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tzekid/contactions.ipynb

Last active March 21, 2022 09:03
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contactions.ipynb
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linguistics.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The nb_mypy extension is already loaded. To reload it, use:\n",
" %reload_ext nb_mypy\n"
]
}
],
"source": [
"# %load_ext nb_mypy\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"# load ICE-GB_Meta_2019-03-22_for_R.txt tab separated csv file into pandas dataframe\n",
"\n",
"df = pd.read_csv('ICE-GB_Meta_2019-03-22_for_R.txt', sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>METAID SOCIO</th>\n",
" <th>FILE.ID CAP</th>\n",
" <th>id</th>\n",
" <th>orig.id</th>\n",
" <th>corpus</th>\n",
" <th>file.id</th>\n",
" <th>subfile.id</th>\n",
" <th>spk.ref</th>\n",
" <th>spk.id</th>\n",
" <th>age</th>\n",
" <th>...</th>\n",
" <th>nationality</th>\n",
" <th>birthplace</th>\n",
" <th>education</th>\n",
" <th>ed.lev</th>\n",
" <th>occupation</th>\n",
" <th>affiliations</th>\n",
" <th>other.lgs</th>\n",
" <th>comments</th>\n",
" <th>speech.unit.count</th>\n",
" <th>word.count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>303</th>\n",
" <td>S1A-082-1:A</td>\n",
" <td>S1A-082</td>\n",
" <td>330</td>\n",
" <td>304</td>\n",
" <td>ice.gb.r2</td>\n",
" <td>s1a-082</td>\n",
" <td>1</td>\n",
" <td>A</td>\n",
" <td>306</td>\n",
" <td>26-45</td>\n",
" <td>...</td>\n",
" <td>british</td>\n",
" <td>london</td>\n",
" <td>NaN</td>\n",
" <td>university</td>\n",
" <td>lecturer</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>79</td>\n",
" <td>1202</td>\n",
" </tr>\n",
" <tr>\n",
" <th>304</th>\n",
" <td>S1A-082-1:B</td>\n",
" <td>S1A-082</td>\n",
" <td>331</td>\n",
" <td>305</td>\n",
" <td>ice.gb.r2</td>\n",
" <td>s1a-082</td>\n",
" <td>1</td>\n",
" <td>B</td>\n",
" <td>307</td>\n",
" <td>18-25</td>\n",
" <td>...</td>\n",
" <td>british</td>\n",
" <td>southampton</td>\n",
" <td>NaN</td>\n",
" <td>secondary</td>\n",
" <td>student</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>56</td>\n",
" <td>722</td>\n",
" </tr>\n",
" <tr>\n",
" <th>305</th>\n",
" <td>S1A-082-1:C</td>\n",
" <td>S1A-082</td>\n",
" <td>332</td>\n",
" <td>306</td>\n",
" <td>ice.gb.r2</td>\n",
" <td>s1a-082</td>\n",
" <td>1</td>\n",
" <td>C</td>\n",
" <td>308</td>\n",
" <td>18-25</td>\n",
" <td>...</td>\n",
" <td>british</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>secondary</td>\n",
" <td>student</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>23</td>\n",
" <td>107</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3 rows × 26 columns</p>\n",
"</div>"
],
"text/plain": [
" METAID SOCIO FILE.ID CAP id orig.id corpus file.id subfile.id \\\n",
"303 S1A-082-1:A S1A-082 330 304 ice.gb.r2 s1a-082 1 \n",
"304 S1A-082-1:B S1A-082 331 305 ice.gb.r2 s1a-082 1 \n",
"305 S1A-082-1:C S1A-082 332 306 ice.gb.r2 s1a-082 1 \n",
"\n",
" spk.ref spk.id age ... nationality birthplace education \\\n",
"303 A 306 26-45 ... british london NaN \n",
"304 B 307 18-25 ... british southampton NaN \n",
"305 C 308 18-25 ... british NaN NaN \n",
"\n",
" ed.lev occupation affiliations other.lgs comments speech.unit.count \\\n",
"303 university lecturer NaN NaN NaN 79 \n",
"304 secondary student NaN NaN NaN 56 \n",
"305 secondary student NaN NaN NaN 23 \n",
"\n",
" word.count \n",
"303 1202 \n",
"304 722 \n",
"305 107 \n",
"\n",
"[3 rows x 26 columns]"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"df[df['file.id'] == 's1a-082']"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/c9/n5_qs46125q32n9_3b1lp0080000gn/T/ipykernel_65083/304887871.py:29: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" results: pd.DataFrame = df[df[\"file.id\"] == file_id][df[\"spk.ref\"] == speaker_id]\n"
]
}
],
"source": [
"# open 'antconc_GB_progress (2).xlsx' excel file to pandas dataframe\n",
"df = pd.read_csv(\"ICE-GB_Meta_2019-03-22_for_R.txt\", sep=\"\\t\")\n",
"df_2 = pd.read_excel(\"antconc_GB_progress (2).xlsx\")\n",
"\n",
"def find_speaker_keys(row):\n",
" # find content in brackets and print the last bracket pair\n",
" # like \"hello <#39:1:D> world <,>\" -> \"D\"\n",
" words_in_brackets = row[\"Context Left\"].split(\"<\")[-1].split(\">\")\n",
"\n",
" # look for the string in this format from words_in_brackets\n",
" # \"<#39:1:D>\" -> \"D\"\n",
" words_in_brackets = filter(lambda x: x.startswith(\"#\"), words_in_brackets)\n",
" try:\n",
" speaker_letter = next(words_in_brackets)\n",
" speaker_letter = speaker_letter.strip()\n",
" speaker_letter = speaker_letter[-1]\n",
" except:\n",
" speaker_letter = \"\"\n",
"\n",
" which_file = row[\"Speaker Information\"][:-4]\n",
" return which_file.strip(), speaker_letter\n",
"\n",
"\n",
"\n",
"def speaker_from(df, file_id, speaker_id):\n",
" if speaker_id == \"\":\n",
" results: pd.DataFrame = df[df[\"file.id\"] == file_id]\n",
" else:\n",
" results: pd.DataFrame = df[df[\"file.id\"] == file_id][df[\"spk.ref\"] == speaker_id]\n",
"\n",
" # return only the age, sex, nationality, ed.lev, occupation columns\n",
" return results[[\"age\", \"sex\", \"nationality\", \"ed.lev\", \"occupation\"]]\n",
"\n",
"\n",
"wf, sl = find_speaker_keys(df_2.iloc[0])\n",
"new_info = speaker_from(df, wf, sl)\n",
"\n",
"# # add 'age', 'sex', 'nationality', 'ed.lev', 'occupation' columns to df\n",
"ages = []\n",
"sexs = []\n",
"nats = []\n",
"edlv = []\n",
"occs = []\n",
"i = -1\n",
"for row in df_2.iloc:\n",
" i += 1\n",
" try:\n",
" wf, sl = find_speaker_keys(row)\n",
" new_info = speaker_from(df, wf, sl)\n",
" if len(new_info) > 0:\n",
" ages += [str(new_info.iloc[0][\"age\"])]\n",
" sexs += [str(new_info.iloc[0][\"sex\"])]\n",
" nats += [str(new_info.iloc[0][\"nationality\"])]\n",
" edlv += [str(new_info.iloc[0][\"ed.lev\"])]\n",
" occs += [str(new_info.iloc[0][\"occupation\"])]\n",
" else:\n",
" ages += [\"\"]\n",
" sexs += [\"\"]\n",
" nats += [\"\"]\n",
" edlv += [\"\"]\n",
" occs += [\"\"]\n",
"\n",
" except Exception as e:\n",
" print(\"DEBUG----\")\n",
" print(wf)\n",
" print(sl)\n",
" print(new_info.iloc[0])\n",
" print(row)\n",
" print(f\"ERR----{e}\")\n",
" break\n",
"\n",
" # print(ages[-1])\n",
" # if i >= 3:\n",
" # break\n",
"\n",
"\n",
"df_2[\"age\"] = ages\n",
"df_2[\"sexs\"] = sexs\n",
"df_2[\"nats\"] = nats\n",
"df_2[\"edlv\"] = edlv\n",
"df_2[\"occs\"] = occs\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [],
"source": [
"df_2.to_excel('antconc_GB_progress_w_speakinfo.xlsx', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"\n",
"df = pd.read_excel(\"ICE-SL_Meta_with_AGE.xlsx\")\n",
"df_2 = pd.read_excel(\"antconc_SL_progress (2).xlsx\")\n",
"\n",
"# transform 'S1A1-039' to 'S1A-039' and '1'\n",
"def transform_file_id(file_id):\n",
" part1, part2 = file_id.split(\"-\")\n",
" file_id = \"-\".join([part1[:-1], part2])\n",
" return file_id\n",
"\n",
"def find_speaker_keys(row):\n",
" # find content in brackets and print the last bracket pair\n",
" # like \"hello <#39:1:D> world <,>\" -> \"D\"\n",
" words_in_brackets = row[\"Context Left\"].split(\"<\")[-1].split(\">\")\n",
"\n",
" # look for the string in this format from words_in_brackets\n",
" # \"<#39:1:D>\" -> \"D\"\n",
" words_in_brackets = filter(lambda x: x.startswith(\"#\"), words_in_brackets)\n",
" try:\n",
" speaker_letter = next(words_in_brackets)\n",
" speaker_letter = speaker_letter.strip()\n",
" speaker_letter = speaker_letter[-1]\n",
" except:\n",
" speaker_letter = \"\"\n",
"\n",
" which_file = transform_file_id(row[\"Speaker Information\"][:8])\n",
" return which_file.strip(), speaker_letter\n",
"\n",
"def speaker_from(df, file_id, speaker_id):\n",
" if speaker_id == \"\":\n",
" results: pd.DataFrame = df[df[\"CORPUS TEXT\"] == file_id]\n",
" else:\n",
" results: pd.DataFrame = df[df[\"CORPUS TEXT\"] == file_id][df[\"spk.ref\"] == speaker_id]\n",
"\n",
" # return only the age, sex, nationality, ed.lev, occupation columns\n",
" return results[['AGE', 'GENDER', 'ETHNICITY', 'EDUCATIONAL BACKGROUND', 'OCCUPATION']]\n",
"\n",
"\n",
"wf, sl = find_speaker_keys(df_2.iloc[0])\n",
"new_info = speaker_from(df, wf, sl).iloc[0]\n",
"\n",
"# # add 'age', 'sex', 'nationality', 'ed.lev', 'occupation' columns to df\n",
"ages = []\n",
"sexs = []\n",
"nats = []\n",
"edlv = []\n",
"occs = []\n",
"# i = -1\n",
"for row in df_2.iloc:\n",
" # i += 1\n",
" try:\n",
" wf, sl = find_speaker_keys(row)\n",
" new_info = speaker_from(df, wf, sl)\n",
"\n",
" # print(new_info)\n",
" if len(new_info) > 0:\n",
" ages += [str(new_info.iloc[0][\"AGE\"])]\n",
" sexs += [str(new_info.iloc[0][\"GENDER\"])]\n",
" nats += [str(new_info.iloc[0][\"ETHNICITY\"])]\n",
" edlv += [str(new_info.iloc[0][\"EDUCATIONAL BACKGROUND\"])]\n",
" occs += [str(new_info.iloc[0][\"OCCUPATION\"])]\n",
" else:\n",
" ages += [\"\"]\n",
" sexs += [\"\"]\n",
" nats += [\"\"]\n",
" edlv += [\"\"]\n",
" occs += [\"\"]\n",
"\n",
"\n",
" except Exception as e:\n",
" print(\"DEBUG----\")\n",
" print(wf)\n",
" print(sl)\n",
" print(new_info.iloc[0])\n",
" print(row)\n",
" print(f\"ERR----{e}\")\n",
" break\n",
"\n",
" # print(ages[-1])\n",
" # if i >= 3:\n",
" # break\n",
"\n",
"\n",
"df_2[\"age\"] = ages\n",
"df_2[\"sexs\"] = sexs\n",
"df_2[\"nats\"] = nats\n",
"df_2[\"edlv\"] = edlv\n",
"df_2[\"occs\"] = occs\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"df_2.to_excel('antconc_SL_progress_w_speakinfo.xlsx', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WF: S1A-063\n",
"\n",
"SL: \n",
"\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AGE</th>\n",
" <th>GENDER</th>\n",
" <th>ETHNICITY</th>\n",
" <th>EDUCATIONAL BACKGROUND</th>\n",
" <th>OCCUPATION</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>181</th>\n",
" <td>71.0</td>\n",
" <td>M</td>\n",
" <td>Tamil</td>\n",
" <td>GCE Advanced Level</td>\n",
" <td>Rural Medical Officer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>182</th>\n",
" <td>70.0</td>\n",
" <td>M</td>\n",
" <td>Tamil</td>\n",
" <td>GCE Advanced Level</td>\n",
" <td>Retired Land Surveyor</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AGE GENDER ETHNICITY EDUCATIONAL BACKGROUND OCCUPATION\n",
"181 71.0 M Tamil GCE Advanced Level Rural Medical Officer\n",
"182 70.0 M Tamil GCE Advanced Level Retired Land Surveyor "
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"print(f\"WF: {wf}\")\n",
"print()\n",
"print(f\"SL: {sl}\")\n",
"print()\n",
"new_info"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Number 1\n",
"Context Left /}> without <{><[>the without that push</[> w...\n",
"Contraction we'd\n",
"Contraction Meaning we had\n",
"Context Left.1 we'd</w> able to go that high up <$\n",
"Speaker Information S1A1-039 tr2 ma2 17-12-22.txt\n",
"full context without the without that push we we'd able to ...\n",
"done True\n",
"age 20.0\n",
"sexs F\n",
"nats Sinhalese\n",
"edlv GCE Advanced Level\n",
"occs Student\n",
"Name: 0, dtype: object"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# df_2.iloc[0]\n"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"METAID S1A-006-1:C\n",
"MODE Spoken\n",
"CORPUS TEXT S1A-006\n",
"SUBTEXT 1\n",
"TEXT CATEGORY S1A\n",
"SPEAKER ID C\n",
"GENDER F\n",
"YEAR OF BIRTH NaN\n",
"AGE NaN\n",
"OCCUPATION NaN\n",
"DATE OF MOVING TO SRI LANKA NaN\n",
"STAYS ABROAD (> six months) NaN\n",
"STAYS ABROAD NaN\n",
"ETHNICITY NaN\n",
"EDUCATIONAL BACKGROUND NaN\n",
"HOME LANGUAGE NaN\n",
"ADDITIONAL LANGUAGES NaN\n",
"BRE MEDIA NaN\n",
"BRE MEDIA TYPES NaN\n",
"FREQUENCY BRE MEDIA NaN\n",
"AME MEDIA NaN\n",
"AME MEDIA TYPES NaN\n",
"FREQUENCY AME MEDIA NaN\n",
"Name: 16, dtype: object"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# df.iloc[16]"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/c9/n5_qs46125q32n9_3b1lp0080000gn/T/ipykernel_65083/247577013.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" df[df['CORPUS TEXT'] == 'S1A-039'][df['SUBTEXT'] == 1].iloc[0]\n"
]
},
{
"data": {
"text/plain": [
"METAID S1A-039-1:A\n",
"MODE Spoken\n",
"CORPUS TEXT S1A-039\n",
"SUBTEXT 1\n",
"TEXT CATEGORY S1A\n",
"SPEAKER ID A\n",
"GENDER F\n",
"YEAR OF BIRTH 1994.0\n",
"AGE 20.0\n",
"OCCUPATION Student\n",
"DATE OF MOVING TO SRI LANKA NaN\n",
"STAYS ABROAD (> six months) no\n",
"STAYS ABROAD NaN\n",
"ETHNICITY Sinhalese\n",
"EDUCATIONAL BACKGROUND GCE Advanced Level\n",
"HOME LANGUAGE Sinhala\n",
"ADDITIONAL LANGUAGES English, French\n",
"BRE MEDIA yes\n",
"BRE MEDIA TYPES Literature\n",
"FREQUENCY BRE MEDIA Daily\n",
"AME MEDIA yes\n",
"AME MEDIA TYPES Online material\n",
"FREQUENCY AME MEDIA A few times a week\n",
"Name: 113, dtype: object"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df['CORPUS TEXT'] == 'S1A-039'][df['SUBTEXT'] == 1].iloc[0]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from sklearn.datasets import load_boston\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"from sklearn.inspection import permutation_importance\n",
"# import shap\n",
"from matplotlib import pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df_GB = pd.read_excel(\"antconc_GB_progress_w_speakinfo.xlsx\")\n",
"df_SL = pd.read_excel(\"antconc_SL_progress_w_speakinfo.xlsx\")\n"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/c9/n5_qs46125q32n9_3b1lp0080000gn/T/ipykernel_29814/3409636212.py:74: 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",
" input_GB['age'] = input_GB['age'].map(age_map)\n",
"/var/folders/c9/n5_qs46125q32n9_3b1lp0080000gn/T/ipykernel_29814/3409636212.py:93: 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",
" input_SL['age'] = input_SL['age'].map(age_map)\n",
"/var/folders/c9/n5_qs46125q32n9_3b1lp0080000gn/T/ipykernel_29814/3409636212.py:126: 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",
" input_SL['edlv'] = input_SL['edlv'].map(edlv_map)\n",
"/var/folders/c9/n5_qs46125q32n9_3b1lp0080000gn/T/ipykernel_29814/3409636212.py:145: 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",
" input_SL['nats'] = input_SL['nats'].map(nats_map)\n",
"/var/folders/c9/n5_qs46125q32n9_3b1lp0080000gn/T/ipykernel_29814/3409636212.py:153: 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",
" input_SL['sexs'] = input_SL['sexs'].map(sex_map)\n"
]
}
],
"source": [
"# Input Dataset ... what's the input?\n",
"# -> contraction, speaker information\n",
"#\n",
"# Output / Results Dataset ... what's the output?\n",
"# -> the output is the expanded contraction\n",
"#\n",
"# what do we want? the significance % of each input towards the output\n",
"#\n",
"\n",
"age_map = {\n",
" \"18-25\": \"18-25\",\n",
" \"20\": \"18-25\",\n",
" \"21\": \"18-25\",\n",
" \"22\": \"18-25\",\n",
" \"23\": \"18-25\",\n",
" \"24\": \"18-25\",\n",
" \"25\": \"18-25\",\n",
" \"26\": \"25+\",\n",
" \"26-45\": \"25+\",\n",
" \"27\": \"25+\",\n",
" \"28\": \"25+\",\n",
" \"29\": \"25+\",\n",
" \"30\": \"25+\",\n",
" \"31\": \"25+\",\n",
" \"32\": \"25+\",\n",
" \"34\": \"25+\",\n",
" \"35\": \"25+\",\n",
" \"36\": \"25+\",\n",
" \"37\": \"25+\",\n",
" \"40\": \"25+\",\n",
" \"41\": \"25+\",\n",
" \"42\": \"25+\",\n",
" \"43\": \"25+\",\n",
" \"44\": \"25+\",\n",
" \"45\": \"25+\",\n",
" \"46\": \"25+\",\n",
" \"46-65\": \"25+\",\n",
" \"47\": \"25+\",\n",
" \"48\": \"25+\",\n",
" \"49\": \"25+\",\n",
" \"50\": \"25+\",\n",
" \"51\": \"25+\",\n",
" \"52\": \"25+\",\n",
" \"53\": \"25+\",\n",
" \"54\": \"25+\",\n",
" \"55\": \"25+\",\n",
" \"56\": \"25+\",\n",
" \"57\": \"25+\",\n",
" \"58\": \"25+\",\n",
" \"59\": \"25+\",\n",
" \"60\": \"25+\",\n",
" \"61\": \"25+\",\n",
" \"62\": \"25+\",\n",
" \"63\": \"25+\",\n",
" \"64\": \"25+\",\n",
" \"65\": \"25+\",\n",
" \"66\": \"25+\",\n",
" \"66+\": \"25+\",\n",
" \"67\": \"25+\",\n",
" \"68\": \"25+\",\n",
" \"69\": \"25+\",\n",
" \"71\": \"25+\",\n",
" \"73\": \"25+\",\n",
" \"75\": \"25+\",\n",
" \"76\": \"25+\",\n",
" \"80\": \"25+\",\n",
" \"92\": \"25+\",\n",
"}\n",
"\n",
"# input_GB = df_GB[[\"full context\", \"Contraction\", \"age\", \"sexs\", \"nats\", \"edlv\", \"occs\"]]\n",
"# input_GB = df_GB[[\"Contraction\", \"age\", \"sexs\", \"nats\", \"edlv\", \"occs\"]]\n",
