVYSpWxsgvJhbUCDsKvTDJ6DOXwFx5JTrgoMDoTStC1P75oAiQ5JyL4frcu3Q9x8zngWuhCJOIUFQmtWDqV1TiCwb7N/8el37QGgaYFOhzl3qvv2SZGx/55YQsgwpIhQiPQsICnQeR2FXoe85DHXhKogT1zy3hIbA1LwelDbuzy3CrkJcSIY6Zyn0PYeA7BV/LGYod9WAqVM8cPAY1LlLoc66UpZ7WwPFw7y+Nwu7CnH6PNR5y6DvP+o6MsACpWEtmDrGQ1u9GdqS9ZBiy8DS9wFoG3dAW7Ye4nyyyyxSVDiU1o2gNKydr+v6arnydw4LVYP691rP31/lS8PUKR5yxXL87ipEJMF6bTeNN6FTRkYGLl26hBIlSni93NTUVISFhSElJQWhoaE3oKSFn7Cr0NZtg/rr4lynk6tXgvnJ+67rhkhEROQvwmaHvu8I7NNmG7+Y50AqVxKWgY/fkBpMuqZBEoB98izj1+kcVwqYHuwApX4NQJb5XXubEaoG9be/jAe/XCitGsDUoTlsH0+FuCaIyU6+szrMj3Xy+TwSdhW2L39wDTyiI2B9sTe01VugzluW6/xy7TiYe94LcTkTts++BVLTcp44KACW/o8YtVMybZBrVoFt/A/ApfSc5wkOhOW5R6GfPg+lemXYf1kEfdPOXMukdGgOU5vGLqGGbcKPEIdP5rIhEsw974VcoxIks9l4oN95EPbpc4FcmtxJsWVgee7RXB/QdbsKKcsG2+cz3AJIF1YLLP0fgVQ6yhmQCbsd2ta9UH+Yb9Quy6n4lWNgfuYhZw27vAibHdqmHVBnLXINa65dbtUKMD/9APRte41A0QOpQhlY+ue8D4SuAxlZsI2Znvf2930AQtUgly8NkZoOKcJ4NtPWbIE6e0mu2yTXqAzzk92d4ZSwq9BPnIH9q/8BNnuO80nREbAMeMwIYv751xhoMcPy7COQypbIM3wRdhX6wWOwT/7VJVx1W0+ZaFieewz2v9bA3LaJEZSu/DfXZSst7oTp3jb5C53zeQ4LVYN90s/Q9x3NcR5IEkyP3APlzmrXXVuTcuZLTsE+pgqZwMBAn0Kp25EQAuLMeai/5R5KAYC+6yDUhSuNX3mIiIiKmsws2L+bm2soBQDi+BnYf1xwQ77vJFWD+sfy3EMpABCAOmuR8Ut5HrUt6NYiVA3app15hlIAoC3fCH3HASitG+U6nb55F7SV/0LYvT+Hhc0O+88L3WrhmB5sD/3EmTxDKQDQt+2DtmQdAJF7KAUAlzNhm/IrlAa1oMTfBfs3v+YeSgFAegbsk3+BUrMytLVb8wylAEBbuMpo5qfrEDY71F8W5x5KAYAuYJ8xz2heB0CkXYZ9xrxcH+gBQBw5aSw/t+BDkmCb+lvuoQwAZNlg+/pnl6BIJF+C+uOCXEMpANAPHIM6Z6nX9zBx/iLUWYtzDaUAGLWU5q+AXKMyUCzY87IO57EPhIDtm1+92/5vfoMcUxrq0g2AokAARo3XObmHUgCg7zxg1Cp0lEPXYf96Vq6hFACIcxdhn/E7TB1aAI4QymaHbdLPeR5/R7nt3/yWaygFAOLkOdh/WgDz3U2h79yfZygFANrKzdC27HY2ufRFfs5hYbNDnbc091AKAISA+r8/IS7kHJbTzcVgygcJCQkYOHAgBg4ciLCwMERFRWH48OHOztQuXryIXr16ISIiAkFBQejYsSP27dvntpzZs2cjLi4OAQEB6NChA44du1otf9q0aQgPD79Zm1Q02VWof6/L84vIQVuzFfDQ5p6IiKgwE5k2qCs2ujQZyY3+3548H2C8IsvQ1v7n3bRCQF26DrCr0PMIz+gWIkvQlq33enJ1+UYoDWoB1tz7QlNXbAR8aY6qadA373IdZjJBiS0DbYkP5Vu1GVJwEOS42LwnTr4Efft+iIupEGcveLV8oeuAYjKa73lJW7IO0HWjvysvwixjJt1oVpVlg7Z0fZ6BtnO2TTuNdXkg7CrEmfPuzahycjkT2vrtEKpm1GpybIc35diw3avphM0Odcm6PMMu53LXbgVkGUqHZjlPk9s+OHfRt+3fuB1yVDgkkwJJM5qUef3csnqL0SeaXTXuw5lZXs2n7z8KkZzqbDoLAMjIgrZuq9G/Ww6EzW6cl95+z2zfb9zvT57Pe+IrtGXrAR+aaDrK5fM5LAQgSdDWbfNuJbqAtmQdKzAUEnxa99G3334Lk8mE9evX4/PPP8dnn32GyZMnAwASExOxceNGzJ07F2vWrIEQAp06dYI92y8/ly9fxnvvvYfvvvsOq1atQnJyMh599FF/bU7RpAvo29wDvxxdzoT+316+jYGIiIoWq9n7P7AB44/sVZuNDsvzSagqtM27AB+WoW/dY/Qzpfv+izgVTeLUOYgzSd5Pf/w0xPmLkGtWyX3C5Evu/ajltExVMx7cr3lwVVrcaTw47zrodflwKR36rgNQ2jXxanJtzRZIQYFeL16pV93otyeXpozX0vcfhUjPMObLoyaLy3wHjgEmE7SNO7yeB5oGbd1/nmu16LoRlvhAW7PZqEUpS9A27/Z+Rpsd2sYdzpcb5UgI6Fv3er/cTBu0zbug1K2a8zQ57AORZYPmQ6AIGEGYXK+aEbRd6Sjda+kZRvhjUqCt2eL7eu+q4Tps9RYgt07QzSbvf4gAjB8jVm6GXLGs97OcPAdx1vv7BQBAUXw+h/WzF4z+v3wImrQtu30OzahgsLcvH8XExGD06NGQJAlVq1bFtm3bMHr0aCQkJGDu3LlYtWoVmjUz0viZM2ciJiYGs2fPxkMPPQQAsNvtGDduHBo3bgzACLqqV6+O9evXo1Gj3Ks4O2RlZSEr62p6npp6e1VBFCmXvP7lxUE/kwRZ0wH2f0FEREVFlh1Iz/BpFv38RSg+fke60HSfAgcAxtuaUtMgRYTlf71UpOinfTxHYDS9kkI9N6Vyme7UOYgq5fPuBFvTPNZYkiLDjSZXPv4gKc4kQapeyatp9XMXIAUHGuGLF02lpNBg3x/MAeB8sk8hMQDAagUyMoFM3+YTZy4YAZiHv5XFuYu+LevcRUiybLy1zsfaKOJskhE25lJzTlxK9ymsM8p0AZJyRx7r9rAPpHxuv9kEkZpmvLXSm+Z02ec/Y+wDcT4f6w0NcR12Pjn3t/OpWt7NUa9dz/mLkGp4d6045zmbBJSO9n6GfJzDkq77fm+yq0BaOsDvL79jjSkfNWnSxOWLsmnTpti3bx927twJk8nkDJwAIDIyElWrVsWuXVerGJtMJjRs2ND5uVq1aggPD3eZJi+jRo1CWFiY819MTMx1blURk49U25c3fBARERUK+em36UZ83+VnvbIMr9uqUJGX1xvcPPIyxIHsw5vZPE2n67nXEMltWd6ewrJsvCnP2/DrShMjn8mSr/nada0rR74uzrH/81MOyYtjdzOXK3Ad2+/jfNnLIeVjAbLs/uN9XvsqP2X09lp2mcfHazIf9xiRz/m8OjeowPEoFEHDhg1DSkqK81/2PqpuB1JEKODjW4ek2DLsZ4qIiIoWkwKpuG+/4srlSl5f7WCTAjmmtG/zBFiNX+nZx9RtQ4op5eMMgFS6BMTFlDwnlWPLeLdMkwKpvHs59JPnIEVH+HwdSLGlgWTvWiHIZUoYtSy8zaUupED2dZ/JEqSSkZBCvG8yCBhvMkOgNceOvnMilS/teZ9JgFS2pG/LKlPCaBIXEgQEBfg0r1y+VJ7HTgoLybO/MrfllisJkZV77S2P+0CS8rf9GZmQoiMgWS1XOyT3dv4KZa6s17cXYkllSrh15i2VLZF700hZhhQV4dN65HIlvbqWXcvh2z5EgO/nMEwmyOV9/P4KtALFgnybhwoEn9R9tG7dOpfPa9euRVxcHGrUqAFVVV3GJyUlYc+ePahR42pbX1VVsXHjRufnPXv2IDk5GdWrV4e3rFYrQkNDXf7dVoSAck376VyFF4N8RyxrTRERUdFiV6E0q+f99GYTlMZ1ruvV15KiGP0A+fBAoDSsCagqJB9/NKKiSwoPNR6evSTHVYAUYIG+80Duyy0dBamMdw/jkqJAqV/TLaDQ1/0H6AJyvWpel0+KioBcsRzs8//xanqlxV0+vWVM27wLUtmSkHxoyiTXigPMJshVygMB3ocwSq04497RtK7X8yDAAuWu6pA8NZ+TZSgt7vKpZo2pZX2jpo6mQWlcx/sZgwMh17kj96ZnAKAL477jrdAQyFfeipijHPaBZDHD1LKBb9vfvB60TTuh1K8FqJprh+R5kCJCIVeOMZ534ut7v1JJgqlpXWjrXfuLMuW1DE03+mXzlkmB0qQu9GNnvJ5FrhzjVTNe13JpPp/DcsnikGtVMQJRLymNavNHlUKCwZSPjh49ihdffBF79uzBDz/8gLFjx2Lw4MGIi4tDt27d0LdvX6xcuRJbt27FE088gbJly6Jbt27O+c1mMwYNGoR169Zh06ZNSExMRJMmTbzuX4qMLwilXWOvf30wtWniczt0IiIif5OsFijN7vT6j2ylab0bs2JVham1l3+XWMwwtW4MwVDq9iJJMHVo7vW0SpvGRiiQxwOg6e5mvvUNJYTHh2p9z2GY2jXxutaU0rYxREoacOpcntNKZUtCrlwOUkgQpMredachRUUAum6UyRuyDNPdTQGTyQhhvA0oggJgalkfktVihENe1lZSWtTPsWmWZDJBKhYMuU4uHYdnnz4qHHLtOEiKbIQ6CQ29DtZMrRp4FRJIFjOUNk28bkFhSmgIqBq05RtynEaJz3kfGIGZD9tfpyqEzQ6RnAoEWqG0beL1c4vStgmg6Ubwemc1r2vNyndWB2TZpaN1qXgY5HpVPQeOjmnMJihN6nr9Y4TSpA5gs0OuVsG7sE4ClPbNfG7KJ5nN+TuHNd043t6wWmBq3Yg/qhQSDKZ81KtXL2RkZKBRo0YYMGAABg8ejH79+gEApk6divr166NLly5o2rQphBCYP38+zNl+uQwKCsKrr76Kxx9/HM2bN0dISAh++uknf21OkSUVC4H5qfvyvMkrLetDaXJ9vx4TERH5jSzB8uzDQHDuzXnk2nEwdW1lNBu5TpLVAqXFXXkHXRYzzE/fbzSFoNuKpMiQK8XA1L1t7g+nkgTTQ+0hly0BdcW/uS7TdE8LyDWrQPKhCZ5kMRvzXVM7yv7zQkjBQTD3ujfXTrQBI5RS7qoBKcCaZ9MpqURxWPrcD/XPVVDnLYOldzdIZXKvBSWVjITl6fuhLtsAuVI5mO5pkftGyTLMPTpDKlEckiQZ29i+mdvb1twEWGF55mHA8Tev2Wx8Dsj9+pTvqg5Th2a5P5xLgPmxTpAqlsu9DOHFYH7uUbicFAFWmPs+lGfTO6VRbSgJ3ocEUlCAcf/J61mgWT0oLe6EumxDjp1py3dVh6l9zvtAMptgfrwzpEpebH/fh6DtOQRT8zuN+7YQkMKKwZzYPc+gVGnVEEqj2pCybZP5uUeBsJBc5gLkKuVhfqg97L8uvhquhYVcORZekGVYnnsk7++ZmlVg6twK9l8WQ4qMgOm+dnlc/4Dp/rshVyibdy04T/JxDksWM5SWDYwALTcWM8x9HwACfWtqSgVHEsLnLvVuWwkJCahXrx7GjBlTYOuYOHEi3nnnHRw/ftzreVJTUxEWFoaUlJTbqlmfsKsQF1OhLl5tvKo6W5VqqWI5mFo3hFytIiQTXz5JRERFl7DZgYwsqH+tMV6fne0tXVKZaCNEalgr11/FfaXruvGGox37oS7fCHH45NWRZhOUetWgtGsKKSwEQpEh38B1U9Eh7Cr0Y6eh/b0W+u5DV2s7yRLk6pVhatfkStM8AXHuItTFa6Bv23e1g2YJkKvEQmnTGHKlci4P5D6VQ9WgbdkNbflGiBNXmhhFR8D6/BMQqWlQ/1oL/b+9LjXo5coxUFo3ghxXHurqLVDqVoUUHARt+Uaoa7YAF7P11VMsGErTujC1rA9t1WaoC1YaodvDHaDcWR3aio1QV28Bki9dnSc0xJgnoSH0vUdgn/k7pIhQWPo9BP30OWjLN0Lfd+RqP1WyDLlWFZjubgapRITbj6pC1aBtvbKNx7M1o7KYodxVA0r7ppCCg1z2obCrEOkZ0BathvbvTpc35EnlShoP8PWqeRUG6nbVaJ23cjO01Vtc3xgXHAilUW2jRpjF7HYvEnYV4lI6tMWrof27y3gTmqMc5UvD1KoB5Np3+BRKGsu1QySnXX0WyL7cCmWM5dasYuy7ucs874NWDaDUzXsfCGHUxtFWb4a2crPn7U9oCD0tHXKkUUMOJpNzucJuh7iQalwDW/e4nItSpXIwtW4MuWqs23OLUDXAZoO6eC20DduAy5lX54suDqV5PSiN68D+y2LoG3cAQQFXjkVTwOp+LHLcPlU1vmcWr4G2cbtLiCeVjoISXx/KXTVg//lP6Jt2QSoeBnO/h4BL6VCXroe+6+DV61+SIFevBKVdE8hlS+b7ujb2W/7OYaFq0Lfvg7p8A8SRU1dHOL6/2jeDFBpyXWWjvPmSUzCY8kFBB1PHjh3DwIEDkZmZiYULF3o93+0aTDkImx3QBcSZ84CuG52jhwQbnUbmJ50nIiIqhESWzXgb2MmzEHYVUliI0cxD1wusZrBQVQCS8drzCylG5+hX+skRZhNkfs/e9oQQxo+DmVkQ55ONzrKjiwMWE6CYnG/wE0IYwYGmQZy9YJy3keFGjQVFvu6/2RwdPIvkS0ZAZDYZfTrJshECaDrE6fMQug45KhwIDoSwGWELFMWYXpKMzsMVBeJMEsTlTKMmVakoQFUBISBOnweE0WQLAVajFoyqGvOcTjI6vQ60QioZBegaJLPZuHYlCeLkOQihQyoRadTOycg09pksQypR3FjWlXJ4vY2logAg15pG4srDvDh93jgG4cUghRcz5vMxVBZZNsBsMvZP2mVj/5SJBlQtzxqb15ZDiggFQkOMc+Y6wm1xJawXp85DqCqk4mHGCxmEcAYPN2ofCLsKKDLE2QsQ6ZeNWjplShhBToDFqLEkRI7Hw3hu0SHOJF15bgkDQgKNcyCXa0DY7MZ6T50DsuxASJDRyb+mQ6Rcgki+BMlqMY6Fpue7eZqw2Y23QZ46b4RAocGQIsIg7HajfIoMccLxHVQMKB4GSdeALLsR1gkY5bJaAEXJ3xs8cyoXfDt+QtOM4PdSGsTFS0Z5SkUaHcuz+d5NwWCqgBR0MBUdHY2yZcti2rRpqFevntfz3e7BFBEREREREREVHr7kFKy75oNly5YV6PLPncu7w0UiIiIiIiIiolsF618TEREREREREZFfMJgiIiIiIiIiIiK/YDBFRERERERERER+wWCKiIiIiIiIiIj8gsEUERERERERERH5BYMpIiIiIiIiIiLyCwZTRERERERERETkFwymiIiIiIiIiIjILxhMERERERERERGRXzCYIiIiIiIiIiIiv2AwRUREREREREREfsFgioiIiIiIiIiI/ILBFBERERUIYc+ErqkQ9iz3cbZM6JrmcRz5l1BtV/9fs7uOy/b52nF0e8t+3ngal9v54u25JOyZHofrug5h8zzOWL935+2NOqd11Q6hqTmUxeZyX7x23+iqHcKeBaEZy3C55q7sY5dhug6h2j2WXejGPVYIkUNZfNteXVVzPM66avd5eTfCzTiebstVbcY55+m7TbPn+N2W37J62ueO6T0e9/yux4/39Ly2X+iacZ5fcy4b4/Rc7z9FidC1HPeFcT/wfF+5FTCYIiIiohtO2LOA9GRIqg1C6BC2jKvjbJkQl85D0lXjj7Bs48i/hGqDSD595WFZhThz0BkGCHsWRNLxqw/MZw8zWCQAV67pMwc9P0DbMyHOHACuBCju47MgTh/I88HSeW5eE0Dpug5Js0OkJXkMp4Rqh7h4whkAiXNHcgwNRNLx6z6nhWqDZMsAMlLdHiKFPcsYr9qA9GRjXZrq3H6h2iHZM4DMdGNf6Zoxzp5l/DtzwNifly4Y5dV1QLNBXDoPkXHJNYDTNcCWCWSkAqp7OCXsV691b+iqHZJQIVLPQdht7uM0G5B+8aaGG8KeZRxPT+GMPcs4J29weYQ9C+LiKeP7KyvdJSwV9iyI88cgQQdsGRBqVrZxmTme57ldA0LNcjtOQrUZ22bLcN6Tr46zX7lvezjH7ZkQZw7lvL+8uA4LQq7bf+W8h3YlFFVtznNZ2DIhzh4CdBUi63KRD6eMazYDuJzifu/QVCAzDchKN6a7BTGYuk4JCQkYMmSIV9NOmzYN4eHh1z0NERFRYSbsWRBpScga3xu2r/tBEsL4RdOWYfwhmXIGtvG9YftmACRZgc5wqlAQqg3i/FHYxveCfdpgQFOhrpwJfe9a49id3g/buJ6wz3wV0FWof0+Cfngzw6nbnLBlQtu2GLZxT0D9a6LrA7Q9E9r62bCNfQLayu8B4RpOCXsWtM0LjHmXTcvxwVKoNti/fQG28b0hzh9xBlCOUMo2+TnYxveCSDnjEk4J1Q779Jeh/jEGAGD/eSRs43pCP7LV5bwVmh3274fBNvYJiFP78n1OC9UGZF2G7aunYfsy0eUB0xlK6TpsX/dF1pe9IdIvQlw8Cdu4J6Af3QbYM2Gb8DRsExIh2TKgn9oL29ge0DbOAWwZsM98Fdqm3yEFhUE78h+g2mD7+hnYxvcG0pOhn9hpBBNXQinbxKeRNT4R4tIFl3BK2G0QF47DNr4n7FOfz/OB3gilNNgmD7iyn087wylHKGWb2A9Z43tBXEq6KeGUsGdBP/qfcU/6eaRrOGPPgr5/HWzjekGd+8kNK48RhB2GbVwv2L97EZI5ACIjzQh87FnQT+42yvPD64DZCmReNoIleyb0HUthG9cT6qIJ11wjWdD+/d04ziu+uyaAyoI4d9RY5rcvOH8wUFdMh8hIhTi198o9+TXnDwbqgi+Mc3zXP67nuD0T+v4NRhnmfOS+v3IoX0ET9ixom+YZ2//PDPd9s/J74/6x/jdIisl53gtbJvR9a4xjPO9TSNYgaLv+KbLhlCOUsk24cu9IT75677gSStkmPAnbl08CmWm3ZDjFYKqQeeSRR7B3715/F4OIiChfHKGU7csngUvnIU7sMsIpSQJkkxFKTXgKuJwMcWgzbN8MgKyYjaYPDKf8xhlKTewDZFyCvn897N+9AHO31yAVLwtxeh9sk54BbBnQdy6H/YfXYX54JLS1vzCcuo05Qil11khACGjLpjnDKWHPgrZ+NtR5HwMA1IXjXMIpRyil/vauMe9fEz2GU45QSt+31ng4+7qfEU6pdmcoJY5sAdKTYfvqKWc45QilYM+E+bH3YZ/1NvQtCwDVBvu0wUY4daUWlf37YdB3LDWCoUnP5Cuc0h2h1MS+EGcPQlw4AduEJ6+EU3YjlBICtin9IU7sBlLPGQ+glgBYBs2AXKIibBOecplXLhYFU+cXoM75ENqWBbD0nQh12VRom/+AUq4mbD8Mgzi2HUhLgm3Ss5ACikFcOu8MpcSpfUDKaaNMjnBKU41Q6qunjGv9wIZcw6nsoZRzP0940gintKuhlDh5dZsKOpxyhFL2qc8Dqg36lgXOcEqoNuj718E+fSigq9DWzboh4ZQzlJrYD8hKg753DewzX4FkDQJ0HfrJ3bBPfg6wZ0LfvgT2/70JWAIBIaDvWAr7T28CQoe24jtn+OMIpdTf3gcAqIsmOMMpZyg1sQ+QmQZ931rYv30B0FUo1VtCkmTYpgy4ck9eBvvM14wadheOAboG+4+vO8MpRyhln/6ysU/W/+oMpxyhlP2n4W7lK2iOUEqdPcrY/oXjneGUI5RSF44zxs37GNr636DE1jH29741V7b5yjGe9ymU6vHQdi4vcuFU9lBKnNkPcfEUbBMSr4ZTV0Ipcf4oxPkjt2w4xWCqkAkMDESJEiX8XQwiIqL8kSTo25YAl847BznCKX3Xcmco5Rx3bAfEyT2QZRkwWfxQYAIASDK0f38HMi45Bxnh1IsQp/bANvk5o4mBY9yBjRAXTkCu1hza2lmAyeyPUpO/mSzQ1v0KZGsmpi2bBnXBF9D+meEMpZzjNv9h3COO74C25n/OUMpB3zwf0HXnZ2HPhDh3GPrhLVcXciWc0ncsvRpKOaQnQ9+6EJAV2H99F/qelZCrtYBIuwB975qr010Jp7StC2Gf+aoRSjnYM6Ft+A1QTD7tCkno0A9uhDh36Gr5rwRM+q6VwPkj0I9tM8Iih9RzsH3VByLpOGxfPwNx9qDLvNreNVBqtTWuz03zgGKRkGNqQVv/G2AyQ8pexrQkI1Q7tuNqKOWQchr67n+ArMvGffhKKOWgH90GcfaQxwd6SWgQJ3ZBHN/hsp9tE56EvnPF1VAq2zbpO5a6HNcbTjFDW/cLkK28+pYFsP80HNqm352hlIO2c5nxIC90DwvzkqwYxyAr7eo6966BfcYr0Lf/7QylnOP2r4dIOQ1ICtR1vwDZ1q2t+A7q/DHQVv/oDKWc4/6db0wrKcY9OTPb+q6EU+LUHtimDfZwTz4OuXqrKwM0aOuu3JtNFuM+nX2frP8V6m/vQ9vwmzOUci5r22KXJnMFRjEZ53I26sLxUP+aBHXpN85QylnmTXMBSYZ+ZIszlHKO27kMyEyHVLYGRNIxv/R3lm+aCv3Qv67X/8VTyPqyN/Q9q5yhlHNc0lEjqL/FgilJFPgZd+tIT09H//798euvv6JYsWJ4+eWXMW/ePNSrVw9jxozBxYsXMXjwYMybNw9ZWVlo1aoVvvjiC8TFxQEwmukNGTIE06ZNw9ChQ3Hs2DG0atUKkydPRkxMjMs0ycnJXpcrNTUVYWFhSElJQWhoaEFsOhERkdeE3QZ1+VRof32d+4QmC8y9PoMcWw8wmSApDDf8Sah2qPM+MR5mcmMNhuWpcRCZadDW/wrzY6MgMZi6Lem6Dkm1XQlEtuc6rVSiIizPfgP91B7YJz3rPj4yBpbnpgEBIS6Bi7BlGrVRpgxwefD3RIl/AqYOA2CfNRL6lj+NgbIJ5kffhVSiEmxf93MJxj2R694D88MjfL4fCV0DVBu0rYug/vqOezATFA5L368gzh2G/cc38nyoNHV+AUrtdrB9/QxgDYKlzwSoK6ZD378Wlqe/hMjKgDi5C/bvXwPy6BDZ1GEAlPpdjfDr/BHXkeYAmJ8aB7lcDUhmq+dts2VCP7jRqHGTR80j0939obTsmeOybhSh2Y1Qcefy3CcsFgXLc9MgFYu67vuUUO1Q53wAbcPs3CcMCIHl6fGANRgoXg6S0N1DVA+kqFhYnptqXAOyAqHZoc792AjhcmMNgeWpsRAZqbDPGAqoNkgV74LlqXHO4+BS8zC3MkSUhqX/NCA43DX4LABC141aihP7QJzck3u5St9x5Rr4Dtryb11HFouCpf9Uo/lk6llIJSoV+Pl3o11bcy1HkgTTfW9AubNTkdhGX3IK1pjywdChQ7F8+XLMmTMHixYtwrJly/Dvv/86xycmJmLjxo2YO3cu1qxZAyEEOnXqBLv96g388uXLeO+99/Ddd99h1apVSE5OxqOPPuqPzSEiIioQktkCU6snobTrl/NEDKUKHclkhqnry1AaP5jzRAylKBtZliFMFlj6ToQUUyvH6fIbSgGAZAmAXKYazE+PB8wBOa7DYygFALoKfe8aSJHlYOn/DRAUnvP25DOUAgBJVgCTBUrd9jDdPxyQJNcJLicbze2iK8D8+AeArOS4rLxCKXXJFNi+eAxSWCljWbkECKYOA68rlAKuHINKDWDu+QmQy765WaEUAEiKGeYeH0Ku0SrniW5gKAVcuUd2ew1Kw+45T5QtlJIiykC+UmPJ0udLSLH1cl72NaEUYGyj6d6hUBo/kPP6vAiljLJbYO49GnJck5zLcBNDKQCQZBkwB8DyzGRIZarmPN0tHkoBgGS2Qq7ZGuZH3gGkHCKaIhZK+YrBlJfS0tIwZcoUfPLJJ2jbti1q166Nb7/9Fqpq/EKxb98+zJ07F5MnT0Z8fDzq1q2LmTNn4sSJE5g9e7ZzOXa7HePGjUPTpk1Rv359fPvtt1i9ejXWr1/vdVmysrKQmprq8o+IiKgwkcwWmNr2g1yztcfxpnsGQa7UALBYGUoVIpLJDPN9wyDF1vU43nzf64DZAvucj2B+/AOGUmQ0wzVbYen7VY7BkaXvRMASZNS48Tj+KyCwWI4Pw5IlAHK5GjDd+4rnMlRpDHPnF2Cf+7FrKAVAKlsNpgeGQzJbIRUvawQ5ntZRsjLMj75zXfcjI5yyQrmrE5Tmj7lPcDkZ2taFkKvHw9Smj8dlKPW7QmnyEGyTnoVIPgXL019C2/wHtJUzYOn7NbRtf0FbORPISIVtynPGfmnnHvYBgFy3A5SE3rD/9bV7KAXA1OUlyOVrefWQK1kCIMc1hqnDAM/rqtUGSpunbuoDs6SYYX7iY0jFy3ocb+n1GaTQ6Bt6n5JMZpgfGA6pXE2P4833DwcCQyFFxzr3hSRJV8KpK7WoPJW171cuoZRzfYoZ5vteh1S+dg7rex1QzM5QCoHFYHl6vMfjYIRTY4CQSM/LenIsEBJxU0IpZ5lk2ehnrd/XgOxhvbICS7+voe1Y5h5KAbD0/ARScDj0AxsglaxSpAMbyWyFXLsdlPgnPI5XGj8IpcG9RXobc8NgyksHDhyAzWZD48aNncOKFy+OqlWNdHfXrl0wmUwu4yMjI1G1alXs2rXLOcxkMqFhw4bOz9WqVUN4eLjLNHkZNWoUwsLCnP8czQCJiIgKC2HLhDh3BPqhzR7Ha5vnA5rdaI7CTs8LDWHPgn6l3y9PtA2zIUWWhxxbB/quFS6vSqfbmJoFbcOcHJvaqSu/B6BDrtLY8/h/Zrr0LXUtXdeNDtI3zvU8/tgO6Cf3wNS2D2AJchknzhyCfnjLlT5nBLTVP3pchjh/1Oin53o78tfsRl9XOTQxk0KKA7YMaP8t8jz73jUQyaehJCQanVGvmwWlbgdIxctBWzvL6Pg6qjwAGDVpTFZo/y30uCz9wAaICyehVGnosRaGtnGO0WG2Fz276KrdaKp4TfDnHH/oX4ik4zf9jW76nlUQyac9jjfOuxvba42wZ0E7shXizAGP47UNsyEVi4K4dMH1/qjaoG36A8hK91zWVd97bN5p3JO3u/YZ5rK+OZCiYyHXbGMMyLgEbfN8j+exsGdB3/43kH7B87JWzsy9GVlB0VS3PrCcdA3amp+gVI+HFF3BbbS6+iejFp81yHixQhHupcjR0blLn3fZaLv/AdIuOt/Wd6thMFUEDRs2DCkpKc5/x44d83eRiIiInIQtEyL5NGxfPZ1jfy7Z39YndJ3hVCEg7FkQp/cbb9/LIWDQD2yAffpLMHd/DdrOZdD3rGY4dZsT9kyXt+95oi033tZnfuQdyLXauo9f9T3UP8d67LBY13XXt+95kmV0iI70ZFhemuUaTqlZV8IoAfvM16DvXJZDIe1X39aXz3BK2LOMmkxf9YG4cMJtvKldPyh1Oxhv3zp7yMMSAFw6D9ukZyBXuBOm+/8P6l8Toa3/DZZ+E6Ftmgtt0++w9PsaSqcXYIp/ArbJz+YYWiDtAmwTnoJUsgrMD490C6fEse2wTXrWeFtfLg/0unrN2/c8cbytL/n0TXuj29W373nur0vf+qfzbX03bJ3Z3r7ncZ37rr6tT2SkXXkrXha0Tb9Dnf2+x3kAQFsx3e1teMY9eZ/RpDOn9e1fB/uMoTDf/wbkuvcAANRf34W2ZYHLeezah5HnY62t/835tr6bRag24+17f47NcRp10QRo63+Fpd9Et3BK37IA9lkjocQ1hbZ/3c3ptL0AON++92UiRFIOz/bJp13f1neLYTDlpcqVK8NsNmPdunXOYRcvXsTevXsBANWrV4eqqi7jk5KSsGfPHtSoUcM5TFVVbNy40fl5z549SE5ORvXq1b0ui9VqRWhoqMs/IiKiwiDHUEoxQ67c0HXabOGUrmkMp/zIJZTKfhwsQZAq1HOZVt+/3ginur0GbfvfDKduYzmFUlJEaUglKroM05ZNg/r310Y41aAbpJKVXcevnOkWTuUWSkkV73JtOpiZLZwaOtvZl5RctQXMD42A/fthbqGUFFMLCMz2d/SVt/XlJ5xyDaWOZ1uJBDmuCZTWT0Fp/KDRRC/b27cAoymiS59TqeeuhlP3vQF18VdXw6mNc6D9+wdMTR+E7ee33EIpuUoj1z6n0pKMvq3KVIP54beNJtTZy310W67hlK7acgyl5MoNXfucuknhlGsole0BPTgCUlnXZyp9y4IbEk7lGEpZg92aPut7r4RTAUazPY+hVHgpSCUquQzSVnznDKdyDKWswW59Ven71l4Np2rfDQjhEk7l2LF2sShIpe9wLcP6X29aOJVTKCVFxkCKdG0RdPUa+BpyjQSXcS7h1L41RS6cyjGUunLvyB4oi4unbtlwisGUl0JCQvD0009j6NChWLJkCbZv347ExESjXT2AuLg4dOvWDX379sXKlSuxdetWPPHEEyhbtiy6devmXI7ZbMagQYOwbt06bNq0CYmJiWjSpAkaNWrkr00jIiK6cSQJ+sENrqHUlU5XLX2/cusQXZw9BHHuMGRJyrVTXSpgkmw0E8geSlmDYXl6HKzPTnHrfFc/uQci5Qzk2HrQtv3NY3e7UszuYU90BVgGfQ/LwBluHaLre9cCkgTzva/AMmgGpIp3uo7ftw4QV2u/SJoN4sIJiNP7XVfb4glYn5nk3iF6Zhr0vWshBRaD5dlvgMBikGPrGE3rrnlroFz3Hliem2p0up69Q3TVZmxTLp2TeyQE9OM7IZJPZdsZEkwPvAnL0+OhNLof+un9brUhTF1egqXPlzA/+p7rOi+dhzi2DXLFu4zrc88qo++ikpWg7foHkE2QrumTx9RhACx9JsDc81O3cEo/shVy9Zaw9JsIJeFJ16KfOQiRdMLjG/ckXXfep13WdfezsPT9yr1D9PRk6Ac25lgr54ZQFOjbl7iGUsWiYBk4HZYB37p1iC6ObAGyLhtvgcsvWYa+6x/XkCggBJanv4Tl2cluHaLrJ3ZBpJ43vhN3LHEZJ0XFwvr898Y14BYyrTH2nSQbx9kllDI6Vrf2nwKl0f3XrG83ROpZyI5rSghjHykmQDFB2/63aygVXgrWQTNhGfidW4fo+sFNNyfckWRou1a4Dip9ByzPz4Tl+e/dOkTX9qwCgsJgfuIjyNVbuowTR7YCtsuQoisaTTuLUmija8bxu3jNveO+N2B5erxbh+gi+Qz0Y9vyfLNnUcNgygcff/wx4uPj0bVrV7Rr1w4tWrRA/fr1neOnTp2K+vXro0uXLmjatCmEEJg/fz7M5qs366CgILz66qt4/PHH0bx5c4SEhOCnn37yx+YQERHdcJLZCqX+vTB1ftEYkO3te0JTXd/WZw4w3lQUXQEwW25qh6vkSjKZYWr9NJRWicYA59v30mH/czxMXYdefVtfUBgsfb6COHsQ+uHNxlvMfH2Ip1uCJCswP/mFszakFF3BeEOWNcjtbX1SmWqwPDPJCAcUE6CYYXlqvDOckkpWgaX/FJeQQzIHQIooA8szXwPWEABGKGW6x+iAWy5T1SWcMrV7BkrzxyCZLJCKl4blmSlQ/5kB7cB6WJ6dDBSLMuZzvH1Pkq+8iezq2/qURvfD1PkF3+9HJgvkKo1gfux9I2C6EkopdTtA6Bqk4HBIJSu5BDmmri9DqdsBWeN7QyodB3OPj1zmlSrWN2o7xdSE5alxUH//DCI9BZY+4yGyLkNp8ThgMjpCNnUYAKXBvRDpF6+8Qe9qOGW69xUoddpf/dyu39VwyhpsNJGKLAfJZHE/xpYAoyngU2Ov7ue7n4XSspexL695W5+p61Aod3Uu0A6aJdkE0/1vQK7X0RiQ/e17suLytj4porQRPlqDjY6287tOxWycXy16GAMCQmB5ajwQEAxoquvb+oLDjQ7/rwRn2d+Gl/3te9e+rU8qHQfLM1MAxWTck9s87dzPsIbA8szXkEpWhm3W2zB1Gnw1nAoKh6X/FEih0dDWGM+V8h3NYO75KSRZMfbJY+9ffRlJeClYn/v2ytv3zJ7LZw4wOm0vSLJibH/5Ole2/w7jOjUHXnlb3yRnOCWVr21879gyIVLOwtzjajglRZSBpf83ELZMSJpq1NgsQi/mkMxWyBXrGdeRbHJ5+x4A17f1STLMj74H+Y5mt1wn6JIoSvXcbgMTJ07EO++8g+PHj+c98RWpqakICwtDSkoKm/UREVGhIOxZ0Nb9AqlERcgV6hl/aF95cBF2G7R/pkOu3ABSqTjAZOab+QoJodqhLvsGSvVWkCJjoC4cB1PnFyGZzMa4xROg1L8XUrFIqH9NhKnTYB47glBtUOd+BNM9zwPWIGeoo+s6JNUGdd4nMHV5EUKSISkm53ghBKDaoM79GKbOQwBLoMeQU9gyIc4fgbZ9CUxtnnYJUIQtw6jBd2gzlBY9IJmzjVNtEOePQdvyJ0xt+0CkXYD2zwyYOg9xOW+FaoO4eAraht9g6jAg3+e00HVAzTKat2alG52WX3l4FLpm1ELJTIM4vR/i3BEoje4zml3N+wSmzi8AsmJ05p2VbgRJug71j89g6voyBCRo8z6G6d6XoaecM8K3oDDoJ3ZCHN8JpX5XowZFYCgkxWQ03zqwwehIvV5H4x6c7UFWqDaoy6YZnUqXqJTnQ66wZRrrOrIVSvPHXZdly4R+aBNE0nEoDbvftAdmodmhzv/cOO7FolzCCKHZoc771OgQPyj8hv3wIVQ71L8nQandFjBZjRDEcYxVO9RF442ASogr4wKujLtynt8z0OXte67XwAuAJcDlGhCqDerSb6DUbG38iKOYjM7z1/4CpcXjUBd9CaVhN0gRZYzgIvMS1EUTYOo61C2cce6TNn2uhFIm1/V4KF9BM7Y/C+rcT2Dq8gJgDnQGiELXAXsG1N9HX7kGBHD2EKSSlSGZrcb+/v1TmNo8DaGYgUtJkKJiPAasRYGwZ0LfvwHi0nkod3ZyvcauNMeEJEOu0arIhFK+5BQMpgqRY8eOYeDAgcjMzMTChZ7fruEJgykiIiqMhD3LaDpgsrj9kStUm/EQpZhZU6qQEardOG6yAsgypOxNCDTVGCdJgCSzphQ5CSEAXXO7nnVdhyzL0DUVEuA2Xghx5SUIWq7nk7BlAoriMTQStgxAVjw+kArVZpyrisk4t2XP52326a6H0HVnk7hrHx6FrhlNjIRurMtsha6pkBWTMQ7SlXkFIJsghA7ZZDH2rdAhyQp0VYUkS4CuG4GxPcu4HmWTMU32sCFbP1meHmQd17q3D7nClmnsP0/72ZYJSNJNf2AWuubcF27jhG6Mu8HfMUKzA5rmcV8ITTWOsYd9kf04Xjs8t2vg2uMkdM04fyTJeU92lENoqtt922VZuu52nuRVvoJ2dft1t1ptjmG6aoNkTOwa2DiuN1k2xhXRUMrB6K/R83XkuJ6LSigFMJgqsqKjo1G2bFlMmzYN9erV83o+BlNEREREREREVFj4klPwJ8pC5Ny5c/4uAhERERERERHRTcPOz4mIiIiIiIiIyC8YTBERERERERERkV8wmCIiIiIiIiIiIr9gMEVERERERERERH7BYIqIiIiIiIiIiPyCwRQREREREREREfkFgykiIiIiIiIiIvILBlNEREREREREROQXDKaIiIiIiIiIiMgvGEwREREREREREZFfMJgiIiIiIiIiIiK/YDBFRERERERERER+wWCKiIiIiIiIiIj8gsEUERERERERERH5BYOpm+jw4cOQJAlbtmy5rmmIiIiIiIiIiG4FDKYKmZiYGJw6dQq1atXyd1GIiIjoNiZ0/YZOR4WHEHkfMyF0r6bzdnmFVUFuoy/Lzm1af+/fa9d/O98bCsO2++u69Ne2e3u/uhXcTtt6LZO/C0CuFEVBqVKl/F0MIiIius1JsoztUzpCs6XnOI1iCUatpxfcxFLRjSBJuR/b7Mf1Vj8H8toXQP630ddlb5t8D3T75Ruy7hsp+3YERN6Bqg9PvuXPi5wUhvtiQZ6zua7XT9vuy/2qqLudtvVarDF1jYSEBDz//PN45ZVXULx4cZQqVQojRowAAAghMGLECJQvXx5WqxVlypTB888/75xXkiTMnj3bZXnh4eGYNm2ay7Ddu3ejWbNmCAgIQK1atbB8+XLnODblIyIiosJCs6VDz+Vfbg8oVLjldmyzH9fb4RwoyG30Zdm6/XKh3b/O7VAzXD/fwudFTgrDtvurDIVxvbfauXY7bWt2rDHlwbfffosXX3wR69atw5o1a5CYmIjmzZsjJSUFo0ePxo8//oiaNWvi9OnT2Lp1q8/LHzp0KMaMGYMaNWrgs88+Q9euXXHo0CFERkZ6NX9WVhaysrKcn1NTU30uAxERERERERGRv7HGlAd16tTBW2+9hbi4OPTq1QsNGjTA33//jaNHj6JUqVJo164dypcvj0aNGqFv374+L3/gwIF44IEHUL16dUyYMAFhYWGYMmWK1/OPGjUKYWFhzn8xMTE+l4GIiIiIiIiIyN8YTHlQp04dl8+lS5fG2bNn8dBDDyEjIwOVKlVC37598dtvv0FVVZ+X37RpU+f/m0wmNGjQALt27fJ6/mHDhiElJcX579ixYz6XgYiIiIiIiIjI3xhMeWA2m10+S5IEXdcRExODPXv24Msvv0RgYCCee+45tGzZEna73TmdEMJlXse4G8lqtSI0NNTlHxERERERERFRUcNgykeBgYHo2rUrvvjiCyxbtgxr1qzBtm3bAADR0dE4deqUc9p9+/bh8uXLbstYu3at8/9VVcWmTZtQvXr1gi88EREREREREVEhws7PfTBt2jRomobGjRsjKCgIM2bMQGBgIGJjYwEAbdq0wbhx49C0aVNomoZXX33VrfYVAIwfPx5xcXGoXr06Ro8ejYsXL+Kpp5662ZtDRERElCvFEnxd46nwyu3YZR93O5wDBbmNvixbNgfd0HXfSI5yyKZAl895TX8rKgzb7q8yFMb13mrn2u20rdkxmPJBeHg4PvjgA7z44ovQNA21a9fGvHnznG/T+/TTT/Hkk08iPj4eZcqUweeff45Nmza5LeeDDz7ABx98gC1btqBKlSqYO3cuoqKibvbmEBEREeVI6DpqPb3Aq+kkmZXwixIh8j62QugA4N05IHRIUtE8B7zZF47pfN1GX5YNALX7/HnD1n0jXbsdt/O9oTBse0Ges7kuz0/b7u39qqjeg7K7nbb1WpK4tlMk8qs9e/agWrVq2LdvH6pUqeLVPKmpqQgLC0NKSgr7myIiIiIiIiIiv/Ilp7j1orYi7MKFC5g1axZCQ0MRExPj7+IQERERERERERUoNuUrRJ5++mls2rQJEyZMgNVq9XdxiIiIiIiIiIgKFIOpQuS3337zdxGIiIiIiIiIiG4aNuUjIiIiIiIiIiK/YDBFRERERERERER+wWCKiIiIiIiIiIj8gsEUERERERERERH5BYMpIiIiIiIiIiLyCwZTRERERERERETkFwymiIiIiIiIiIjILxhMERERERERERGRXzCYIiIiIiIiIiIiv2AwRUREREREREREfsFgioiIiIiIiIiI/ILBFBERERERERER+QWDKSIiIiLKFyF0r4YR3QyF5XzMTzkKS9m9UZTKWpBu1f1Q2LersJeP8sfk7wIQERERUdEkSTL++r4jVHs6AMBkDka7xxf4uVR0uyos52N+ylFYyu6NolTWgnSr7ofCvl2FvXyUPwymCplly5ahdevWuHjxIsLDw/1dHCIiIqJcqfZ05wMCkb8VlvMxP+UoLGX3RlEqa0G6VfdDYd+uwl4+8h2b8hERERERERERkV8wmCIiIiIiIiIiIr/wezCl6zo++ugjVKlSBVarFeXLl8d7770HANi2bRvatGmDwMBAREZGol+/fkhLS3POm5iYiO7du+P9999HyZIlER4ejrfffhuqqmLo0KEoXrw4ypUrh6lTpzrnOXz4MCRJwo8//ohmzZohICAAtWrVwvLly13KtXz5cjRq1AhWqxWlS5fGa6+9BlVVneMrVKiAMWPGuMxTr149jBgxwvlZkiRMnjwZ9913H4KCghAXF4e5c+e6zDN//nzccccdCAwMROvWrXH48OHr3KNEREREN56nzmU1zQZdtzs/67odmmbLcz6iG+Hac8ub89HTfDeyDN6WIz9lLywduRfWshakW3U/FPbtKuzloxvH731MDRs2DJMmTcLo0aPRokULnDp1Crt370Z6ejo6dOiApk2bYsOGDTh79iz69OmDgQMHYtq0ac75lyxZgnLlymHFihVYtWoVnn76aaxevRotW7bEunXr8NNPP+GZZ57B3XffjXLlyjnnGzp0KMaMGYMaNWrgs88+Q9euXXHo0CFERkbixIkT6NSpExITE/Hdd99h9+7d6Nu3LwICAlyCJ2+MHDkSH330ET7++GOMHTsWPXr0wJEjR1C8eHEcO3YM999/PwYMGIB+/fph48aNeOmll/JcZlZWFrKyspyfU1NTfSoTERERka+u7XAWMB4I9GwPBLpmw8LvWkGWzQDYKS0VrGvPybzOR+DGn5PXc10s+d/9sGWc92mem43XveFW3Q+FfbsKe/noxvFrjalLly7h888/x0cffYTevXujcuXKaNGiBfr06YPvv/8emZmZ+O6771CrVi20adMG48aNw/Tp03HmzBnnMooXL44vvvgCVatWxVNPPYWqVavi8uXLeP311xEXF4dhw4bBYrFg5cqVLuseOHAgHnjgAVSvXh0TJkxAWFgYpkyZAgD48ssvERMTg3HjxqFatWro3r07Ro4ciU8//RS67lv6mpiYiMceewxVqlTB+++/j7S0NKxfvx4AMGHCBFSuXBmffvopqlatih49eiAxMTHPZY4aNQphYWHOfzExMT6ViYiIiCg/HB3OOv7pHmqj6JrNZRqiguTr+VgQ52R+rwtNvVwkriVe94ZbdT8U9u0q7OWjG8OvwdSuXbuQlZWFtm3behxXt25dBAcHO4c1b94cuq5jz549zmE1a9aELF/djJIlS6J27drOz4qiIDIyEmfPnnVZftOmTZ3/bzKZ0KBBA+zatcu57qZNm0KSJJd1p6Wl4fjx4z5tY506dZz/HxwcjNDQUGdZdu3ahcaNG+dYrpwMGzYMKSkpzn/Hjh3zqUxERERERERERIWBX5vyBQYGXvcyzGazy2dJkjwO87WmU15kWYYQwmWY3W53m64gymK1WmG1Wq9rGURERES+MpmDXT5f26QCAGTF4tKkgqggZT/H8jofr52+IMrgTTkc0yumIOf/F+Zride94VbdD4V9uwp7+ejG8GswFRcXh8DAQPz999/o06ePy7jq1atj2rRpSE9Pd9aaWrVqFWRZRtWqVa973WvXrkXLli0BAKqqYtOmTRg4cKBz3b/88guEEM5aU6tWrUKxYsWc/VRFR0fj1KlTzuWlpqbi0KFDPpWhevXqbp2hr127Nt/bRERERFRQhNDd+u3QrvTt4XhIkBULOvRaDkWxuMwnSX5/3w7dgq49J705Hx3z3ahz8nquizYP/+rzPDf7WuJ1b7hV90Nh367CXj66cfx6tAICAvDqq6/ilVdewXfffYcDBw5g7dq1mDJlCnr06IGAgAD07t0b27dvx9KlSzFo0CD07NkTJUuWvO51jx8/Hr/99ht2796NAQMG4OLFi3jqqacAAM899xyOHTuGQYMGYffu3ZgzZw7eeustvPjii85mg23atMH06dPxzz//YNu2bejduzcURfGpDM8++yz27duHoUOHYs+ePfj+++9dOnYnIiIiKiw8/ZGvXFMbRZbNbiEAHw6ooFx7bnlzPnqa70aWwdty5Kfs/riWeN0bbtX9UNi3q7CXj24cv7+Vb/jw4TCZTHjzzTdx8uRJlC5dGs8++yyCgoKwcOFCDB48GA0bNkRQUBAeeOABfPbZZzdkvR988AE++OADbNmyBVWqVMHcuXMRFRUFAChbtizmz5+PoUOHom7duihevDiefvpp/N///Z9z/mHDhuHQoUPo0qULwsLC8M477/hcY6p8+fL45Zdf8MILL2Ds2LFo1KgR3n//fWdARkRERERERER0K/N7MCXLMt544w288cYbbuNq166NJUuW5Divp9pFy5Ytcxt2+PBht2HVq1fHunXrclx2q1atnG/P8yQ0NBQ//vijy7DevXu7fL62DyoASE5OdvncpUsXdOnSxWXYk08+meN6iYiIiAqT7P15sG8P8rfCcj7mpxyFpezeKEplLUi36n4o7NtV2MtHvpOEp/TkFnb48GFUrFgRmzdvRr169fxdnBsiNTUVYWFhSElJQWhoqL+LQ0RERLcJT/14sG8P8pfCcj7mpxyFpezeKEplLUi36n4o7NtV2MtHV/mSU/DoEREREVG+eHoQ4MMB+UthOR/zU47CUnZvFKWyFqRbdT8U9u0q7OWj/PF7U76brUKFCh6b2BERERERERER0c3FaJGIiIiIiIiIiPyCwRQREREREREREfkFgykiIiIiIiIiIvILBlNEREREREREROQXDKaIiIiIiIiIiMgvGEwREREREREREZFfMJgiIiIiIiIiIiK/YDBFRERERERERER+wWCKiIiIiIiIiIj8gsEUERERERERERH5BYMpIiIiIiIiIiLyCwZTRERERERERETkFwymiIiIiIiIijBNs0HXVX8Xg6jQ0XUVQuhQ1Sx/F4VywWCKiIiIiIioiNI0G7bsmo4/l78ATbP5uzhEhYauq8iyXcL//ngYZ87/x3CqEGMwRUREREREVAQ5QqkNW8fj6MlVWLjiJYZTRLgaSv22MBEXUw5i/tJBDKcKMQZTRERERERERUz2UMqB4RSRayiVmnYMAKDpNoZThRiDKSIiIiIioiLEUyjlwHCKbmeeQikHhlOFF4MpLyQkJGDgwIEYOHAgwsLCEBUVheHDh0MIAQC4ePEievXqhYiICAQFBaFjx47Yt2+fc/4jR46ga9euiIiIQHBwMGrWrIn58+c75+3Roweio6MRGBiIuLg4TJ061S/bSUREREREhVtuoZQDwym6HeUWSjkwnCqcGEx56dtvv4XJZML69evx+eef47PPPsPkyZMBAImJidi4cSPmzp2LNWvWQAiBTp06wW63AwAGDBiArKwsrFixAtu2bcOHH36IkJAQAMDw4cOxc+dOLFiwALt27cKECRMQFRWVa1mysrKQmprq8o+IiIiIiG5t3oRSDlfDKftNKBmRf3kTSjkwnCp8TP4uQFERExOD0aNHQ5IkVK1aFdu2bcPo0aORkJCAuXPnYtWqVWjWrBkAYObMmYiJicHs2bPx0EMP4ejRo3jggQdQu3ZtAEClSpWcyz169CjuvPNONGjQAABQoUKFPMsyatQojBw58sZvJBERERERFWISMjMveD11lu0ShNAhhIAkSQVYLiL/EkKHqmVCVTO8ml4XGjJtKQVcKvIWa0x5qUmTJi4386ZNm2Lfvn3YuXMnTCYTGjdu7BwXGRmJqlWrYteuXQCA559/Hu+++y6aN2+Ot956C//9959z2v79++PHH39EvXr18Morr2D16tV5lmXYsGFISUlx/jt2LPdEmIiIiIiIij5FMaPJnUNQq+pjeU5bMqoOurb9CopiYShFtzxFsSAoIAr3dZiGoIDcWyBJkoJ2zd9HbJl4mEzWm1RCyg2DqZugT58+OHjwIHr27Ilt27ahQYMGGDt2LACgY8eOOHLkCF544QWcPHkSbdu2xcsvv5zr8qxWK0JDQ13+ERERERHRrU9RzGiaRzh1NZSyMpSi24aimBEUGJ1rOOUMpcq2ZChViDCY8tK6detcPq9duxZxcXGoUaMGVFV1GZ+UlIQ9e/agRo0azmExMTF49tln8euvv+Kll17CpEmTnOOio6PRu3dvzJgxA2PGjMHXX39d8BtERERERERFUm7hFEMpup3lFk4xlCq8GEx56ejRo3jxxRexZ88e/PDDDxg7diwGDx6MuLg4dOvWDX379sXKlSuxdetWPPHEEyhbtiy6desGABgyZAgWLlyIQ4cO4d9//8XSpUtRvXp1AMCbb76JOXPmYP/+/dixYwd+//135zgiIiIiIiJPPIVTDKWIPIdTDKUKN3Z+7qVevXohIyMDjRo1gqIoGDx4MPr16wcAmDp1KgYPHowuXbrAZrOhZcuWmD9/PsxmMwBA0zQMGDAAx48fR2hoKO655x6MHj0aAGCxWDBs2DAcPnwYgYGBiI+Px48//ui37SQiIiIioqLBEU4BwLmkHQyliK7IHk7NXvQUmtV/iaFUISYJIYS/C1HYJSQkoF69ehgzZoy/i+JRamoqwsLCkJKSwv6miIiIiIhuM5pmByAgy2aGUkTZOK4NIQRDqZvMl5yCNaaIiIiIiIiKMEUx+7sIRIUSr42igX1MERERERERERGRX7DGlBeWLVvm7yIQEREREREREd1yWGOKiIiIiIiIiIj8gsEUERERERERERH5BYMpIiIiIiIiIiLyCwZTRERERERERETkFwymiIiIiIiIiIjILxhMERERERERERGRXzCYIiIiIiIiIiIiv2AwRUREREREREREfsFgioiIiIiIiIiI/ILBFBERERERERER+QWDKSIiIiIiIiIi8gsGU0RERESUJyGEv4tAdN18OY9zm/ZGLed65vfnNVlY7weFsVyFsUwOhblsdHthMEVEREREXhCwaZn+LgRRvtm0TAihezWtEAKSJEEXmsfxkiRB1WxeLcuXaXOcX7e7DDOuRf+ECjYtC5Ik+WXdubFrWdCE6u9iuFB1e6HcV4Bv1wNRQWMwVQglJCRgyJAh/i4GEREREQDjgW/dkd9hUxlMUdGVlnURW08uhd2LkEjT7Zi/a6LHGiU2LRN/7p4EScr7UcqmZWLRnm+AfIYTjvkluM5vVzOx7sjvsGtZ+Vru9dB1FSsO/K9QBdW60HEu7RgOnt8MTS884ZQECYv2fFOo9pVDelYytp5cel2hKdGNwmCqEPr111/xzjvv+LsYRERERAAAAYE528dgzvbPC+UDFlFe7FoWfvnvE/y2bXSeNVh0oeHIxZ1YsGsidp5Z5VJbSdM1nE8/gfk7v8K6I/PyDGvTspLxx86vsOLAT7DlI0RKzTyPP3ZOwMqDs5whlE3LxOztn2PO9jEQN7nWlE3LxB87J2DejrGFKgDShYaft36AWf997O+iONm1LPxz8Gf8sXMCLmUm+bs4Lq5eD5/lOzQlupEYTBVCxYsXR7FixfxdDCIiIiLY1Ews3D0FabZkrDsyDykZ59gvCRUpuq7hdOpB/HdyKS5mnMozJBJCYNZ/HwEAfvvvM5faSkJo+GXrRxAQ+GPXhFxrTdm1LPz63yfQhYo/d0+CyKFZYM7z2zBr68fQhYb5uydCCB1CCKRknMe6I/OQZkvGwl2Tb2pNxgzbJfxz8H/IVNPx+47xhSKo1nQV+85txP7z/+JU6gFsOrbQq1pxBU0IHQt2fw1daJi19eNCUSbgyvVw6RC2nlyCixmnsXz/D4