"# input_GB = df_GB[[\"Contraction\", \"age\", \"sexs\", \"nats\", \"edlv\"]]\n",
"input_GB = df_GB[[\"age\", \"sexs\", \"nats\", \"edlv\"]]\n",
"input_GB['age'] = input_GB['age'].map(age_map)\n",
"\n",
"output_GB = df_GB[\"Contraction Meaning\"]\n",
"\n",
"\n",
"# input_SL = df_SL[[\"full context\", \"Contraction\", \"age\", \"sexs\", \"nats\", \"edlv\", \"occs\"]]\n",
"# input_SL = df_SL[[\"Contraction\", \"age\", \"sexs\", \"nats\", \"edlv\", \"occs\"]]\n",
"input_SL = df_SL[[\"age\", \"sexs\", \"nats\", \"edlv\"]]\n",
"output_SL = df_SL[\"Contraction Meaning\"]\n",
"\n",
"age_map = {np.nan: 'no age data',}\n",
"for ii in range(100):\n",
" if ii <= 25:\n",
" age_map[ii] = \"16-25\"\n",
" elif ii > 25:\n",
" age_map[ii] = \"25+\"\n",
"\n",
"# input_SL['age'] if float is smaller than 25 then it is 18-25\n",
"# input_SL['age'] if float is larger than 25 then it is 25+\n",
"input_SL['age'] = input_SL['age'].map(age_map)\n",
"\n",
"edlv_map = {\n",
" 'BA': 'BA',\n",
" 'Bachelor':'BA',\n",
" 'Bachelor ':'BA',\n",
" 'Bachelor/Higher National Diploma':'BA',\n",
" 'Diplom-Ing.':'Diplom.',\n",
" 'Diploma':'Diplom.',\n",
" 'Diploma in Law':'Diplom.',\n",
" 'Doctorate/PhD':'PhD',\n",
" 'Doctorate/Phd':'PhD',\n",
" 'GCE A/L':'GCE',\n",
" 'GCE Advanced Level':'GCE',\n",
" 'GCE Advanced Level ':'GCE',\n",
" 'GCE Advanced Level, Bachelor':'BA',\n",
" 'GCE Advanced Level, other: professional':'GCE',\n",
" 'GCE Advanced Level, other: reading LLB':'GCE',\n",
" 'GCE Ordinary Level':'GCE',\n",
" 'Higher National Diploma':'Diplom.',\n",
" 'LLB (Hons), Attorney-at-law':'BA',\n",
" 'LLB in Business Law':'BA',\n",
" 'MA':'MA',\n",
" 'MD':'MD',\n",
" 'MD Surgery':'MD',\n",
" 'Master':'MA',\n",
" 'Other (Professor)':'PhD',\n",
" 'Other: National Diploma, City & Guilds (Int.Dip)':'Diplom.',\n",
" 'PhD':'PhD',\n",
" 'Post Graduate Diploma':'Diplom.',\n",
" 'Undergraduate':'GCE',\n",
" np.nan: 'no edlv data',\n",
"}\n",
"input_SL['edlv'] = input_SL['edlv'].map(edlv_map)\n",
"\n",
"nats_map = {\n",
" 'All':'other',\n",
" 'Burgher':'Burgher',\n",
" 'Moor':'Moor',\n",
" 'Sinhalese':'Sinhalese',\n",
" 'Sinhalese ':'Sinhalese',\n",
" 'Sinhalese, Burgher':'Sinhalese',\n",
" 'Sinhalese, Sri Lankan Malay':'Sinhalese',\n",
" 'Sinhalese, other (unspecified)':'Sinhalese',\n",
" 'Sri Lankan Malay':'Malay',\n",
" 'Sri Lankan Moor':'Moor',\n",
" 'Tamil':'Tamil',\n",
" 'Tamil ':'Tamil',\n",
" 'Tamil/Indian Tamil':'Tamil',\n",
" 'other':'other',\n",
" np.nan: 'other',\n",
"}\n",
"input_SL['nats'] = input_SL['nats'].map(nats_map)\n",
"\n",
"sex_map = {\n",
" 'F': 'F',\n",
" 'M': 'M',\n",
" 'M ': 'M',\n",
" np.nan: 'no sex data'\n",
"}\n",
"input_SL['sexs'] = input_SL['sexs'].map(sex_map)\n"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(input_GB, output_GB, test_size=1, random_state=12)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11659,)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_train.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11659, 4)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.shape"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11660, 4)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"input_GB.shape"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import OrdinalEncoder, OneHotEncoder\n",
"enc_i = OneHotEncoder()\n",
"enc_i.fit(input_GB)\n",
"X_array = enc_i.transform(X_train).toarray()"
]
},
{
"cell_type": "code",
"execution_count": 324,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11,)"
]
},
"execution_count": 324,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# flatten enc_i.categories_ to get the list of all possible values\n",
"np.array([y for x in enc_i.categories_ for y in x]).shape\n"
]
},
{
"cell_type": "code",
"execution_count": 325,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([['he had', 'she would', 'he had', ..., 'you have', 'you have',\n",
" 'you have']], dtype=object)"
]
},
"execution_count": 325,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(output_GB).reshape(1, -1)"
]
},
{
"cell_type": "code",
"execution_count": 326,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OneHotEncoder()"
]
},
"execution_count": 326,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import OrdinalEncoder, OneHotEncoder\n",
"enc_o = OneHotEncoder()\n",
"enc_o.fit(np.array(output_GB).reshape(-1, 1))"
]
},
{
"cell_type": "code",
"execution_count": 327,
"metadata": {},
"outputs": [],
"source": [
"y_array = enc_o.transform(np.array(y_train).reshape(-1, 1)).toarray()"
]
},
{
"cell_type": "code",
"execution_count": 328,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11659, 51)"
]
},
"execution_count": 328,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_array.shape"
]
},
{
"cell_type": "code",
"execution_count": 340,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestRegressor(n_estimators=420)"
]
},
"execution_count": 340,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rf = RandomForestRegressor(n_estimators=420)\n",
"rf.fit(X_array, y_array)"
]
},
{
"cell_type": "code",
"execution_count": 341,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11,)"
]
},
"execution_count": 341,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rf.feature_importances_.shape"
]
},
{
"cell_type": "code",
"execution_count": 342,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['18-25',\n",
" '25+',\n",
" nan,\n",
" 'female',\n",
" 'male',\n",
" nan,\n",
" 'british',\n",
" nan,\n",
" 'secondary',\n",
" 'university',\n",
" nan]"
]
},
"execution_count": 342,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_names = [y for x in enc_i.categories_ for y in x]\n",
"# feature_names = [y for x in enc_i.categories_ for y in x][-11:]\n",
"# feature_names[2] = \"no age data\"\n",
"# feature_names[5] = \"no sex data\"\n",
"# feature_names[7] = \"no nat data\"\n",
"# feature_names[10] = \"no ed data\"\n",
"# feature_names[:2] + feature_names[3:5] + feature_names[6:7] + feature_names[8:10] + feature_names[11:]\n",
"feature_names"
]
},
{
"cell_type": "code",
"execution_count": 343,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Elapsed time to compute the importances: 0.015 seconds\n"
]
}
],
"source": [
"import time\n",
"\n",
"start_time = time.time()\n",
"# importances = rf.feature_importances_[-11:]\n",
"importances = rf.feature_importances_\n",
"\n",
"# importances = importances[importances > 0.]\n",
"# std = np.std([tree.feature_importances_[-11:] for tree in rf.estimators_], axis=0)\n",
"std = np.std([tree.feature_importances_ for tree in rf.estimators_], axis=0)\n",
"# std = std[std > 0.]\n",
"\n",
"# std = std[std > 0.0005]\n",
"\n",
"elapsed_time = time.time() - start_time\n",
"\n",
"print(f\"Elapsed time to compute the importances: {elapsed_time:.3f} seconds\")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 344,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11,)"
]
},
"execution_count": 344,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"# forest_importances = pd.Series(importances, index=feature_names)\n",
"forest_importances = pd.Series(importances, index=feature_names)\n",
"forest_importances.shape\n",
"# leave out all forest_importances with lesser importance than 0.01\n",
"# forest_importances = forest_importances[forest_importances > 0.01]\n"
]
},
{
"cell_type": "code",
"execution_count": 346,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Elapsed time to compute the importances: 25.461 seconds\n"
]
}
],
"source": [
"from sklearn.inspection import permutation_importance\n",
"\n",
"start_time = time.time()\n",
"result = permutation_importance(\n",
" rf, X_array, y_array, n_repeats=10, random_state=42, n_jobs=4\n",
")\n",
"elapsed_time = time.time() - start_time\n",
"print(f\"Elapsed time to compute the importances: {elapsed_time:.3f} seconds\")\n",
"\n",
"forest_importances = pd.Series(result.importances_mean, index=feature_names)\n"
]
},
{
"cell_type": "code",
"execution_count": 347,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dKffXXSnPXluwbCzgKpbdX0+mrNX54XyY24iI3YF9Kf2H2zFcrMO1zRqLpeP+P5sPyeaaMY+9mtfy89pL1xYsHXM7DTiRcv/6/nyZ166xkOd7JE25zPTly5cvX758+fLla6QXZYelrHgtnnRbO/jsD6QsJL268m9Q87oaOBi404Q/222B/6VMVl3Z4udb/nUVZRDjnh1+jgM6avuwr4NabvMBPZ8PiyvatFeP39kqPz9lkdjjKUFoVwz5XbXyt6VkyHofZYFkm+fSScDTgbX6vi5M6lXzd2mxrjbOv7Wb7+iXlIWyw37HpwCvATZt6TPdAfjIiOfiVcAhwJ6TPg9G+Nz3Bb5FWYgxym/td8BzgA0m/VlW8vn2ogSnt9kHuRT4LLBTz59l/4q2HTTgGKsBD26+80uG/NwHLXecg1r8e47zOmDMv+kNgGdQ+llnd9jO44HnAutN4DdQ813tP+AYATyMEiA4an/398BLmN5rxbrAM4HfdHQOXAZ8H3gcsHbPn20j4BWU3RPb/Ez/Bt4IbD7B7y0oQXQ/6vD3u/R1DvBRSvD56pM+Z1v42419beigTUsq2rSow/rvCXyTdvsMc70uAj5Pua62cj2ghT5C398VZZeR5zP6dffq5re/L7DapH9Tc3y+OwOfogRljfL5TgfeCdxkQD07Ufoxq3r9z6T/HtPyovSF923OnatG+F6upSwefgJTPNZAWQj96eZ60+b161d9/uaoG0tfUnGc2wEfB84c8vOu8ti008/eEHgp5XlhlO/keOCFwLot/c33Bj5HCSYdti2XUe5vu/R4ri+paNeiHtvTyjm7wjH3b/l3POpr8Zh/m7Up/faPUwIxu2rnv4D/A2404fOuj9deQ7Z74DH7+q0s16a9cMxuxePcDvgMJbhglM//Dyr6kLP4oiRP+Bjt9o+upQT03r/nz7Koom1LKo6zDfBWSqDBKJ//YuALTHievqO/8ZIWz5NRXgdUtPGANo7T8t9tcUWb9mqprr0q6lrc4mebur93h99jK39bSqD8dyg7og37GzgPeD9w85Y+040o49gnj/ibPAZ4ElM2/kSZ03gh7Y/7n0aZT9hw0p9xJZ/7LpTn1lHntY8HXgZsNKCeqfzds4Dme6b1b+zLl6/Br2Ey40uSJEkzLyIeFBHHAd+lZJ5avcXDr05ZgHZ0RHwnIha1eOxVioibR8Trm10njgNeR8lktWZHVa5BySx0REQc3mTOkkYWEatHxAspA6KfpyyYGWUHnnHasG1EfJYy2Pd8xttFZC43p0yQ/iUiHtHysTWGKJ5FmZT8GCUrYYxwqO2BNwEnRcRTmmzzo7Rn54j4JmVx4DMZ7Vxcg7KTyU8i4uBmx71ORcSiiMgBryWreP89m3v0YZSMvOuM2JTbAB8ElkTE85od/iYuIm4bET8BfkzZ8aTNPsi6wBOB4yPiyxEx0m60fYuIJ1B2DPs25Ttfb7ItmoyI2DAinhQRh1IyK3+U0s/avMNqdwY+APw5Ip4eEfNmnDkiHkLJ3nkwJQB31P7uLpRFXac114qRrtlti4i1I+JVlAy4H6EsXuvCOpRFBF8AzoiId0bENh3VBZQMrRHxP5TP9lbK4rE2bQa8lvKdvrrJoN+biNiDspjhm5S+bNeWBuD+EPhnRNy5hzrVg4jYKSIOpyyE3Id2+wxz2YCS1ORg4KyIeHjH9U2ViFgjIl5GuTa9j9Gvu6tTfvtfAU6IiD6uAwM1fdDDKLvo7U/Z0WEU21IC0f8aEZ+KiC1WUm4LSj9mVa97jNiGqRIRe1U8/yxexfsfRVk89xXKuTPKc0tQds75HKVf97gRjtGZiLhVRHybkvTkyZTrTZvuQPn7HR8RU39eRcTuEfFTSuDu0xht1+FORMSaEfEaSvDsOyjPC6PYGTgQODEiHjpGe/Zofj8/ogSMjrJT2DqU+9txEfGJiNho1PZoYWju+feLiIMoAa3fpPwWb9phtTcEXk25Rr/F83A6OWZ3fRFx64j4AeWe9STKTjmj2JrSh/xLRLw3Ika5ni8oEbFFcx36EyW5X5v9o6AkZvleRBw7X8YJImKziPgwZbe5VzD8Ln1LrU9JHHV0RHwvIrq8vkuaJ5pn9+MoyeUexJA7ZjU2AZ4H/CEi3hpll7tR2rJFRLyLMi/2WuBmoxyHsvPXZ4DfRcRuIx6jNcvNs59KeR5se9z/JpT5hCUR8ZKI6HqstEozn/9Dys6BT2D0ee2dgbcDf4uy5qvXNTKjWujzPZLml3mz0EGSJEmapIi4UUR8nZJ16rY9VPkgysKB53VdUZQgpJOA/wFu2XV9c7gXcGxEvGY+LcbW9IiI21MChw4EOg/6maP+1SLiJcAfKZPbXQ/C3hj4epQgp007rksDRMT2lCyVH6a9828L4JPANyOiOkCoORdfQVmosE9LbYES7H18ROzV4jFbExHrNxPmP6Lde/QNKBkjj42Im7d43KE0CxPfTLnO7dl1dcCjKX2QZ3Vc18gi4qYRcQRl4e/2k27PJEXEDYGzKJOfD6C7ZAgrsw0lkPiH076oKyI2j4gvU3YzbLPPuxnlWrE4Iia6qDkiHkQJFnwz3QZUrmhzygK3+3ZVQUQ8ADgBeD2jL8SrtR5lF4jjImKnjutaev9+C/AT4I5d17cSWzCBfrTaFxH/Bfya8pw9CRsB202o7t5FxG0pgbBvp92EKrcEfhQR74sJJXdoggbeSHm2aPP6vgYlMO/EiHh0i8edGc0Cuq8DXwV2aPHQNwG+ECXx1dYtHndoEbFORPwfJZDuwYyWsGYYt6b05T4SEaMuYOvMcs+8vwDuNun2rChKorRfURIEtdVPWwQcEhEfGmaxY0Ss1Sww/SntBd+uBjyVsth01EBBLQzHUBZS70f3zyQrWhd4JeU8vEvPdWslHLO7vqYPeQDwW0pS0rasCbyAknhi4gv/JyUiHk+Zh9qP7ueh7gj8rAlknLr+0VJRkkz8EXgW7SbZvD8l8OUpLR5T0jwSEetFxEcoCavamntckxL4++thg3Yj4oGU8fEXM3rg1Yp2Bn4eES9u6XhDi4gdKePiH6Ykk+jSZpQkib+c5LNdlETRB1ASnd+7xUNvTFnz9etm/czUWsjzPZLmJxerSpIkSQNEyQr+W6DvHaHWBd4fEZ+OiFEyXdWahqyma1AWXXwrItaddGM0fzQL8I4Cdp1Q/TegLKR4J+1nSh/kYZRAHxfzTEiTofWXwN07quJhwJERMTAoIiI2puzM9la6CajZHPh+jJEhvgtRdrb4MWXCvKtFlrtSJh8e2dHxV6r57n8IvIrRdpwY1UbAh6PsHtJlH2RoTWDnMZRsySq/92lY1LI38NtpnaRrJsmOoSw+68rdgWOaCeBeNQuHD6Qk/1hQ2bObyeW3AYfSfwDtrSmT64/qqoLmGvtNyuJY52s0siaT84eA9zBapmwNqbk2/JzudgKFsvP59/oeJ2n6oEdSsjh3dW3aHPhyk4lalZp+xi/odozyXpRFRl0HBswpIhYBP6PsyNR3sohnAkdFxLY917tSEXFjyrjXs5jCvkIzRvAzyk7vXXg28O2a62DzvR1NWWDaxfjAIuCnEXGnDo6t+WEa5lEWUc5DAzwmzDG762vGp78LvIF2A5uWd2PKePlUjVF3rQlUPBD4PO0m8hhkNUog40+nLZFW8wz8FkqSia4SXK0LfLJJ9CBphjSJDI+kPCN28WxxC8pumAODxJvr3dsoY/9bdNCWNYB3NdfUXkXEfSnzNn0njrkD5e/f9/ovoiRL/hGlv9RVcPzOlHv3Qzo6/sgW+nyPpPlr6gZdJUmSpGkSEc8HfkA3g1O1ngwcPM0ZAFv0IOAwg+pUIyJeAHyJMqk1ifpvSdn9oc1Mq8PagTKBPJUBDAtZRNyHkpWw6/vDHSk71a10EUIz+H447Waxm8vawJeaQMKJa3ZN+AXQR1biDYCvRMTTe6gLgIi4CWUiqa2s+qPYn7Lz2PoTbMN/RMTDKf2yPheOqN4WlJ097jrphiyvWQz+c/qZnNsOOLzPRUZNcP9PgBf2VWdfImIDSrD4yyfYjPUpAR9PbfvAUXbn/iIwUwsB1Zn3UIIO1IOIeBHwFUqG467dm7JDeS+BRRGxHSV4p6/7+eubYFANEBG3pvRp2tyVbmW2pIzPPaiHuv4jIu5G2eVnkmMcd6AsPFs0wTYA/wmgPIYJJZEaJCL2oyQG6Ppa+ADgoAFt2Y6y4LXLIGeATYDvTCKJhrSc1YFPNGPjmgDH7K4vIraijNN2tnP9ctaljNNOalfuXjXzAocw2XGfO1KSO95igm34jyi7136ZkpyoD6+OiNf0VJekCVsuUccdO65qC+C7zbPMytqyGvBRyvh41zu3vzIi/qvjOv6jeZ48FNi0rzpXsD7wtZ4/89aU59Y++pDrUdYXPL6Huqos9PkeSfObAXWSJEnSSkTEy4D30V1moGHcnzLg0Wemy0nZE/h0RHQ9KKh5LCIeAxxI94PHK6t/J2AxZeH8pG1GWbzvTnU9iYjbAV+nv2DOuwEfXElbNqLs0Nb1xM5S61IW9E5qggOAiFgP+Bb9LCZdajXgYxGxf9cVNcE4R9B/dr657EmZ1OtjwfhKNUFRX6D/XSo0nA0piSCm4dxder3+Nv3uJLAdZWFX5/325SZgF9wuGc397TDKLjmTthrw8Yh4UsvHfRXw8JaPqRkUEU9gAQbVTqtmwcW76fdZ9AHAm7quJMruz4dTMqX36dkR0ddi2HkpIrak7PjSZ8KvdSljkV0nbgEgIu4BfJ/pSJ6xiJK8aJtJNaDZEeEwYKtJtWFVIuIBwMfpb73JoyPitStpy40pCSb62ql5c8rCy652X5JqBPCeadx1YqFzzO76ImITyj3rVj1WuzZl7GVqdpXtQpNU46vAAyfdFmBr4IhJB5U3c8efAPbtueo3RsQ0fA+SOtTc075PeSbswxaUHblXdi//ONBbok/gnRFxl64raYK8Psnk12Et7VM/r/OKyrz6EcAuXde1nNWBTzXzqxM1I/M9kuaxWViMK0mSJA2t2Znu7UO+LYHfUBYf/Rr4C3AGcDFwBSUL0BbAjsCdKQuihhmQuj/wTqC3LEnLuRY4kZJ180/N6x/AmcCFwOWUz79J89oU2BnYvXkNmx14X0rmr3eN3XItOBGxK/AZ6hYwXg78FTiN8lu8irLT1OaUCd7NRqj/ppQApmEXsv2LMgh/DHA88DfgXOAySoDIxpRF+LcD9gIe3LS1xqbAtyJit8z895Dt0hCahYyHUoJGBjmdci/4N+U+cANKpv8dKN/3MJ4WEV/OzB8u15YAPgvctuL9FwN/btp0MWXRwVbANgy/AGQb4L3AJAeaP0FdEGECSyif/XzKNWBD4CaUhcKjBEV+NCJOz8wfjfDegZpdWr/D8MGCF1IW2f6Aco1ZAlxEuVZuROl/7ErpT9yPcg7UugfwafpfqAD8Z7HSIUDNbr1XAac2rwspv731Kdf7WwI37KiZ0+5fwC+BPwB/pNwXzwTOodwrr6D8NjahXJ8WUfpwu1F2qKm9H0G5P34tIu6UmVe30/zhNYuqvk/d9fYCSn/hDOASyrj5DSmf5eYMP7F7V0qW7M6CH5rJ/R8x2oK185r3HgWcQPm9/Jvy2ZNybbwBZbHUzYCdKM8vu1P3OxxLRKwNfI/hd0e6hPIs9jPgOMp5/i9KXwvKeXwTyt9sT2Afyj2tqlmUoOo/Z+bRQ7br+gcrWd0PGPJtF1Em3X9O6V/8mfK9XUr57KtTzveNmv97Q8oz2W0oE/W3xKDkBafZpfL9Q77tckrgwU8o59GfgbMp59ElTZnlz6XNKefSLpTz6db0cC2YRk0AyUcri/+Lcm85i/I73YDyLLA1oy3MenlEfDczfzLCeweKiHUofclRF8ieAZxMucdcRul/bU7pc29Z8f43R8TxLDsH1Wh24PgGdefNNZTz7q+UvvC1lD7e9pR7+rABQGtSEqrcLTOPH/K91SLiTpTn7GEDApZQ+nvHUsYtT6c8911O+aybUj77HSiLtu5P/d/gJpSAwrtn5hVDtmsszXf+TeoCxJLyuU+hjDFdSrlGL30G3J6WA4Aj4laUxf2D1pokpZ95CuXacBWlf71l07Zhd1V6Q0R8IzNPXK4ta1N+HzepeP95lHvePyjXmvUp/aUbA8MGZNwWeF3zkpZ3MWXs93eUOZS/UJ69z6TcHy+n/EY3aV5bUa5RuwN7MFwQ7WrA5yNil8w8rZ3ma1Ucs7u+JpnQIZTnhEGuYNlczUWUfsvS+8IODH9f2Iyyg2kvwf8T8j6G39X+GsrYyPcpc9ZzjYvvRPm7PZThkhlsA3w/Iu6YmecP2a62/B+wX0W5aym/tVMpfYArKOfMlpS/wbDzewEcFBG3zMxzh3yvpHmgmXP9KuUaOci/KdfXf1KewTZk2bPFsIlZdgFe07yWb89LgadUvP8qSp9zCaXPkU1bbkiZ2xgmRmB14DMRsXNXz8FNcNenGT45y0mU5Ik/ocxxnUV5rluXMv50S0p/+iHUzZsv730R8bfM/PaQ76vSJGP5JqWNw7qW0nc6mTKPdTXXneceNEa7FmVsY9i/SWtmYb5H0gKQmb58+fLly5cvX758jfSiLOTIitfiSbd1yM91H8pARM1nS8pA/JuAm4xQ180oQQHXDFHfY1r+vK9dST1/Bz5MmVDZcMw6bkEJjvv3EJ/zEmCHjr7jJRX1L5rAuXdARbsO6LlNiyvatFePn//NwO8HlDkdeCslYHXNAXXuCLyEMgg78G9LGaD8wxDncVIGSO8FxJB/j/UoO038c4i6Du37vO34/Bv4mVusq+r3RxmsX1WZH1ImdLdaRV1rAPek7Dp31RDf7x+XP6eB1w8ofxrwRuD2wOqraM9NgRdTd21c+roW2L3l73tRRb1LgEdWlDsCeAJwgwHfwz2a7+GiIT57UoKQtu7ovD9ohLb8F7DBEHVsSVl8cNmQdb2s5c+6f0WdB1EWgAz6G7yP8rtad0CdNwKeTVl0e9C0XYtG+Btuu5I2XUFZ5PVc4KZj1rEh8CzKIpxhzpdXTfA38jTgpwPKHAe8nDJBvtJ7NGWxzeMpi7yH+fyXANt29DdYkxIQN0x7kpIQ4KHAWiPWuzYlKchHKM9AKx5//5Y+36eH/Fy/pgR5rzNkPasBDxvy3P47sGkLn/ErQ9T5S8pk8Cr7tRV1rtcc5xOUiecV69mni/O1rxd114ZWztEh2rSkok2LxqzjbUOcSycCT2bAvbKizrWA+1LuvXN9xhe18Lfbv+LzHNTzd7UHJfBwZf9+LaXPsh8Drv+UAJcXMPyz5W+B1To6Xz8wZFuSsohpfwb0iykLpJ/ftH/QNfZhFfUu7vO33NWLkkhn4GcFXjagzDWUhewPZxXjd5RFVvcHPkfpKw7zXZ8MrN/R32EbSoBTbVuuplzzdxuhrk0pAVAXDFHfB1v8rIsq6lsCvHpAmSsoCz0fCWw+oM4NKUEW3wROGVD2oIr2PYNV952uburaF9hswPn4IODzlOtn7fdx+ArH+eSA8icCr6AEg6+qz78zZYz8nCHachlw45Z/D0sq6l3U5bVplHO2xfoWV9S3V1+ff472/WUlbTq6OX9WOf5WcfzVKQuAv8Nw80Xf7+jz7lVR9+IJfh8D/zYd1HnQEN9LMhtjdm8dUObvlOSle7CKsQjKeMP9KOMNVw752R8xqfOw43O85jtY/nUlZSft6nsT5X78dIbriyXwLYac7xrQjkUVdS6hjEmtqt9wSXNePhjYZBX1BSVZ3wEMd+9P4L2TPjc6Ot/2qvjsiztuwwEVbTig57/L4oo27TUfv4Np/Ht3+D1W/W0Z/Ox9AmU+4VYD6rsN5blzmOvL5cCOyx3jnqx6vdKFlHvmvVjFOB9lbuNJlMR6w1zrXt7Rd7E1w617yKbt9xyynjtTEhkMU8/5y38HLX/udw3ZlqTM/zyeVc9zr9mcKx+mJPZY1fG+zYR+98zAfM9ybZjI39iXL1/jvybeAF++fPny5cuXL1/z98UCDKijLEo+t/JzXUvJBN/GgsrdKItTauo9iwGLJYase/mAuispCxnuQweLtCiDdp8bYgDj6x19z0sq6l40gfNv6gZYmL6AulX9Ps+iLOwZerExZYBt4KJ3yoKl2vP3N4ywwGuOOjdmuMn6/fo+dzs8/wZ+3hbrqjn//ryKf/spcIcR6t2Jklmt9vt9WvO+3Vj54ppzRvktUBbav436xWytLtihrl9xDnMHASx9/Qq48wh1bwZ8aIjPnpTJmNYWDjTteNQQ9SfwNcboh1CCKY8dor6rgJ1b/Lz7V9S5quv+RcB/M+LiXiqTIdT8bdo8D4b8DCsG1P0aeOY458WA+p5O/QLkS4EtO2jDQRV1n7SKfzseuN+Idd+fVd8LVny1tgB7hXa8fchrxR9peeEpZdHV4yi7LyytZ/8Wjvu8IT7XmU0bxroWUxauvoT6RXufGrO+ralL4HIF8OyOzqGgZG396nJt2aeLuvp6VV4bxj5Hh2zTkoo2LRrj+GtTN35xLfC/dBeIdTvg4yxb9PuiFo65f8XnOqjn72pV95aDgVuPUO8alCQqF1bUv/T16A6+wwcPUX9S+tx7jFjXw1h5QEJSF2S4uItzue8XdYv6TqH0qVb274czYDHfSuq+McMFdyfw8Q7+BqsDvxiiDT8Cbt5CvVtTnyzhWtob91pUUd/FrDzg8VrKLpkjJW0Athvw7wdVtG9VfeGDR/l+KFnqTxjiPLhX875VJds5jfJ8PWxyqxtU/h2Wvj7c8m9iSUWdi9r+LY55zi5psb7FFfW18nscsX3L37/OoCS6GiuBzSrquhv180UJPKSDNuxVUe/iCX4fA/8uLdfnmN31Xyez8rHUcygJrYZO6EPZveWHQ3z2EyZ1HnZ4fm/H4IXxy7+OZ4TnkeXq24DhF7s/q8XPu6iivnMpc4ArO//fzghz55SEC+9bxbm84utK4EaTPkc6OOf2qvjsiztuwwEVbTig57/L4oo27TUfv4Np/Ht3+D3W/G3/Rglqm+vfxnm2+ETltSWBzzbv24gS5LOy693bWEXykpW0JShJCM+vbMu5wHodfBeDktYu/7oMeOaY9T2e4RKq/nzY77miDfdmuLnnY4E7jVDP5pTxglXVVTPmdkDLn3/Bz/esUPcBff+Nffny1c5r2G1TJUmSpIXuo5TB80HOB+6fmc/PzPPGrTQzj6UERyyuKL4FJetjmy4G3kJZWPGEzPxhZl7bch1k5rmZ+UTKgofLKt7y8IjYpe12aF5b2e/ze8BOmfmxzLxq2INm5rWZecaqykTEYygD5jUOpAx2HjtsW+Zo2wWZuT/wIsog2yDvioiNx61Xc9pxjv92LfAq4O6Z+ethD5iZJ1AG04+sfMvzImJ1SubBucZ1fkyZPB/6t5CZl2bmf1POtRr3jYhbDFNHC24A3HAl/3YgcJfMPHrYgzb3p+dQFhPX3tfvQ9nlpRURsSHlM9T638x81Dj9kMw8hbJI6xuVb1kD+EhExKh1jmBl1/1fAbtk5tsy85JRDpyZfxu9WVPne8A9MvMOmfnRNvqnc8nMj1N2b/hVRfF1KRlbJ+HmK/nvbwVun5mHjXLQzPw+ZcHvHyrfsl9EbDZKXSsTEXejTAbW+hhw28xc3GY7MvPyzPxiZu5OyYJ61LjHjIjtgf9XWfxIymLBL2ZmTf9opTLzmsx8FyWj74UVb9k/IvYco8p9KZO6q2wWJcv+h8eoZ+UHL36amftSdo56J2VxgeaX+1E3fvG8zHx9F8/4AJn528x8OnAT4A2URY4L0Vz3louBx2XmPpl54rAHzMyrM/O9lH5lzfUHys7SrYmIdSgLSGu9i9Ln/tko9WXmIcCuwJdWUmSnUY67gG1P6VOt6FrglcB9MvOPwx40M0/PzEcDT6UEb9V4WkTsNWxdA7yMkjl+kGspu4zdOzNPHrfSzPwn5dnvnRXFA/hw8xzeh/UpO4Gu6GxKINkzB41frUxmnjZWy4q5xkWuoASt7zPK95OZP6fsHn9C5VueN+D5+cuUMcKvDdtPzMx/N2Nw7658y5MiYpNh6tC8dwJlYe72mfm/zbhK6zLzKOC2lADPGq/roh0qHLNbqZtR7pMr+j5wy8z8cGZeOexBM/NPlIRGX6h8y60j4n7D1jPl3kfpE9T4PmUuaujnkaUy8+LM3I/hxvHeGhErG6fvwqaU+fEV/QW4Y2a+PDPPGfagmXleZr6AsqN2Tb9hzaaspIXlxpTEVSv6KuM9WzyNEgBXY9+I2IKyU+02c/z73ygJRf87M88dsi2ZmZ+g7PRZM5+2KfDEYeoYJCIeSXkOr3EusGdmfnScOjPzC8BdKIlaa9yFkrC2FRGxNmV+prZ/diBw18z85bB1ZeY5mflMYB9KUsy59DrmNkPzPZIWAAPqJEmSpEZEPIEyiDTI+ZQBnB+0WX9mXgA8EKgZINkvIuZawDCKQykTwK9uFpR0LjO/QRkwGxTsEcB/dd8izXOfomThPburCiJiaZbKGq/JzBeNEti3Kpl5IPDSiqKb0fIiS63UNZQFtG8dZ3A3My+jXBNrJr1vR9np83Zz/NtXgftm5liLmJtFvTUD3AE8ZZy6WtTK7y4zD6UMsP+78i1viYjaxQ2DvIq5J8nm8sbMfEMblWbmFcBjKJkha9yVkiFwkg6jBI8tmXA7psGFlEXtD8zMn/RRYWaeTvmdHFdR/FkRsV63LapyDfDkzHxVC9eJs4G9KbtHDLIe5ffViohYg5LVtnZc/1XNouuhF7ANIzMXZ+bS3c7G8VHqFowdSgkgaLXvl5k/pQQo1fy93jhGVXtXlHlfZn53jDqqZeZpmfmyzPxRH/WpVTXn0rcy80Odt4RyfWwWltcufJ3vzgHulpkrCwyr1iyUuT9lx8hB7hwRtxq3zuW8jLIjRI2XZ+ZLW7iXXkwJRnj/OMeZYddQgpf+XwuLjD4FPJSSib/GuyOilfUFzbjmARVFE9gvSyKNsT7vdQ5aEiu9DHhvRfFbAE9qq+4RnEZZKP/jCbZhZS6hjEN8epyDNAvg70NdUPZDgU8CN5rj396dmY9trjPjtOclrDzwd3nrAY8dpy7NK88GbtMs8mx13HcuzXjhUynPgIPs1iRfUTccs6v3EeBBowQ2LS8zr6EkMvtW5VueOk590yQi7gs8pLL4j4CHZealbdSdme+gJDGosQnjjY204Rhgt8z83bgHyswPUv/Z92+rTyxpqr0XeEwLzxavAD5bUXRt4APAc+f4tz8Bu+cIiV1XaMsvKMnearR2b42INalLaAMledXemVmT1HGgzPwDJSFgbaKDtzTJFNrwEurH3F7d0jz3tyiJfDtJujmkWZnvkbQA2LmXJEmSgIhYi5LtaZArgYc3Ay+tayZJH8PgAY41gFe3VOdvxp3cGrHeI6jLdrhvRMyVjVuCMqH6jGaCtUsvZ+7slyv6aGa+uatGZOa7gW9WFH1xi4O9WrkXZuZX2jhQMyHz7Mricy3W+inw+MysWYRb4/XAXyvKPbKl+sbxvjZ/d5n5W0oGv5pJi62p39FvpZqM9s+rLP4Nyu4vrWnOmycAtbtbvKbnjNfLO5aya1MrC0Xmu8y8MEfYlbGNeoGHMTi744bAw7tv0UDPzsyaSesqzcTeCyqL1+5uW+PprHz3vRX9T2a2vav1KuWIu0XCfxaM3bui6G8oCxk6WcDa/J5qnlHuERF3H7GauYLir9MM4D0jHluzZdC5BPU77Gg4l1AWeoy9cHOpZlFTTWAPtHRviYgNqEvaAvCuZoFtK5rAqBcCX2/rmDPkv1vu1/yA+kQpu9LeQv3/BdapKPeazPxcS3XO5WWUxdiDvHZCz0DnUQLWTp1A3TUe01ZijybR28sqiq7O3NfBLzaBcG15PiWx3iDTMC6iHmTm4dnRjr+rqDOB51B3ndqv4+bMJMfshvI54Dlt/U6aOZ/nULeb+oMW0DziayvLnQLs23YSpcx8G+W7rLFfRNy4zfqHcCKlj3R+i8d8J2XseZCtgD1arFfS9PlKZv5Xi0ldXkjZdW2Qfbn+mv5zKLu1n9lGQzLze9QF+O0eEdu2USclSH67yrJPbHO8Df6z++1jgJo+ymbMHdQ4lIjYGHhlZfH3ZuZbxq1zqSYY8RHUJe7qxIzN90haAAyokyRJUh/uERHZ8+ugIdv4dOoGcZ6TmYuH/gsMITNPa9ozyGObgZj57L3AoOxSG1F27pNWdBolS3mnwXQRsQV1i+YX08IAa4WnAqcPKLMRk89Gu9Ad2mQtbU2TKW2UjPMXUnZeam1gvJmIrwlS2zEiaoM7unAsJcNfqzLzKEr26RoviIi1x6zyeZTf7SBnUoKIW9uZYanMvIgyqVVzTb01JZiqbxcAjzaYbjpk5t+A11QUnfSODR/JzI+3fdDM/A5Qs4PY3dvYybK5zryusvghwP+MW2fPajKAnk3JdD9WVuBBsuzUWrMDQG0g/H80iVwGLUQ4fooXzWu67DDg3y8AjuyjITPo6Zl5XAfHfQPwr4pybY2RPIOys8QgxwD/3VKd/9H0aZ9CebZXnW9m5rvaPmiz02LtjoE1AU+rFBE7UbeL72fbXFQ2l2bR1mMYvFh/B8oOan17WmaePIF6a3ww299R9/PAX0Z4398oQRetycx/A++rKLpXizvXS9fTXKeeQUm8sSqPiojVe2jSrHHMrs7v6ODzZ+Y/KEH4g6wPzPtF0BGxB7BnRdFrKTsWd7X7zPMYPAcFsBb1CTradAllZ74L2jxoEwxaO8fnvLW0cP2dEcZ9V6UJ/j1wxLc/MzP/3mJzoNxbB92zgxaudU2gf+0OoB/LzEPGrXMumflD6p7vAF7SjOOP45nU9SGPpYN7abOmrWb+riszMd8jaeEwoE6SJEkzrxnEqVmMf3RmfrLr9gBk5jcYnHV0XeDxPTSnM83k2psqitZkL9LseUHL2SdX5jnABgPKXAM8v4ed8pYOutcsKHtax02ZZf+mBDZ24WMjvOeFmbmk7YYAX6IuA/CksrFeTVlc2FWGvXdTl5H2hox/P67dEeLlmVmTxXIkTdbCD1QWn8Q15nUdnesa3ccoi8ZWZa+IWKOPxszhdFpY9L0KNYHVawB3bqGufYFtKsqdQ7k2tr6IrytN5s/dK4q+PjNrAk3a8EoGLyp4eERsOuRxN2bwvMzfhjymZteg8+/0+XQtmEcOboKPWtcsIKnJEn6HlnbgqFkseg3wlK6edZsF4i5YqXMB3SbxeSV196BdI+KeY9b1UgbfDy+i237cfzTPGB+qKNr3M9A3MvObPddZ62TqsrwPpVnIPsr4+35tL6pvfJzBfcI1qOvLSiPLzN9TEqesyibAHbtvzcxxzG6wa4CnZublHR3/E0DNLmx366j+PtV+dwc1yfk6kZkXAv9VWfxJLQQdDOs1mTlKAP5AzW+tZk5gIZxvkubWVcDyJ6jbIW15B3XxTNhcQ4+oKNrG/O+ewM0qyp1LB8+YK3gNdYmstgQeMmolEbEaZVfCQbqe534n8OuOjr1SMzbfI2mBMKBOkiRJgr0ZnNkdOtgBZ4C3VZTZp+tG9OC7lIW/q3KvPhqieeUnmVmTSWoszYBnTeDUxzPzhK7bs5xPAWcNKLN7RNQsvNfwDszMQQEko/oOcNUQ5U8GPtNFQ5pdwA6rKHqnLuqvcFBmHt/VwZuFfLWTN08etZ6IuBt1/ZATKdn6u/Z/lCy/g9w/IrbsujHL+St1i1zVo8y8AvjigGIbMLkFpgd0nN3yB5QsmoO0cZ18VmW5VzW7acwnz6gocwKjBZ2PJDNPZPAOhOsA9x/y0DU7mtZcgyUYfD55LrXvGjrYqW0FNf29NYHbjVNJROwO7FhR9FPNNbEzmfl96hZyzbq3d7nQKDMvoeySWGOc55+NgEdXFH1zZg4a92jTexi8WP+BEbFmD22BstCyNov/JLypw53DDx6y/A+b7Puta3blrlmAOKlxEc2WgyrKOI/SIsfsqn0hM3/T1cGboIZDK4rO62txkzDjkRVFrwQO6LY10ARwDEr8CrAZ8KCOm7O8U6gPLh1Vze/5js38oaSF5YjMPLyLAze7zP1qiLdcQ/0z+ihqAvXauLfWjh+8raMkKf/RjHvU7JwGY4x7APcEtq0o1/U8dx/jmHOZpfkeSQuEHXtJkiSpLljmsMz8Rectua5vUnbVWJW7t5SVfGKajEuDFk7drFlwIy31jp7quRew3YAy11I/+NqKJttrzSDj/bpuywy6EvhoVwdvdmgYZkLl/R3vPPKjijK37rD+lbmWsoikU5l5JPCTiqJ3HyOAtWahBMC7myC/TjWLVmt2RlmDfgP7D+wwS6PG84OKMnfovBXX9w86CjheqjknawL8bzVOPRGxPXWZr5dQt8hyajR9/EdVFH1THzsBr+DAijLDTrDWLAq40ZDH1OwadD55LrXv65n55y4ryMzfURaJDjLWvQV4TE1zgLePWU+tmqRSs+xC6u5L4/osdeffwyOiJkh8Lo8B1h9Q5gJKgFtvMvOfwFcHFNuA/nYjObirnVdacBbwla4Onpl/BP45xFve11VbGtM6LqLZcwRlYfWqTOLZeyFzzK7OW3uo4xsVZcbtH0/afYGaedCvZuagueO2vKuy3L6dtuK63tHDGHHN+bYOsH3H7ZDUv2l4tljqkCbBR1dq2rLjOLuQNoHHD68oegnw4VHrGdKnKLvhDfKAiBg0drEyj6so09c89xHAUV3Xs9QMzvdIWiAMqJMkSdJMi4g1gAdWFP1y121ZUTMB9+MBxdYB7tpDc7pWk+l3585bofniTAZnkGrLwyrKHNVkletbzUD33p23YvZ8tcPd6Zaqzeh7CfDpLhtC3fX5Fh23YS7fy8wlPdVVsyvaasBDRzz+fSrKXAx8YcTjj6J24urenbZimauoWzCkyai5TuzSeSuu7zM9BWEeV1Fm3OvkQyrLvWceBp7el/JMsyqXUhe42LajgCsGlBmqr9UEzg/a/eZOEbHpMMfVzBq00/u2EbFTLy2ZHZ/sqZ7jKsqMe2+5b0WZH2fmyWPWU+sH1AVyzarPdrzrLvCf7OU1yXs2pmRcH0XNOMshTSKhvk3TOMsneqpnFB9rdqruUu24yBK6HyOc1nERzZjmWWLQfXkSz94LmWN2gx3d9W7GjeMqymw7xsL3aVBzvgF8pNNWXNc3KIH0g9wrIqLrxgCX08PvrQlYrAm28P4vLSx/o/sx6GF2dH1/Z60oTqL0Y1Zldep2612Z21N2Mh3ky13vTrdUZl5GXSLGNYF7DHv85n5YM58zbfPcbZmp+R5JC4cBdZIkSZp1dwE2GVDmKuDgzlsytyMrytyu81Z079SKMvM9u6Ta840+Mr42HlBRprOs3AMczeAF2Qvh+jBtDu2hjpMqyx2VmRd22pK6tmwZEWt23I4V9Rlc9U0GTyrBCAtKI2IroGah+/cy89Jhjz+qZmeUmsXTe/e0WOLwzDy/h3o0giZD+qDzcxL9uIN7quf4ijKj7mC51IMqylxNv4v42lLT1zo0My/pvCUraBbyHzOg2LYRsfmQhx6048qawCuGPKZmU83uPa/rvBWz4yLKzjB96PTeEhFbUNcH/dqodQyr2XX7633VNw/1+fzzWcruhIOM8vyzduX7JjXOMi3jsBcAh/dQz6imaVzksB7GCGva4q6w6sugeZQdJjBGtyA5Zlft4B7qAPgTZa52kK27bkiHaoIgzwR+1nVDlsrMq4BDKopuST9JURf3FXBBP+N9kqbLYT3smFX7nHMJ8NMuG9KMw/y5oug4zzq1Af59jwcN2p1+qXuNcOydKPfFQfoc5/k6dfPcbZjF+R5JC4ABdZIkSZp1NYM4P8nM8zpvydx+XlFmIQTM1ASEODGhpWoyho8tIrYHblpRtGZCsXVNBrXfDih2y4hYt4/2zJCa6/K4llSW+0WXjQBoAvZq7oFbdN2W5VwFfL+vyprM+zX17TXC4XevLPedEY49rm9VlLkB42WnrNXLdV9jGdSX67sfdyFwbE91nVBRpmYCdU4RsRp1O1IfmZlnj1rPBNU8j02kr9Xo4nnsqIoyL4uIRw95XM2emnPpMRHx0s5bMhuObBaU9qHm3nLDMY5/V6BmgXXffdBJ9HnngzMZvOCnNZn5d+p25Bplh7q7AusNKHMZ8MMRjj22zDyF8vdelT7GYX+amYMSKE3KldSdH+NaUlmu83ER6trS55iIZtugZ+/VgK36aMgMcMyuTi8B4E0/vGbR/zh95ImJiI2o2+3s0B6TTS5VOyZzp05bUfSZcKDrZzJJ02ea5n+Pzcyru2xIY0lFmZHnNqjrT11G/3OAvwBq5lJGubftVVFmEvPch/VU3SzO90haAAyokyRJ0qy7Y0WZmix0XanJOL9j563o3hUVZZwI1lI1C0fbUHN9OD8zz+i8JSs36BqxOrCoh3bMin9l5pIe6vl3Zbk+JncAzqkoc4POW7HMr3rMRLtUzWTOlhFx4yGPe5vKcp1molyJ2mtt7WcYR1/XfY1uUF+u737c73pcYFQTdLxmRGw44vFvDmxQUW6adzGZU7ND0k0qii6057GaHa5WB74YEW8d49zRwle7W9o7IuITETHOAhgNTmbSppp7y2ZjHH+XijJ/y8zTx6hjFMdQt/PIrDmiyRzfp5rnn9tGxBpDHrdmnOWkCQeTDbr3b9ND4qJpfv75TbMYr2tTMy7SJBoadE6uZZ9NPXEepT+O2Q12NfCHjutYXtd95Ema5vPtZ9TtXtzHGPFCeiaTNH36SGJ6EYOfLWDhzP/W3BuO7ekZ8z+aMZaaHV9rxs9WVDPuMa3z3GOZ4fkeSQvAsIPckiRJ0iiOzMy9Jt2IlajJLvPHzluxEpl5QURczar77tv21Z6I2ATYDbg1ZSBhe0pWqi2AjYG1gbXo5llj8w6OqfnnnMwclC28LVN9fWjULDDalsm3c6Hoa4FA7SB6TZbUNtS0Z53OW7FMHxnoR61zZ2CYhcc7V5Q5OzNPHeKYbTm6stwuwDe6bAj9nesLWrPgeRdgV+BmlEzlW1P6cTeg/I7XBtakbteaYawXEes2u6v2obf7XmZeHRGXAYMWVq8NXDRCFbevLDeJRVXjqulrXQuc1HVDVqG2rzWMb1My7w46Z1YDXgE8MyI+DnwqM+3TaXlHAf+gbhfQpwKPjYjPAJ/IzF912rKFqc/f36DdZ6DcV0ZV0wftbUe0pTLz8og4nvp736yY1ueftSh9ymF+GwtpnKVml5xR9RmcMKxpGhe5MjO7/B6WdyGDx6bXYbT+vhagiNiBspj25pR5lG0pz96bA+tTrqFr0/6zNziP0hbH7AY7pecF8F33kSep5nwD+GWnrZhDZp4fEScBtxxQdJSgg2EtpGcySdPlqszsawy65tli3s//RsR6wE0rivZ+b2scDewzoMxGEbFdZp42xHF3qigzreM845rV+R5JC4ABdZIkSZpZEbEZZRHxICd23ZYBzqUEra3MDSNitS524YiI1YC7Aw8BHkCZMOlikrdG19mfNT/0OcBWM4k56etDzaBfzQJb1Tm3p3pqFyLUZEltQ017+pw8/l2PdS11IiXr8qCxtJ2A7w1x3O0ryvxpiOO1JjPPjIjzgE0HFF3UcVP+npkXd1zHghURNwUeBjwYuAuT7U+tSwki6kPfu8dexOC/7aiBxzerLDfJrJ6jqulrnZqZl3fekpVrva+VmWdHxIeBF1e+ZVPg5cDLm0CTQyj3mmMy8+ph6tbCkplXRsT/Aw6sfMt6wLOBZ0fEX4GDKefSzyb8O5sv+ry31ARkjJPQYoeKMhPpgzb1GlB3XZN4/vl9ZbmdGG5h80IaZ+kykGuSi8sGmaZxkfO7bsRypm1cRFMmIjalPHc/BNib8XbyGJfzKO1wzG6wSYy9DNJn0rc21Zxv1wB/6bohK/FHBgfULeq4DVcDfSXbhIV9vkm6vr7mW6Hu2WIhzP9uR926okmNP9WOZSwChgmou1VFmUmM85xA3Tz3OGZyvkfSwmBAnSRJkmbZjSvL/TRiUjFkVVanLIxrbbF5MwH8PODplMGuaeDEhAD+2WNdNdeIp0XE0zpvyXg2nHQDFpC+JjBqFsdf0eNOTzXt6XOM6eQe6wIgM6+KiFMZHNgybNa6mkH5vjLuz+Vk4E4DynQ9sdDndX9BiNJx3YfSl9ubySVDWFGffbm+FvouVXM9HvU6WXNd+Xtm1mTOnjY1fa0dIiI7b8l4RulrvQ3Yn8ELIFe0S/N6LXBxRPwc+Bnwc+CXmemuKLPno8CLqFuAubwdgJc2r8sj4hjKjnc/B47OzJrFBbOmz3tLl/cVqEsuNanFupOqd5r1/vxDWSx2OYP7b8M+/9Tc+98YEW8c8rh963qcZZqfgaZpXKTPRa/TNi6iKRERdwT+C3gU0zN/MS3tmO8csxtsIY29TFrNd3VaZl7ZeUvmVtMfrXnGGMf5XSSWXYWFfL5Jur5pe7aYpueuUa91tf2QSfWnasdaqvtTTUL39VusuzVDzHOPY5bneyTNc3bsJUmSNMsW0lbt69JCQF1ErEnZ/eC/gY3HPV7L1px0AzQVzuqxroVyjTArcXv6nFAZZJra0rclE6x30ERD9cKBJujphhVFJ7mYsqburhdL9Hndn/ciYm/gHcDtJt2WOfTZl1tIOy1VBdR13opuzGxfKzP/FRGPBQ6lJEgZxQbAfZsXwLUR8QdKgN1RwBGZ+a8Rj615IjMvj4h9KIFwNQs25rIOZWf6uy/9DxFxEsvOpR9n5pLxWrogLIh7yxB90D53f5iGeqfVFZO4lmfmtRFxOu0+/6wPbDJOu6ZIl+Msl2bmJR0ef1zTNBYxTW3RjImIHYC3Aw+fdFvm4DzKmByzq7Yg+sdToua7mvbzbe2I2Cwzuwq09HyT1KVpe7aYtvaMorYfMqn7W229w/SnassuGeKYbVpCtwF1MzvfI2n+W23SDZAkSZImaKtJN6BFYz/UR8QuwK+A/2P6gulgenZX0WS1thPjqkTEGsDmfdTVAwf92nPFpBuwnGlqS58SOGdCdZ9dUWaYvsV61C1ymmRAWc2C5q77DL1c9+e7iFgnIj4EHM50BtNBv325a3qsq2s1O5jN16CphfI8NlJfKzN/QNnNoq2MrKsBtwGeA3we+GdEHBcRb4yI27ZUh6ZQZv4eeAJwVYuHvQXwVOCTwKkRcVJEvCsi7tIsMJ5FC+XesgF1CVenuc89Syb592j7+Weh3Peh23GWaX/+maaxiGlqi2ZIRDwH+B3TGUwHzqO0wTG7OgulfzwNar6raT/foNtzzvNNUpem7dli2tozitp7wkTub5l5AXV/52HubTXjHtM+zz2OhTLu49oaaQYZUCdJkqRZNmr29mk0Vt8+Ih5IyWh/m3aaI3WmrwHk9Xqqpw8++2shuTAzr55Q3TUTHBsMcbx1KstNckFlTd1dTywshInDTkXEFsCPgWfjwrmFqOY3dlHnrejGQnkeG7mvlZkfAB5Ld9/hbYHXAsdFxPER8aKI2KijujRBmXkIcD+6C7C9OfBiyrjBXyPitRGxZUd1qVu1fdBJ7ZB16YTqnVb/nmDdbT//LJT7PnQ7zuLzjzSlImKNiPgI8EEW1jVN1+eYnfpWc85N+/kGnnOSpGVmsT9VM0Yy7fPc41goz0iurZFmkD98SZIkzbLaQZwFLSLuDxzMcItgpEm5tqd6vD5I0+nyKa97mGtHbdkrhzhm22oWc3Z9vezruj8vRcQmwBHAnSfcFHWnZsJ2vi68tr8FZOZXKIlNvt1xVTsD7wb+1uxat2HH9alnmfljyrl0EO3tfDiX7YE3AqdFxPuawG7NH2tXlptUH3S+3tO6MovPP7PO5x9pCjU79H4SeOak26JeOGanvtV8V9N+voHnnCRpmZp7wjWZOcln4Lb7UzVjbtM+zjMO+wGS5q01Jt0ASZIkaYJqFxEtWBGxE/A1YM0xD3UlcDZwJnAhJZvTpcDVzWvQYr6tKNn0pWkx89cHaUpN+8KBYSYLahNdTXIy6ZqKMibsmpCIWA34OiVIZhwJnAucRdkF5eLmtbQfV3MePIqFk31y2qxeUabmO5pG9rcambkEeGhE7Am8mvJs1NWOkxtTdq17RkQ8LzO/3lE9moDMPBt4SkS8m3IuPZLu5gLXAZ4PPDkiXgl8ODO7DORTvyb1XXoOXddCev7xvi9pPnsD8KQWjnMh5dn7bJY9e1/JsufvQe4G7NBCO7RqjtmpbzXf1bSfb+A5J0laZtrvbdB+f6pm3GPax3nG4biPpHnLgDpJkiTNsqsm3YBJiog1gc8x/OLnsyg7ofwSOA74C/CPcbJHRcReGFCn6TLT1wdpik1yUr7toJbaiYu1hjhm26Y9m+Kseymw95DvuRL4BfBT4DfAn4BTM3Os77HpyxlQ143LKsrM18yf9rdWkJk/BR4QETsA+wGPBm7RUXU3BL4WER8GXpCZNQt4NU9k5u+Bx0bE1pTF348FbtdRdRsBHwTuFxFPzMyLO6pH7ajtg05qEcx8vad1ZSE9/3jflzQvRcSdKQkphpHA8cBi4NfN/39KZl4wZlsOwoC6Pjhmp77VnHPTfr6B55wkaZmae9uaERETTNDVdn+qZr3UtI/zjMNxH0nzlgF1kiRJmmU1i1PPycwtOm/JZDwT2LWy7LXAV4EPA0eadV4zoOb6APDgzPxupy2RtLxpXzgwzMRKbdlJLiquqduFEhMQEVtSMuTXOhF4F/DVzLywm1apIzV9knU7b0U3aj7bOzLz5Z23ZMpk5l+B1wOvj4ibUZKP3B3YA9im5eqeDWwIPLHl42oKZOY/gbcBb4uIbSnn0j0o59JNW67uYcC3I+K+mekCiulV23dbr9NWTF+902ohPf/UjrPsnJknDHFcSerae6lffHpOU/7Tmfm37pqkjjlmp77VfFfTfr6B55wkaZnae8LaQ5RtW9v9qZqy0z7OMw7neyTNWwbUSZIkaZZdWlHmBhGxxkLL1t/sTveayuJ/BJ6Umb/usEnzdRGwFq6a6wPAVp22QtKKNphg3TW7bw0zsXIpJWN5DCi3+RDHbFtNUoFLOm+F5vLf1J2TVwIvB94/zm7CFezLdeeiijLzNQFITX9r5vtamfln4M/A+wEi4qaU4Lo9gbsBN2+hmidExF8y84AWjqUplZlnAJ9oXkTENiw7l/YEdmL8LMl7AR8FnjLmcdSdS4CrGTxHPKl7y3y9p3VlkjsAd/H8U2MrwIA6SVMhIh4M7FZZ/BPAizOz5hluVD5798MxO/Wt5rua9vMNPOckScvU3hM2B87osiFziYi1gI0qig5zb6sZI5n2ee5xON8jad6a5PahkiRJ0qSdWVEmgBt13ZAJeAiwdUW5XwN37TiYDsxAPs1mMhFLs6PCeRVFt+26LZKuY92ImNSi0i0rypxbe7AmWP/fLdXblRtWlPlX563QdTSJEfarKHol8KDMfG/HwXRgX65L/6goU9Ovn0Y1z2P2tVaQmadk5kGZ+bTMvAVlYdu+wIeAU8c49BsiYvdWGqmlpvpZKjP/kZlfysznZeZtgE2BB1N2ND1xjEPvHxH7ttJIta7pE5xVUbSmH9iFSdU7rSb5LNDq8w91933w3i9Nk6nuy/TkmZXlXp+ZT+84mA589u6FY3aagJrvatrPt2uBs7tuiNQz+0LS6Gr7IZO6v9WOPw3Tn6pZWzLt89zjcL5H0rxlQJ0kSZJm2d8qy92q01ZMxmMrylwI7JOZ53fcFjAT0TSb5ay3NdeIhXh9kKbdNC/u/eeQx6wpv2jIY7Zp+4oyw35mje8+1GWlfllmHt51YyJiPSabVXOhO72izKKImI8LPOxrtSAzz8nMr2XmczPzppRdxl4P/GWEw72p3dbNvHn1LJWZF2bmdzPzpZm5E6Uf8FLgdyMc7n8jYvV2W6gW1fTfduy8FdNV77TarEmmMAmtPv9k5oXABRVFvfdL02Ne9WXaFhEbAw+oKPqNzHxj1+1pOI/SH8fs1KeFcL6d3QSjSgvJTPeFpDHV9kMWddmIVai5t8Fw/anastM8zz0O53skzVsG1EmSJGmWnVZZbudOWzEZe1WUeWtmntF1QxpmIiquqSizTuetuK5Ne65vmtRcIxbi9UGadpNaZHuzijLDLlSpCZS55ZDHbEVErANsV1G0r76ClrlnRZk/AR/ouiGNG/dUz6xaUlFmLeDmHbejCzV9rRtGxBadt2QBycwTM/ONmXkz4P7A0UO8/T4RcaeOmta1qXqWiojVgI36qq8LmbkkM9+VmbsCewDfG+LttwQe1UnD1Ia/VpSZSB90gvVOq9WoX+TVmiZhwjYVRYd9/nGcRVq1qerPMNvjwgB3Y/DONFcDL+6hLUs5j9Ifx+zUp5rzbcOIqOmfdeEWFWU83zSuaesHgX0haRw19zaY3DhQzb0Nhru/1Y6RTPM89zic75E0bxlQJ0mSpJmVmecBf68oumfXbelTROwADBqkuBb4eA/NWWqXHuuaZldUlNmw81Y0IiKAG/VV3xQ6vqLMrSNis85bIml5tZMcrYmITYAtK4qeMuShT6wos0NE9HbtX85tqRs7PKHrhuh67lxR5mOZeW3nLSnsx3Wrdmeo3TptRTdq+lpQFrJqBJl5GHBX4GVDvO3BHTWna1P1LEXZPWQ+7hw5p8z8eWY+EHg8cFXl2+bruTQL/lBRZvfOW7GCZnG4wVTX1/vzD2WRVVSUG/b5p+bev0cTlCzNomnrz8x68FbNs/f3MrNmJ4axRcTmuENdnxyzU59qzjeA23Xaijk0O4/fpqKo55vGNVX9IOfIpfFk5tnA2RVFe7+3NW5fUeYq4OTaA2bm5dQF1U3zPPc4nO+RNG85GC1JkqRZd0xFmT0jYsEshKNu94rfNINcfblDj3VNs8sryvQ5QbsDZceTWVVzfQjqdnyU1J5JBI3U1lmzOHl5v68osxp1i7jadtfKcjWfQe2q6csd1nkrlrEf163fUZeh+V5dN6QDxwJZUa5mV0atRBbvBP678i336bI9HZq2Z6lb91hXbzLzi8ATKovfu8u2aCw1C1xuEhF970K7O7M9BrEyk3j+qQ2oHPb5p2acZRNg1yGPKy0U9memi8/es80xO/Wp9ruq/e7bdBtgg4pynm8a17T1g2Z9jlxqQ8340yTubbX1npSZVw553Jpxkmme5x6H8z2S5i0D6iRJkjTrfllRZlNg764b0qObVJSpzR40tojYBTOrLnVuRZk+d0ObVEawaVGz0AvgUZ22QtKK9phAnXepKJMMn4n3t5XlJhHccL+KMldi9uFeRcTaDM4ieRVwUg/NWeq+PdY1czLzMup2qbv/fEsCkpkXUHeuPqLJCq3xvBP4TUW5O863c6nhs1RPMvOrwCEVRbeKiO27bo9G8vPKcn3vMuiuhnOb1uefczLzX0Met2YcFhxn0eyyPzNdpmoeBZ+9++aYnXqTmacD/64oOq3nG9T/ZqSVsR8kLTw194ZtIqLXRB4RsTWwS0XRUe5tNc8Hkxjn6Txw0fkeSfOZAXWSJEmadd+rLPfETlvRr5rsbWd13oplHtZjXUvV7PIxieelMyvK7NR5K5aZr7tTtKJZGFYzUPqQiNio6/ZI+o+bRkRNlvA2PaiizPGZedGQxz2BunvuPkMedywRsTF1GQJ/kZk1mWPnu2sHFYiIvvoNNf24czPz6s5bAjQ717i4oHs1zyxbUL/IaZrUfLYbYdbSsWXmtcAnKoquDtyg4+Z0wWepfn20stygIHBNQGaeRd0C696CmpqFNI/sq7555m4R0dtODM138YCKorWBmcv7FXB2RbnH9di/lqbJ1PRnImIt4O591LWcaRuzn7Z5lIf2WBdM3/fRN8fs1LcfV5S5Y0TcqPOWXNfDK8pczmh9Q2l5U9MPaiz0cR2pDzX3Nui5P9XUVxPQdcQIx/5FRZlpnedug/M9kualhTy4IUmSJA2Umb8HTqko+piIWCi7qK1bUWbgwvE2NIt09u+jrhVcWVFmrc5bcX1/ryizXR/BWxGxOv0NrE2zgyvKbAA8reN2SLqumon8VjSLFHarKDr0xEpmJvCjiqI3i4iaXSLa8kTq7oOHd92QKTFN/Yap6cc1nkLdxKPG853Kcs/rtBXdOLiy3H912YgZUnPPgRKgOd/UPEvdpvNWABGxCf0vQO/bEZTdeQeZj+fSrPhBRZl79rjA577ATXuqa75ZC3hgj/XdBagZAx3l+eca6vo1i5hMAi5p0qamPwPcizLm2adpevaGKXr+joi7Azv2Uddypu376JVjdpqAH1aUCeDJXTfkP5VF7ATsXlH0ZwZwqgXOkUsLz5HAVRXleru3NZ5aWW6U/tRi6sZM+5zn3ha4Y0/VHVxZzvkeSVPFgDpJkiQJvlJRZi3glV03pCc1g1Z9LXp7BLBDT3Ut79KKMpPYcewvDM78GsCu3TeFBwDb9FDPtKu5PgC8LCLW77QlkpZXO9nRhqdRFzA06kKVb1eW6yVQpgl2f25l8dogn/lumvoNNf24zZvvsVMRsR7154rG80tgSUW5B0TE7TtuS9uOom7BzEPm4WebRv+oLLdxp63oxkkVZTaLiJt03pKyyHXtHuqZmGax5HkVRefjuTQrvlxRJoCXd92Qxn/3VM981WcSn6dXlhv1+afm3AN4nbvUaQbV9Gf62iF8EsnDpunZG6ZrHqWv+/Hypu37mATH7NSnQ6kL0n1WRKzRdWMaz68s5/mmNjhHLi0wmXkxdbvU3SIi7t11ewAi4k7UBZf9LjPPGPb4mXkOcFxF0T7nuZ9Of4kxne+RNC85CC1JkiTBhxk8QAvw3Ii4VdeN6cFFFWU6X2TYTPgc0HU9K3FORZkbdt6KFWTmlcBfK4o+ouu2AK/qoY6pl5l/oi4T7Tb4N5P6dPOIeEDXlUTEOsCzKoqeT10W4bkcQt29+bE99UMeC9y6otzxmXlcx22ZFtPUb6g5V9akbleRcb2QCfSXZlGTGf9jlcUP7COgsi2ZeS3leWyQAN4znz7bPFezeHbanApcVlGu02epiFgTeGmXdcwz8/FcmgmZ+Uvqxh+eEhE1fcORRcT9gb27rGMBuHezQ0inIuKGlOeBQU7MzBNGrOYHwJ8ryt2OfheYSdPgxIoy20fErl02IiJuSY87Jixnmp69YXrmUe4CPLjreuYwbd/HJDhmp940i/YXVxTdDnhKt62BiNiOur7Y1cAXOm6OZoBz5NKC9bnKcv/TaSuW+d/Kcp8Zo46vVpTpc577mV3Xs5TzPZLmKwPqJEmSNPMy8zTgWxVF1wQ+FxFrddykrp1eUWbPiFi343a8DNi54zpW5qyKMtt33oq5/bKizGO6zNIdEY8E7trV8eeh91aWe0VE3LnTlkhaXu2kxzieTV0m0m80E75Dy8xLga9VFF0deMcoddRqdtp8c2XxT3fZlikzNf2GzLyEuh2B7tdlOyLipsDruqxD1/NJ4IqKcnejXLvmk49S99n2BF7ScVsWuhtXlqtZPDtVmsn6X1UUfXzHTXkhsKjjOiau2aV0s4qi8+5cmjEfqiizOvDJiFi9iwZExAaV7Zh1QT+Ly14F1IwHfmnUCppEAe+vLP7OiJjU+Jw0Cb8FasYWuu7PvI3JrCWammfvRs08StfP3msCH+myjlU4h8G7ZW0WEQt2R2LH7DQBtd/d/0TEJl02hHJO18yHfz8za67fUg3nyKWF5xvAxRXl7hoRj+6yIRHxIOC+FUXHDRb/cmW5Pua5nwds3UM9y3O+R9K8Y0CdJEmSVBzA4MlBgNtTl1Fnmp1cUWZd4GFdNaDJqtpXlqm5nFJR5nadt2JuR1aU2YqOsgRHxBbUL2yaFd8Gjq0otwbwlYjYtuP2SCruGBHP6OrgEbE18IbK4h8ds7p3A1lR7oERsf+Yda3K26kLArgA+HiH7Zg209ZvqOnL1ewsMpKIWJsyIbheV3Xo+jLzX9Q/h7w7Inbrsj1tahZe1fY/3xIR9+6yPQtczYKBS4Ezum5IR2qepXaLiDt2UXlE3IJ+FkJMg5pzCeCkTluhcX2U0q8b5E7A/2u78iYL9aeYgSDUljwyIu7T1cEj4jbAcyuKXk353sbxMeoCVTYCvhkRG41ZnzQvZOblwDEVRZ/UBCS3LiKeBDyki2NXmI/P3g9uAp268i5glw6Pv1KZeRV1zwW7dtyUSXPMTn36MvD3inJbA+/pqhERsS/wqMri7+yqHZpJzpFLC0yTJLI2QcT7I2LLLtoREZsO0Y7PN/MxI8nMU4AfVRTtep77RsDruzr+yjjfI2k+MqBOkiRJAjLz99QvBnlKRLxrktvPR8TmEfG2EXfLOwk4v6Lcm7rYjS8idqRkoprkTn9/qihz7wl9x9+nboL2nc2uAK1pFsh/nTIZoUaTPb02O9aNgcOaQJyJiIjVIuJxEfGASbVB6tHbm52yWtVc/z8ObFJR/GeZWZM5daUy83jqdssF+EBEtL6ALCKeDDynsvj7M7Nm8fVCUdNvqA0saEPN+Xa/iLhX2xU32X8/DXQSjKKB/o+6bK5rA4dGxE4dt6dNb6RuJ6s1gW9ExN06bs8qRcRdIuL5I7zv0RExkQXKze4Wz6woekzT/52PDq0s94G2s5k3uwMcQk/BxhFxr4h4Ule7hlV4XkWZJe5UMN0y8yLKIvEaL42Il7ZVd9PfPpD6hboqPhYRNbtDDiUi1gEOotxnB/lyZo4VeJ2ZlwGvrix+W+Dbkwyqi4i1IuI58ylhgea1mv7MVtQnAKoWEXdgcruhQd2z950jYsPOW1LUPHvfAHhlF5VHxPOAoZ85WjZt4yG9c8xOfcrMK6jf7XC/iHhW221oxpI+UVn8Z5m5uO02aKY5Ry4tTO8ALq8otwXwtWYcuzXN+OmXgRtVFL8WeEsL1dYGnHc1z70a8ElKoqJJmIn5HkkLhwF1kiRJ0jKvBmoXe70Y+FzH2UevJyJuFBFvBU4FXs4IffpmceQRFUV3oH5hVZWIuHVT96QHo2sy/W4LPLTrhqwoM/8O/Lyi6Ha0mCG+WTz1TWDPto65kGTmUZTFZTVuDfwiIm7bXYuur1ng9STgeOALlHNEWug2Bg7pYHHl/wEPrCz75pbqfC1lt4dB1qPlQJmI2IeyS0SNs5m9zMM1/Ya7RsSuXTekcXhluY9GRGt9rmZRweeAx7R1TA0nM88GXlNZfHNgcUTco8MmAWVCOiKeGhH3G/UYzYK/l1UW3xD4YUQ8btT6RhUR94yIQyn99VEmeW8NfCsifhMRj297ccAAbwVuVVGuNihtGh1N3S4au1Oe6VvRBLccDtyirWNWuDHwGeBPEfGsPscmIuIFQE3m4Pl8Ls2St1G3UxjAOyLiHRGxxjgVNrsqfR54wTjHmVHbAV9pMwFWE9z4Cep2fbqW9saiPk/d+CTA3YGfRMSiluquEhHrNwEtfwY+SAmckbr21cpyL4qIO7dVaRMEdBiwblvHHMFxwFUDyqwDPLX7pgBll5yacZqXRUSrY+oR8ULgfW0ec0Q14yH7R8Qkz5s+OGanPn2EMgdc4/0R0do4XUTcjBLQVBO4nMCr2qpbAufIpYWq2e3tPZXF9wS+1Na4eRNM9xngPpVv+WRmntRC1d+nPN8M0tU89/9jgokvZmi+R9ICYUCdJEmS1Ggypz9liLc8Hvht14tUo9g7Ir4ALAFeAWww5mG/UlnuuRHx1jZ2amsmdY6mLPybqMz8K/CPiqIfmNDOHh+vLPf8iBg7kCMitgd+Brij2aq9APhrZdntgGMi4pVNAEJnImJRRLyBcn34DGWhtjRLdqYMtG/axsEi4vXULwY4PDNbWSyemX+gPpB9K+DIiBh7MqRZFP9V6neOfWlmnjduvfPMLxm8qA/gMxGxbdeNAX4A1GQbvyll19Sxg+qaDJmLgd4ntHQ97wN+Ull2c8r18fVtLrxfKiLWjYjnUHYt+AQw1g69mflp6p9T1gG+EBGfiYgtx6l3kIjYOCKeGRHHURb+t9Fnvh0lkOC0iPifiNihhWPOKcruxf+Puh2Xr6IEzs5LTfKY2kz6b28jm3+z+PxY4A7jHmtEOwIfBs6IiHdFxG26rCwi/gt4V2XxT3bZFrWj2SlsmMC2l1ISyNx1lPqi7NL5W1bepzhhlOPOmHsBX28WfY6lyVj+McoYZ41PNjv1jK25Zj8ZOLfyLbcFfhcRT4+WdxldUUTsFBHvoARpvx+4SZf1ScvLzL9QArkGWQP4frSwc2JEPB74KRMOGm3uSb+qKPrGtgPYVtKec6lLaLMOZSfNu4xbZ0RsEBEfp+ziOvacTAt+WlFmG+ATbdyXppVjdupTcy2s3SFlDeDzEfHycedxm7nun1KSjdb4VGbWXCOkYTlHLi1Mb6SsZajxCOB74477N0nQvk39mMc5lLVYY2vGPF5aWbztee43UR/M1pkZm++RNM8ZUCdJkiQtp1kUP0xGs5tRdn74dpuBdc0uD3tGxNspA0s/oiw2GisL+HK+CfyzsuwrgCOahdRDi4jbRMS3gS+x8qyGvxnl2GM6pKLMjYBjI+KdEXG7rhfsLOcLwL8qy74qIr4QEdsMW0lEbBgRrwH+ANx+jiKXU5+pfsHLzIspu/JcWvmWtYC30MGuEU0Q3QsiYjFwCnAAYy5il+a53YFfRcQdRz1ARGzUBK//T+VbrqLF3W0aB1ACU2rcgDKh9MGI2HzYiiLi5hHxXeC91PcvDs3Mzw5b13zXXP9rFtHtQlnke0BEdLZLUWZeQX3AyG2A4yNi31Hqan4Xr6Psfrqy3Q9Op2RBVw+WW3xe+zdfk3JdOz4inhzj7yoUEXHniPgA8HfKbi07jnPMFTwLGCYD7JOAv0TEmyLiRm01IiI2jbKD3Fco/fKPUBbyt21r4PWUz3BURLw4Ilr7e0bEXpQFcf9d+ZbPZmbtc+K0+iDlOWaQAD4UEe+NiE2GrSQitoiId1J27ZjrWfkcoM/FrJtQ+iW/i4jjIuI1bQbXNc/D36Fkk665jhyRmb9uq351KzMPoVznat0R+FlELI6I/SLihqsqHBHbR8TzIuI3wLdY+X3jH9TvxDrrHkz5Dka+ZzRJF34APK3yLedTduhpTbMDxX7ANZVv2YgSAHhcc59uc6e+W0XEKyLiV5RxspdSrq3SJNQGr28MHB4Rz4+y88JQImLnZtz+88Bc45Z/HvaYLTi4osyGwI8j4qMRsce4zzgDfLCy3MaUnTTfECMkV2vmg55ECSxf2XX5auD3wx57TIsp1/9BHgf8JiKe0/UC2Ak6AMfs1JNmrrr2+1ydsuv04RGx87B1NYvK30WZh15lv345pwMvH7YuqZJz5NIClJmXAs+g7Hxf416Ucc79Rgkaj5Ls+3cMFyz1vCapRisy8wjgG5XFl85zj5y0rbmnf5XpGlubtfkeSfNUlwNLkiRJ0nz1KkoGvicM8Z4HAw+OiJMpgVo/AH5dmw0yym4mt6Jktd+jebWSgWgumXlllF0K3lP5lr2AkyPiEMoC7p9l5kp3RomI7YB7U7I93ZNVZ1P9I2VBTis7/AzhM8BzKsqtS9nN4SXApRHxR+BM4BLqAquOyszabHrAf76f/wE+VPmWxwEPiYgPU86/X2TmnIuRmqCuuwCPBB7LqhcHvYQSQDbxXQWnRWb+uglKOIT6Z+pFlF0j3t5MhH+X8h1V7XYXERsCt6QERdyVcn3oLFBDmnKnURZ03XuOf7spcHREfAz4f5m5pOaAUTJoPwn4X0oW6VqvazJUtyYzL42IR1AW59fsRrsa5V725Ij4PPBlyn3nyrkKR8QGwN6UYJx9KAsuap0KPHGI8gvNZ6ibeNsMeAPwhoi4EDgR+DdwMXUBHgdn5sEV5d5JmYiqCdbeHPhKRJxAWQz4/cw8ZWWFm/NkD0pf4dGUhYErk5RF0J+qaIdakpmnRcQ+lOyZtYs1bw58mtIf+Qql7/2LzDx/VW9qFubeDLgTcHfK76CzIP7MPD8i7gf8Yoh6NqRMEr8yIo6gZJ39KXBCZg7cXbJZjH8zYCdK4OgelIU0fc+fLH0OfFdE/JXyGX5Gmfj/YxPcu0rN4t2dKN/TPpSgl1oXMl2T7SPJzLMi4kDqsgkHZWeuxzVBot8GftMErl6/cMTGlN/BvsCjKM+KczaDcm38IB0+16/CbZvXmyLi75Rz6SjgOMrv4vxBB4iINSnXjfsBD6V87trFK1fTftIBde/FlGvGMAt37tG8iIi/Ufrp51L6POsBW1DOo5o+dlL6NgOvdTPmaEoQ2Vw70d+eEjD/buA9mXlWzQGba9mzKNf8jYZoy7Mz88whylfJzO9ExHMZLqhzF0oA0IER8S3ge8AvM7NqwWuUrO+3AnaljLPcDdhumHZLHfs25fe/sqQmy9uIsov1syLiI8B3VjUe0sxD3JsynnwfVn5//zfwVOp2KGvTF4H/Y3BffHXKgtxnAFdGxJ8ogdkXU8bs5+zPLedPmfnWivZ8h5IMcK6F9itagxJ09dxmbOrrwO9XMU6/RnPch1DGpQZdh94EbE8ZI+5FM0/xZcp9Y5BbUfq/H4yIf1EWzl5A+U4GPpcBb83M2oC13jlmpwl4NqWvsktl+b0pgQffAw4CDl/Zs19z/bkzZdxvP4brE14J7NtmwIG0POfIpYUrMw+PiAMo87E1tqLc017bPOt8OzNXGpwVZcfJB1PuoXONo6zKgZlZu5vaMJ5DGXOoSTpxU+CXEfFRyjz3aTUVRMS6wP6UZ5GV1XMZJel67W59rZjx+R5J84gXCEmSJGkFmZkR8RTKAuV9hnz7zSlZ+V4OEBH/AP5GCcC6jDLRsDZly/pNKYMG21C3GLptH6BkO62djFkdeETzyuUmqc9j2WKpLSmDE7VZDC+lDNpsUt3qlmTm0RHxU2DPId62HsMtLltqqIC6xseAZwK3qyy/AfCy5nVeRJwKnEVZ/LAmZTH8ImAH6p4Fv5SZH2qyd2k5mXloRDyZsih9zSHeuiFlguaxAE2gxWnAGSwLtFidcn3YgPI72pq6AVZpljyDkjV0rnvn6pSJkmdGxI8oASO/Av5Cyah9NeX3dWNgZ8oisodRMkcP4wjg7SO0faDM/GNEPBH4GvVjd+tT7hnPBC5vAvxPAy6iLI7biHL933GIYy7vfODhtYkCFqivAW+mLF6rtRF1CyCXt4SKjPyZ+Y+I+F+G21l5J0r/j4g4i7K47XzKAre1KH2Fm1I+Y+158tbM/PEICUI1psz8eUQ8nrIL9DD9kS2B5zevbIJtTqX0GS9pyqxDCQ7dhnI+tLb7S40mYPB+lCQlwwQ6r05ZFHyf5n9fERGnUbJJn095HoPy+dal/C22bl5D7+jRsR2a1/7N/86IOJPy/PUvynPU5ZTf6vqUe9t2lP7+qLtqPy0zazOAT7v/oyworc1iuzlNMDRwVnPenEV51l2b8ux+U+r/vv+veWYYstmduBHLPYMARMTZlHPpn5Tf/WWUz7UB5Xzalvrnxrm8MjP73j1FY8rMyyLiQZQFLsP0d5a6SfMa1WuawKq9KsrWZjNfCK6gBLT8nLmvP+tQEoO9tFk8/X3gt5Sd7C+gBJRsSLl+3YYSJPtg6gIBlndQZn55hPZXycyPNoF+bxvyrZtT/j5PBYiIcynPQf+gXN8up/ST1qH8Hbai9G82a6flUjea+YkXUq7Jtf3UnSmBde9rxoX/SenPXMyycfsdqFvEeC0lqOeMIZs+tsw8PSK+SAkwq7UW5Ro3TKDZkcDAgLrmu3g+JTlBbT97S8oC0NcAlzTJbf7Nsp3eNqTcM3ekfDc1jqIE1NXuVt+mdwFPZ7hnpq0Y7lkOymLpqQ2oA8fs1K8miPPhlN9/7e9pNeBBzevaiDiFMi5+AdcdF78l9def6zQLeFZm/nKE90rDcI5cWrjeRHl2efQQ79mRMif79og4h5Kw+2zKGPk6lDneWzF8/3OpH9DRzqtN8renUBJ11AwWr04Jwlt+nvvXlCRWy9/Pb0JZ57V0nntQUrfXM/xYUCuc75E0HxhQJ0mSJM0hM6+KiEdRFh3XZN9cmW2a19TJzKsj4nGUjJrDTpwEZVDqVmM04Wrg0Zl5XOWCqS78F3AsUzigkpnXNIukf8XwAZebMt5OCD9i2eJdzSEzv9gs1Po6owfEbkQZ6KwNapUEZOaSiHgOZcewlVmN6w6yt+lkShbezhbyZuYhTeDu5xg+MGIdhl9ItioXAvfLzN+1dLx5qek3/RfwrUm3ZTnvoCyK3nuE927J+AHbX2AB7GY1n2XmN5rFVV+nfqe65QUlcGbbVhvWgsw8PiLuChxGSdgxirUpCU9u3lrDJicYbVFqrddl5tc6OnbvMvOiiHgC5blm2Ge9ca+PnwVePcb7+7BF87ptB8f+eGa+s4PjqgeZeWZE3IuywGXHHqv+SGa+ZYjyV3TWkimUmb+MiDcAb1xFsbUoC6ge1kETjqIkLelUZr69Cfj9GKOvYdisedUuvJWmVmYe2+zOUrt7w/K2Z7Tg6KWe3SQHWDTGMcbxKkqiww0nVP91ZOYvIuKNlOQLw1of2H3MJpwIPKyZLxjzUMPLzJMj4r24AzHgmJ36lZl/jYh7A4spiQSGsRqlT99mv/55mXlQi8eT5uQcubRwNQkrnkjpFz10hENsznAJswf5MbBPzc5no2qerf6b4RK1rg7ct3mN64fAu4HXtXCskTjfI2najZqpVJIkSVrwMvOazHw28AJKRuMFJzNPAB5HCW7r09XAUzPzuz3Xex2Z+VvgpZNsw6pk5p8oOytc02O1P6cMGs7UArVRZOZhwF0pWdAk9SgzP8uqF5R25R/AAzLz3K4ryswvAo9i2Y5Rk3AGsHdmHjPBNkyNzPw28J5Jt2OpJqjz0ZTFdX37DrB/ZuYE6tZymv70PShZOReUzDwVuAvTFci60CRlV6g3TbohbcvMI+l/0e83KM+5s3pt/BDjJSTSFGiuvXsAfe068eZm7G2pml1RF+QY3ao01+nPTqDqE+hxjKhZoH0f4O991CfNA/8HfLXnOl+WmR/ruc7ryMy/A/sxXTuS/i9ld/C+/ZUSMNX5ONQArwaOnnAbpoZjdupTM497d8pOc5NyBWUc8EMTbINmjHPk0sLVBK/tS9mheJK+Djw4My8bWHJMmfkO4MCu65nDiZQksX1eS+fkfI+kaWZAnSRJkjRAZr4f2A347aTbsoKLaWFSOTO/BTwG6HygqHEeJRhhEguBriczDwRexnRN0P9HZh4MPBnoLCvWcr4E3CszL+6hrgUhM38P3IGym+W0nUMXTroBUsfeQL+TD38B9sjMU/qqMDO/SQncncSCiZ8Cu2XmrydQ9zR7KdMVVPdv4N7AcT1WeyAdZ+zUcDLzl8DtKYGOC0pm/jszHwY8F7ho0u1ZwQWTbsCYzgUemZlvnnRDupKZ7wNeQQkc7Nq7KYsT+k5WMw0uA56Tmc/tcgdf9Sczz6Jk+34r3T3nngs8ITNX3O12nYr3zlxAXePpQJ+7iR4D3L3pb/YmMxdTdu75Sp/1VriGyQZOaAY199UnAAf3UN3lwOOmZafZZjzkiUzJNb/5Lp5E2ZWsL4uBO2XmGT3WOafMvBx4IKVNwjE79Ssz/wjcCfj+BKo/HdgrMz89gbo145wjlxauzLwyM59CSYh2Zc/VX0OZY943My/tq9LMfBHwlr7qoySFvn9mTs08hvM9kqaVAXWSJElShcz8A3BHyuKVf02wKdcCh1MGj7fKzFYGlzLzG5SdLf7axvFW4cfA7pl5eMf1DKVZKHA3pi9oEoDM/AIlQ/eZHVVxKfCSzHxcMzmuIWTmZZn5fMpC9iMm3JxTgP8BdmjOG2nByuJFwMvpPqD1B8BdM3NJx/VcTxO4exvgbfSzo+xFwPOBe2TmJPs8Uykzr83MFwMPpvt+U5XM/Cdl0fsXO67qLODxmfmiachmqevKzHMy8yHAI4DTJtCEEym72HSiyYJ+M+Bj9JuZekXnAR+h3BNG2Ynr18Af2m3S0BL4MrBTswh0QcvMt1F28+xqgv7fwBMz8yU9B5P9CTiWfoIFV+Vw4LaZ+eEJt0Mty8yrMvNVlLGwNsdwrqEEI9x6Jc+sm1Qco9cAr2nRjAE+hn6SinyOsuvNRHZEysxzM/MxwF7AbybRhuUcD/w3cOPM/OmE26IZ1CQyeSRl4WVXfY0/AHtm5iR2YFupZhew21PmFCYuM6/OzCcBr6TbRb9XUnYnvG/fQc2rkpnnUeYoXoaLTQHH7NSvpn/0AOAplOQUXbuWkkhyp8x0h0pNjHPk0sKWme8BdgV+1lOVv6EkJvjfzOx9XDUzX01Zc9Z1svOjKEliT++4npEsoPkeSQuEAXWSJElSpWYB9SeAmwLPpCyo6MPVwM8pE7XbZeZ9MvOzmdlqVuTMPBa4LfD/aD/z6ynAkzNz78ycRMbOgTLzF5l5e+D+lAWmU5WBLjOPBG5Fu4NKCXwb2Dkz393SMWdWZv4uM+9FCWr4Kv1MogOcShnouzuwY2Ye0OcOWtKkZeY7KOf/SR0c/mJKwN79M/PsDo5fpQncfQVwa+Agurm+XETpA+yQmR+YxETSfJKZ3wVuAexLuZdeMeH2XJyZjwceDvy55cNfBrwfuGWzoFFTrAmQugXwDLq5Li7vcsqC+7tn5k7N80RnMvPMzHwmcHPKbmB9LeI8l7Ij0KOBrTPz2Zn5i1EOlJnfzsxdgO2A5wGH0t9O4VcDX6csGHjsLC3AzMyvUe6hX6e9ALSrgc9QgoI+39Ixq2Xm0Zm5O7A1ZUHl1+hvh+qkJBu4VzM+0fZ9R1MkM3+bmfeh7MDyGUa/Zv0TeC9ws8x8UmaubDHk1hXH6moh5dRrxiZfBDwM+EcHVZwN7Nd8RxPfja0ZC7sj8CDKjix9PaP8EXgXcPvMvE1mvr1JYiFNRPPbfzXtJ4S7AHgd5Vz/VYvHbU1m/jEz9wbuAnySKQiqzsz/B+xG+4nVEvguJVnBa3MKd4VvggrfCdwYeBFwNJNP8DBRjtmpb5l5ELAjJbHieR1UcS1lp67bZubzM3Pado/RDHKOXFrYsuzEuiclWWBXO/CeADyeMjY+0STbzZqz3YBjOjj8FcBrgHs2CTG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"text/plain": [
"<Figure size 3600x2400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"fig, ax = plt.subplots(dpi=600)\n",
"forest_importances.plot.bar(yerr=std, ax=ax)\n",
"ax.set_title(\"Feature importances using permutation on full model\")\n",
"ax.set_ylabel(\"Mean accuracy decrease\")\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 349,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"18-25 0.000936\n",
"25+ 0.008610\n",
"NaN 0.002405\n",
"female 0.026918\n",
"male 0.031208\n",
"NaN 0.000136\n",
"british 0.001820\n",
"NaN 0.001576\n",
"secondary 0.000506\n",
"university 0.000621\n",
"NaN 0.005857\n",
"dtype: float64"
]
},
"execution_count": 349,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forest_importances"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(input_SL, output_SL, test_size=1, random_state=12)\n"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(9868,)"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_train.shape"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(9868, 4)"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.shape"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import OrdinalEncoder, OneHotEncoder\n",
"enc_i = OneHotEncoder()\n",
"enc_i.fit(input_SL)\n",
"X_array = enc_i.transform(X_train).toarray()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(19,)"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array([y for x in enc_i.categories_ for y in x]).shape\n"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([['we had', 'we had', 'we had', ..., 'i have', 'i have',\n",
" 'you have']], dtype=object)"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(output_SL).reshape(1, -1)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OneHotEncoder()"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import OrdinalEncoder, OneHotEncoder\n",
"enc_o = OneHotEncoder()\n",
"enc_o.fit(np.array(output_SL).reshape(-1, 1))"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"y_array = enc_o.transform(np.array(y_train).reshape(-1, 1)).toarray()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(9868, 51)"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_array.shape"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestRegressor(n_estimators=420)"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rf = RandomForestRegressor(n_estimators=420)\n",
"rf.fit(X_array, y_array)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(19,)"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rf.feature_importances_.shape"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['16-25',\n",
" '25+',\n",
" 'no age data',\n",
" 'F',\n",
" 'M',\n",
" 'no sex data',\n",
" 'Burgher',\n",
" 'Malay',\n",
" 'Moor',\n",
" 'Sinhalese',\n",
" 'Tamil',\n",
" 'other',\n",
" 'BA',\n",
" 'Diplom.',\n",
" 'GCE',\n",
" 'MA',\n",
" 'MD',\n",
" 'PhD',\n",
" 'no edlv data']"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_names = [y for x in enc_i.categories_ for y in x]\n",
"# feature_names = [y for x in enc_i.categories_ for y in x][-11:]\n",
"# feature_names[2] = \"no age data\"\n",
"# feature_names[5] = \"no sex data\"\n",
"# feature_names[7] = \"no nat data\"\n",
"# feature_names[10] = \"no ed data\"\n",
"# feature_names[:2] + feature_names[3:5] + feature_names[6:7] + feature_names[8:10] + feature_names[11:]\n",
"feature_names"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Elapsed time to compute the importances: 0.021 seconds\n"
]
}
],
"source": [
"import time\n",
"\n",
"start_time = time.time()\n",
"# importances = rf.feature_importances_[-11:]\n",
"importances = rf.feature_importances_\n",
"\n",
"# importances = importances[importances > 0.]\n",
"# std = np.std([tree.feature_importances_[-11:] for tree in rf.estimators_], axis=0)\n",
"std = np.std([tree.feature_importances_ for tree in rf.estimators_], axis=0)\n",
"# std = std[std > 0.]\n",
"\n",
"# std = std[std > 0.0005]\n",
"\n",
"elapsed_time = time.time() - start_time\n",
"\n",
"print(f\"Elapsed time to compute the importances: {elapsed_time:.3f} seconds\")\n"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(19,)"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"# forest_importances = pd.Series(importances, index=feature_names)\n",
"forest_importances = pd.Series(importances, index=feature_names)\n",
"forest_importances.shape\n",
"# leave out all forest_importances with lesser importance than 0.01\n",
"# forest_importances = forest_importances[forest_importances > 0.01]\n"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