XiONLtjcFUPui6jo8++ghVqlSB1WpF+fLl8d577wEAtm3bhjZt2iAwMBCRkZHo168f0tLSnPMmJiaie/fu+OSTT1C6dGlERkZiwIABsNuv/hLDpnxERERUGNjUTKTZLmLp/pkAAAEdP215H7pQoWr2POYm8j9Vs0GHjv9t+cA57M/dk5Clpnt8GLdrWdh07E8cT94NADiXfgzLD/wIVbNB1WzYfWYt9p7bAMCozbRg10Souh2a7ho62bRMHL24C1tPLgEAZNgvYc62z6Hpao79Vl07/6Gkrdhx+h8AgCKZcDR5F3Sh4n9b3oeA0TfQ0gPfI812scDDKU1Xoekq/rf1A2c/TqsO/YKLl0/7tYmvXbNBFxp+/e8T57C5O76Aqtv8FrboQoem2zF3+zhctqUAALafXoHDF/7zewCkana362HhnsnIsl/2e9no9iYJ/uTls1dffRWTJk3C6NGj0aJFC5w6dQq7d+/GY489hri4ODRt2hQjR47E2bNn0adPH7Rs2RLTpk0DYARTv/32Gx5//HEMHjwY+/fvxyOPPIIxY8agb9++AIxgql69ehgzZoxX5UlNTUVYWBhSUlIQGhpaQFtNREREtwu7lgUBgYW7JmPpge9hv+aBJTo4BvfVeRE1SjaDJCmQvehrh+hmMoIiga0nl2D2ts9xMeOUy/gAUzDa3dEbbeJ6ATBqSaXZLuKX/z7GfyeXui2vWommuL/Oi7AoAZi3Yxz+Pb7I2YyuStRdeLDuK4gOKQ9FMiFTTcfsbWOw/ujvbiFUbEQtPFT3VZQJi4NZsbitx6ZmwqZlXJn/D1hMAWgT1xNt43pi55nVmLdjHM6lHXWZx6wEoHXlx9Gheh9IkGBWrNez61zoQocuNOw/twm//PcJTl866DLeJJsRX+lhdK7RH7Ikw6wE3LB158bRjHD90d/x+84vkZp53mV8kDkU91Trh5aVH4YQAibFfFPKZdeycCr1IH7e+iEOX/jPZZwEGY3Kd0b32kNgUQJhMd2cfQW4Xg9ztn+OC5ddrwerKQjt4nqj7R29AcDjuUnkK19yCgZTPrp06RKio6Mxbtw49OnTx2XcpEmT8Oqrr+LYsWMIDg4GAMyfPx9du3bFyZMnUbJkSSQmJmLZsmU4cOAAFEUBADz88MOQZRk//vgjgLyDqaysLGRlXa1+nJqaipiYGAZTREREdF10oUMCsO7I75izfQzSbMm5Tl+heB08UX8EIoPLwiTfnAc/oryouh2nUw9i5qYROJ6yJ9dpQwOi8ECdoahbpjW+//cdrD86L8dpJchoWL4THqz7Co4n78EX//R1GX9n2bvx6J3/B0kCXv+jPVQ95+aCtUq1xOP130KAKRhmxQJNt0OWTPhj5wQs2T8Ddi0TkUFl8WLCVKRlXcQPm99zCzquFWwJR7daz6NJ7L0QwHUHxqpmQ0rmeczY9Bb2n9+U67SB5mLoXKM/WlZ6BELokGXlutadG01XceTidnz/7zs4c+lQrtMWDyqNR+q9jqolmkApwDLZNRuy1Mv44d+38d+pZblOa1YC0KbKE+hU41kIoUEp4Hunqttx5tIhzNg0wlkTMCfG9fAy6pVtxx8c6Lr5EkzxbPPRrl27kJWVhbZt23ocV7duXWcoBQDNmzeHruvYs+fql2LNmjWdoRQAlC5dGmfPnvW6DKNGjUJYWJjzX0xMTD63hoiIiOgqWZJh12yoVToeNUvFQ8rlT8UQSzgal++MqOByN7GERF4QAqVCK6Fh+c4INOfcb6ssmVC3TGtUK9EEGfY0qHrufQCVDYtDg5iO0IWGzScWuYwrWawiGsd2hcUUgDOpR3INpaKCy6FJ7L0IMhdzhiWKbIZdz0Kj2C6oEnUXACA1Kwn/nVqOqJAYNIi5ByHWiByXKUFGrVLxqF26Feya7YaECpIkIzywBBqX74rQgKhc1i2hRslmqFe2HexaVoGGUoDR0XlMeHXUL9cBFiUwx+lMsgX1yrRD5ag7oYuC7ahdkRQEmoPRpEI3RAfn/mxWJeouNIrtAlW3F3goBQAQAiWLVUTDmE55Xg+1S7dCtRJN+KY+uulYY8pH27ZtQ506dXDw4EFUrFjRZdyLL76IzZs3Y+nSq9V/U1JSEB4ejuXLl6Nly5ZITExEcnIyZs+e7ZxmyJAh2LJlC5YtWwaANaaIiIjI/2xaJpIzzuJ/m9/HnnPrncMVyYR2d/RGh2pGzfEb2WyI6Eaya1lGx+E7v8LS/d87+2UCjBpLD9V7DSHWcFiUAOhChxAadp1Zg1lbP0LS5ZPOaUMDonB/7ZdQt2wbrD/yO2ZvH4MM+yUARi2le2sOQuPYrhBChyKboel2HEvejZ+2vIcTKfucywkwhaBrzQFoXvEBCAiPtQyFENB0O45c3ImftryPU6n7UapYRXStOQh3RDfEX3un4a+93zr7eQKAO6Ib4ZE7X0d4YAlYCqApnaPT7iX7vsPC3VNgzxa6VYqsh0frvY6okJibfi+waZlQNRvmbP8Cqw//6jLurnLt8UCdoQgwBxfIPsmJqtkhSRLWHP4Nc3eMc54nAFA6tAoeqfc6YiNqQJHNeb4d8kbL7XqoWSoeD9d7DSHWiJu6v+jWxhpTBSguLg6BgYH4+++/3cZVr14dW7duRXp6unPYqlWrIMsyqlatesPKYLVaERoa6vKPiIiI6EayKAGIDo5B/+ZjEZWtBkC7OxLRoVofmBUrQykq1MyKFVZTELrUHIAWlR50Di8XVhV9mnyM4kGlnA/hsiRDkc2oXrIZBrSY4FJb8Jmmn6Nu2TaAAGqVjoc92xv9ejd8Fw3Ld4Iim2BSLJAkCSbFgtjiNTG45WQEmK62pHjsrv9Dswr3GdPmUFPGMX+F4rUxuOUkWJQAnL50CJPWvojjyXvQvurTuLvqk87po4Jj8FzzsYgOjimwQMGsWGBWLGgT1xOdazznHB4eWAKDWnyFkqGV/HIvsCgBCLKE4sG6Q3FXufbO4XdEN0TPBu8gNCDypocsJsUMRTahSWw39LjrrWxlDcTglpNQMbK28zy52bJfD/GVHnIOLxdWFX2bfIriQaUZSpHfMJjyUUBAAF599VW88sor+O6773DgwAGsXbsWU6ZMQY8ePRAQEIDevXtj+/btWLp0KQYNGoSePXuiZMmS/i46ERERkU8kSYIAcF/tFwAAIdYIdKj2NAMpKlLMihVdaw6E1RQEAHiw7qvI6TFIkU0IC4xGo9guAIA6pRNQOrQyTLIZJsUMqykYLSs9DMBokhUX3dDj9SBLChTZjHZ3JAIwHv7rlmkDk5edSiuyArNidXbOHhtRExUj68BiCkD7qk85m/XdV/sFCOCmBB1mxYpWVR5FRGApAEDXmoNuSF9WN6Jc99d+CSbZDAkSHqz7KmSpYJsT5sWkWFCrdEuUj6gBAGgb1wtmxer3cgHG/upSc4AzNH2g7lAANz8oI8qOwVQ+DB8+HC+99BLefPNNVK9eHY888gjOnj2LoKAgLFy4EBcuXEDDhg3x4IMPom3bthg3bpy/i0xERESULybZjJqlmiM2ohY6V3/W38UhyhdFNuHuOxJRrUTTK02pcg4ILEoAutcaggBTMB6oO9TlDWVWUyA61eiPIEsYHqz7Sq79sFkU4416oQFRV8Iw3x7+LUoA2ld9EsWsxY11ZQufOld/FrERtVCzVIub++IBIXBvrUEoHVoF9ct1KDRvbwu0FEOLig/hrnIdEBVc1u9hGWCEhQ/VfRXFrJG4u2pioaqNpMgmtLsjEdVKNEGFiFoF2jE8kTfYx1Qh1LRpU7Rt2xbvvvuuV9P70naTiIiIyFe60HAu7RiigstBkU3+Lg5RvjjeMlc8qHSeNYxsWiZOpx5EqdBKboGCTc3A6UuHUSq0Yp5hg12z4fSlgyhdrJLXtaVc58/C6UuHUKpYJZcQSNNVnE8/juiQmJteC0fTVZxNO4ISIbGF6n6QqV6GTc1AaECkv4vi5Dj+1x6/wsC4Hs6heFAZvzQtpFsf+5gqorKysrBx40bs2LEDNWvW9HdxiIiIiAAYzZIig8tCgL9nUtElAIQGRHr1EG5RAlA+oobH4MliCkRMeDWvasCYFQvKht2R77evmRUryoXd4RZqCCEQGVzWb03DClsoBRhNCgPMwXlPeBOZZLPH41cYGNdDFEMpKhQYTBUiCxYsQJs2bXDvvffiwQcfzHsGIiIiopvEJJtvbpMhohvM6MT7xvSP5svDvCzJ1/XwL3lolmZS/Hc9KrKp0IVSgBEmFqbmcoBxnng6foXBjbweiK5X4buj3Ma6d++O1NRUfxeDiIiIiIiIiOimKJzxLRERERERERER3fIYTBERERERERERkV8wmCIiIiIiIiIiIr9gMEVERERERERERH7BYIqIiIiIiIiIiPyCwRQREREREREREfkFgykiIiIiIiIiIvILBlNEREREREREROQXDKaIiIiIiIiIiMgvGEwREREREREREZFfMJgiIiIiIiIiIiK/YDBFRERERERERER+wWCKiIiI8s2m2b2e1q6pBVgSKmhZms3fRSDyil0v+HuNL+tQda0AS+I/t+p2+aoo7wcbv5epkGAwRURERPmSoWbBopi9mjZTs8GsmAq4RFRQdF2HVbEgU2U4RYWfWTYhswCDVF3XjXWoWV5Nb5IVZPkQ4hcVJlnx6ceJW1GmZoNJVvxdjHzJ0uxFtux067mtgqnDhw9DkiRs2bLluqYhIiIi4w/yb/YuQIYXD2fJWWn48eCSW/Lh7HaQpdvx/cG/kWxL83dRiHKVqdnw1e65BVqLxS40fLTtR5jkvMP2TM2G0Tt+hiRJBVYef8jS7Ph424+QpdvqcdKNJnR8uWtOgQahBeV0xgXMObrqtg8XqXC4ve8kHsTExODUqVOoVauWv4tCRERUaGWoWfhqz1x8u39hntNmajaM2/Ubpuybf8s9nN0OdF2HIsmYum8Bxu36jbWmqFCz6yqmH1iMyXvnF0hYoOs6Tlw+h58OLcXvx9bkWWsqxZaGHw4uwf8OLb2lgvlTl5Pw45V9cLsGG5maDVP3LsCMA4uL3D7I0uwYu+s3TNrz+20fLlLhwLPwGoqioFSpUjCZ2NyAiIgoJ5maDXOOrkaamoFv9y/MtdZUclYaFp7YgAtZlzDr0LJb6uHsdpCl2/HToWW4kHUJC09sYK0pKrQyNZszkPr58LICqTVlFxrG7vwNADBp7x+51poyQvnZ0ISOafsW3jLBvBFq/AoAmLT39g02NKHjp0NLkaXb8fWe34tUranTGRew7NQWnMm8iLlHVxe5YI1uPYXuLpKQkIDnn38er7zyCooXL45SpUphxIgRAAAhBEaMGIHy5cvDarWiTJkyeP75553zSpKE2bNnuywvPDwc06ZNcxm2e/duNGvWDAEBAahVqxaWL1/uHHdtU75ly5ZBkiT88ccfqFOnDgICAtCkSRNs377dOU9SUhIee+wxlC1bFkFBQahduzZ++OEHl3XOmjULtWvXRmBgICIjI9GuXTukp6c719GoUSMEBwcjPDwczZs3x5EjR65zTxIRERUMR20pR+e/PxxckuO0jtpSOgQAYOr+P2+Zh7PbgaO21HcHjJpxOgRrTVGhZddVzDps/F2fPaS6URy1pVac+Q+A8XCfW62pFJsRygPARdulW6bW1KnLSVh2eisA4HTGxduy1pSjttRlzTj2vx75p8jsA0dtKXHle3ny3j9u23CRCo9CeQZ+++23CA4Oxrp16/DRRx/h7bffxuLFi/HLL79g9OjRmDhxIvbt24fZs2ejdu3aPi9/6NCheOmll7B582Y0bdoUXbt2RVJSUp7zfPrpp9iwYQOio6PRtWtX2O3GzSczMxP169fHH3/8ge3bt6Nfv37o2bMn1q9fDwA4deoUHnvsMTz11FPYtWsXli1bhvvv/3/27ju+qfr74/g7adq0UNpC2XtDGQWUIRsFZAgIIiigDAWriCAgKMpGf6CCCioIqIAI4mLIsIAMlb03QkH2KrNldSX39wffRkJbaEtLQvt6Ph55QO69ufckObnJPT33c5+RYRiKi4tT69atVb9+fe3atUvr16/XK6+8wo92AIDbiu+Wine3rqn4bql4dE09XG7vlopH1xTcUWKFqLTumrq9WypeUl1Tt3dLxcsIXVO3d0vFy4xdU/HdUvEepq6p+G6peHRNwR245R4kODhYw4YNU6lSpdS5c2dVrVpVK1as0PHjx5U3b141atRIhQsXVvXq1dWjR48Ur79Xr15q27atgoKCNGnSJPn7++ubb76562OGDRumxo0bq2LFipoxY4bOnTunefNufTEVKFBAb731lipXrqzixYvrjTfeUNOmTfXTTz9JulWYiouL0zPPPKOiRYuqYsWK6tmzp3x9fRUZGamIiAi1aNFCJUqUUFBQkLp06aLChQsnGUt0dLQiIyOdbgAAPAh3dkvFS6xr6s5uqXh0TT0c7uyWckynawpu6PZuqXhp2TV1Z7dUvP+6ppy3cXu3VLyM0DV1e7dUvMzWNXVnt1S8h6Fr6s5uqXh0TcHV3DL7goODne7ny5dP4eHhateunW7evKnixYurR48emjdvnuLi4pJYS9Jq1qzp+L/FYlHVqlW1f//+ZD8mR44cKlOmjOMxNptNo0aNUsWKFZUjRw75+vpq6dKlOn78uCSpUqVKatiwoSpWrKh27dpp6tSpunz5smNdXbt2VZMmTdSyZUuNHz9eZ86cuWsso0ePlr+/v+NWqFChFL8GAACkxp3dUvES65q6s1sqHl1TD4fEuqXi0TUFd3K3AlRadU3FGnEJuqXi3eqa8nCK585uqXgPc9dUYt1S8TJT19Sd3VLxbnVNLXbrrqlzd3RLOabTNQUXc8u9h6enp9N9k8kku92uQoUK6cCBA5o4caJ8fHzUs2dP1atXz3FKnclkkmE4V3/j56Wnjz/+WOPHj9fbb7+tVatWaceOHWrSpIliYm7tlDw8PLR8+XL9/vvvKleunD7//HOVKVNGR44ckSRNmzZN69evV61atfTjjz+qdOnS2rBhQ5LbGzRokCIiIhy3EydOpPtzBAAgqW6peLd3TSXVLRWPrin3llS3lGM+XVNwI4l1S8VLi66pW91SFxJ0S8W7s2sqsW6peP91TT18n53EuqXiZZauqaS6peLNPfaX274G0bZYTUikWyoeXVNwpVRlXv369fXdd9/p5s2baR3PPfn4+Khly5aaMGGCVq9erfXr12v37t2SpFy5cjl1G4WFhenGjRsJ1nF70ScuLk5bt25VUFDQXbd7+2MuX76sgwcPOh6zdu1aPf3003rhhRdUqVIlFS9eXAcPHnR6vMlkUu3atTVixAht375dXl5ejlMBJalKlSoaNGiQ1q1bpwoVKmj27NlJxmK1WuXn5+d0AwAgvSXVLRXv9q6ppLql4tE15d7u1i0Vj64puIPkFJ7ut2vqbt1S8eK7pmLu0i0V71bX1MNVALhbt1S8zNA1lVS3VDx37ppKqlvKMZ+uKbhQqvYcVapU0VtvvaW8efOqR48ed+3uSUvTp0/XN998oz179ujff//V999/Lx8fHxUpUkSS9MQTT+iLL77Q9u3btWXLFr366qsJuq8k6csvv9S8efP0zz//6PXXX9fly5f10ksv3XXbI0eO1IoVK7Rnzx517dpVOXPmVOvWrSVJpUqV0vLly7Vu3Trt379fISEhOnfunOOxGzdu1P/93/9py5YtOn78uObOnavz588rKChIR44c0aBBg7R+/XodO3ZMy5YtU1hY2D0LZQAAPEj36paKF981tePioSS7peLRNeWe7tUt5ViOrim4gbt1S8W7n66pe3VLxYvvmooz7HctyksPZ9fU3bql4mX0rql7dUvFc8euqXt1S8Wjawqukqqs++yzz3T69GlNmzZN4eHhqlevnsqVK6exY8c6FWTSWkBAgKZOnaratWsrODhYf/zxhxYuXKjAwEBJ0rhx41SoUCHVrVtXHTt21FtvvaUsWbIkWM+YMWM0ZswYVapUSWvWrNFvv/2mnDlz3nXbY8aMUZ8+ffToo4/q7NmzWrhwoby8vCRJgwcP1iOPPKImTZqoQYMGyps3r6NoJUl+fn7666+/1Lx5c5UuXVqDBw/WuHHj1KxZM2XJkkX//POP2rZtq9KlS+uVV17R66+/rpCQkLR74QAAuE/36paKF981VT33vf/AQteUe0pOt1Q8uqbgSikpOKW2ayo53VLxph5cLC+zpx7Lde/938PUNZWcbql4Gblr6l7dUvHcsWvqXt1SjuXomoKLmIw7B2VKhfDwcE2ZMkUffPCBbDabmjdvrt69e+uJJ55IixgfqAMHDqhs2bIKCwtTyZIltXr1aj3++OO6fPmyAgICXB1eoiIjI+Xv76+IiAhO6wMApLmbcdEav2/uPbsS4vl6+uj3xmM0+cBCfX/4j7suG2jNpoWNR8srkcut48Gz2+2Kk10tlw/SxWQUpiSpWcHqei/4BXlbvNI5OsDZtdibarbsbd1MZgGgc8kn9UqZFvL2SF6u2u12Hbt+Tu1XjbhHn8l/hlR+UVVylNIzK4fec9m+5Z/Vs0XryZrMeFzl6LWzardyePJfg0ovqlnB6vLySHjmysMqyhajbw4u0bSw0GQtb/Xw1O+Nx8jPK2s6R3Zv0bZYDd32rVac2Z6s5fP4BGhBww+cBvQHUiMldYr7Lkxt2rRJ06ZN05w5c+Tn56euXbvq1KlTmj17tnr27KmxY8fez+ofqEuXLmnSpEn66KOPFB4eLqvVSmEKAIBUirPbkv3D1jAMTutzA7H2OHlSJMRDwGa3ySOdD5yjbbGypqK4YjcMmZO5P3P3fV+sLU6eHinfJ6TkNcjIUvI96G7cPTfh/lJSp0jVL4/w8HDNnDlT06ZNU1hYmFq2bKkffvhBTZo0cSRv165d1bRp04eqMPXyyy9r69atmjRpkqxWq6vDAQDgoZaSH+P8+HUPFKXwsEjvopSkVBWlJKWoIOPu+77UFKWklL0GGdnDWpSS3D83kbGkak9TsGBBlShRQi+99JK6du2qXLlyJVgmODhY1apVu+8AH6Tbr5IXr0GDBkqDsx0BAAAAAABwh1QVplasWKG6devedRk/Pz+tWnXvweEAAAAAAACQOaXqkgkFCxZUWFhYgulhYWE6evTo/cYEAAAAAACATCBVhamuXbtq3bqEl4zeuHGjunbter8xAQAAAAAAIBNIVWFq+/btql27doLpjz32mHbs2HG/MQEAAAAAACATSFVhymQy6erVqwmmR0REyGaz3XdQAAAAAAAAyPhSVZiqV6+eRo8e7VSEstlsGj16tOrUqZNmwQEAAAAAACDjStVV+T788EPVq1dPZcqUcVyd7++//1ZkZKRWrlyZpgECAAAAAAAgY0pVx1S5cuW0a9cutW/fXuHh4bp69ao6d+6sf/75RxUqVEjrGAEAAAAAAJABmQzDMFwdBO5PZGSk/P39FRERIT8/P1eHAwAAAAAAMrGU1ClSdSqfJF25ckWbNm1SeHi47Ha707zOnTundrUAAAAAAADIJFJVmFq4cKE6deqka9euyc/PTyaTyTHPZDJRmAIAAAAAAMA9pWqMqf79++ull17StWvXdOXKFV2+fNlxu3TpUlrHCAAAAAAAgAwoVYWpU6dOqXfv3sqSJUtaxwMAAAAAAIBMIlWFqSZNmmjLli1pHQsAAAAAAAAykVSNMfXUU09pwIAB2rdvnypWrChPT0+n+a1atUqT4AAAAAAgIzIMQ1G2OPlYPBOdH2u3yW4Y8jCZZDF7PODoAODBMRmGYaT0QWZz0o1WJpNJNpvtvoJCyqTkMowAAAAAXC/aFqdFx/cpr082Vc1VSJJkNwx5eXgo/OY1rTodpjp5i6uwb3YXRwoAKZeSOkWqOqbsdnuqAgMAAAAASGaTSTfjYvTmhvnyNHuoco78Kpg1QJvOH9epGxHyMnvo2WKVXR0mAKS7VI0xdbuoqKi0iOOBsNvt+uijj1SyZElZrVYVLlxYH3zwgSTp5MmT6tChg3LkyKGsWbOqatWq2rhxo+OxkyZNUokSJeTl5aUyZcpo5syZTus2mUyaPHmyWrRooSxZsigoKEjr16/XoUOH1KBBA2XNmlW1atXS4cOHHY8ZPny4KleurMmTJ6tQoULKkiWL2rdvr4iIiAfzggAAAABwCU+zh57IX0rSrdP2Nl84oXnHduvUjVvHAo/mLCi7aAgAkPGlqjBls9k0atQoFShQQL6+vvr3338lSUOGDNE333yTpgGmpUGDBmnMmDEaMmSI9u3bp9mzZytPnjy6du2a6tevr1OnTum3337Tzp07NXDgQEdn2Lx589SnTx/1799fe/bsUUhIiLp166ZVq1Y5rX/UqFHq3LmzduzYobJly6pjx44KCQnRoEGDtGXLFhmGoV69ejk95tChQ/rpp5+0cOFChYaGavv27erZs+ddn0d0dLQiIyOdbgAAAAAeLnmzZFO+LImf4lIvbwlZTPfdRwAAbi9VY0yNHDlSM2bM0MiRI9WjRw/t2bNHxYsX148//qjPPvtM69evT49Y78vVq1eVK1cuffHFF+revbvTvClTpuitt97S0aNHlSNHjgSPrV27tsqXL68pU6Y4prVv317Xr1/X4sWLJd3qmBo8eLBGjRolSdqwYYNq1qypb775Ri+99JIkac6cOerWrZtu3rwp6VbH1Pvvv69jx46pQIECkqTQ0FA99dRTOnXqlPLmzZvocxk+fLhGjBiRYDpjTAEAAAAPj6i4WL27ZYn+Pvtvgnkz6ndQueyJHw8AgLtLyRhTqSrBf/fdd5oyZYo6deokD4//rhBRqVIl/fPPP6lZZbrbv3+/oqOj1bBhwwTzduzYoSpVqiRalIp/bO3atZ2m1a5dW/v373eaFhwc7Ph/njx5JEkVK1Z0mhYVFeXU4VS4cGFHUUqSatasKbvdrgMHDiT5XAYNGqSIiAjH7cSJE0kuCwAAAMA9eXlYtPPiqUTnrT93VDG2uAccEQA8eKkqTJ06dUolS5ZMMN1utys2Nva+g0oPPj4+qZqXEp6e/13q1WQyJTntfgePt1qt8vPzc7oBAAAAeLiERZxXZGx0ovP+PnfEcfwAABlZqgpT5cqV099//51g+i+//KIqVarcd1DpoVSpUvLx8dGKFSsSzAsODtaOHTt06dKlRB8bFBSktWvXOk1bu3atypUrd99xHT9+XKdPn3bc37Bhg8xms8qUKXPf6wYAAADgnqJssVp+6qBMksoF5FGPMo/p/UebqXmhIAV4+Wjf5bOKpmMKQCZgSc2Dhg4dqi5duujUqVOy2+2aO3euDhw4oO+++06LFi1K6xjThLe3t95++20NHDhQXl5eql27ts6fP6+9e/fqxRdf1P/93/+pdevWGj16tPLly6ft27crf/78qlmzpgYMGKD27durSpUqatSokRYuXKi5c+fqjz/+SJO4unTporFjxyoyMlK9e/dW+/btkxxfCgAAAMDDz2LyUO08RdWlVFV5WzxlNwx5mT1UL19xWT089W/kRV2PjVEWi5fMdE4ByMBSVZh6+umntXDhQo0cOVJZs2bV0KFD9cgjj2jhwoVq3LhxWseYZoYMGSKLxaKhQ4fq9OnTypcvn1599VV5eXlp2bJl6t+/v5o3b664uDiVK1dOX375pSSpdevWGj9+vMaOHas+ffqoWLFimjZtmho0aHDfMZUsWVLPPPOMmjdvrkuXLqlFixaaOHHifa8XAAAAgPuyG3ZVCswv8x1X3vOxeEmSSvrnVLQtTnbDoDAFIENL1VX5kDaGDx+u+fPna8eOHfe1npSMdg8AAAAAAJCe0v2qfAAAAAAAAMD9SvapfNmzZ0/2VSGSGkQcAAAAAAAAiJfsU/lmzJjh+P/Fixf1/vvvq0mTJqpZs6Ykaf369Vq6dKmGDBmivn37pk+0SBSn8gEAAAAAAHeRkjpFqsaYatu2rR5//HH16tXLafoXX3yhP/74Q/Pnz0/pKnEfKEwBAAAAAAB3ke5jTC1dulRNmzZNML1p06b6448/UrNKAAAAAAAAZDKpKkwFBgZqwYIFCaYvWLBAgYGB9x0UAAAAAAAAMr5kD35+uxEjRqh79+5avXq1atSoIUnauHGjQkNDNXXq1DQNEAAAAAAAABlTqgpTXbt2VVBQkCZMmKC5c+dKkoKCgrRmzRpHoQoAAAAAAAC4m1QNfg73wuDnAAAAAADAXaSkTpGqjilJstvtOnTokMLDw2W3253m1atXL7WrBQAAAAAAQCaRqsLUhg0b1LFjRx07dkx3NlyZTCbZbLY0CQ4AAAAAAAAZV6oKU6+++qqqVq2qxYsXK1++fDKZTGkdFwAAAAAAADK4VBWmwsLC9Msvv6hkyZJpHQ8AAAAAAAAyCXNqHlSjRg0dOnQorWMBAAAAAABAJpKqjqk33nhD/fv319mzZ1WxYkV5eno6zQ8ODk6T4AAAAAAAAJBxmYw7Ry9PBrM5YaOVyWSSYRgMfu4CKbkMIwAAANJPrM2mGLtdZ29cT/ZjfL28lMvbR+aHfNzWOLtdcXa7Tl2/5jQ9/mAjscOOLBaLCvhm07HISMUZ/13p29vioQJZs6VnuEgFu2Eozm7XiWtXk/0Yq4eHCvryXgKZTUrqFKnqmDpy5EiqAgMAAAAyMk8PD8UadnX/c6luxMUl6zEfPVZPgXkLPPSFKYvZLENS77UrdSHqZrIe0zf4UeXxyaJ3Nv7tNP2NClXUrkRpWT1SdbiCdGI2mWQ2mTRww586eUcBMimvlaukDqXK8l4CSFKqxpgqUqTIXW8AAABAZmU2mdS+eJlkLVvcz1+18xaQJZEzEh5GdsNQtzLlk7VsoLe3WhctqW/+2eM0PcDLqvYlylDIcFOGYahHUPKGbvHz9KIoBeCeUv0NOHPmTNWuXVv58+fXsWPHJEmfffaZFixYkGbBPeyOHj0qk8mkHTt2OE3v2rWrWrdu7ZKYAAAAkL68PSzqUra8sljufTD+arlKDyCiB8fq4aGni5VSTm+fey7buXR5rT93WmERl52mv1i6nAyleLQRPCCeHh5qVLCICmb1veeynUoFPYCIADzsUlWYmjRpkvr166fmzZvrypUrjjGlAgIC9Nlnn6VlfJlabGysq0MAAABAKiSnayqjdUvFS07XFN1SD7fkdE3RLQUguVL1Lfj5559r6tSpeu+99+Th4eGYXrVqVe3evTvNgnsYhIaGqk6dOgoICFBgYKBatGihw4cPS5KKFSsmSapSpYpMJpMaNGig4cOHa8aMGVqwYIFMJpNMJpNWr17t6K768ccfVb9+fXl7e2vWrFmufGoAAABIpeR0TWW0bql4yemaolvq4Zacrim6pQAkV6oKU0eOHFGVKlUSTLdarbp+PflXIMkIrl+/rn79+mnLli1asWKFzGaz2rRpI7vdrk2bNkmS/vjjD505c0Zz587VW2+9pfbt26tp06Y6c+aMzpw5o1q1ajnW984776hPnz7av3+/mjRpkug2o6OjFRkZ6XQDAACAe7lb11RG7ZaKd7euKbqlMoa7dU3RLQUgJVK1pyhWrJh27NiRYKDz0NBQBQVlrsp427Ztne5/++23ypUrl/bt26dcuXJJkgIDA5U3b17HMj4+PoqOjnaaFu/NN9/UM888c9dtjh49WiNGjEiD6AEAAJBe4rumfvr3QIIr9GXUbql48V1T0w7sTXCFvm5lKmjbhXN0Sz3k4rumpu7fleAKfXRLAUiJVP2Jpl+/fnr99df1448/yjAMbdq0SR988IEGDRqkgQMHpnWMbi0sLEwdOnRQ8eLF5efnp6JFi0qSjh8/nqr1Va1a9Z7LDBo0SBEREY7biRMnUrUtAAAApC+zEnZNZfRuqXiJdU0FenurdbGSirPbnabTLfVwSqxrim4pACmVqr1F9+7d5ePjo8GDB+vGjRvq2LGj8ufPr/Hjx+v5559P6xjdWsuWLVWkSBFNnTpV+fPnl91uV4UKFRQTE5Oq9WXNmvWey1itVlmt1lStHwAAAA+OtyVh11RG75aKl1jXVLcyFWQ3pFp5Cyhflqw6c+PWMCB0Sz2cEuuaolsKQEql+s80nTp1UlhYmK5du6a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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[5, 1])\n",
|
||
"\n",
|
||
"# Main plot: Dependency groups by timestamp\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=bot_dependency_relations_df, x='timestamp', y='dependency', hue='dependency', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('Dependency Group for \"bots|gadgets|scripts\" by Timestamp (w/o URLS)')\n",
|
||
"ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"#ax0.set_xticklabels([])\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Dependency')\n",
|
||
"#ax0.legend(title='Dependency', bbox_to_anchor=(1, 1), loc='upper left')\n",
|
||
"ax0.legend().set_visible(False)\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax1 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_counts = bot_dependency_relations_df['week'].value_counts().sort_index()\n",
|
||
"sns.lineplot(x=weekly_counts.index, y=weekly_counts.values, ax=ax1, marker='o')\n",
|
||
"ax1.set_title('Count of Sentences Discussing bots|gadgets|scripts (Grouped by Week)')\n",
|
||
"ax1.set_xlabel('Timestamp')\n",
|
||
"ax1.set_ylabel('Count')\n",
|
||
"ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "4808a67b-0ab1-4c02-924e-0f81bcacd64e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_97550/331759571.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"/tmp/ipykernel_97550/331759571.py:14: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_97550/331759571.py:23: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_97550/331759571.py:29: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[5, 1])\n",
|
||
"\n",
|
||
"# Main plot: Token depth by timestamp\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=bot_dependency_relations_df, x='timestamp', y='depth', hue='dependency', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('Bot Depth by Timestamp w/o URLS')\n",
|
||
"ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Depth')\n",
|
||
"#ax0.legend().set_visible(False)\n",
|
||
"\n",
|
||
"# Calculate the median depth over time\n",
|
||
"bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"median_depth = bot_dependency_relations_df.groupby('week')['depth'].median().reset_index()\n",
|
||
"\n",
|
||
"# Plot the median depth over time\n",
|
||
"sns.lineplot(data=median_depth, x='week', y='depth', ax=ax0, color='black', label='Median Depth', marker='o')\n",
|
||
"ax0.legend(title='Legend', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax1 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_counts = bot_dependency_relations_df['week'].value_counts().sort_index()\n",
|
||
"sns.lineplot(x=weekly_counts.index, y=weekly_counts.values, ax=ax1, marker='o')\n",
|
||
"ax1.set_title('Count of Sentences Discussing Bots (Grouped by Week)')\n",
|
||
"ax1.set_xlabel('Timestamp')\n",
|
||
"ax1.set_ylabel('Count')\n",
|
||
"ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "a1c1a934-f764-4e22-a7c1-d2b10e237db8",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"sentence_level_data['dependency_tree'] = sentence_level_data['sentence_no_url'].apply(extract_dependency_tree)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "df6960b5-8bab-49c7-b101-a19864472a63",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"wmf_dependency_relations = []\n",
|
||
"\n",
|
||
"for index, row in sentence_level_data.iterrows():\n",
|
||
" sentence = row['sentence']\n",
|
||
" timestamp = row['timestamp']\n",
|
||
" comment_id = row['comment_id']\n",
|
||
" sentence_id = row['sentence_id']\n",
|
||
" \n",
|
||
" for token, dep, head, ancestors, subtree, children in row['dependency_tree']:\n",
|
||
" if re.search(r'\\b(wmf|Wikimedia|Foundation|staff| wikimedia foundation)\\b', token, re.IGNORECASE):\n",
|
||
" wmf_dependency_relations.append({\n",
|
||
" 'sentence_id': sentence_id,\n",
|
||
" 'comment_id': comment_id,\n",
|
||
" 'timestamp': timestamp,\n",
|
||
" 'token': token,\n",
|
||
" 'dependency': dep,\n",
|
||
" 'head': head, \n",
|
||
" 'depth': len(list(ancestors)), \n",
|
||
" 'children': len(list(children)) \n",
|
||
" })\n",
|
||
" \n",
|
||
"wmf_dependency_relations_df = pd.DataFrame(wmf_dependency_relations)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "402ce764-2332-4cb1-8c36-e4d88cebae64",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
||
" <td>...</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>431</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>32254</td>\n",
|
||
" <td>2013-10-07 02:30:30+00:00</td>\n",
|
||
" <td>Wikimedia</td>\n",
|
||
" <td>compound</td>\n",
|
||
" <td>wikis</td>\n",
|
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|
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|
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|
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|
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|
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" <td>2013-10-07 00:58:28+00:00</td>\n",
|
||
" <td>wmf</td>\n",
|
||
" <td>compound</td>\n",