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JTfbXyqFvkt5qiO7zSf4oyR27+4bd/fPd/a7ZbxF8nYe/AftKVZ1aVb+ZSRD9nEwCKkdk4+uN23lP/mCSJyU5ubu/vbuf0d2fnOW2MDtVdVwmD5/82Vx+L/9m4cr1pv3Q1I2uex+e5MlV9cqqOnpLG8a+UlXXz+S69OOSHJmDPzcks79H4FDhusrkPrNfrapXr8zyyZKoqptkEiJOrngf4SWZzF43V939yzl0qO4ZVfXN866J+RGoA4Apqar/eojXNw3/9LbHunWStye5T674JUhy8IeN7dwYvfZDybFJ/ldVvbyqrjTtbQBGZaOn6a+et/5ozrV8XXf/W5KfycYfhp/gggwAS+QOufw64Op78Oqfb+zu1867oO6+JMkPJvm3DZqvk+R/zbciFmllZps/yxW/kDssk5nYYea6+8Lufkp33yTJXZK8PLubte6kJL+a5CNV9bKquss8toP9y7mQRamq78nkYUir57Cs++/XJbltd39gAeW9ZZO2U+dWBTAK3f3iJD+fK14vPjLJ2VX10qq63kKKg0OoibtU1YuTfDzJ05Ocno1DdMnBn2HWWt9+SSYBgPsluW53P7y73zizDYFhHvwG7GlVdXxVPaKq/inJO5P8tyTXztaD7cnG79mfzOQhOLft7pO7+0kL+nzOFFXV8Zlcb/meHBwm2ew97lDhuO08LHUrAbv117wryV2TvLKqjjnEz7APVdW3JPnnJN+Rg89TW/l9ayeBzqFg59px19Zy5yT/r6puvIPNZG/67g2Wrf67n7Oo97mVUN1f54rH/pFJfn/+FTEvAnUAMD3PSfLsDV4b/QK4Y1V1hyR/k+QG2f6HmU1XnYM/EK+u815JXiVUB+zCLTZpe/7cqthAd5+d5K254rnz2CQ/Mf+KgCW2m4vKe+3F/nP6Jm2LDLdflORh6xdn8r78sKo6Zf5VsUC/u+7vq8fCY30eZd66+7Xdff8kJyb5hUye/rzRdZNVG7WtHsNHJLl3kr+qqg9X1S+6EZtNOBeyCI9a9/e1D184N8n9VgKfc9fdFyT51Jq61rrZnMsBRqC7fyOTmerWP1ihMnnI5bur6jeqSqiXhaqqb6yqpyQ5P8lfZfLQoqOy9Zlvsq7fatsbM5kN4Lrdfb/uPmfloUgAwAaq6s5V9aIk/57kmZk8bHi7wfbk4Pu+vpTkhUnunuT63f3T3f1PM9sI5qqqjkzyqiS3yRWPj/U2e8hbJ/lEJjMTvybJnyf500zuwXlJkv+TSWjvXUk+vcHPb7T+g0pd06cyeXjnn1eV3MESqKpbZDJD4nVyxVDnRja6X2C3Ez4MBTuzpv2GSd5QVd+41W1kT7vlJm3PmVsVG/vxTN6HV60eg99VVXdeQD3MwYFFFwAAS2j9k12mt+KqWyX5y0yCHlv5ILOl1R7i72u/QPnOTD4Uf193f23rFQMkSb5hzX+vPTd9pLv/Y7crr6rDu/uyXazit5K8aM3fV899P57JjBIA0+CJuSzSt6z577XvxZdlMgPTwnT3P1bVOUnumyuGUx6d5P9bSGHMXXe/var+NMkDc/CxcO0kvx0PO2ABuvuTSX49ya9X1R0z+Yxw70xuVN0sVJdc8YvlZPLZ6MmZzIj9yiR/mORV3S2wThLnQuavqo5L8v25/Hhbe9x9LcmDu/uLcy/sYO9N8l0RqAPmpLvPqqq3Jzk7yc1z8Pdlxyd5TJLHVNXbkrwpkwe2vS3J+d39n4upmjFYecDCAzIJfX7n6uI1XdZ/PhmyNkT/uCQv6u6PTqFUAFhqK7MkPSzJQzN5IFey8/fktcH2VyV5QZJXdPeXDv0j7HNPT/LtGQ7SZV37BzIJyL05yb8mefd2HnywMrvcKZl8Z/hdSe6U5KQ1421Uz/pQ3Z2SPDXJz211XPaelQf+vSrJNbP143B9n89n8iCuCzIJFH8iyZeTXJzJbNdHJTk6k3tcr5PkeplMHnFKkiuvG+NQ58z1oboTk7y2qm7V3Z/ZdCPZ62665r/X/vt/Ocnf7nblVVU7/d6tuz9WVX+Y5Gdyxf8HHp3ktbssjz1IoA4Apm8o6LYjVXWdTJ4mMxSm2+6Fma18KKkkd0zym5l8UQiwHdfPFc81neSfp7T+A5kEAnbqnEyeLnPMuuXXr6qbd/c7d7FuYNzW/s72uUyeBnhOJheSYZ5OXPf31d/139PdX97tyqvqQHdfuotVPD2TQN2q1c8gD66qR+9y3ewv/y3JnZNcbeXvq8fCj1XVO7v7mQurjNHr7r9N8rdVdfUkZyb5sVwe5tjohoPNZrM7kOQHVl4frarnJHlud39sZhvAfuJcyDx9TybXQ9beUL/654u6+18XWNuqD2Zyo9d6J8+7EGA5VdWHDtF0xNpuueLve7fKuhnhq+prSb6Y5AuZBJNnpbv7JjNcP3tIVX1PJjft3z+T74mTK95cmnXL1xr87ri7/9duaoQ58CAaYKGq6thMZoR9WJLvXl28pstW7tXa9H6y7r77bmpk76uqB2Xy0LZDHQvrj6OPZvKgj7O7+wO7GXvl+8C3rrzOXqnnmzO51v1fMgk8rZ+9eG0tq8sfW1Vv6u6/2E09LEZVHUjyZ5mE3LZy/+lq20czCeG9Lsmbd/Mgjqr6hkyu9Z2R5PsyOfZWx9zs+EsmDy18UVXdzYMK97UTs/F9hO+Y0r/rgSRf3cXP/34mgbpVq8flXavqKt39hV2smz1IoA4Apm/tL/HT9OwkJ2T4Q/Xq8q8mefvK67xMngxySSY3SFw3yU0yeeLNjdb8/NCH4p+uqld099/tfnOAETn+EMs/uI11bHZevVKSr2xjXQevuPsrVfXmTC7WrB/njCQCdcBOrb2x5fgkD8/kKdIvSXJWd//jogpjdNZ+jlg1zXD7EUl2HHrr7r+rqk8kuda6puMy+ULlDTsvjf2kuy+sqh/M5Eu51WvXq59Hn15VV0vyFF+SsUgrTz797SS/XVXflcmMYffL5GmrO5m17gZJnpjk8VX1V5nMWvdXjvPxci5kzjYKqq36rblVsbkLN1hWSa4x70KApXVSNv5+bKMHJqz/fW79zxye5Korr1nye8CSq6oTM7m5+cxc/l3udm7a30rQDvYLxy+wMCvX/x6WSZjuSquLV/7cbrD9UH0Ygaq6SpLfydbu+7sgya8m+eNZPnSyu9+T5Oer6pcyCfr9QobvTawk/7uqXjeNh3Yyd0/MZLbrrRyHX8vkvobnJHn9tK5Hd/dHknwkyQur6rBMQnUPT3LvbPwwm+Tg+1fvnMksib8+jXpYiOscYvk7prT+I7OLQF13v6+q3p/kG9c1HZ7JTJ3n7KI29iCBOgDYB6rqAUm+P1v7MPOOJL+b5JytPA2hqm6WyZcxP57JF3xDH4p/v6pO6+7dzAYFjMvRh1j++W2s45JN2o5L8pltrGsj78okPLfeLXa5XoDk4N+rrprJBeGHV9X7kpyV5Pnd/fEF1MV4XOkQy7dz3G32ZP3jkuz2S7O/z2SWuvVfxtwhAnWj0t1/W1VnZnJ+XB8keVKSe1bVj3X3uxZTIVyuu/8+yf/P3n1HyVJVbx//Ply45JwzogTJyURQFBAQREwkQTKimH6C2deAiopiwCwGgqAgkg0EAVEUlaSSgyBByVkyd79/nC6mprqqp3umuzrM81mr13Sfqj61e926FU6dfc4fJb0HeDtp1rq1ssV0NmvdDFLbz/bAnZJ+BPxoKiO92vDysdBqtHbuff649N+IGJQBhu4tfM7+L8zfh1jMbLS109m5KqGpTu6EPaIkzQm8kdRpfwvKB+h4fvWKasrWeQQ4GXgSeBflCaRmg+oz/Q7AzKYfScuS2vr2YqwzfTcS228mDYi+BT4fT0efBZag+d++uL98B/hQRDxeV2AR8QzwbUnHkAZY2p/mgfnziU7LAf8P+FhdMdrUSXoRcAjt9T89Ffh4RFzXy5giYhZpYLnfSloLOIyxPrJVA98I+H+SToiI23sZn/XM3BXl93VQR6tk4/mB/3VQV5k/A6vQfIzeBCfUjZzZ+h2AmZmZtSZpBmnUmeeLcu/zNw8PAG+PiA0i4ph2pxaOiOsi4iPAyqRR0MtGUspvczXSVO9mZu2qagjuJKGu1Qx0xdlsJqOsk6pIxzwzs04VO8nny7Jrt+wYcxjwb0m/lbRzo+OMWbdVNUp361zcjc7MVQ9k1uhC3TZkIuJnpAdmjzD+HlXAS4BLJf1C0naN0SvN+ioiHoqIIyNiHdLorkeTEo2zc37+OoBceTHBLitbDvgkcIukMyW93vv69ONjodVkZZrbgQM4vz/hlHqyotwJdWbWaxMlzKnkZdYxSRtJ+g7wX+B40uB/s9H6XiKvrN0x65i6G7BUROwHXNHbX2LWfRHxmXZe/Y7TzIafpDkk7STpN6Skt8+ROtKXte9VXf+VnbMfJvXF2jQiVgF+3ttfYoOokaT5TsqfH0PaV54E3hQR764zmW5cMBGPRcQ7gJ0Yey5YFrOA90vqRl8dq8+RpJm7oHX/050i4s29TqYrioirImIH4G3Ag7nYMvmY5yYlf9pwqhqY/6EO6mg1MP+CHdRT5aaK8tW7ULcNGD9gMzMzG3w7k0Y8KhuhJmuAuRJYPyJ+OtmNNDp/HUh7N8Ufnex2zGxaerSivJMOBq2ShKumgu9EcWSa7Pi3bBfqNrPp41TgGVo/XKOkfAawFXACcJek70p6eb2h24h7pqK8rUE4Glol1HXjXHx3SZmT26exiDgXWJPUAbA48MscpBkNzyDN5HWKpI9L2lbSmpKWk7RA/VGbQURcEhH7AEsDB5E6rZZdB2QmukZ4HXAacJukz0haode/wQaHj4VWgyUqyu+sNYrWqq5lnVBnZt3WjQS5sjq6+bIRIWlxSR+Q9E/gL8A7gIVobleE8n2gKtHuH6RZJ5aLiNdFxM8joio53czMbNqTtIGkb5IS238GvJbUJjeVxPbngLNI/a+WiogDI+JPPf4pNtjeB8zeeF9s4xPwGLBFRJxed2BlIuJk0rPrLLGvbEazOYF31xmXTZ6kDYFtqJ4hUcCNwMsa//590xho7hXALVlRbnF2bBbwZklr1hyedccTFeWdJBNX1QHd6bvwQOFztt+t0oW6bcDMPvEqZmZm1mfvKCnLLtCC9GDk1RHRyewSlSLiZEkPA78iNRLlG32yG5RVJG0aEX/sxjbNbOQ9AixcUr5QB3Xc22LZyh1FU65q5h53zjKztkXEmyUtQho1bU9gg2wR5aOnFR/CQRot6wDgAEk3kma4OS4iBqlDqw2fRyif0bVq9LcyD7ZYtnRn4ZQqJuxl9yFVnbxtxEh6bqJVGn+Lx80lgTc0XsU6uxNctYgIt7FbqYh4FPgu8N3Gw+p3ALsA82Wr5Fav6hxLrnwZ4BPAxySdC3wfODMiZvXmF1g/+FhofTBvRfk9tUbRWtWIwk4sMbNum2hGOrMpkTSDNAPx3sC2pD5bZZ1Zn/9K4XPV8rtICQDHRMQ/uhOtmZnZ6JK0GLA76Zy8VlacW6VqRqSy5fl1rgCOBU6IiFb9G2wakTQf6dlvfr/Jt+09C+wcEZfUHVsrEXGxpN2AU0iT9+QTsbL375L0BQ/gMBQOKSnL/5veCGwSEffVF1K1iLhR0sbAn4AX0JwImDkY2KfO2KwrHgHmKSmfr6Ssyv0tli3fWTilqp7VlPV/tCHnGerMzMwGmKTlgc1ovinNPAq8pVvJdJnG6NefpHWnhN27uU0zG2mPUH486WSK9btaLOvGdOpVN7xlN/BmZpUi4oGI+GZEbASsDXyNlBRcNvtMqxlpBKwKfB64VdLZknaRNGdtP8ZGSdVssZ2ci1s9/H1hB/VUqUpi76Th3IZbu7MwtDpu9uNlNqGIuCwiDiAlIL8DuJTy64BMq2uEGcDWpI4Mt0v6rKSVev0brDY+Flrd5qgoH6SOUItUlLcahdjMrFP9PI/6vDviGrMHf4U0A+wpwOtJ5+Cy+4Gyf+uy5U8BJwLbkWajO9jJdGZmZtUkzSZpe0m/BO4AjiA9x8vOrRPNRle1/L/Al4G1ImLDiPiGk+msYEdggcb7/D6V7XeHRcRv6g6qHRFxJvAlmuPOLALsUGtQ1jFJywJvoTypE1Ji0raDkkyXiYh7gNcBD2VF+cWkfXE3SR6cdfg8UlE+SH0XFqood9+FEeQRI83MzAbbdhXl2U31gRFxcy82HBFflPRq0hTuZaPMbNOL7ZrZSLoNWKekvO0b4Yj4j6QnSDPpFDuabjS18ABYs6K8k+nkzczGiYirgYMlfYjU2LsX6fpuZrZKbvVWHepnAFs2Xo9IOpE04vSfexe9jZiHGLuHyOukUfqOFsvWarGsXYtVlDuJdHqpmhGiKpEk+04/ZpJwR1brWET8DzgKOErSOsCBwK6MHY87nbVuaeBjwEclnUeate6MiJholjMbbD4WWp0ep7wTwKJ1B9JCVULdY7VGMY1J+lcbq0VEtOys0mY9g2bC32Uj4Zh+B2CjR9KCwG6kmW82zIpzq0xm5psA/kCa+eakxqzYZmZm1oKkF5POx7sDS2bFuVU6OSdnyx8HTiWdk8+LCM90bK3sVPic74N3FfC5esPp2GeANwBrUD5L2M7ASXUHZR3ZmdTfoPjvl91jHBQRA9lmExE3SHo3cDzjn49k7+cg/R/7Vh/Cs8m7n6n3Xfh37vvFetabXFjjLF1R7snMRpAT6szMzAbbawqf8zc2V0bEz3u8/Y+QEuoy+QvZ5SWtEhE39jgGMxt+1wHbl5Sv0mE915NuevM3xAI2kDT/FB8eb0x558NWU8SbmbWl0an9TOBMSYuQHtrtxVhDXlkSXbE8K1sQ2B/YX9KNwNHAcRFxZ4/Ct9FwM2Odt/KqOic3iYgHJT1IGo2teC5+6VQDBDaoKH+4C3XbcOk0OaMfyRzuIGFT1pg94l2SDgZ2AfYDXtHiK62S70Vqv9kKuFvSj4DvRsR/uh641cXHQqvLY5Qn1LV9nViD1Qqfs/3dx7j6rER5p7m8do4J7dQzaHysmwYiYu9+x2CjQ9K6wIdJM5HMSXWHfWg+HlYtvwk4jtQGeGtXAjUzMxthkhYgtbftzdjzi24ktl9ASqI7uTFwlllLjX3xtZTfWwbw0Yh4tt6oOhMRz0j6KHAG5TOEbSNpXv+fGGhVSZ0BnBkRA50QGRE/k7QbaeDisnYlJ9QNnxtI/fSKliwpKxURT0j6D7BMvpi0f7x8auFBizoe6ELdNmCcJWlmZjbYNqT6pvrwXm88Iq4Afkf5iBAAL+l1DGY2Eq4rfM5uYNfusJ6/5d7nG0hmkB5OT4qkrRgbWUaFv06oM7OuiogHIuLIiNgAWBf4BnAv42ehyTrKl5Xly1cFPg/cKulsSbtKmqu2H2PDpHguhrQPVc3QWuVqms+VAKtKWm4ygQFImpPUKO3kdjObdiLiiYj4SURsQprx80hSMnHVjGOi9XXDUqRZ626RdKykNXr8E8xsuN1JeefBF9UdSBlJcwAvo/l4GMBt9Uc07UXFq1v1DNrLzGwydiR14J+L6kGzJpqNWqR7gh8Am0bEqhHxWSfTmZmZte3/gO+Skumyc2vxWr/qfFxcfgPwCWCliNgiIo5x4pB1YHNgZuN9th9m+92lEfHrfgTVqYg4C7iM5t8A6br3Vf2IyyYmaXnSsTCfRJcJ4OP9iGsSPk7zbGTZb9pY0lJ9icomq6rvQqf9CP9Oed+FJSWtN4m4UkXS4sD6lCfgu+/CCHJCnZmZ2YCSNC/wguwj4y/Q7qO+6dK/3WJZpxexZjY9XZt7n7+BXVTSMsWVW7i4olzAuzuOasyHK8qDNCuemVlPRMQ/I+L/gGVJnW1OB56l+eEejH+wV0yumwFsCfwU+K+k70sqG9HLpq+y5HboPKHuLy2W7dJhXXm7AvM33ucbvYN072PTS787TrtztfXTio3XvG2u3+r6YA7gbcA/JJ0g6QXlVdiA6vdxzsfC6eOWwufsGLJpH2Ip81JSxyxoTvwr63hhZmY2KIrX56067WfLngPOIs2wsFREHBgRf6ozaDMzsxEylcT2B4DvAC+PiBdHxGERcXvvQ7YRtFlFeQDfqzOQLmgVb9XvtP7bvKQsewZ7ekRcXW84kxMR/yDNkliWPCXg1bUHZVNR1XdhVUkziyu30Krvwp6dhTTOO0jP2KD5muHuKdRrA8oJdWZmZoNr+ZKy7IbmDxFRV8eV39M8wkdmtZpiMLPhdhnwZON98Tiyfgf1/BqYlasnn2y8kaT3dhqYpHcDr8nVV3RBp3WamXUqIp6LiDMi4o2k5LoPMDaaVqsHfvnyrGxBYD/gD5Kul/TRqcwcZiPjqtz7/PlubkmrdFDP70vKsv3vvY2Z5joiaW7STEpV9zdXdFqnDTUN0cusKyQtJ+mTkm4ldZ7dgZQsP9G+1qozUP76YDZgZ+DqxnZmdP1HWLf1+/jmY+H0UnWduOBURvHtoje3WPa32qKwTLeOA/0+dvn4ZmZ1qTqmFK/jLwfeDywTETtExMkR8XQ9IZqZmY28quv84vO1Z4DTgDeRzsnvjoi/1hinjab8gEX552CPU99A+t1yEvBE433xmd4ra47F2tcq2fGHtUXRHUe1WOZ9cLhcmXufPz/PoLMBgc8rKcvO7ftNpp+MpBWBQ6juu+BBb0bQ7P0OwMzMzCq1uqC7qK4gIuJBSVeRZqPLXyiK1OHbzKyliHha0p8YS1zL2x74VZv13CfpImDzQj3ZzfCXJd0aEWe0U5+kvYCvlcSU54Q6M6tVRNwHfB34uqR1gX1Is3ctlq3C+E43xbJ8+SrA54DPSjof+AlwakQ8iU0rEXGVpPuBRWg+770MuLHNqs4jPSybi+bk9mWB7wN7dRjet4EX5eor8rl4+vhMvwMwq4uk2Uj3QvsD25CS3trpvF8835ddF5RdH4h07P4UsJ2kN0XEnZP+AdZLPhZa3S5usWw/4N11BVIkaaFGDGWDvQXw57pjsq7NTulZLs1susp32r8TOB44NiKu6WtUZmZm00/+ecRfgWOBn0fEA/0LyUaNpNmBDShv0z0/Iv7Xl8AmKSIelfQ7Urt2vq1GwAaSZouIWZUVWL9sRnnb2t3Ab+sPZ0rOBu4BFqf5/5VnSRwiEXGbpFuAlWhuJ9yM9gfcvYTx+0S+78K8wCmSNm13wBpJ8wMnAgvgvgvTihPqzMzMBtcCLZZdWlsUyWWkhLpMdsG4dM1xmNnwuoCUUJfJjiM7AO/soJ4fkBLqMvnOonMAp0r6AfCViLi5rAJJLyIlmLyVsZvpfD1Z2SURcUsHsZmZdVVE/B14n6SDSQ8n9gK2JR3voDyJriy5TsAWjdejkk4EjokIj541vfyeNLJqsVH6DcBP26kgIp6UdDqwS66e/Ll0j0bi3kci4plWdUmaSUrA25Pmc3FmFnBhO7HZ8IsIJ5HYyGuMbLkfsDdjbSplx798eXFZVn4pKXl+wYp1qhLrXgJcIulVEfGvSfwM6yEfC60PLmH8gAkwdm22t6RPNwb96IeDgPkY31aTHdsui4h7+hTXdNWtWds8+5uZTVf589mFwH5+/mBmZla7/H3lBcC7IuL6PsZjo+2FpGe6xSQPgN/1JaKpO4/0zBrG/6aZpMEzb+hHUFZO0jzAqsVi0r/bORExVAMeRcRzks4G9qC5HXN1SXN5YOGhcgFpcOnifvhG4Mh2KoiIkPRT4AOU913YEDhf0h4T3X9LWpPUZ2JdqvsuPIpnqBtJTqgzMzMbXPO0WFZ3J4Z7K8rnrzUKmxRJb+9h9Rv3Y7sRcWyv6raeOR/4bON9vmFtKUkvj4hL2qznF8ChpMbH/A1s/ob4AOAASVcC1wB3Ac8BS5A6j65R8p0yh7UZk5lZT0XEs8BpwGmSFic1Er8dWCdbhYmT67KyBUgd+feTdDNwNHBcRNzeq/htYFxASqjLZOfArSXNbHdkNuA7pIS6vPw59f3AlpK+TpoR8aFxK6Z9+A3Ax4EVKraR1XeyR4Q1s2EnaQawI2k2ui0Zn+wG5efwqvJHgOOA70bENZLmAnYG9gU2zX0vf/4vXheINKvoqZI2migB2sxGW0Q8LunXwJtp7uA1F/AF0vGrVpLWBj5Gc4cKGmWn1BvRtHfMgNVjZjaM8ufYzYEbJV1EmhHn5Ih4rF+BmZmZTSP5ZxmbA7+SdCzwUw88ZT3w4hbLfl9bFN3VKu7VcULdoFmN8ce9UUnq3KPxPv+bRNoHr+xDTDY5WUJdJttPN5G0SAd9BL4DvA+YLVdHfr/fGPinpF8CJ1Pej/CNwE7AjIptZPV9LyKeavcH2vBwQp2ZmdngqrpAA7i/tiiSqgvUuWqNwibraMo7n3STSv7+pIfbc0LdkImIP0u6E1iG5v3xbaQR0dup5zlJHyUl1lV1qsr2w/WB9QrLqzqo5r8bpJHOf9VOTDYcupjk25dE4ipOMJ5+IuJe4KvAVyWtT5rhZhdgsWwVmpPoqhLuXkRKdj5U0gWkc/fJHSRW2XA5N/c+/4BhXmAroK3zXkT8UdKFpIfNVcntawM/BL4v6W7GN0qvQHOCh5PbzWzkNGbG3o80w+ziWXHjb6ez0V0OfA84ISIef37FNNrqMcAxklYnzf69B7AQrRPrBKxFSlbxjGhmdhwpoS6Tv67bR9L5EfGzuoKRND+pc8PcUNrh5xl62+5oBRGx9yDVY2Y2xFR4/6rG61uSTiedk88etpkizMzMhkz+mcbKwKeAT0n6E6md7RcR8XC/grORsnruff767llSQscwupYU/wya27hXB86oPSJrpVVS58W1RdFdreJ2Qt1wOYfUf2C2QvkMYAdSf9cJRcS/JB1D82x3+TbueYDdG68qZX0X8vU9SeqnYyPICXVmZmaD64kWyx6sLYrW2/O1xHCp6qg8bNvzg8Th9QvSrDXZv2F2E7q3pE+1O7pMRPxS0snAW2juyJ/Vm30u2w+LiSb5MoCHgV3bicUGXi+TfOtOJK7ihLppLCKuAK6Q9AFSo+JewDaMXaNNNGtdVi5gC+A1pMSn83sXtfVLRNwg6e/AujRfT+1Pmwl1DQeTkuFnpzqpTo3lyzZeTSHlvpMvy+o4ISL+2UFMZmZ9J2kOUlLK/qTEY+h8Nrps2ePAiaTZ6C6daNsRcR3wPkkfISXWHQwszfiZ6fLbE/AeSV/0iJpm096ZwHWkUauLHQZEGiThvog4t+L7XSNpEeBUYBWaj13ZdeIvIuKeXsdiZmbWQ8U2kXlIA2btAtwt6XjguIj4Rz+CMzMzmybyzzIgDaq6MXCkpLNIz2B/ExHP9Sk+G37LFz5n+9qNEfFM3cF0Q0Q8LelGxicLZlasOx6b0Gq59/lnEI8P8ayct5CenWQDceWt1ry6DaqIuFfS+aSBf4vPzt5Dmwl1DR8l9ZdZlPK+CzC+nbk0pIr1sjo+4zbp0VXM6jQzM7PBcW+LZXPXFkVSNVueO1wNl+jRq87t2XA7ofFXjG+cnpt0M9yJfYC/0zxKeb7+qv2omGiXvymeBewVETd3GI8NPnXxVcc2phKHTTMR8WxEnBIROwDLAR8E/knzbDRVs9T4HDt9nFj4nJ0Xt5fU9kOGRjLnoZQfi8rOwfntFffF/LLs73XAO9qNx8ys3yStLukI4D/A8aRkurL7Epj4/HwdaSCSZSNi33aS6fIi4omI+CppJtrDSSN8ZtvKtpNZGHhTJ/Wb2ehpzILzOZqT1yAdO+YDzpK0Vy/jkLQG8DdgU5qvITPPAJ/uZRxmZmZdVPV8q3g/kH9usRTwAdIgWldK+j9JS9UUr5mZ2Siqeg5WbLfLzsVzkQbMOh34j6SvSdqgplhttCxZUhakhKBhdjPlzweXqDsQm9Ayhc/Zv9u1dQfSLY12zGso3wfLBni1wfazwufsfL2epC3arSQi7mX8DHWtBp5u1Se1qu/CGRFxeLvx2PDxrDJmZmaD67YWyxYE/ldXIKQGozKP1xiDTV3dyRfd3p47+w+5iLhU0g+B+UsWL9JhXY9Jei3wa2BDym+G29kH8zfFzwL7RMQZncRiQ6Obx5CqfavO45QT6qxUY1SsI4AjGg/49iGNbl12nM03Htr08DPgMJqPIbOREjH3a7eiiPh8Iwlvd5obmYv7VlXHMQrLBTwAvCkifK9hZgNN0pzATqTZ6DbJinOrlN2jFMuzZU+TZmT6bkRc1I34IuIJ4COSzgNOAeZl/MicmVfR/NDSzKaZiDhB0v6kY0JxMKIA5gB+JGln4AMR0bWON5KWAD5GGlBhztw2y2an+5YHQTIzswH3deAeYG9go0ZZsSN/2aB/ZfcP6wBfAQ5vXNcfA5wWEU92P2yzyZE0F7AqsAKwOKkfw5zATGp8jhERh9a1LWtLvp34KElH9ajuXm2j1XZtOJwGrEGarSZ/n5kp609Qtnxx4L3AeyVdS5q17viIuLPbAdtIqkow+2+tUXTfXRXlZQmE1l9l+2AAt9cdSJfdxti9Vp73weFzKvB9UttznoAPAb9rt6KIOEvSu4FvZ0V01n9wXHW5710GvL3D79uQcUKdmZnZ4LqF6imqFySNel6XqkQXd3IdLr3qLD8IiSU2JCLigC7Wda+kV5ISRw7Miul83xNwE7BHRPylW/HZwKnjQVddD9N8fLW2RMTlwOWS/g94A7AnsDVjsw/7AfA0ExH/lrQ75cntk5l9ek/gUeCdlI/eNtE+VnxAfRuwfURcP4lYzMxqIWltUhLd7qT2GShPUq9KHs4vuwX4AfDjxgiaXRcR50k6mPRQsiyZr+zBs5lNT/sDl5KuFYsJbdnn1wJ/l/Rr0uzHZ0RExwO/SZoJvJp0n7IHMA9jSXPQfFzNZjH+RKfbMjPrNUlzk0bCXxZYgPRcb05yx9GIOLY/0VndIuJh4LvAdyWtSRrs6m2MdWadqP2kbBbrGaRz8GuBRyWdDBwXEb/v1e8wqyJpHuB1wDakwWVWYTDamZ1QN7hG6fmcDYmI+Duws6SFSefhvYBslrmqRPbiDDbF5WsAXwA+L+lCUqL7KR4c0FpYgvLn+sOeUFeMP2sz8gx1g2dUkzqr4vc+OGQi4uHGAL5zli2eRH3fk/QgcBQwH62f2U20PQFnArtHxKOdxmLDxQl1ZmZmAyoiZkm6gtQQXbxgewH1Tr+9VOFzdoH5cI0x2NT0oxHZDdfWc41ZF94l6cfAJ4FtGUsUgfIb7Py+eTvwDdII50/3LFAzsz6KiGckXUPqgPpyOpwV1EZLRJzQxboCOKjx8PhI0sh/nSa3Z+flnwLvi4gHuxWfmVm3NDpJ70pKNnlpVpxbpZPZ6J4jzbT9XeDsxrG017L7pWUYn5wiYOkatm9mQyAibpK0J2lWSxg/U13kPs8OvL7xekbSDcA1lA/aAICkHUht2iuTOl1vRkqig+bkubLP/wN29Yw8ZjYIJK1KGrDoVcB6wEpM/DzECXXTUERcDRws6cPAdqRZ615HOpdO1JmfiuULNOrZW9LtwHGk5Lobuv8LzMZIWh34ALAbKXEYBudZsAchHGzd/Pfp10C/g7KvW4cazxu+BXyrMUjWvqTj2GLZKkwu0f01jdd3JZ1COhef16vfYUNrvoryx2qNovuqEksq24Wsbxan/Bx5d92BdFkx/qzNcvE+xGJTFBG3drm+EyX9ldR3YbusmPauF7NrgHuAj0XEj7sZmw0uJ9SZmZkNtt+REuqK1iZ1vqrLyiVlAdxRYww2eZ/pYd0bkDrPZDen+b8eCdBqExGXAjtIWhLYntQx68XAiqQHzDOBJ4B7gZuBvwFnAxfV1IHV6ud/V5v2GiNv7kaaRWzD/KL+RGSjKiJ+Ieks0kx1ewNrtvnVx4HTgK9FxGU9Cs/MbNIkbUBKotuVsQ4Bk52N7r/AD4GjIqLW9pSIeE7SOaRjdPE6eeE6YzGzwRYRp0t6L/BNxifRVSW9zQTWYvz1X7ETooBTC5uaKFkgv51ngLdGxD86+jFmZl0kaT7STGP7kJ7RPb+oja931E4p6dWk67Yy50fE0Z3UZ/0XEc8CpwOnS1oCeDtpppw1slWY3Ew5KwAfAz4m6W+kmXJOjIgHuv0bbPqSND/wZdLxbwatB5HpB7d1Dz7PUGcDISL+Cbxf0iGk2dL3Is22OYPJJ7rPC+wO7C7pP6SBA4+LiGu6/gNsGJXNuAQw7IMFVcVf9Xutf+apKB/2mTWr4p+31ihsYEXELcDrJa0P7Efq27rcBF97DvgjcDzwUw/sNr04oc7MzKz39pa06SS/u0JF+VqTDWaSVqe8Qfz2muOwSYiIniXUSdqXdNNR63bNqkTE3cCPGi8zs2lH0myk2Tr3IiUYz8QPk60GjVljvwp8VdILaS+5/Q+N75mZDYxGZ+m3kRLp1s+Kc6t0kkgXpMGSvgucHhHPdTfajlybe5/FBu7oYGYFEfFtSQK+zvgBtMh9Lh7vJrrnaHW8LC7PJ9M9DeweEb9tK3gzsy6TNAdwcOO1CBMfz5qqmMRmLyPNFrpAybJXSzrGg8QNr4i4B/gK8BVJLyUlKe0MLJitQvsz5eSXvaTx+pqk35BmRTwrIp7p+o+waaMxyMwpwPKUDy7z/Kq1BTWej4Vm1rFGovsvgV9KWoo0KOWepH5RMPlE92WBDwEfknQF6Vz8s4i4t+s/woZFVbvrsD8Xe6qi3O3Mg2dUkzq9D1pbIuIK4CDgIEkr0brvwhURMezJpjZJTqgzMzPrjXyDysaN11Try48I/NIp1tf+htNsT0vntp1vGHJCnZmZDZJHgX/3OwizfpC0FimJ7m3AEllxbpVWsz6YdVVE3ExqeDYzGxqSXkZKotuZNHLrZJPoAO4Hjga+HxE3dTfSSXu43wGY2fCIiG9Juhk4gdTBP9+xv51O/U1VlpSVrZvfzgPAWyLiwjbDNjPrKkmvIA3cthoTz8jU6pjWkYh4RNJ3gI8yPqkZYBlgS+DcydRtgyUi/gr8VdL7gLeQ2vZeQ3UCe/4vhXXys8fu0Hg9KOnnpJly/tKL32CjS9IWwGmMzfTRzjWfmdlQiYi7gC8BX5L0cmBf4K2MDWww2UT3DUgDdX1Z0jmk5LrTI+Lprv8IG2RzVZTPqjWK7quK38lMg8cJdWYNEXErcGufw7AB5YQ6MzOz3utWg3I+me1Fkl5UU6esVsmA/6ph+2ZmZm2JiJOAk/odh1ldJC1CSqDbC1gvK86tUpVEV1Z+A3AMcGm34zQz6zVJM4BVgOVIIwEvAMxNenj2/HExIg7tS4A28CR9EPhi9jG3qNNEuj8B3wN+ERFVD3X7Zdg7algHGrOLLQEsTjoeZh14nqQx6mpjhnezShHxG0nrAD8EtmJyM9Pl1225ucK6FwJ7RMSdbdZvZtZVkg4izcI+O82DTdaRSPId4IPADJo7ce+JE+pGSuPe4XjgeEkrkNr69gRekK1C835QfF+2jy4CvBN4p6Sb8GB01iZJawOnkpLp2r0vNst4v7ChFBGXAJdIei9jie6bM/lEdwFzAK9rvB6R9AuqE0Fs9MxO+eD1oyT/22b0MxArVZVgNuz7Y1X8M2uNwsxGhhPqzMzMem+qNyFVD+a2A74xxbrbsVWLZX+vYftmZmZm1tBIGtmO1KlmO9LDuFajpJfNRpeVPUxKQj06Iv7c/WjNzHpD0uykUfu3Bl4FrEl7D8qcUGdVshnpJpppqWzZo8BPge9GxFU9i9CsgqS5gFcCmwHrAmuTkotbdmKR9BxwJ/BPUhvf74E/DGAyqPVRRNwObC1pJ+DTwOrZIqaWXFJ133In8PGIOLbD+szMukbSYcCHaW5TmWiWuuI6kxYRd0o6E3hjbltZZ9wdJc0VEcM+q4CViIjbSPeuh0raHNgHeBPpngWqz78TDaa1CvCiku+ZjSNpJvAzYD7Kj38wtetAG23eH2zoRcQTwHHAcZJWAvYG3g6smK3C5BLdFyTNgFe2vplZL2QDtEyXpM7Z+hmImQ0vJ9SZmZn1Xq8aQXagnoS67Rj/sC7zJHBtDds3MzMzm/YkrUtKotuNNNMITG42ulnAecDRwKnufGVmw0TSisD7SLNzLpYVt/n1jh4WStoG+FjF4l9FxJc6qc+GTjudBa8kzUZ3fET8r46gumhUH55PG5LmILUN7kkaDCufVNzucXF2UmewFUjtfx8DnpJ0NnAscGZEPNu1oG2oRcRJjZH03wTsD2zJWCeV4n1Hu/L76j+AbwE/9T2KmfWTpE8CH2l8nCiRrtedoH9KSqjLtpVte25SMv05Pd6+9VlEXAhc2JgxcRfSTDmvyBbT2Uw5xWVmVQ4C1