|
||
" <td>wiki</td>\n",
|
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|
||
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||
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|
||
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|
||
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|
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|
||
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|
||
" <td>2013-10-07 00:44:40+00:00</td>\n",
|
||
" <td>WMF</td>\n",
|
||
" <td>compound</td>\n",
|
||
" <td>wiki</td>\n",
|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>434</th>\n",
|
||
" <td>2</td>\n",
|
||
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|
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" <td>2013-10-07 00:38:54+00:00</td>\n",
|
||
" <td>WMF</td>\n",
|
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|
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|
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|
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|
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|
||
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|
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|
||
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|
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|
||
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|
||
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
],
|
||
"text/plain": [
|
||
" sentence_id comment_id timestamp token dependency \\\n",
|
||
"0 2 747 2013-09-28 15:44:00+00:00 WMF nsubj \n",
|
||
"1 5 750 2013-09-30 23:29:57+00:00 Wikimedia compound \n",
|
||
"2 2 752 2013-09-30 07:16:14+00:00 WMF appos \n",
|
||
"3 2 753 2013-09-28 19:11:06+00:00 Wikimedia compound \n",
|
||
"4 2 1050 2013-06-27 00:46:02+00:00 WMF pobj \n",
|
||
".. ... ... ... ... ... \n",
|
||
"431 3 32254 2013-10-07 02:30:30+00:00 Wikimedia compound \n",
|
||
"432 1 32256 2013-10-07 00:58:28+00:00 wmf compound \n",
|
||
"433 1 32257 2013-10-07 00:44:40+00:00 WMF compound \n",
|
||
"434 2 32258 2013-10-07 00:38:54+00:00 WMF amod \n",
|
||
"435 2 32258 2013-10-07 00:38:54+00:00 WMF compound \n",
|
||
"\n",
|
||
" head depth children \n",
|
||
"0 comes 1 1 \n",
|
||
"1 wiki 4 0 \n",
|
||
"2 You 4 0 \n",
|
||
"3 wiki 3 0 \n",
|
||
"4 at 2 0 \n",
|
||
".. ... ... ... \n",
|
||
"431 wikis 8 0 \n",
|
||
"432 wiki 5 0 \n",
|
||
"433 wiki 3 0 \n",
|
||
"434 wikis 3 0 \n",
|
||
"435 wiki 3 0 \n",
|
||
"\n",
|
||
"[436 rows x 8 columns]"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"wmf_dependency_relations_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 84,
|
||
"id": "5c305993-a0c3-403f-a971-f0e527eceb5e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_83107/998074097.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"/tmp/ipykernel_83107/998074097.py:17: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" wmf_dependency_relations_df['week'] = wmf_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_83107/998074097.py:23: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[5, 1])\n",
|
||
"\n",
|
||
"# Main plot: Dependency groups by timestamp\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=wmf_dependency_relations_df, x='timestamp', y='dependency', hue='dependency', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('Dependency Group for \"WMF\" by Timestamp (w/o URLS)')\n",
|
||
"ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"#ax0.set_xticklabels([])\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Dependency')\n",
|
||
"#ax0.legend(title='Dependency', bbox_to_anchor=(1, 1), loc='upper left')\n",
|
||
"ax0.legend().set_visible(False)\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax1 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"wmf_dependency_relations_df['week'] = wmf_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_counts = wmf_dependency_relations_df['week'].value_counts().sort_index()\n",
|
||
"sns.lineplot(x=weekly_counts.index, y=weekly_counts.values, ax=ax1, marker='o')\n",
|
||
"ax1.set_title('Count of Sentences Discussing \"WMF\" (Grouped by Week)')\n",
|
||
"ax1.set_xlabel('Timestamp')\n",
|
||
"ax1.set_ylabel('Count')\n",
|
||
"ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "1fa1f33e-0a38-426e-b75b-42f2fd2cad36",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_97550/4168321775.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"/tmp/ipykernel_97550/4168321775.py:14: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" wmf_dependency_relations_df['week'] = wmf_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_97550/4168321775.py:23: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" wmf_dependency_relations_df['week'] = wmf_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_97550/4168321775.py:29: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[5, 1])\n",
|
||
"\n",
|
||
"# Main plot: Token depth by timestamp\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=wmf_dependency_relations_df, x='timestamp', y='depth', hue='dependency', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('WMF Depth by Timestamp w/o URLS')\n",
|
||
"ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Depth')\n",
|
||
"#ax0.legend().set_visible(False)\n",
|
||
"\n",
|
||
"# Calculate the median depth over time\n",
|
||
"wmf_dependency_relations_df['week'] = wmf_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"median_depth = wmf_dependency_relations_df.groupby('week')['depth'].median().reset_index()\n",
|
||
"\n",
|
||
"# Plot the median depth over time\n",
|
||
"sns.lineplot(data=median_depth, x='week', y='depth', ax=ax0, color='black', label='Median Depth', marker='o')\n",
|
||
"ax0.legend(title='Legend', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax1 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"wmf_dependency_relations_df['week'] = wmf_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_counts = wmf_dependency_relations_df['week'].value_counts().sort_index()\n",
|
||
"sns.lineplot(x=weekly_counts.index, y=weekly_counts.values, ax=ax1, marker='o')\n",
|
||
"ax1.set_title('Count of Sentences Discussing WMF (Grouped by Week)')\n",
|
||
"ax1.set_xlabel('Timestamp')\n",
|
||
"ax1.set_ylabel('Count')\n",
|
||
"ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.9.21"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|