qD1MTA/YNuvgMuBa4CbSIPOPDaE98k2da/udwBm3RYRtwKfAj4laQtSovuOpOsxmHyiu5mZmZkNCCfUmZmZdV+vOyVlI4e8StKLIuKmXm1I0sbA8owfrSRr4LkqItwBy8zMzKxHJC1GShrZC1gnK86t0m4SHcANwDHAsRFxZ9eDNTPrIUmLAIeRjofFmTlh4vvwyXRUuAD4MbBkSV0vlnSEE01GVtnsrln5E6TZXb8XEX+pNaruccedISZpTuBA4BBgmay4sFqn7XX5789FStTbAbhD0uHAURHx9CTCtRHTaAv+JfBLSUsD2wLbAC8jtSF34nHgMtJgH6d6hk8zGwSSdiR1mK5qb8l/voPG7K7Av4H7gdcCn2P8s7Sp+BUpMSU/S1RmS5xQN21ExKPAUcBRklYjdebfHVg6W4X2Zsqp3Dcl/Y2UxPnziLi7e9HbMJE0G+leY6Jkun8AnwR+ExHP1BehDbKI+H2/YzDrpYj4HfA7SQuQBr/cC3hptpjOEt2rzseHAydExJXdidrMzMzMJuKEOjMzs+ElxjrQ9MpeFeUB/K2H2zUzMzObliTNDmxPug7bltR2U5VEB+Wd/vMjBJ8EHB0Rf+56sGZmNZD0FuDbpBnpqhKdoLrD6qQGgomIpyR9A/gC4weZAVgEeD1w6mTqtoFXdk69Hvg+6Zz6UO0RdUFE/Aj4Ub/jsMmTtDXpePgCWl8fPv+VCaqMwt/i95YHjgTeK+ldjY5jZgBExH9Jiec/hueT31cn7TfLAPOTRuyfA3iKlEB3P3AbcAtwfUTMqj9yM7NyjUGNfkjz4JIwvuPzRcAXI+K3JXWs282YIuJpSeeRZqkrXqNu2c1t2fCIiOuBD0v6KKntcG9SW2I2Y/FEM+VQUbYhsAHwFUnnA8eRkt49y9j0shUpUTN/HMwfAwP4EHCEB941s+kqIh4Bvgd8T9KLgX1Jg2NmA7O1k+hORfnBwMGSriUlup8QEbd1K3YzMzMza+aEOjMzs+65jd7PTle0uaTZetH5oNEJYjeqf9OF3d6mmY0uSc9VLNo/In5cazAFkvYFflCyKCLC90xmVgtJ65OS6HYFFs2Kc6u0OxvdLNIsD0eTOr082YNwbQhJemXFouv7PfK4pCWB1cqWRcRFNYdjA0KSgMOBD9A6ebiXjiLNUDEnzffGe+KEulEm4BngNNJsdBf0NxybziTNAL4GHETrGRQ7rrqkrOz6chXgHElfBz4UEVX39zaNRcQDwJ/6HYeNnsbsDysAiwMLkq7LZlLjjKsRcWxd27K++jJp4IyqJJJHgQMi4sSa4zqblFCXyeJbR9LCEfFgzfHYgGg8G/4V8CtJiwJ7kNoW18lWof176PwsOjNICZtbkhIFziB16D/b14HTwmsryrNkuv0i4ic1xmNmNtAi4lrgEEkfBl5HmkX2daTBZTo5FxeXrwF8HvicpItJ5+JfDOtAX2ZmZkWSPlmx6Ix+z9Ta6Lvz+rJlEXFozeFYDdw51MzMrEsiYqV+x9Bl7wLmoXq06gtrjcbMhl1VR71BUVsnHDOzjKQlSKNW7gWslRXnVmk3iQ7gBuAY4NiIuLPrwdoouJDyc+/+NGYW6aPtqUhux+2X05Kk2UjHtN0YPzMctJ6lrrjOlETEA5JOBnZn/L2xgG0lzR8Rj3ZjWzYwBPyblEz5w4i4p8/x2DQnaT5SR+lNqT4elmn3frtYR/FaNJ9I8H5gPUk7eKYSM+sVSRsB2wCbAOsBS/Q1oMQJdSNO0sqMv+aH8efAW4GtI+LGmkMDuDj3Pn8tIGBt0ox5Ns1FxP3A14GvNzr+7UMatGuRbBXKZ8oZV03ufbbOPMDOjdd9kk4Ejo+Iv3QvehswGxY+Z20gAZzsZDozs3KNpPMzgTMlLc5Yonv27K/d5Lr8+Tp7bdp4fVPSb0jJdWdGxNPd/A1mZmY1+zTlzzHuAK6sNZJmG1AdnxPqRtBs/Q7AzMzMBo+khUizAMD4hpqsUeeaiLivD6GZ2XALmhuLB8mgx2dmI0DSHJLe1Bjd+XbgK6QOUNm1VvFYVCzPlz1C6vC/SUSsHhFfcDKdtaF4bT8oivcdgxij1ed7pITjYofRquNhL/eb43Lv83XPDrymy9uy/nmOlLT0emDliDjMyXTWb41Zmc4DNqP8eJgXVF9HtjpWln2Pwvez9QRsTpqtbr4p/TgzsxxJi0j6mKRbgL8AnyHNkLMkEx/Lev2y6eF9pFm5oPmc+xCwXZ+S6QCuAbJE9uK5evWaY7EhEBFXRMR7gGWAXYDf0jzzYjvXfpH7nkgzhR4E/EnSjZI+JWmVXv4W64sXUv2M7EN1BmJmNqwi4t6I+GpErAO8lNTW/TDl59qismeFWdlMYAfgJOBuSUdJ2rx3v8TMzKwWg94ON+jxWRd4hGczMzMrszTpoXWV6+oKxMxGTnFE/UEz6PGZ2ZCStCFpNMpdGBsdejKz0c0idaw+Gjg1Ip7sQbg22iYakbyf2p11x0aYpAOB/SjfV/NlQZqt4ULgD6RZxe4H3kTqpBB0Zz/6XaPeRWi+TtwSOL0L27D+OywiZvU7CLOMJAE/I3W8anXurjp3Pg78izQAw8OMddxaoPFaEHgBMG+hrrJtFZPqXg6cQOrEZWY2aZJmAB8EPgLMT3mycD/5nmQaaMyOvTPlyUUB7BMR19YeWENEhKTrSaOjO6HO2taYteYk4CRJy5DaJfcEsiS4ia79iuvkl70Q+CTwSUl/Az4aERd09QdYvyyce59vV7kyIv7dh3jMzIZaRFwKXCrp/0jt1nsBW5AmQmk1a12r54SQ2nX2AfaRdCepneb7EXFLt3+D9cRqkl7Z7yCmYLV+B2BmI2WQ+y7A4MdnXeCEOjMzM2vSeDjYtweEZmZmZqNA0pLAHqTOKmtkxblV2k2iA7gBOAY41rPQ2RQNevL4oMdnPSRpJdLMncWHE/l94jlSB4EvlXVslfRcN2OKiFmSfkuaMS+LI+tUtmU3t2X942Q6G0CfAral+mFtsfwBUofpPwBXANdHRMvzaSNpb1VgfWATYCfSzCNl9Wfvs+PfdpI+ERGf6+A3mZk9T9KKwMmkJKGya77nV60tqPF8TzJ9vAJYgrFzXP7vxRFxWv9Ce94NpP8rRe7Iam2JiP8AhwGHSdqU1AH/LUA26/BEnfmzdcrWewlpRmUn1I2GmSVlAVxUdyBmZqMkIp4iDZz0M0nLAXsDbyclqcPUEt2XIw1U8jhwaHcjty5S7u8hjdewc3LJ8NqhcSwaVmX3xza8Br1vwKDHZ13ghDozMzMzMzMzsy6RNAewIymJ7rXADKqT6KC842BW9jCpY/TREfHnrgdrZjZ4vg7Mw/hR0PMdCe4EdomIi2uO61xSQl0WRxbTqpKWiIh7ao7HzEaYpDWBj9I6mS4r+x3wLeDXEfFMJ9tpJNxd33j9XNL7SUl8BwFbM9ZRq2r7H5d0ckRc18l2zcwkrQOcTUpiKnZKcYc8q9umLZZ9trYoWvtvSZmApeoOxIZfRPwR+KOkd5NmZ9yLlBAH7c2Uk1/Px+zR8yiwUEn5XTXHYWY2siLiDtJ15mcbs5TtS5q9bt5sldzq7STX+Xw8fPxvZv2QT+p8feM17Px/ycy6YrZ+B2BmZmZmZmZmNgokfZvUueDnpM7Is1M+85xalAdjiRtLR8Q7nExnZtOBpHWBHWhOpsveXwms14dkOoA/tVi2dm1RmNl08RVgjsb7qo7L/wbeHBFbRcTpnSbTlYmI5yLirIjYFngD8C9aJ7rMBI6Y6nbNbHqRtALwW2DJRlHZfXJW3s+XTR8b5t7n/+0fY3Bm3Lq78DmLc/66A7HRERGPR8RPIuJVwCqkGezuoLrdMs8dV0fXQxXlD9cZhJnZdBERF0XEnsDSwP7AxZSfi8sG6/T5eHj1+37X98ymEXiZmXWNE+rMzMzMzMzMzLrjnaQRfLOG3PyDhVZJdAJuBD4OrBgRW0fEzyLiyfpCNzPru/cWPucfyt4JbBcR99cYz1ggETcx1nms+LB49ZrDMbMRJmkjxmaHKyaWZNeNPwPWiIhTexVHRJwJrAUcQ3lSXRbPNpI26FUcZjZaJAk4njSr1kSJdPll7pxlvbRy4XN2nrsgIp7tQzxlHq8oX6DWKGxkRcTNEfEJYCVgG+Ak4GnK2zhttN1M+Tlw0boDMTObTiLisYj4UURsBqwGfIk0S3E7ie42fPp9r+v7Zet3QqaTOs1soMze7wDMzMzMzMz6bK7c+3zDy3N1B2JmI6PY4biq7GFSB5WjPQudTXN++DbNSZoJvInykXYD2C0i/lt7YONdB7wMJ9SZWW8dWFKWJa8F8M2IeH8dgUTEU8Deku4HPpCLo+hA4IA6YrLRIGlu4JXAZqRR+BcD5iTdH/0LuBQ4NyIe6VuQ1it7ApswPmEuL18+C/gzcDlwDXAT8Chp1rD/4c5T1j3LUb4/3VR3IC08VVHuGeqsqyIigHOAcyQtBLwN2IuxmRzdeXX0XQlsWVK+ZEmZmZn1QETcCHxU0sdJgy7tA7wemJmt0q/YzGxk+LmsWWszcu+j4r2NECfUmZmZmZnZdDdfRXlVRwUzs4mUdQrMymYB5wFHA6d6FjozAObJvc83RD9TdyDWN5sBCzI+aST7+6uI+GMfY8vcREqoK1qt7kDMbDRVJBfnj4dn1JVMlxcRh0h6AfBGxl/XZu/fLOmgiPB521qStCzw/0hJVTMnWP1pSScCn42Im3senNXl45Qn0+XL7ga+AJwUEXfVGJtNX/NWlN9TaxStVcU40bHUbNIi4iHg28C3Ja0F7AvsBiyerdKn0Ky3/lRR/uJao7CRIGk5YLYWqzwVEXfXFU8rkuYgDfbRyoMR8Wgd8ZgBRMQs4DfAbyQtAuxOSnRfL1ulP5GZmZmNvKp2GD8DGVFOqDMzMzMzs+luhYryh2uNwsxGUb5T4EOk2eiOBe5olC8hDfcAcBFxW79jsJGwQEW5k9unj01bLPtCbVG0VjZDnhjrTGhmNlUvAxZifBJd5kHSiOT9si9pRrFFaI5vIeDlwB/6Epl1haTXUv3c+I9TnS1O0t6kTvlz0t4o2HMCewA7S/pkRHx5Ktu3/pO0KfBCmme7zH/+DvDhiPhfzeHZ9DZ3RfkgtQ0vUlH+RK1R2LQVEVcB/yfpg8AOpM782+A+Z6PoN6QZYbOBKLPz9GaS5ouIx/oWmQ0VSdsCZ7VYZRbwVuC0WgKa2LPAkaRZwKpcKWmjxmyeZrWKiAdI++iRktYltdPsCiza18CsXT5uWL95HzTrzMIV5Y/XGoXVxo0bZmZmZmY23a1T+Jx14hmkUYjNbDjlOwkuCOzfeI2KwG1L1h0vqih/oNYorJ/Wy73PP9h7ICL+XHMsVYrXhlmnsvn7EIuZjabNSsqyxLXDI+LBmuN5XkQ8JOlw4EuUd8DYDCfUDS1JawK/pfzf9i5gxSnWfyhpZrL87IZtfZWUWPdFSWsDezVG6LfhtE1JWT5B9zMRcWi9IZkBKSltnpLyhWqOo5WqhDp35LJaRcSzwCnAKZKWJM06u2d/o7JuioinJJ0M7M34a7Y5gNeRBowza6kx+/o3aD2QxsERcVo9EU0sIkLSbsAFwEsqVlsPOBD4bl1xmZWJiL8D75V0MCnRfV9gq/5GZS0M98iqNiq8H5p1pmqG7vtrjcJq405PZmZmZmY2bUlaijSSfrEzVwC31h6QmY0yN1SbVduI8efi7P/L3X2Ixfpj5cLnrGP17/oQS5Wq2R+cUGdm3bJe7n3+vPgscFS9oZT6IfB5YAbN99Dr1R6NddNOjb/Fe5YAvt3oPD8pkvYDPpGr7/lFE3w1cusLeBtp9uJRGqBkunlZ4XM+me4CJ9NZH/2P8oS6QZrtY/nCZw8IZ30XEXcDhwOHS1qw3/FYV32eNFPwjFyZgE9LOtkDHFgbDiQNoFa8b8yu/Y6LiCNrj2oCEfG4pDcCV1J+HSDgM5KO9YzKNggi4hngl8AvJS0NLNHnkKwgImbrdww27V2EZ6cz64gkARvT3JYdwH/6EpT1nBPqzMzMzKxbfBNuwyjfGTC7Ac5c15eIzGxUjdp50gmC1hWS1gHWoPlcHMDN/YrLarc05cfJf9cdSAtPV5Q7oW6akjQXsCawFrASaT9eFJibNKPSjMovd8/1EfHOGrZj9XhB4XN2XvxLP2eny0TEg5L+TJqNrvgwuZgYbcNlJ8o7uz4BfG+ylUpaCfg6nSXSFdfLEusE7CPp4og4erIxWV+VdarOvL/GOMyK7iF1Pi7un8v2IZYqm1A+INxtfYjFrElEPNzvGKx7IuJfkn4AvIvx12KrAQcB3+xjeDbgJM0JfJjxg2Pk231vIO1bAyki/iNpL+DMXHG+zXpR4N2k2dvNBkZE/Bf4b7/jMLPBEhGb9zsGsyG0PWPPrYv9CG/qS0TWc06oMzMzM7NucKd6GyqS1gc+BryJsZvgor/WGpSZjbpROleOWnKg9YmkeYDvt1jl6rpisb6bt6J8kGZcqEqccxv7NCJpedIsSduQZrqeo78RMV+ft2/dtSzl11mX1R1IC5eREuoy2f30ICUdWAcax7XVGN9BIPv724h4YArVH06a9amq3aXVfYVyf/Mdub8k6bSIeGgKcVl/LJZ7n/+3vz4irqo7GLOcW0gDJGSy480m/QlnPElrAYvgjlxmVq8PAlsAqzY+Z8egL0u6NiLO61tkNuj2oroDcgBvj4jH+xBX2yLi15J+SJoduxi/gIMlfS0iqgbfMjMzM7MhJGld0gBzVe3WV9YXjdXJD/vNzMzMbCp+DvihyTQj6ZNdrG4HSct1sb4yc5BmiViANGr+i4GlGsuKM+FkngUu6HFcZmZm044kAasA2wHvAVakupP1n2oMzfprZkX5Y7VG0doiFeVP1BqF9YWklwKfJCXS5ZM8zLqpKkFykGbrrJoJx8mdw+tlLZadMdlKJa0BvJnqzgdV13/55TTWybfdLAZ8jjQrhA2XuQqfs3/X8/sQi1ne9cDrG+/zx5vlJa0YEf0+D2/bYtkgJd2b2QiJiCckvRW4CFgwKya135wqafuI+H3fArRB9s6Ssuz8+uOI+FvN8UzWR0iDspYltS8K7Awc15/QzMzMzGwqJM1gfD/CNUh9F7Yh9TGsarv+Y10xWr2cUGdmZmZmkxYR/wP+1+84rHafZnKzExU7norUWeH15av3TP6mt3gTnD0QOS8iHq41KjMbJZ7BzXpKUjc7nX5Q0u5drK9MPrl9BcZmdCo2ROf/7zwKXNzjuGxwPEH5LHVVSWz9UBWL74dGmKRFgK+TZqWD5nuJfnEy32iau6J8kI4zVbEUE2VseLw89z5/XJsFnDWFet/P+BnvitsQ8Hvg26RrvvtIyXIbAu8idV4oHmezuvaX9JmIuHcK8Vn9HmWsQ37ef+oOxKyg1UAuO5Nm2+yLRgevd1N93XlJjeGY2TQTEVdJ2gY4B5g/Kya135wn6SvAJyPimX7FaIOlMRjROpTPTvcoKUltKETEg5I+BXyL8vPwO3FCnZmZmRkAkp6b7FdL/h4l6aipRzXpePLt2fnrwDsi4sraI7JaOKHOzMzMzMwmqxudOPvRETR/w1u1/a/XEIeZmdlkbU73kttXbbx6reycGyXLsobqX7hDzrTyP8oT6hatO5AWVi58zvbbu+oOxOohaT3S7EzLUv7wDPp/P2Oj5SnKk+qqEu36oSpx7ulao7Bu2qjwOTuuXRERD0ymQklzA7tQnRAXwEcj4kuF5f8lJfGdJemdjO+8mu+QO3uj/m9OJj7rm4cpT6ib1H5m1kUXM3Z8yf8V8D5JX+vjvemuwPKUJybcEhE39iUqG3qSREpkXwRYGHiONEP8HRHxaD9js8ESEX+VtAVwCmPHowBmAB8C3iLpm8DREfFI/yK1AbFTSVl2/vr+ZO8v+uiHwMeBpRh/LhbwsgGZydbMzMxsEHTzWVk/B5Qse/6WXQP+pOZYrEZOqDMzM+sTSYsCa5E65S1E6hzzJPAgcDNwdUTc37cAGyTtBHyxZFFExAvrjsfMBkonHTmrbnj71Rm0akacAH4TEefWHI+ZjYbbcCd3q9ewJbdXNUIXlz0HHNH7cGyA/BdYkuZ9ZMU+xNJE0mzAxpQnBtxWf0TWa5I2Bs5mLNGzalCOdhPsWh3/JlL2XV9vjKb/UZ48t3TdgbRQFcsgzaJnnXkh5ee3v0+hzu2A+WgezTfrfHBUSTLd+AAivitpSeCTJfEJeDtOqBs2/yZd2xX/PReqPxSzMRFxr6Q/ApvRnLi2FHAQfRh8TdLCwOcoPwYGcFrdMdlwk7QO8BZgE+ClwDwV690L/Bk4DzgxIu6rLUgbSBFxmaQNgJ8DWzCWVCfSteTXgM9L+j1p37kEuIPU5+FBD5g1rbyJ5iR1SAOwDF1bb0Q8LenrwJcob4d5C0P4u8zMzMx6pNPnVoPWjzBT1nfhIeDI+kOxujihzszMrEaSXgjsCewIrNnG+teQRkM/PiKu6W10leYHVmJ8Bwjo/8WrmfXfsHXiL1PsGHsjqVOWmVnHImKlfsdg086wJre3Ov8H8NWIuK6uYGwg3AKsl/uc3X9u2pdomq3P+MSA/P+bG/oSkfWMpBeRZkial/KZNCeTHFf2/XaT8fp9z2T1uYc0U0jROnUH0sLahc/Z/nlP3YHY1Emag+okyX9Moeo3FT7nj3ePk2Z5aMdngd2BF9A8I8QGkpaJiP9MIU6r15XAK0vKl6w5DrMyPyMl1OVlx5svSLowIq6sOabjgBVofjaXObrWaGxoSdqONJNY/v661T3GEsAOjddXJf0cODQibu5dlDboGoMAbyVpH1Jy0SKMv1+eF9i28RonTYhYR4jhPpB9JGkVxvcpyf/9VUQM6z3jT4DPk2ZlLLbjvA4n1JmZmZnljUI/wrzsevbdQzjbsnXAN5NmZmY1kLQicBiwEzAb7V/4rQmsAXxE0jnAZyPiT72Jsi1lHcnMzAbdRIkC2THtHGB33wSbmdkQGYVG6WJy+ynAR/sUi/XPtcAbG+/zCWtLSFotIq7vT1jP26HFsktri8J6TtLspA7VC9E6mS4rexq4q/FaCFiV8s5jFzXeLwgsTOp8OF+h3nzd+ffPkkb5n1UScr//b1h3/YvUFphPuhSwmaSZEfF03yLj+eSrV1E+m9m/6o/IumAFUlt1WcL4PydToVKP6a0oTxoO0sBx97dTV0Q8J+krwHdK6gPYEHBC3fD4S0X5i2qNwqzcsaQk3ixBJDtmBTAncJKkzetK4pV0BKmTftVMnxdFxFV1xGK9JWlV0vXVGsDypHuEZ0mj399HSkb+W0RcPYm6FwW+Dbw1K8otbveZyRyk5PadJH0aODwiPODq9PZ74NfAHjQPFtPvNkbrr1e1WHZ8bVF0WUTcJ+lcUrJo8V795ZJmj4hn+xagtSTp/H7HULOIiC36HYSZmdkQK/ZbmAUcEhE/61M8VhMn1JmZmfWYpHcAXyaNzNbpDG/Kfee1wGslnUS6ULuzq4GamXVuFGbFmQVcCHwtIs7qQyxmZmZTMazn4iIBT5A6MH7JnbOmpYtbLNsT+FhdgRRJmht4J9X/Vy6pMRzrvXeREjSKHQLzn58jdbr+BXB+luQkaV/gqLJKI+LVxTJJiwMbA5sA2wEvLmwrM4N037JnRNzW+U+yIXIt8PrG+3xy07ykjtD97oT4Zqpn67ymLxHZVFXNTgcpUXgy1gUWpXszKp1KSgaA5uPjesCZHdZn/XMW8CQpOQnG9pHNByFp2Ka3iHhc0jeAQ2ke5CBIiZ+XSHpdLxPZJM0DnEC6Hmh1X3xor2Kw3msM4rE/6d5jjTa/cyPwA+B7EfF4G+uvAZwLLEXzPc3zq1V8PT/YR7benKSBY18hadeIeKKduG10SFqZNBPX6xk/gEymuN/UyYl8gyE/C2Z+X3ialIQ5zE5lbPbF/L3wXMBGuG1wkG3OYDz/qEOxncbMzKwfRqHvQhbX5cB7+zz5idVktn4HYGZmNqqUfIc0gu58jH/4ljUyT/QqW38n4GpJe9X4czJukDazTDvHsPyrW/VM5hXAU6QRXa8Fzga+AewGLBMRWziZzszMhtSwnItbva4FPgWsFBFfdDLdtPUn0ij80Dza84GS5iv9Vj32ARZrvC92GrvGCU6jo9GB+f/ROpnuMmDDiNg3In47lc7/EXFvRJweER+KiDWBbUidzMoGY3olcIWkViO+2/D7Y0lZdsz5hKQZNcfzPEmzAR9vsUpZ7Db45m2x7JFJ1rlp4XP+2u6/EdFRZ9OIuJs0W17Z9ez6HcZmfRQRjwK/ovnfch5gy/ojMmvyFeCWxvuy68HlgD9J+rCkmd3euKQdSdeaWbJKcfvZvchZEXFBt7dv9ZC0Makd5FukmYnbbTtZlTR469WSXjvBNtYDLiAlzuefNU+mnYjC918PnNmYudimCUkfAa4CdiD1Myzbh/rVrmiDY+3C5+z489eIeKoP8XTThS2WrVNXEDYl/X4G4mOhmZlNB906f/XznHojqa/3qyJiIyfTTR+eoc7MzKx3fgjsxVhjYaaTBo38uvkHeAsAP5L0BmCviHh4CnGamXUkIjoemEPSLMY/+M/+7h8RP+5uhGZmZiPvIjofne1VlJ+LbwT+29Xomj1HGo34UeBe4HbgOuAvETHZ2U9shETEw5LOIyUUFWc+WhD4KK0TOXpC0grAZyj//xakEaptdOxG86xK+f3xImD7iHisFxuPiHOAcyRtT5rpbknGtwUtDPy2MSPEab2IwfruD8AzpGd3xWPhqsAnSUno/fBhUqfvstnpniHFbsNnnhbLJtvevElJWbbPTHZmimto7qgqYIVJ1mf983ngTSXln2D4Zy6xIRcRT0o6EPhtVsRYh6osoWg+0ixd72jMaHdyRNw52W1Kmp80480HgQ1ovgbN3mceBt492e1Zf0nanzTr6gzK/30nrAJYEfi1pAPKnqtIWoQ0I+jijL+XmKx8nNl++WrS/cpeU6jXhkAjefgY0mC/xX3WCRz2PEkCXkz5Me2imsPpuoi4SdLdwBI0/8Y1+xCSdc6D+JmZmfXWZybxnU9R3nfhLNLscL1U2nfBfbCnLyfUmZmZ9YCkTwF7M/aAAaoblssab8rWLWuo3gG4TNJbI+KKSYZrZmZmZmZDJCI27/Q7jeT2Moc7ud0GxAmkhLq87AHKhyWdHxG/qyuYxoj7JwGLUJ5AMgv4SV3xWC32LnzO/3vfCrwuIh7vdRARcZaktYGfA69hfNvSnMAJkl4dEX/pdSxWr0Zy8dnA9ozf/7Jj0MclXRURv6gzLkmvBw6luQ0zOy6e4wfNQ6tVQt1kj3cbU91Z8bxJ1nlT4XP2f2KBSdZnfRIRV0o6CdiZ8ckZL5O0W0Sc0NcAbdqLiHMlfZaUxF4cKDO/z64EfBU4QtJfgUtJyb+rVdXdSJ5bufFaBdgK2AyYg+bBNYvPCLPtvyMibp/kz7M+aiTTfb/xsZ1nx0X578wG/EDSQxFxSmG9HwHLtKi/3YSCsn0w+76APSSdGxHHt1mfDadjSOdsmHjwYCerTG9LAXNR3n52bV8i6r5rGD/wUeaFfYjFOjfqScA+BpuZWV9FRMcJdY3+1WVOd98Fq1vHM0uYmZlZa5JeA/w/xj+sKHtgkX/4UVyvbHl+vWwdkR6+/VHSjlON3czMzMzMzKxPfk4aARCaZ2SYDTi+kWTUc5LmBH4KvJTmDq3Pz7ITEbfUEY/1nqRFgZdRnTB0YB3JdJmIuA94HXA2zR2s5wJOlbRwXfFYrY4ufC4eC38qaZ+6gpG0M3AiaSaVfDx5P6orHuu6GS2Wzd1pZZKWBZbPPpasckGndTZUJWw6oW44HQTkZ/TKrrW+LWnd/oRkNs5nSPcmxYSAspm6ZiNdQx5EmnnsvYV1838fIo2wfjLwBdLACTMr6iVXlsXxmbqT6q07JG1C2j+g9bPjltXQfF34PUmL57azI/CGwjbIfae47apXcf2ibL/8qiSfi0eUpI8zPgEemvfbYn+GifatXr2s/5ZusezG2qLorbLfIVr/djMzMzMzGwKeoc7MzKyLGp3uvk96kFE2imTZw7dHgbtI0wfPAywHLFbynWIHvvyyuYFfSDowItyJxcwGmUdIMzMzM7MmEfGspMOBbzL+PjjrnLUE8AdJb+7lTHWSlgJOA17C+GvX4vtP9yoG64vNGd+Wk//7+4g4t+6AIuJpSW8F/gasWli8JHA4sH/dcVnPnUoawX91xvbDfDvgHMBRkrYADomI//YiCEmLAV8kzdyY/z8B4/9/XBMRp/ciBqvFIy2WzUvns9S9qvA5f+68OSLu7bC+zP8qyt2JfwhFxAOS3kZKGp+ZFQMLAmdLelVEXN+3AG3ai4iQtDsp6fitlCeSTGaGsYlmdGr1PPEbEXFom9uxASJpLtKACbPTep9p9dykbIAXgEWBjwPvb3z+WMl3ivvYU8BfSMmd9zdeatS1GOk+eCPSNWdZkmd++4sBHyQNMmsjRNILgU8w8UyH+fJHSPcxN5P6PjxGuobzM8HpYakWy+6oLYreurPwOTs+tvrtNth8fDIzMzMzwAl1ZmZm3fZe4IW0TqYT8B/gu8BZEfH3YiWSlgO2A3YFXlnyfXLvswcaM4AfSFooIo6Y+k8xM+s6jxRpZmbWf1H4azZIvgvsB6zD+ESS7L53AeC3kn4IfHIKHfObSJoJvAv4KKljYDGBhFzZcRFxRbe2bQNhgxbL+jZwUUQ8Jmlv4OJ8MWlf3FvS1yLimv5EZ73Q6MT/MVJiXdm5Ovv33wXYXtJhwFER8UA3ti9pQWAfUsfoBWmenafoo93YrvVNq4S6pUgDwHVi85KybB/6Y4d15VXtg7NNoU7ro4i4SNJOpJm6sv4K2QAKl0o6JCK+37cAbdqLiFmSdgH+BXyY6hmaymbxqmoDrzqWTZSo8omIOKyduG0gtXpuDK2TKrPlVTMlCtirce34MlIiXHEQhOw7VwOHAmdExFOtApY0D/AWUrLeKhWxZ2XvlHRYRDzRqk4bOp8H5qT1vz3ApaTZrE+NiH/VF54NoHlaLKsaHGPYPFZRPm+tUVg3ud+C9Zyk8/sdQ80iIrbodxBmNnTcd8H6zgl1ZmZmXdIYZfBgmi/u8p9nkRqhv9Tq4UJE3EGa6e77ktYHDgO2pvVogFn54ZIWiIhPTe0XmZl11Wcqyi+vNQozM7PpzQ+JbaA1Oq7uR0oeykbELybVzQAOAHaV9BPgpIj482S3KWk14A3Ae4BlaO6gmL3P/Af4wGS3ZwNrrdz7/L/3c8ApNccyTkRcIulU4E00d6Z9D/DOvgRmPRMRp0s6hbF/8+xYVGwDnJ/UZvgZSb8BTgD+2OmsdZKWBDYBdiMN8DWT8o7Y2ecsjpMj4qyOf6ANklYJdasA/+ywvi2p7vhwcUV5O+auKB+VzrnTUkScKemNwPGMzTYYpE7J35G0K/BV4MyIcIcaq11jv/uopEtIA38sRXViXTsmWrd4nXcvsHdE/LqDbdgAkTQnaQa3qmNYfl/6H/AH0kxO9wLzAYuTZox7YW79/LUYpOvB7YFXV9QbwEeAL7d7LI2Ix4FjJf0U+BRpoIWya1KAhUnJd8e1U7cNvsZM1W+kur+DSLPQHeKZqi2n6nodqhPRhk3VvUer326DJ38sewg4iTSg0ZP9CshG3uZMnwSRiQblshHVmDRiU2BdYHVgOdKASQuSBmmYWWM4ERHOixku7rtgA8EHDjMzs+55M+mGoGr0v8eBXTrtaNIY9X5bSdsC3wOWp7kzS7FDzSckzR8R7uRnZgMhIqoS6szMzKwer64ov77WKMwmEBGXSXofqdNqsVNp/r53AdJo/++V9F/SQA3XAEtX1S1pbWDlxmsVYKvG+6x+aL7fzn9+FtgjIh6c7O+zgbVc4XP2739tN2ZbkDR7RDw7hSqOJCVXZbL/B7tJes8U67bBtD+wHvACmjsww/hj00xgh8YLSfcCVwI3AQ+TkqYeaXxnQdLxcwFS5+z1Se2Z5Oor1k+hLBp1v2PSv84GRavky3XpIKFY0jrASlTPwPOHjiIbb5GK8lHpnDttRcSvJb2U1Il1DcZf623WeN0m6VfAn4FLgDsmml3JrJsaie6/JyWx78vYwB8TzSzWVvWFzyINzHkM8JGIuGeS9dpg2AlYlOZzYzEx6SOk5OGnyyppDALzSdIMxfnvZzYjDYow7muN9XaPiJ9NJviImAV8StK/gR+W/I7MTjihbpS8mfEDHJF7H8DfgG27NUO2jYxWM0fPDpQe34ZMVR9bz5o9XPLHtQVJbS87kRLrjo6IS/oVmI28UU8YcSLdNNNIotsPeCspiW7c4vojsmEUEb6OsoEhD+hmZmbWHZLOJnXGK44OKNKI5ttExO+muI35gW8Du1PesYXC9n8UEQdMcZv7AkcV6hVpVI8ZU6nbzMzMzMzMrIykLzF+NP+y2eLKOiUWy6lYp93v5++F94uIn7QI24ZUIymzmFQUpM40+7ZZR2X7CTDfVBPzJN1FmqWiGOMWEXHhVOq2wSRpDeD3jCUTlbUB0saylptps878sfhe4JUR4aT8EdBIwMwnrGX/7n+LiJd1UM9nGD+DTX6f+U9EFBOXO4nxR8DeNF8TXB0Ra0+2XhscjVmcPg58iNSJH6qv0wCeAh5s/O21iIgXTryaTQeSViDdo7wNWKhRPNUON9m+/gzwC+DwiPjHFOu0AdBIBt6W6sSkk0kDtrSVaCJpu8Z3shkesnoeIs0UV5yZ7vsR8a4p/5C07R8C+1B+nn8CWCginunGtqy/JB0NvJ3yf+u7gNUjotUsxzYNSXorcCLl7SGLjcLAVJIOAQ6n+Z75sYhYoPxb1m+SZlGdEJ6X/bveABwNHBcR/+lhaDZN5PbB6cD9CKcBScsCXyAN9jGD9p/F1cH7oJlNmmeoMzMz6wJJ8wCvorxzXgCfn2oyHUBEPAq8vTEa5pHAXDQ3AOUbKfdtxPb2xkiCZj0laTHgFaQRaFYidUich9QR4gnSyNF3ArcA/wAu9YjCZmZmZmZWFBEfljQbcDDjZyvJd0TsdFaIiRJOqjpuB3Cwk+lG2rwV5Z10nmnV7jIf6Z54Kv5ImqWuuN9uDlw4xbptAEXENZJeA5wHLEZzMlHV8TC/bMLNlJRVHSsF3E1K4nQy3ei4AtiS8TMQCthQ0ioRceNEFUiawVgn+3GLGmXnTzHGsmSmILUx2giIiKckfZk0k9M7mfg6by5azErc7fBq2o4NgYi4DXiPpA8CbyDNCrY14wc96MQzpGu8U4FfRMTdXQnU+k7S3MBraL6vzM6NvwV27eTZbUT8StIupP0lf322cMnq9wGHTCL0Ku8n7fOL0JxoNRfwUuDiLm7P+meDkrLs3/uDTqazCo+3WLYQaSCEYbdQRXmr326Do2yw8rL7jdVIsxJ/TtLvgJ8Ap7k/i3XBqM/Y5fvmaUDSfsDXSH0AWw2C1PTVngXVfgxmZi05oc7MzKw7NiONCFh8iABwO/DZbm4sIn4k6QrgdGDZ3HYz+aS6XYG5Je0cEc92Mw4zAEkvJM2a+BZgjQ6//oyki0ij1p3USBo1MzMzMzMjIj4o6Ubgm6S27Hznh+IDu8nMUFe1bn47TwP7RsTx7cZtQ2nuivKHO6ijVeea+Umzek3FdRXlnd6H2xCJiH9KeinwS1Ln1vzxrphY9/zX6KwTQTvHTAF/A94SEbd3ULcNvstICXXQPAvJJ4A926hjN8rbqDNTHWhuTcr36ZumWK8NAEkLAp8G9iUluBf3o06Pad006p0ebZIi4knSM40TASS9AFifNNDg8sAypOu/uUmDDT5F6nB/P3AbacDBK4Ar3EF7ZL0UmJPy58aPAwdOZiDUiDhd0smk53FldWefj4mIriV5RMRjko4jJdaVHZM3wgl1o2Jxxg+0kHkE+Hn94diQeKzFspVI571ht1JFufs2DLZTSQMgZLO7lrUfl7UrzwC2arwekfRz0rn1kt6Ga2Y2eCSJ9IzunYw/dj6/Su1BmZl1mRPqzMzMumPDkrLsocVXI+K5bm8wIi6X9BLgNNKDmVZJdTsCp0t6kx/OWbdIWhM4FNgBmI3J3STPBLZovL4i6TvAlzzCoZmZmZmZAUTEDyRdThoROOtQP1EySZWJ1is+BLyONGvA39us34bXM6QOr0Wd3Ju2am9ZEvhXRxE1K5uxRKTRs22ERcS/JW1CaoP5P8YSjMtGWC/73PEmC3U9A3wF+ExEPD3Fum3w/BL4cO5zvk15d0m/iYjKztOSlgS+RPMMPJmngTMmG1wjSWVRypMGbp5svTYYGjMtfYM0C2fVsavV4AdmAyEibmE0kgWse15aUpadx340xQEKPklKqCurO/PjKdRf5UekhLoyL+7B9qw/ijMeZvvW2b3o72Ajo9UxbWXggroC6aHirNnZ/407+hCLtSki3ixpEeBtpMFislk4qwZnK2trWRA4ADigMfDb0cBxEeEZ022qfF9rw+JI4F2N9xMl0nm/NrOhNFu/AzAzMxsRa+feFzsPHNurjUbEXcDmpE4JxYclML4DxDbAryTN06t4bHqQNFPSV4DLScmaM2huZOzklc0usSDwEeA6ScWHgWZmZmZmNk1FxKWkDg8fAR6g+v5jUtXT3FnicdJMKRs4mW7aqEqcm6uDOh5ssWzpDuqpUkzYy/bZJbpQtw24iHgqIj5MOhae2Sju1rGw7PtZ3acC60XEx51MN5oa59hrs4/5RaT94BhJH5Y0R/G7jcG2zgOWyoryixt1nBERrY6PE9msxbIbp1Cv9ZmkLwLHk2bCyfaXdo9hquFlZjYVq7dYNqXZzyPiOtIMh/lnwPnj5wONdboqIq4m3Y9D8/G6mGhiw6sqac4zA1srtwHZrJvF40NZgvFQkTQ7sC7l16q31huNdSoiHoiIb0bERqR+XV8D7mX8dX+x30q+LF++KvB54FZJZ0vaRVLZAF1m7ajjvrbOl40gSXsAB9Hcbpz/Ny9rV/Y+aGZDxTPUmZmZdceKhc/Zhfo/IuKhXm44Ip6U9CbgKGBvWs9U92rgbEmvi4hHexmX1UfSayoWXdNIuuzmtlYijVy9HuMbE59fpcMqy0b/Wgo4UdKRwMERMav0m2ZmZmZmNm1ExDPA4Y1Zrd8B7Mf4mbmmklSX3cfcS7q3/la376Vs4D1K6tBftGAHddzbYlk3OpjOX1E+XxfqtiEREVcBb5C0FvBOYCfS7F3Pr8LkjoX59px7gZ8D34uIayvWt9HyE+BwmhMqA5gDOAz4kKSzSZ1lZye1Db6SNNBWsT0674dTjG3rFssunWLd1ieSjiDNclRMAqnajzzCuZkNmxfl3uePYfdGxN+6UP+vgfULZdkx9fIu1F/lMmAryp/r2Wh4lPKBZcpmTDcDICKelXQnsFxhkYCN+xBSt21A+n9RlsTsGWqHSCM5/GBJHwJeB+wFbAfMzFbJrV5MrMuXzwC2bLwekXQicExE/Ll30duIyLe7PAScRBrM6sl+BWRWRdKiwNdpbi/MlB0znyYN3HU98DDp2vIx3K5jZgPOCXVmZmbdsSzNF/8B1NJg0kg42lfSg8AHaL6ZySfVbQycJ2mbKY4ObIPjPMpvPvcHftytjUhaAziX9GCs3c4OE1abe18csea9wPKSdo6IqhERzczMzMxsGomIx4AjgCMkvYzU6WEb0kjRTbPntOF20j3VqcA5noFp2nqI5vtc6Cyh7o4Wy9bqNKASi1WUeyTsaaiRWHeQpPeRZvDaqvF3bWCBDqt7GPgncBGp3eePboeZdr4FHAi8gPHJcfk25YWBnQvfKxtsK9/J9OKIOHeyQUmaAWybqz+/nduc/D6cJO0H/B/ls2Jmytq6Pdq4mQ2TJWh+hhaka65u+EeLZdd0aRtVdW+V+5yd9z1r9ui4h+b9F3wetoldDizP+PsBAWtIWikibu1jbFP1+hbLepnEbD3SaPM4EzhT0iLA7qTkuvWyVZg4uS4rW5DUL2d/STcCRwPHRcSdPQrfhlt+X8r2nZ1IiXVHR8Ql/QrMrMQHSO2BZQNp5Y+Fd5EGZ/sZcLnblc1sGDmhzszMrDuqOljdU2cQEXGIpEeATzPWmFPWAeIlwPmStoqI++qM0XqqmJzWvYqllYELSR34WnV26GT7xe8WGyIFvBE4FnhbB+GamZmZmdk0EBF/Af4CfFLSTFLS0uqkDjzLkGb0mpuUaPcU8DhwP2l2nVtID/c8yroB3AxsWFK+SLsVRMSDjYGOFmJ88oeAl041QNKI6GUe7kLdNqQi4lnggsYLAEkrACuQjoOLkY6D2SwTTwJPAPcB/wH+HRG31xmzDZ6IeFLSe4GzKG/Tmyjpqap98INTDG1rxo6pKvz1yP9DSNKSwFfobHRzSLPi3MzYyOb/o8vt32ZmXVY2+zXAVV2q/+oWyx7q0jbKVA3UOk8Pt2n1uobyAWGWrDsQGzp/Bt5QsWwn0ozYw2pnqq89fV8y5CLiAeBI4EhJawP7ALsylixe1jemKuFuVeDzwGclnU9Krjs1Ijz7mBXl73cXYiwp8wbGkjL/04e4zIDnB7k6gPLJJTJPAV8CvhgRT9UVm5lZLzihzszMrDvmqii/v9YogIg4tJFUd0RWRHlS3brAhZK29Gi+I2OiTiyTIml+0ghdWTJd1TY6Ga2wqpEx/z7bV3eRdGVEfLntoG0kSFqU9OBuJWBpYFFSR8A5gRk1hHBLRHy2hu2YmZmZ2RQ1Zpa7HI8MbZNzXUmZgDU7rOdqYFPGJ30ArCppuYhoNYtdJUlzAi+nvANX7W1PNrKt4zcAAQAASURBVNgi4jZS4rBZ2yLi15J+wPjOMqK6wyC5dcitkx37Dmskvk/F21ssu3iKdVt/HEqaRXOi0c3/C5xCmkH48oh4qK4Azcy6ZO6K8m5du7eqp5cDbjxSUe5Zs0fHlaTkp6Kla47Dhs+fSsqya74DJX0lImbVHNOUSdoKeBHN7TwAN0WE22RGSET8E/g/SYcA2wF7A68jDdYGE89al5XPALZsvB6RdBJwTESU/T+x6aGsn1XZ/rQacBjwOUm/A34CnOZkJeuD15D6Z+Xbb/L78UPANhHx1/pDMxsjaV7q7Uf4lAdqHU1OqDMzM+uOqsShZ2uNoiEivi7pMeB7jE+io/B5DeAiSa+ZbKcuGyjFRtxu+TrwYsobeaC8oedu0kOXW0kP754m3cAsBbwQWJ+xB2zF2RSLdQv4vKTfNhoxbURJmgvYEdiG1ECzbF8DgssAJ9SZmdm01JiheH36m9z+94h4Yw3bMTMrJtRl96KdJtT9hZRQV2YX0qw8k7EracbFslma7ptknWZmRQeRkp12oXkU/okG8Mq3D54WEf9vKoFIWoLURlTV1nnOVOq3+jUGbXsb1aObizTz0aHAtxszcJqZDauqBLNHu1R/q3q6tY0yj+Xe559J1tFGZPX4Nakjfya799y8L9HYMPkzKdl3EZqTz1YEdgN+2p/QpuRjJWXZbzuz5lisJhHxHHAGcIakxYDdgT1Jg5ZD9eDRZbPZLQjsB+wn6SbGZh9z/6zp4VRScubMxudOkjK3arwekfRzUlLmJb0N1+x5mxc+549tzwHbOZnO6iRpJVI/wnzfhaUYO77W5VLgZTVv02rghDozM7PueIg0e1fRvDXH8byI+KGkx0kNMjOoTqp7ESmpbouIuKUfsdrgkrQlaeStiZLpREqi+x5wUkRcO0G9c5BG5NoTeDNj+2h+G/mG9tmBHwCvmNQPsYEmaTngI6TG6Pmz4v5FZGZmNj1J2gTYg5TcvnzZKvVG5CQRM6vNVbn3+XvRuSWtEhE3tlnP74GDC2VZ+8t7JX2z0xGFJc1N6sBVlVRyRSf1mZlVaXQa3E3SVcCnSKPwV81MV5RdJ36F1MYzVQeSOkRUzQTR7nHZBsebgHmoHt38FmBLP6MwsxExG+XnsMfKV+9MRDwuVTbR9GLgzTrqtgEQEf+Q9C/gBYVFK0paKyKuKvueWUQ8J+lUUuJQ/liRHzz31Ij4X18CnARJbwJeRfXAwL+oNyLrh4i4jzQA9dclrQvsQxr4KusfVpZEV5VwtwrwOeCzks4nzT52akQ82bMfYH0VEW+WtAhpcJk9gQ2yRXSWlHkAcICkGxlLyryzh6GbbVhSlt3bHBURf645HpuGJC1D6rO6B+kcOm5x/RH1dbvWY7P1OwAzM7MR8VBF+ZJ1BlEUEScAOwPPZEW5xdmNTpBGbbhI0qq1BmjD4Eu59/mbgvysck8BnwRWiojPTJRMBxARz0TEbyJiF9JMiWdTftORf9j4Ukk7dv4TbFBJmkPSocBNwDtJo6Bno57HALzMzMymBUk7SfoncBGwP7ACY+fk/Cvjc7CZjZRGp8D7s4+FxZ2MNnke8ESunvyxc1ng+5MI79ukwZCg/L75gknUaWZWKSIOI83Q+VNSu1/ZdWHx9RvgFRHxoYiYNZXtS5qHNFtedjwudsg9ayr1W99sXPic7yT4MPBKJ9OZ2TTgNg8bBl+n/N7zgJrjsOHz88Ln/H60HOP7HQw0SQsDR9J8L5K5NSL+Um9U1m8R8feIeB+wDGnAkDOAZ2nu3wDjn6nkn32I1Gd7C9I9912Svi+peL9kIyIiHoiIb0bERsDawNeAeynfR1rtNwJWBT4P3CrpbEm7SKqaGdlsKl5A9b3L5+oMxKYfSYtJ+g5wM3Ao6dhXbIt2P0LrKifUmZmZdcdDlDcsr1RvGM0i4lRSY042AnrVKDfLkpLq1qwxPBtgkrYnTZVd7ASYbwS8DdgkIj7X6Sj7z1cWcWNEbAt8iNY3ISKNym8joDEr3V+Bj5NGHC/e8EJ7Hba6/aLw3szMbGRJepGkC4GfkTpNt9sIbWY2in5P+X3AG9qtoDGi9OmFerLjqoA9JB3RmLW9JUkzJf0E2Ivx9+X54/As4MJ24zMza1dE3BQRbycNGPdG4AvAiaRBsc4hdZY9EtgdWCYitutih9J3AotT3XbjhLrhtFFJWXaO/H8eXd/MzGxg/Ai4Pfc5ux89UNLq/QnJhkFEnA/8M/vY+JtvE3mnpN37EVsnJM1GuvdZJivKLyb9nm/WHZcNjoh4NiJOi4gdScmihwD/oDwZioryrGwB0syOf5B0g6SPSVq+lh9itYuIqyPiYFL/vDcAp5IGyO80KXMGsCVwPCkp83uSXlHX77BpYYnc+/yziSsj4j99iMemCUk7AdcC7wDmpLrfwvNfqeFF4b2NICfUmZmZdce/C5+zm4m1+hBLk4j4NfB6xo+SnsnfgC8BXChp/RrDs8H1zpKycSOvAZtFxBXd2FhEfAXYl+YbkOzmCGBD75/DrzEb5l+BdahuGCxrHKwylU7+Zd91soCZmY08SdsClwKb0fohbz+S283M+qE401vWtrO1pJkd1POdkrJ8B7L3A5dK2lvSQk0rSotL2g+4Hnh7xTay+k6OiAc6iM3MrCMR8WhEnB4RH4+IXSNi24jYJiJ2i4j3R8QJEXFXlzf7XWDhqldEeGbO4bQU5bMOPgH8sP5wzMzMrExEPEF6Rlxsp5sd+JGkueqPyobIVylv483aRH4gaat6Q+rY90mJKlWDGz0MHFV3UDaYIuLeiPhqRKwHbAh8C7if1kl0+bJ8+YuAzwK3SDpX0m4dtknakIiI5yLizIh4Myl59/3AlUwuKXNBYH/gj5Kuk/QRScvW8TtspM1bUhbAH+sOxKYPSZ8nDQK8KK37ErpfgXXd7P0OwMzMbERcBbylpHxVSfNFxGN1B1QUEb+TtA3wK2A+xjcA5i9CFwV+J2nbLo4qbENG0uLA1oxvHM7fpDwN7BQRtxe/OxURcUwjYe69NM+Ml9kd6EoSn9VP0pLAuYx1osnvV5mpJrNVzXBYGlKXtmlmZjY0JO0InMRY22DZ+ThfTsXyqvUmWn+i7/q8bGb9cG7ufX5gl3mBrUjtKROKiD82Zv/cnPK2FwFrk5IHvi/pbuAu4DnSQEcr0NxJoup4elg7MZmZDZOIeLzfMVhPLFz4nJ0Xf9eY4dVsaDSSSVYjzUiyBKkT65zATGrs0BURh9a1LTObXiLi15K+CnyA8R33Xw78UtIbIuLZfsZoA+t44KPAKoxP+Mj2o7mAMyTtGhGn9SvIMpJmB34C7Eb1s+YAvhIR/6szNhsOjYGor5D0AWAHYC9gG5qfw0B50lRWLmAL4DWkNsPzexe19VtjsLQjgSMlrQ3sA+zK2AxhZX1qyvYbgFWBzwOflXQ+cDRwqu+5bRKeJc2EWHR33YHY9CDpC8CHGx/Ljm/F8rLlea36GkzUbuO+C9OQE+rMzMy646rc+3ynKwGbAr+tPaISjU5dW5HiWZDqpLqFgHMkbd+POG0gbEuazbjYcS/bTz4UEZf2aNsfBDYGNipsP3u/PXBwj7ZtvXcMsDytE+nyZbOA+0iNNYsyth/k/97G2OhbC9B881tsZMy/fxa4syLW/7T5m8zMzIaGpJeQRnebnfYS29vpDFg16nA7dXn0ODMbCBFxg6S/A+vSfPzanzYT6hoOBi5h7FhbllSnxvJlG6+mkHLfyZdldZwQEf/sICYzM7N+qrruv6bWKMwmQdI8wHakQQg3Jc0eMgj3sk6oM7OeiYhDJC0H7MT4pLptgLMl7RkRd/QzRhs8EfGspPcAZ9PcGTrbj+YETpZ0OPCJiJhVf6TjSVqRNADdRoxvu4HxsyzfDHy59gBtqDQSjk8BTpG0BLAH8HbSAFtQnQxVNRixTRONtt7/k3QI6f5jb+B1wBzZKrnVWyXXzSDNtLkl8Iikk4BjIuJPPQzfRssjwOIl5ffXHYiNPklvJyXTtZNI1+75sVWi3UT1+Rw8DTmhzszMrDuubrFsWwYkoQ4gIv4qaQtSI2Y+OQXGN2TOD/wGOL0fcVrfbVX4nL+ZuDkijuzVhiPiGUkfYvxIW/kkqBdJWs4PaYaPpD2A19K6YyjABcAvSMeg2yNilqR9gaPK6o2IF+S2IdKI1ysDmzRerwEWobxj/wzgIuDdEfHopH+cmZnZEGh0AjyB1GmhneT2fzded5FG3t+Y8uT2YxlLbl+YdN5dkXRPka+7LMEue7j8REnIt3Ty+8zMuuBEUkJd5vmBXSStFhHXt1NJRFwh6VDgs5Qf+6oSjlslIuc7cF0HvKOdWGx6atwbL0Hq+DA3aRYAgCdJ59x7I8IjCptZnR4lPY8o8rHIBpakVUkDJbyNdD6FwelY5dHRzawOu5I6Tr+T8Ul1rwb+KenDwNER8XT/QrRBExHnNpI3smTMsr4os5E6Tm8t6d0R8ed+xCppBvA+4JOktuxiMt3zqzbK3x0Rz9QapA21iLgHOAI4QtIGpNnHdiE9Qymqah+0aSYingPOIM3ouRiwO7AnY+3WnSRlLgjsB+wn6SbSrHXHub+VTeAuUtty8Xi0UP2h2CiTtALwLaoTyvPXZXeR+jtnfRdeQko8Luu7sA/NfRdWBl7R+JzVXdV34WuUDwJ2X4c/0YaEInz9ZWZmNlWSZiNdMC1YXATcGhEr1x9Va5LWBM4FlsyKcouLMzmVjoYeEWXTe1vNJM2i/OZg/4j48STrvAZYLftYqPedEfGDqcbdRgyXAC+l/LftEhG/6HUM1j2S5gBuInXGh+YGYQG3Au+JiKaZH3IJdU37w0THIklzkUZ9ezewFs2Ni0G64d4uIq7t9LeZmZkNC0mfJnUOKDZK5z8/CnwF+EVEXJf7bkfn4sY90tqk5PbtSSP5F5NIss83AHv0cAZkM7O2NEYkr0rm/XFE7NdhfceSOjy0ehhY+tWK9QQ8AGzSbnKfjb7GPe8rgc1IHWvWJs16OFG73XOkGdv/Cfwd+D3wh4h4qnfRmtl0VWhvhrF7gfdGxLf7E5VZucZgNF8ADiQNUt1qVvd+8DO6AdeL53b92EbJNif9nMaGm6QDSAkh82RFjb9BSrg7CjgNuKIxM5NNc5IWAC4HskFRWw3qFqT958sRcUlN8c0kJaccwviZZyv7xgBHRMSH6ojPRluj38QbSPvg1oy13xT3wwC2iojzmyqxaUnSuqQkkV2BxRrFVYl1lJRny4I0wPlPgFMj4snuR2vDTNJPgd1o7j/69Yg4uG+B2ciRdBxpEKOyazAaZX8DDomIPxS+O6n7U0lrAK8nDRqyAuXHzCeBj/RywgkbLJ6hzszMrAsasyf9ntTokb9IA1hR0iYRcXHfAiwREVdLehXwO1Inm6rRwQZltE2rSaMj1qq5ovyNwyOkEYvq8C3SbCdl1ibNYGbD403A8ow/ruTfXwtsERF3dXvDjQbAHwA/kPQe4IuMjc6fxbAS8EdJ29X1sMbMzKxOkhYmjaxf1mEhe/8rUserKZ+PI2IWqXP+34HvSFqFNNrv/oy1SWaxrEY6D+8dET+b6rbNzCYrIv4taXfGz7CZmUyS0Z6kROX8aP4wvv2lZUi59wJuA7Z3Mp01Ol/tQNrHtgJm5he3Wc3spBllVwC2Az4GPCXpbFJ7zJnuDGtmXXQdsDrNnVSWLFnXrG8krQ6cSnpG0mqWkH49OxuEhD4zG2GSPlmx6DTGOrvm720XAz7SeD0l6XLgduDBxquWATsi4tA6tmPtiYhHJL0VuBiYk9Z9UQTsCOwo6Urg56TB3m7tZkyNAeA2Jc0O9hbS7MllA85RKAvgj6R93GzKIuKZxoAj1wEvp3y2OrMmEfF34H2SDiYNZLkXsC0wR7ZKbvWyWeuycgFbNF6PSjoROCYi/tS76G3IXEZKqCtavu5AbHRJeiHjEzcz+evGj0XEF7u53Yi4BrhG0pdJfRm/RBoEIn/tNxfwNUkvBt4Vnr1s5DmhzszMrHt+R0qoK/N2UmPhQImIGyW9khT7SjipzpLlgdkoH9ny4oh4uqY4zm2xbPWaYrDuKc7kkL/ZvBd4dUTc0+sgIuKbks4FTmJstrosloWBX0l6WUTc1OtYzMzMarYXMC/lye1BGqzgbRHxXC82HhE3Au+W9CPgp8CLGX89MBM4TtLCEfGdXsRgo6PRAWYV0n3BcsASpBnj5yTtS3Xdw0ZE7FvTtqwmEXFCF+sK4CBJFwJHkpIGip0YJpLtzz8F3hcRD3YrPhs+kuYkzZZzCLBMVlxYrdOHu/nvz0VK1NsBuEPS4cBRNbYFmdno+gepo3TRUjXHYVZJ0nrAOYx1sC/rkGpmNuo+Tet7irIO+lnZXMArGq+6OaFuwETEFY2kulNIfVSLfVGgeR9aH1gP+KKkfwMXkma6u5qUfHRXOx2aG/fOKwJrNl4bA5sA81VsP19WjOsfwI6NAeTMJq0x6OFupMGRNswv6k9ENqwaA2CdBpwmaXFgD1K/xHWyVZg4uS4rW4DUl2c/STeTBlg/LiJu71X8NhTOJM1OnMnO4a+WJCcXWZccyPh+qTC+78IHIuIbvdp449ruZEm/Bb5JOj/nk+oEHEAagHP3XsVhg0E+rpmZmXVHY0SCq2meoU7A48CyEfFwn8JrSdKypKS6VZk4ga6t6ZGtPpJmUZ78tn9E/HgS9b2atD+U1fnRiDi8S6G3E8v1wIvyRY04/hIRG9cVh02NpPmB+xgb0KO4X+0+0Ww0k52qvUV9CwHnARvQ3Jh4A7BeY2Y7MzOzkSDpCmBdyq/x/gFs1CqZrpvn4kaHhh+QHvIVz8PPAW+MiLM6qdNGn6QXkEaP3hp4GTBPfyPyfbF1RtLcpJnq9iZ15mrH46TOEV+LiMt6FJoNCUlbA98mjZZa1tGv6SsTVNnO9wK4iTQK6+/aidPMrIyklwN/ornz3rUR0e550axnJC0FXEpKWG+VSDcIHWx8LzLguv3crl/bKNlmV5/T2GAq7FvtKB4X+5EY4n1wgEl6M2nWudmyopLVymaIy5dnZpGeOd8HPNl4PUsaZGtOUsLckqSOz02hVNRbtU2RkvheFRH3ltRnNqHGwHDbkgY83J72BoPLn2e3iojzexmjjQ5J65PannchzSAL1Yl1lJRnywK4APgJcLIH2pqeJF1GSnJ/voi0b2wSEZf0JSgbKY3BE5bLPjL+/HdKRLx1gu93ux/hvsD3GX9MzOr9bER8utM6bXh4hjozM7MuiYhrJf0HWJrmpLq5gX2Br/YpvJYi4s7GTHXnAmvjWemmu4VaLKv7pvgvpJkniiOALF1zHDY1rwLmoPkmFuDyiZLpeiEiHpK0PamTRHF/WgX4FPDRuuMyMzPrBUnL0JxMl5kF7NermenKRMRTwJ6NDjrF0d5mAMdLWjMi7qgrJhtckl4DfBjYMl/cp3DMJi0iniC1C31V0guBzUizda5IGgl4JvAEaQbvm4G/AX9ofM+mMUkzgK8BB9Fex5e2qy4pKxvBehXgHElfBz5U5zWDmY2UvwB3kTo4w9i9yeqSVo6If/UtMrPkB4xPpmvVod/3I2Y2HZQlEJcd/8o64dfJx+QBFxG/bDyTPZGU6FZ2rm33XncG6Xoyf01ZtW5TKBPUnV9HwB9JA7/dP0G9Zk0krUVKonsbsERWnFulnSQns45ExBXAFZI+AOxA2ge3YSxPYKJZ67JyAVsAryHdxzupc3o6Avgpzcemg6i/76CNmMZ5cnnK+y48Bry77pgi4keS5gC+A039VD8h6eyI+HPdcVk9nFBnZmbWXaeQLujyF3nZhdUHJH0zIp7pS2QTiIh7JG0OnA1shJPqprO5Wyy7p7YoWm9vwVqjsKnasKI8gB/VGci4jUfcJekA4Cyab4Y/IOm7EXFbv+IzMzProleVlGWN07/p46xH+wOrk2Yby99DzQd8E3hjP4KywdCYIeL7pJF7ob3ZmOrk+2WbtIi4mZQ0Z9aSpPmAXwGb0vxgudVxqN3jZLGOqs6wAt4PrCdph4j4X5v124iStCApMXg9YC3SaMLLkhKE5ybNDpGJiPAz6WkuIkLSt4HP0nyM2pM0uJVZXzRmgd2eiZPpBDwDnEfqQPgP4HrgYeDRiHis99HakNtY0rNDvI2Ne1SvDaZuDdrRS4PQPmRtiIizJW0MnAGszNj9Zrv3pEUq/M1/p5WqfbR4r3008I5B7dtjg0nSIqQEur0Ym9WpnSS6svIbgGNIgwObdSQiniX1XzxF0hLAHsDbSQPsQ/V+V2wLtOntROBjpEEBYey8vaukIyLiyn4FZiOh7N4ye/5xYkTcXXM8AETE9yS9jOYBgWcDvidp/YiY1Y/YrLf88MLMzKy7TmT8CAn5ji5LA/uQOgQOpIh4sDH6/69JHXWcVDc9zdFiWd0jsFVtb65ao7CpWjv3vphwXPvsdHkR8WtJ55NG18rHNjtpZKUP9yUwMzOz7tqgxbJ+Jrc/K2lvUifEGVkx6R5kB0kvi4i/9Cs+6x9JmwEnA4vR3dmYusUdtsys5yQtAJwDvLRR1KpDS7uzRxS/0+rYWuxMI2Bz0mx1WztpYPqRtCipE9ZOwEtIHQnGrdKl7axE6mRb5lbPZDbUvg38H7Bw43N2bDlY0lGeodr66CO592WdngU8ABwK/DQiHqgrMBsJ+aSPvRuvXtTdq2202q6ZWdsi4hpJ6wBfBg7Miht/J5r98PlqCn+rtHucKiaU3AscFBEnt/l9m+YkzQC2I3W8347U16bVwHBlbd1Z2cPAScDRngHHuiUi7iHNNHaEpA1I/RZ3ARYpWd2zJdrzIuI5SfuRZmzNH9dmA34gafOIeLw/0dkIWL/Fsh/WFkW595Nm+VyoUL4WsCMpYdlGTPFBh5mZmU1BRFwM3Jl9pHz634FOBGp0htkaOJexhMD8y0bfky2W1f2g+MGK8pm1RmFTtUJF+Y0R8fBUK280VE/F1wqfs2P2PpL8YNjMzEbBGrn3+Wv6p0mz3vRNRFwHHEt5J4f31hyODQBJWwK/BRZn/D2pCq+i4r1rL19mZj3VuBf9GSmZrngczCuOHJ29ngCuAv4E/Ab4OWkgsN8AFzeWPU7zcbUqyS47Hgt4OXDC1H+lDQtJK0r6Aand+wjS7MIzaD43d+ucuSBp9qdzS15HT/Z3WP9FxEPAwTQfy+YGvu12OOsHScsDr6T5mJU/954MrBoRRzqZzqaoeO6cyquObXSyXRs9dbazuH1mmoiIxyPiINJAp1fSfC/aTqJcN45VxXvpWaSB59Z0Mp21Q9K6kr5Kuk8+ldTBfibVM31VlQfpXvdtwNIR8Q4n01mvRMTlEfFu0oQAO5GeDz6Lz6tWISIuAT5Fc7LlhsBJkpyDYpO1Su59/vjzSET8daqVT6WNsdGP8Ujcd2Fa8cHMzMys+35JdaPdsqQRWAdaRDwBbA+chh+WTEetHggPSiLbU/0OwDqyDM2jrAVwaZfqbzWrYjt+CzxUUr4IYzMBmJmZDbPlCp+za/p/RsSzU61c0uxTrOI7hc9Zx8U3Spp7inXbEJG0KvALUqfqdhJI3InKzEbVp4BtGd/JKq94jHwQ+B6pA9YawPwRsU5EbBoR20XEbhGxa+P9ZhGxDrAA8GJgN9KsUffl6qtKrMu2uZ2kT3T1F9vAkTS7pE8C1wH7MtY5sJ3kual0Wvg7cCbl7dKbSKqavc6GQEQcQ0ryzXfGEul5xA/6FZdNa69jbH8s7pcB/BTYxYl01iV1JBI5gcm6odeJmU7ynOYi4vcRsSGwM3A15QlH3TzulNUp4DnStekaEbF/RNzXpe3ZCJK0mKT3SboCuBx4H7AE5ffJrZLoBNwIfBxYMSK2joifRUSrga/NuiYingGuIbX3PNzncGzARcTngWNovl/eFviVpCX6FZsNteUo70d4RZfqn2rfhR8xPr5sv99U0mJTrNsG0FR3GDMzM2v2FaDViEGP1BXIVETEM5LeCnydNGWxTR+3tVi2IGmU87rMWVHuaeOHy/wV5a32taJZLZbNR+uZFVuKiOckXQxsR/ODmS2Av0y2bjMzswGxFM3nuCA99O2GmaRRLCclIi6XdDvNiX9zApuTZtOxEdcYLfDHpHuOVgkkVCx7BngUeAx38jOzISZpTeCjtD4WZmW/A74F/LrRGaZtERHA9Y3XzyW9n9QR4iBga8Z3Aivb/sclndyYbdZGjKQVSKPsr0fzKNTPr9bDEL4KvJ7yc//bgU/3cNvWe3uRBh/cjPHHmn0kzQkcFBGP9i88m2Y2LnzOH3duBvaNiFZt02adqCP5xwlGNiUR4cH5rTYR8QvgF5I2Ad4BvAmYJ78K3Wvnyx8f/wX8BPhxRPy3S/XbCGoMJrg96R5mW1J/6/y+VHWfXHYv+zBwEnC0Z6GzfpC0MGlgrT1JM4w9v6g/EdkQ2Yc08P0BjG/HeS3wD0kHRcQv+xifDZ+qpLR/dFBHq2vEuUnPjSclIu6QdBWwNs3n9NcCJ0y2bhtMTqgzMzPrsoi4Azix33F0Q0Q8B7yn33FY7W4m3QjPpPnmY0HgrhpjWbiivM6kPpu6uSrKOxnt6ukWy+YjjaQ/FdeQEuqKnFBsZmajYJ6K8rs7qOO5FsvmZ+oDHlwM7ELz9ecrcULddPFWUmfWiZLpBNwLnAxcQnq4cr1H8DWzEfIV0kzsxWS2/HHw38AHIuLUbm200Q54FnCWpNeTEppeWIgjGykWUrvREZTfS9sQk/QS4FfAooz/N4fWHQeLyyctIn4v6WrSjIv57Qkn1A29iHha0jak5yjbM74z1tuAzSS9IyLO6WOYNn2sXlKWHfs+2GnCupmZmXUuIi4GLpa0P2mAte0af18MzGj11dz7VvcijwKXAmcDv4qIq6cSr40+SeuTkuh2Jd0bQ/X9cNlMdFn5LOA84GjgVLdhW90kzUZKBt2LdP89EyfQWYcaA7MdKOlm4POkc3PWjrMEcFJj2TeA0yLizr4Fa8Ni7oryBzqoo9Vgv/My9UlP/kpKqCt6OU6oGzlOqDMzMzOzcSLiWUn/BDaiuWPM8qSRy+uyVOFz1rAzFDM92vOqRoXpJKHuqRbLlgBu7aCuMv8pKROw2hTrNTMzGwTdSG5vdS5egM6S88rcUFFe1rnRRtOHcu+rEkhuaKz3q0bih5nZSJG0EWOzwxWPhdnnnwH7RUTPBhuKiDMlnQN8jzRqdVlSnYBtJG0QEd2a9db6rJFMdw5pUC1oTnSvc5a6Y4DDGdvfsm2vKGntiPhnD7dtPRYRT0jakdQR64OMP7asCPymkVT5TeD0iLinX7HayFuBseNL/hj3MHBm/eHYiPHs6WZmHYiIp0hJb2cDSJoLWIfUmXkFYDnSTMcLktq85yb1f32KNCDvE6RBWO9ovG4GroyIm2r9ITaUJC1BGuBjL8YG3Z1MEh2kduxjgGOdWGL9IGkt0r78NlJ/Gmhvf7YhJ+ntPaz+buBHpFll88c/AS8CjgSOlHQb8GfgNuBBUpJUq+fMXRMRx9axHZuyOSvKH+qgjlYD8y8CTHUW4n9VlLsf4QhyQp2ZmZmZlbmAlFBXtDZpBK26rFRSFoAbHYfLI4yN3JY3Rwd1tOrwX0y8nIxiR8SsA8/SXajbzMys356ifKS3xzqso8oSwI0dRdSsbLZZAatOsV4bApJWAzagdQLJ14CPeIYIMxtxB5aU5ZOJvhkR768jkEZHxr0l3Q98gOZjdOZA4IA6YrLekrQMcAapc2rZjLHFsmeAy0gzJt5Pasd7HdX7SqeOB75U2HZmS8AJdUOmolPXtcBPgH1p7oy1Fimx93uSbiHNTnw7qTPWg7gzlnXHAoXP2Tn3nIiY1Yd4zMzMrKExm9dfGy+zrpM0B/B6UuLR1qT+1K1mZi9LPMrKHgZOAo6OiD93PVizCUhahLGk0PWy4twqk0kKvbTbcVrPHU09yZFl+1BWtiIpEb4f3IYzHP4HzFdS3slMro+3WLYEMNUZiR8qfM7avF84xXptADmhzszMzGx07SBpuUl+d8WK8rKprHtpdcpv9G+vOQ6bmqqEugVLyqrc22LZyp2FU2reDsvNzMyGyaOUJ9TN00Ed97dYtmxn4ZQqjiKXNUqXXUPY6NmmpCyfQHJ4RHy03pDMzOolaSbwJsa3g+SPhWfUlUyXFxGHSHoB8EbGJ0pl798s6SAnPI+EnwNLUj0rnYDngF8CRwF/ys+UKGlfUkJdV0TEfyX9DXgp5Ql1X+vWtqw2R9O6U1exM5ZyZSsDL+hZZK25M9Zom1lRfnOtUdiouQ3P8GFmZjawJG1ISjrahTSLDUwu8WgWaUDqo4FTG0mgZrWRNAPYDtiz8XcOnBRqSTcGu+pkO1XJmXXyPdjweITyhLrioEetlA3Wm+llQmcnfR1tSDihzszMzGy0KPf39Y3XVOvLd5rZcIr1tb9haWFg+YrFTqgbLo8wfl/KdHKT+Z8Wy9bsOKJmi1SUlyUfmJmZDZtHSCOxFXVyLm7VKN2NkdiqYilrTLfR84rC53zCxuVOpjOzaeJlwEKMT6LLPAjs04eYMvsCryTdOxfjWwh4OfCHvkRmXSHpAGBTWifT/QZ4T0T8q8bQfk1KqMtk+99mkmZExHM1xmLdM1GnqrIOfu18rxfcGWv0PUZ5h6176g7ERkdErNTvGMzMzGw8SUsCe5ASj9bIinOrTGb2rmMj4s7uR2vWmqR1SfvybsDiWXFuFSeFWi/bM8raZ4r7X93tKf1oM7LJe7SivFsD87+og3qqLFRR7r4LI8gJdWZmZmajq1s3i1knKQFrSVq2pkbBVxS2nb/ZvqWG7Vv33AKsV1K+cLsVRMQ9kh4l3ZgWG/k2mlJ0yboV5VU38WZmZsPkQaae3H5bi2VV59FOLFlRPkcX6rbBt0pFeQCH1BmImVkfbVZSlp+p88Ga43leRDwk6XDgS5R3htgMJ9QNLUlzAZ9hfPJc/v0s4OMR8cU+hHdR7n0+rnmBtYC/1x6RdUPZccSdsaxfHqI8oe7ZmuMwMzMzsy6TNAewIynx6LXADDx7lw0pSYsBbyPNrrhOVpxbxUmhltfPNo26t+3BkIbPPcDqTK3vwr9J7dZlfSDWm3RkY6omgfD+NoJm63cAZmZmZtYzMcVXle16F/I4r2mx7B81xWDdcV1F+eod1nMt5Q2CazcaDydF0mzAxpTv9/dPtl4zM7MBcmNFedvnz4h4lLER+iP3V4yfNWSyXlJR/lAX6rbBtzzj96vMPRHx+z7EY2bWD+vl3uePhc8CR9UbSqkfMpZc0IsH1NY/+zA2uEG+3SXrjPD+PiXTAfyN1DECmve7TtuVbHCo5DWZ7/TyZdPHjZT/m1cN+mJmZmZmQ0DSt4G7gJ8D25ImHylLMlKL8gDOJSUxLR0R73AyndVJ0uySdpR0GnAn8FXSIJfZflvs41Usz5c9Qmpj3CQiVo+ILziZzsz65PqK8mXarSAingZuLxaTjnevmGRceVV1PNCFum3AeIY6MzMzs9HVqwf/2wM/6FHdxe2Udap9Briqhu1b9xQT6p6f8bDDev7KWIf94mjpbwG+N8n4dgQWycWV/+uEOjMzGwVlye2TORf/E9iC5hmEV5S0akTcMJngJM1PSqhzcvv0NV/hc7Z/ndOHWGzISHp7v2Pop4g4tt8xWNe8oPA5Oxb+pZ+z02Ui4kFJfybNRlcc2Xrl/kRlXbJX4XP+Wu87EfGt2iPKAon4n6RbKN/HnFBnZt1wFbBlSfnidQdiZmZmZl31Tsbub8Gzd9kQkbQ+qb1mV2DRrDi3Srv78yzgPOBo4NSIeLIH4dpg8ixaNsiq+hGuU7JuK1cAK9Lcd2FhSZtExMWTCU7SCsDalB9r3XdhBDmhzszMzMzald18bCNp6Yj4b682JGkdYFWaE5wAro2IZ6u+awPp6tz7/A3sApJWiohb26znD8C7C2XZvvE+Sd+PiI4ahSTNAD7WYhUnb5qZ2SioapR+saQZEfFcm/X8hZRQV+ZtwKcmGd/ewFyUJ7ff0+J7Njqq2qn/XWsUNqyOZno/HHZC3ehYlvJ9+bK6A2nhMlJCXSY7Zy/bn3BsqiS9ANiI5k4HAPcCH+lHXAXXAS/EM9SNkul83rbBcz7w/kKZgA3rD8XMzMzMeqAq8ahY9jBwEnC0Z6GzfpC0BOlZ216MDYg5mSQ6cFLodNerAfjNuqVsMGCAlSXNExGPt1nPn0mD6JfZB5hUQh2pb+JsNLeZB2m2UBsxTqgzMzMzGx11dEQIYAZwAPCZHm5nrxbbv7SH27Xe+DvwKGnmkeJ+uiFwa5v1nE2aoXB2mm9aVwW+QOcdvT4DbMD4pM28Czqsz8zMbBD9I/c+f/6cSeqIfHXTN8pdQHMienYOPUjS1zudQUfSoqTzd9W17N86qc+G1qPAQiXlTqi0TkzHh8ROSBgtxdk6M4OUXHxbRXlV7Db4Ni8py64XD4uI/9UbTqnbK8pXqjMI65rpeL62wXYu8D9gnsbn7B53A0mLR8S9fYvMzMzMzLqheA+S7xfg2busryTNAbye1Edqa1JfmKokOnBSqE3sBf0OwKwNl+fe5/suiJRQ/Nc26zkH+FKhLDvP7y7paxHR0UD6ktYG3kv187c/dlKfDQcn1JmZmY0YSfsCPyhZFBHhc//oqrsjwv6SPhsRs7pdsaR5gD2pvjH5fbe3ab0VEc9J+gPwOpr/XXcAftlmPY9IOgfYjvE309nN8Acl3RkR32ynPkmfIiUFVCXTgRPqzMxsBETEjZL+CyxF87l4Y9pPqPs98AgwP83J7QsDx5PO922RNDtphMwsLie3T18PUp5QN6PmOGy4TbfkMickjJ65K8oHIaEpUxXLXLVGYd30itz7KLw/oeZYqtxV+JxdNy7Yh1hsatypywZORDwl6TjgQJo7pb4B+GFfAjMzMzOzbsv3L3iIlHh0LHBHo3wJabib2yKiaiAkGzCSNiQl0e0CLJIV51ZpdzY6J4XaOBExSIOzmZWKiLslXUsa+Lf4bG8L2kyoi4i/S7oNWJ7xfRcCmAM4RdJLIuLhduqTtCxwMmlQYvddmEbcqd7MzGw0DXcrj3UkImbrdwxdti+pQ3Z+uuw835gMpwsY38E+u/HcTtJsHSRnfpeUUJeXT6r7uqRtgS8DF0bEuP1H0mzAa4BDgZeV1J+/wT47Iv7bZlxmZmaD7gJgN5qvrXYEjmqngoh4VtKJwP5Qmty+taSTgHdMNFOdpMWBnwJbMb5BOh/f08BF7cRmQ+96YGWa98/F+xCLDa/p1BYy3ZIHp4unKE+qq0q064eqxLmna43CumnVwufsWHp5RNxXdzAVHqoon7/OIGzq3KnLBtiXgf0YG9Aju0f9hKTjIuKpvkVmZjZEJM0JrAmsDawALENq25mbsXuJJ4EngHuB/5Bmwf4ncLWPt2bWY/m2wwVJzzn271MsvRC4P/hAk7QksAdpgPE1suLcKu0m0QHcQBqw8tiIuLP70ZqZ9dwFwItpPsbtCHyhg3p+AnyK5r4LAbwIuFTSHhFxSatKJG0DfJ/xyXkU4ruX9mfPsyHiCygzM7PRVXZDbTbQJM0FfCT7WLLKv9wYNLTOy70vzmazOXB+O5VExK8lXQGsx/gb2HGd+Ruv+yVdTxrJ/Dlgicb3Fiz5TpnD2onJzMzs/7N332GSVNUbx78vywJLzggYQCQJSBIREEliQkQBFRUExPwzgZhzwoQBMYJhARVEBQOiSFABQQQkqCCoSJCcl5z2/P64XTs11VU93TPdVd0z7+d5+pnuW923TrNNxXvuGRFZQl0m2wfuKGnJiLi3y36+TvtN5vw+dQ9gG0nfIc3gdnlEPAqgNL3rZsBLgbdSPQg66++oHuKy0XYp8IKS9pXrDsTMrEH3UZ48t2rdgXRQFcswVdGz3qxBe5JuMFwDA6oGVjuhzsz6IiL+K+lLwHsYv018AnAQvQ3kMjObUSRtRhr0+hzg6YwlJ/fqMUl/Id1PPDEiLulPhDadSfpeTau6NCK+UtO6rB4eQ2W1kDSbtJ/cF3guaT9ZlUQH5QkcWdvdpMqKcyPi3L4Ha2ZWr98Db2k9z481eLqk1SLihi77+TbwXmDRXB/5pLq1gLMlnQP8BLiM8eMItyCNXdiK6uODrL/DIuKxHr6jjQgn1JmZmU1v+aQVs1GwPukCUJWL6grE+qtVZv1fpNlfitul/egyoa7lYMYS9KqS6gBWBFYofLZ4cbLsdQCnRsTZPcRkZmY27H5H+bnBIqREpp9000lEXCrpRNKF5ar98KrAh1oPJN1Buii9ArBQ7v0U+sjH9xjwuW5ismnhVNLNjjyRbl6YdcvXP2zU3UI6jy16Wt2BdLBR4XW2D7+l7kCsb5apaB+mf9OFKtqXqDUKM5vuPga8GFi39To7V/24pEsi4uSmAjMzGzaSFiFV9nwzYxV2YGoJKguTrgNtBXxY0t9JE3t9PyIemUK/1hBJc+j8m4iIeGCKq9mPeq4HhaQ/T1TZxEbKdLuO6ATBISTp68BewLJZU25xt9Xo5pPGxswlJZw/OIhYzcwa8DvSRGqL0L5f3h34WjedRMRNre3tu2jfhmbb1YWAbVqPKvlx1mVjF+Z1G5ONHkVMt2NDMzOzmU3SAcCRjE8MEemC5GRnhDMzmzJJnwQ+SPsJ7CPAWhHxvx76+iqpsk1ZhblOFTqrluXbbwA2i4hbu43HzMxsFEg6G9ia8ReDAzgrIrbvoZ81SRXFFs/1kyleaK5S9r78OcxXIuJd3cZko03SLNLA/WXzzaTfwhoRcV0TcdlokDS/6Rga5Gs904ikXwC70n7eei+wYkQ83EhgWSBpRu3bGZ/ElG2rfx0RL24kMJsSSQ8zvopI9m/61oj4Zo99DeS6tKQPAp+k/f+NByNi8fJPmZn1TtJawJ+B5fPNwP3ALhHxx0YCMzMbIpLeQEpCXoXO9+Am1X1JfzcCH4mIuiqRWR9I2hI4Z4K3fTEi3jPF9cyn/F7xIFwCbB4RM/k61Eip+ffRJI8JG1Ilv8GqJDpK2q8EjgKOjojrBxakmVmDJJ1AquJZ3D7+OyLW6aGfJYC/AU/K9ZHp19iF/SPi6G5jstHiCnVmZmZmZlaXH5ES6oonqbOBA0mzxXTrIFJFw51oP6mtmsGLwnJy78vaHwRe7mQ6MzObpn5MSqjLZBeBt5X09Ii4oJtOIuK/kt4BfIex/W2xUl03A2jKLmYHabDFlAZT2GiJiMckHUGqUlf87bwM+FL9UdkIWbPpAMz65HJSQh2Mnw11CdK28IdNBJWzB7Ak428iZy5rJCLrh8cYn1CXWbTuQDpYvqL9/lqjMLNpLyL+I2kX4GRguayZNJnMqZI+DXzSA+nNbCaS9GTgGOCZVE9YCZNPXCmryiNgNeBISfsBe0fEtZPs3+r1BTr/Fk4D3tfH9Q26ooRI1eNfQ6oSZWbWi4kS6bK2u4HjgbkRcW4dgZmZNexYUkJdXgBrSdo9Ik7oppOIuE/Sq4AzSNe1JzN2oWosYQBHOJluenOFOjMzs2nGFerMbJhJej+wdMmieyLikB77mkO6oLgLnavSdZJPppsH7B4RZ/QSh5mZ2aiQtDJwPeWDpn8WES/rsb9PA+9n4pndJtpP5z9/NbBNRNzYSyw2+iStAvwHmJNvJlVDWisi5jUSmJlZTSS9CPgl7QlrAq4ANoyIxxqKbSHSbPwbUHLNEdgtIk5qIjabGkm3U14h9pCI+HCPfQ2qQt3RwN60H1NeFRFPmWy/ZmZVJG0A/AZ4PO0V3v8GHAocFxGPNhOhmVm9JL0Q+AGwDO2Tawyq8lPZOu4AXh0RpwxondYHkp5PSk6vmvT0BmCjiLizD+uqowJZ8dr1Oj4GGA2538dM4DFhQ6jDNirfNh84nZSse2JEPFhbgGZmDWuN+7uVNJFR0XkRsVWP/b2YNMHwIvnmSYSWP/47GXhpRDwyiX5sRLhCnZmZmZmZ1SYiPtPHvh5onQy/G/gYsBjdV8TJZCfOZwH7RcR/+xWfmZnZsImIWyTtQKp0U9TzAP2I+KCku4BDgIWoHkzTbaLdhcBLnEw3M0XEzZI+Bnye8b+N5UnHegc1EJaZWZ3OAh4h3bsrJtWtA3wE+GgzofFe2pPpMo+QYrfRdBfjE+oyK9YbRkdb0H7cGMB1zYRjZtNdRPxD0sakQa27Mr4y+9OAo4DPSzoJ+BNwLnCtB7+a2XTUqvQwl7Exhp0m1ppq4krZ9cT8fb/lgV9K2icijp/iumxw3p17nv93zI7jX9+PZLoa5c+BnwTsA3y/uXDMbITl96F3kSaPPhr4X6t9ZWmQ+cGD50qyZtaL1ri/5UjjDPrR3y8lPRf4EbA65VWwKz9e8r6vAQd5MoXpzxXqzMzMphlXqDOzmUjSasD7gFeRbqjldTo5Pgf4Urdl4s3MzKydpK2AbwEbtZp6TW5/CPgC8EnP7jaztSognQlsTXsliDdGxHeais3MrA6Sfgm8iPIqdfOBV0bET2qOaVfgBMZuaher0/06Il5cZ0zWP5JOB3agfWD0BRHxjB776vt1aUkrATeX9QkcHRH7T6ZfM5seJF1Vw2rWoPr6cvHc92FS9aSHBhwTpG3rWjWsx8xmMEkvBX7C+Im0ukmk6zUboJvP59f/GLB7RPyqx/XYgEnaDLiA8dWX8sfwcyPigD6ur1P1p76sItdf9vyiiNi8T/3bAEm6mplToQ6AiFiz6RhszARVNKfjbzMiwkV+RpykRUgJ5E8ElgbmAI8CD5AqiV3jiVFt2ElaFvgk8Dpg0VZzN9vdbHt9KSmR7oz+R2fDyDsvMzMzMzMbeRFxA/B2Se8Cng1sC6xPutCzNKmce3aB5z/A+cDvIuLqRgI2MzObRiLiXGBjSbsDrwV2BmZ38dGrSTPEfd03XwwgIuZLegnwF9JxHIzdcP6GpAcj4gdNxWdmVoO5pIS6TDboMEiDWH8gaamI+F4dwUh6BWnm/VlUDwD6bh2x2MBcRUqoy2T/zptIWiIi7msmrAW267Ds0tqiMLNhtQbV+6d+KEse6TR526LAqgOKpWg6DsA1syEiaUNS1ZxOyXTF9gD+DVzUevwLmAfc3XqIdM9uaWAZ4CnApq3HUxibxKNsfflzo1mkc6NnRsTlU/me1nevK7zO76/uIU2OWod+HRtkxxn5yT02af32/tynddiARMQaTcdg1sFol6KzaUXStsDupLFWG5GOtTq9/y7SfbxTgBNcmdCGTUTcBbxN0qeBvYHdgC1IYwer3Aj8DvhhRJw28CBtqLhCnZmZ2TTjCnVmZmZmZtYkSXOALZkguT0irmwsSBtqktYCTmV8NYgF1WiAtw7BAH8zs76TJODvwHpZU25x/lrfccDBg0pIl7Qi8Flgf8ZfXyzGcVlEbFTaiY0ESW8Evkl5BbjdI+IXPfQ1iAp1vwOeUxHfsyPiT5Pp18ymh1zFh4GtosOyJgfa+J6fmQ2UpFmkKmMb0zm5OGu7BDgG+FFE3DTJda4EvLr1yKp/TbTuvwLPiIj5k1mn9Veros2NwLJZE+OP3z8cEYf0eZ356k/5vyeRfh9T8WzGqnkX+z8iIt48xf7NbJqbYRXqfI4yYiQtREqEfxdpYgPoLdEzcn9/BXw6Ii7oX4Rm/dU6Vl2LirELEXF9g+FZw5xQZ2ZmNs04oc7MzMzMzMxGnaTVSINfNqE9qe5m4BvAtyLitkYCNDMbEEm7ASfSPuCmuC28FzgEODIi7ujTupchVZv9MKliRLaubL1ZHFn7bhFxUj/Wbc2QtAHwN8oHiZ4dEZ0qxBX76ut1aUmbkAbB5vuj9fxeYMWIeLjXfs1s+qghoQ4mN6Bw0HzPz8wGStK7gC8wcULbxcDb+j3JgaQtgcOBp3eIITs+fFdEfKWf67fJkfRi4OeUH7/fDjwhIh7s8zqrEupeP9XK7pLWBK6gvUqPgFuAVcMDb82sgwkS6qYTj0scMZI2A75HqkZXVYF4wm4Knwngu8BBnhDTzEbNQhO/xczMzMzMzMzMzMysPhFxA/BM4Gu0J3E8Dvg4cK2k30n6qKTnSlpP0iqSZjcTtZnZ1LUqgp3A+AGI0L4tXIqUUHeDpBMlvUzSqr2ur7Xd3F3ST4GbgENJFQUmSqb7qZPpRl9E/AO4NnvJ+IGoz5L0zKZiI+3ri7L4TnEynZnlaICPYYljMvGYmfVM0uLAeyk/F8iOEx8A/g/YfBAVgyPiPGBL4I1ANiC7OLg7i+X9kub0OwablF1L2rLj92/3O5lu0CLiv6TKi9n/A/n98EqkCnZmZmYjRdJrgLMZS6aLwgO6Oy/Nf0akfJTXAee1ktLNzEbGwk0HYGZmZmZmZmZmZmajSdJjda2q9Td/Q28xYKfWoxhXHTFFRPgau5kNwutJFTrXZPxM1mXbwkWAF7ceSLqVVCni38DdwLzWI0hV55ZuPdYCNgVWzq23rH8KbdHq+42T/nY2bH4CvIv2QcoCvifp6RFxf50BSXobaUBu1Uzux9UZj5kNPVeHMTPrn9cCKzL+OCx/fnAz8PyIuGSQQbQqfx0p6Vzgt8CquZjyk3+sCOwHfHOQ8VhXXsj488bMo6QJs0bR54D9K5Y9D/hjjbGY2ejy+YoNBUlvBL7OWDGmsmvAXXWVe15MxHsq8AdJ20XE1ZMM1cysVr7Zb2ZmZmZmZmZmZmaTVXeVhPyMmU2s38xs4CLiTkkvJg3OW572pKJO28KVgZ1bj4kUt6FlFfHy7QJuBV4cEXd10b+NhiOBAxlfnS77uy5pcPK+dQUjaWtSpcT87zH//AbgxLriMbOh5/MBM7P+2qfwOn8ucBewY0RcXlcwEfF3STsB55AqaZedG+2LE+oaJWltxic95v/+PiJuajC8SYuIKyX9g5QcUEyI2a6BkMzMzCZF0s6MJdP18/5aWTXjJwAnSdoyIu6r/KSZ2ZBwQp2ZmZmZmZmZmZmZTcWgZ1gt3tQr3qBrggfumtlARcRlknYETmOsQgSUV6srqyzW1WpK2qqS7LJqFDtFxBVd9m8joDVI9OfA7oz/984GwewtaT7wuogYaGVaSbsDRwGzqU4kPSwi5g8yDhseklYANgTWIA3SXgGYAywKzKohhP9GxCdrWI9NzlFNB2BmNp1IeiKwBdXHYa+rM5kuExFXSDoAOIHy49UtJD0hIq6rOzZbYOsOy35cWxSD8QtgA8ZX3xOwuaRFI+KhxiIzs2F3La5OZ0NA0vLAD+kuma7b32yn+3YC1ge+ChzQfaRmZs1wQp2ZmZmZmZmZmZmZTVUTCWZNJbX5JriZ1SIi/ibpGcDPgM0or0pXlgDXy3aqm8ETAs4H9vQg1Wnrg8CLGJ/Ilh+k/Brg8ZJeFxHX9HvlkhZrxfB+xgb35AfiZK4lDcaxaar1W3gJ8HxgR2D1RgOCCwEn1A2piNi/6RjMzKaZZxde56uMnRIRJ9QfUiuQiJ9L+g3wAtoT/iBVC/tB7YFZZsvc82Kl6V/UHEu/nQR8oPU8+/8B0rnThqTjRTOzNhGxRtMxmLV8lvIJ2zK9TtZWdo06/9nsWG0/Sd+NiHN6C9fMrF5OqDMzMzObgSQ9CXgysCxpRt8HgTuB/0TEtQ2GtoCkFwIHlyyKiNip7njMzMzMzMzMzOoWEddI2gb4BHAg6d7eRIMWprTKQl+PAIcCH4+Ih6fYtw2pVtWPL5CS2oq/gWwQzE7A5ZK+AnwpIm6b6nolzQbeSEqkexzjB6iOe2ur/UD/DqcnSY8H3gfsDSyVNTcXkZmZ2Yy0VYdln6stimqfIyXUldkKJ9Q1aYPC6+w47p8RcUfdwfTZJYyvTpfnhDozMxtqktYE9mfiZLqs/T/AH4CLgdtbj8WAFYBVgW2AZwFLM3aNuur6jUjXtJ8ztW9hZjZYTqgzMzMzmwEkLQm8nDS777akE9uq984DzgZ+CfwkIu6qIcQyqwLbUz6Ix8zMzMzMhouP083MBiQiHgLeK+kY4NOkSmLZNZJeZxBu676kLev7ROBDEXF5j33aaPo4KWnumYwfDJNPqlsMeC9wsKTfk6onXgB0/RuRtDKwM+l3/Dxgmdy6ioN48lVRvhcRP5/E97Ih1kqq/DDwHlKVj/w2zMeXZmZm9Vo79zy/H74xIv5YdzBFEXGmpOuB1Wg/TlingZBszHq0/5sEcFYDsfRVRDwg6RrgSSWLn1p3PGZmZj16JzCL9sS3YkXZnwKfioi/TdShpFnAq0kTI2XHAPm+89cSd5C0SURcPPmvYGY2WE6oMzMzm958w3mGk7Q0aZDL24AlsuYJPrYM8MLW46uS5gKfj4j/DirOLjiRzszMzMxseLl6iJlZDSLi78BukjYE3kyaPGmF/FuY3PWT/Hb8VuA44FtOpJtZIuJRSXsCfyFNdFWWVJc9X5g0u3Q2w3QA91T1LekEYM3WY6n8otznq9oCOJ90fdOmkVZVul8BT6P8twDNHGd2ml3dzMxsOluT8olOG0+my/kj8CrGHyuKFLs1QNJSwEqMnwwjM+Gg/BFxObAG7ceqZUl2ZmZmQ6GV+PZKypPeIe23bwdeHhG/77bfiHgMOFrSD4DPAwfR+VrK3qSKd2ZmQ8kJdWZmZmbTlKTnA98hDYDpdWbf7P2LAm8A9pf0ZdJsNPf1NdDuOJnOzMzMzGw4fbzpAMyaJGlhYHXSufcKwBzSufSsGlZ/W0ScXMN6bMi0Euv+T9I7gG1J1b62BTYClu6xu7tJgxzPBE4Fzm4NirAZKCJukLQj8AdgFcqT6opV5LLnyxTa8393o3xQTVkiXb5dwBXALhHxYC/fxYabpHUY+50VB14XfyudlpW9p9P7uvlsVZuZmdl0t1xF+zBNtPHPivaq2G3wHtdh2X9qi2KwrqpoX7XWKMzMzHqzPbAi46/v5a+53QA8KyKunkznETEfOFjSv4Bv0p5Ul73eEzh4MuswM6uDE+rMzMymn3uAa5oOwpol6T3AIcBCraZeBhQUZzMXsAjwHmAvSQdExBn9irVLrlBnZmZmZjaEIsIJdTajSFoNeC6wI7ApsA7N3Wu5EHBC3QwWEY8Cv289AJD0ROCJwGqkARNzgMVaix8EHgBuIw2YuCYirqszZht+EXGlpGeTKoety/iBNvnBN2XX6qquOVZVHyv7TH59fwVeGBG3dxG6jQhJq5ASeB9HdZLmVK8F9+v3aWZmNpMsUdF+R61RdFYVS1XsNnirdFhWlYjWb4M+jitW484SBJxQZ2Zmw2zHwuv89ZdHgFdMNpluXKcR35a0KWnC/mwfmR/n9wRJa0XEdEm0N7Npxgl1ZmZm00xEHA8c33Qc1hxJHwM+zMQz+1Z2kXteHNDwJOB3kg4H3t0auGXTmKSPNB1DkyLiE03HYGZmZmZmzZO0J/BGYAfaqy+ZDY2IuBa4tuk4bLRFxL8lbQnMBV5C+zXCThXESrvMPe+mwpiAnwAHRMS9XYRso+Uo4Al0TqTLt80nJQLPIlWDzQZn5f9ey1ilxKUp/43m+84/fxS4viLWG7r8TmZmZtNBVaX1YapgPb+i3efnzVm+w7K76gpiwKrOSZapaDczMxsG25S0ZddEvhYRf+rjut4B7AasTHulOoBnMX0q15rZNOOEOjMzM7NpRNIbgCwBqmzwQdFElevKZp1eCHg78ExJL4uI/00yXBsNH2Nmz87shDozM2uUpLorAw+TiIidmg7CzGY2STsBhwHrZ02Ft8zk8yUzm8YiYh6wu6RXAV9ibEBMWXLcRAOYu70+KVLVkYMjYm5PAdtIkLQPqdJrVTJd9vr3pKTK3wDXRcR8SQcAR5b1GxFr5tYhYDngyaTBY9uQZmVfnvLqirOAM4G3RkSx+oiZmdlMch8pMb1o2Zrj6KQsPkiVuK0Zi3VYNujJMe6g/LrMg31eT9UxYqfvbmZm1rQNGdtP5veXjwBf7OeKIuIhSYcBh1C+b96wn+uz5kgapsk26hYR4dyracj/qGZmZmbThKRNSIP8Os34PNnZoouJdQK2BP4qadeIOK/ngG3UzMSZHT0w1szMhsH2zMx9UrHasplZrSQtDHyVVJUOxp8Xt729lqDG1j8Tz8/MrCER8SNJvyDNNH0gqUIYlCcmQW+Te+Xffx/wbeBTEXHX5KK1YSZpNvAp2pPp8q+vBt4WEb+e7HoiIkiDq+8ALgAOk7QY8BrgrbQPKBOwN7CtpF0i4vLJrtvMzGzEzaM8YW3tugPp4CkV7fNqjcLyKpPKImKgiY4RseIg+8+pStCbU9P6zczMeiJpJcYmFlLh728j4oYBrPa7pIS6MusOYH3WDN+fsmnHCXVmZmZm04CkhYDvAItSPbiubNbfh4HbgMWBZWhPnCu+X4VlKwKnS9ojIk6Z4tew4TbTBrT7AoCZmQ2bmbRvmmnHHWY2ZCQtAZwEPJvyRLqZtE02MyMi7gMOkXQosAcpMWl70rXIBW8r/K1S3Ib+Ffgh8L2IuHvq0doQ2x14AuOvX+efXw7sFBE39XvFEfEgcARwhKS3AZ9lbPB3FsMawNmtpLo/9zsGG14dKsN/ISJ+U2swBZJeCBxcssgV3c1sEK5hbF8NY/vIrRuLqN1WtJ+fByl2GzKS5gw6qa4mi078FjMzs6GyeodlZw5ihRFxq6TLgfVoP17rFI+Nnpl4L9/3BacxJ9SZmZmZTQ8HAJtRnkyXT4y7HziWNDDwzIi4M3uTpCWBTYBdgJcDa1KeWFdMulsc+IWkfSLiJ/37SjZkZtKJ4Uw88Tczs+Hn/ZOZWQ1a1XN+AWzXaiqbbKZqm1x13tRrcslEn/U+wcwaEREPk64tHitpDrADsCWwKWmwzOPpUKGCNLHXf4GLgPOA0yLiuoEGbcPkdYXX+f3ZrcAOEXHLoIOIiMMlnQocz1i1uiyW5YBfS9oyIv496FhsaGxPeXLGDxqJZrxVqY7PzKzfrgKe1Xqe39asK2m9iPhnM2G1ApLWBjZgfIWVjPfbzemUMDdnguWjoqoS3XT4bmZmNj2t0mHZOQNc7znA+rRP0NApHhtNHkdo04YT6szMzMxGnKRZwPvoPMhOwNHA+yPixrJ+IuJe4GzSLLwfAF4CfJzxgwqqqtUtAvxI0lIR8b2pficzMzMza+OL0mZm9fgMsCMTJ9L1sl2eKGGuU78zaftvZiOkVWni5NZjAUnLAUuRBp3OBh4iTfJ1xzSpTmGTIGkpUuXX4rF+do35nXUk02Ui4p+Sng2cxthEdbT+LgecJGmTVmU7mzmGPVFt2OMzs9H3F1Il4jJvB95SYyxVMVQ5v7YorOj+DsuWA+6oK5ABWr6ivdN3NzMza9JSHZaVjhvsk6q+O8VjZtYoJ9SZmZmZjb4XMVZNLl89jtbrx4C3RcS3uu0wIgI4UdIvgDeRBhQuRfuAwnxS3SzgyFZS3WGT/zo2pAZ9o77Xigz96rsf/ZuZmdWhyX1xUTex9Ls/M7OBk7QVcCCdk+kEzAN+C/wGuAa4CXgx8FnGz5Sf/X1y6/kypMFky7fatgG2BlbKraOYXPco6Zy8bPKahyb1Rc3MBigi7gTubDoOGzrbkRIsi/tJgL9GxLF1BxQRd0l6EXABqQpY3trAR4H31x2XNWrYz02HPT4zG31nl7Rl++zXSfpGRPy95pgAkLQe8Aaqt4Vn1RiOjXdvh2VPAv5TVyAD9MSK9k7f3czMrEmLdVh2+wDXW5VIv+gA12nNGIaxC73G0O34BV9/mWGcUGdmZmY2+vataM8GJuwfET+YTMcRMR/4hqRfA3NJAx+K1epUaPuSpCUj4tOTWacNpSYqIpTNVj3ZfiaqIuGKD2ZmNgqa2l9NdMG4qnJTL/ty74vNbFgcSvsg//z27FHgq8DHW1XeF5C0TVWnEXFNh/Uh6RnAO4E9GEs2yNa9MPAhYCNgn4i4r/uvY2ZmNjQ2r2gP4Lt1BjJu5RE3SXoDcBLj978CDpL0zYi4tqn4rHbDXgFu2OMzsxEXEZdKupqUBJVPgod0bvpjSVsWz4cHTdIc4Djak/MzV0fE3+qMycb5X4dlT6otisFao/A6+w1eX38oZmZmXVmkasGAj+XuyT3PH7PNHuA6rX5N3tsvuy7SbfJdt+MXPHZhhnFCnZmZmdkIk7QI8FzaBy9nJ6XfmWwyXV5EXCNpR+ATpFl5iwMMi0l1n2gl1XkG3xEXEQsNqm9Ji5MqLfwfnRPd7gTOBy5pPa4E7iZVhZgHPAIsnXusCmzcemwGrNvqpyy5LoCLgQMi4uK+fDEzM7P+OpPBDphbGNiK8cd10L7PzLuPsf1w2b54aSB/DFG1D87+/hu4YYrfw8xsSiRtS9oeVlV/vwd4UUT0fdb7iPgL8CpJqwKHA7vn1p3FsxvwB0kvjIhb+x2DmZnZgG2Ue168ll17dbq8iDhZ0hnAjoyPbWHSdcv3NhKYmZlZM44D3sf48+HsvHQ94OTWeWktSXWSFgN+ATyN8efr+dgaPZYwrmP8NYy8zYDv1xtOf0laiLHfX5EnXjAzs2HlhCAblI8PuP8nkopLFMekknudCVI15G7GEW4ILFH4bNk5TzaO8Jd9+j42ApxQZ2ZmNg1JWpc04+tawBOA5YHFSfv+B4B7SbNlXUNKTrkwIh5oJlqboq1I/7Zls/HdTprhvi8iIoAPSzoX+BGwFONvXOQHHAp4j6TFI+Id/YrBpg9JG5BugK2ZNTH+RPUB0snpj4DfRMSjE3R5R+sBcClwSm5d6wF7A69sra94U2cT4DxJH4yIQyf5lczMzAYiIrYfVN+SNga+R0p+Kx5PZsd2jwC/A/5EK7k9Ijomv7Vmjd6IseT2F5MuVMP4i9PZOlcFDo+Ir039W5mZTdobC6/z28OHgedHxLmDDCAibgT2lLQvcBjpvDuLRaRrPadK2saV6szMbMQ8saL9XxFx91Q7lzQrIh6bQhdfJiXUZbJ972slva91bdzMzGwm+DpwEOOrweUHmG4DnCvpFRFx2SADkbQW8GNgU9oT8jMPA98YZBzWWUQ8LOlmYJXCIgHPaCCkfnsqafB1aXXEJgIyMzMza0pEDCyhTtKbSeciZcl0WdtFpLGEfwL+1u29MkkCnkIau7A78CJgDuVjFzYB/gu8KSJum/w3slHhhDozM7NpoDUr1ouBPYDnkxLoevGYpLOBE4EfRMSdfQ7RBmeLkrbsZOLwQSRKtmbs3Rr4FWPJSWWzAQp4q6Q5EfGGfsdho0vSc4HjSbPAZPI3IX4IvHeiwfrdioh/Ah+S9BHgDaRKiysy/rc7G/hcK/nu9R4kY2Zm010rWePbjB8ck78gfXFr+U8i4o6yPqq0jkH/0nog6S2kwamvAV4FzGL8heklgcNaxwivdJKImdVN0sKkm2fF84Bs2/j5QSfT5UXEUZKyiUJWyJpb8WxEmn3/xXXFY2Zm1gerUV61+oI+9T8bmEpC3W+Bu4BlCu3LkwaCnzeFvs3MzEZGRFwvaS7pflrZvlvABsBFkg4HPtbvanWtybo+RBpMu0hh3cV4vtev+4k2JZcAz6NkMLKk5UZ8/MlzOiy7tLYozMzMzKap1j26I0iV6WDsWD87pnyUNInGNyPiismsozUO8F+tx48lLQm8DPgwsAbtx7EvBTaT9KJBTyRizXNCnZmZ2QiTtAjwVuBA0g1pmFzJ7oWB7VqPz0o6GvhEa2Z0G25P67DsiEGtNCIuk7QlcBJpQEGnpLoDWjc+9o2I+YOKyUZD63dzImOzvCxYBFwFvDoiBjJApfX7+5akY0mzTu9XEsP+wIOkbauZmdm0JOnDwMcYX2E4O3a7BfggaTBKXxLMW/2cDpwu6fPAV4CdaL8wvQtwlqSdRnyQhZmNnq1IE36UzTb+P+CTdQcUERdJ2g04gzSAEHLbS0n7RcTcuuOyiUk6o+kYahYRsVPTQZjZ0Fuqov3aHvrodG15SdI1vUmJiMck/Yl0TlI8D9oJJ9RZc2bnnud/m77XYmaD9AFS1YYVGH8POH//dzZpjMI+ko4BjomIS6ayUkkbAnsD+wCPY/y1y/zzzK2kxDtr3nmkhDoYf11lYdKEQEc1EVSf7N5h2V9qi8LMzMxsGpI0C/gl6Vgyn0hH6/VvgQMnm0hXpTUpyPcl/Qg4GHgfsHi2uLXuNYA/Sdp+quc6NtycUGdmZjaiWtUbjgCewPhEpskOes36mEOacW5vSZ+MiM9PPkqrwZq55/l/+ysi4uZBrjgibpO0I3AC8Fw6J9W9ClhM0isj4tFBxmXDS9LKpMqG+WS67HdyHvDCOgbPR8TdwGslXQZ8nvbB/G+W9PeI+NagYzEzM6ubpDcCH2+9LCaWnwjsFxH3DGr9EfEPYGdJrwG+BSyai0XAJsCvWkl1Dw0qDjOzgk7V3+dGxCM1xwNARJzbSoIuO2/5gqSfDXKbbZO2PZO/PjdqigmoZmZVFqtov7uHPh7usGxJ4LYe+ipzGSmhrmjDKfZrNhVLVrR3+v/BzGxKIuIOSW8Bjqe6knv2fCVSYt2Bkv4JnA1cBFwM/Bu4u3hOLWk2aVKbtYBNSdcDtyFVvsv6pbCeshje7Em5hkanyQf2ZkQT6iStCWzN+GsymZsjopfJIczMzMys3ZHA82lPpJtPSqT76iBX3hqP8GlJJwK/IJ2j5GNZBjhZ0lY+9pu+nFBnZmbWR5J+CTy+YvHBETHlGaolCTgUeCflM7FB+0XlieQPArPPLwF8RtILgJdHxK29R2s1WI32f7sg3awYuIi4X9KuwA9IZbA7JdXtDpwoaY+I8M3emenrwIq0J9NdATy37oGgEXFoq4T7R2gfnPp5SSf7ZNjMzKYTSZsCh1N+/PjNiPi/umKJiKMl/Rf4NencA8b2w1sBXwJqi8eaJWkZYOOm4+gggEdJVU8eBG4Hbu1XFUcbCpt0WPb9uoKo8CXgdcDahfblSRW2B3oz0aak1+tzo8bbQDPrRdU2o5eEuk4TbqwMXN1DX2VuKGkTsO4U+zWbilUq2j2pgpkNVET8VNJnSZUaqu7/FhPe1gfWK/Yl6WFgXuv9yzBWhX3c2/Kr79CerfuQiDix2+9jA3cm6ZrZooz/dxKwo6SNIuJvDcY3We8AFqL9OwVwaoNxmZmZmY08Sa8A9qP9+H8+sG9E/LCuWCLiMknbAn8EnlJYvCrpXuFOdcVj9XJCnZmZWZ+0Zqd6Ee0XlAFuAc7qwzoWAX7SWk9xBuipDNIpXojOX/zeDjhH0vMj4j9TWIcNxnIV7TfWFUBEPCJpL9IN3NfSOanuhcBJknaLiAfqitGaJ2krYA/aB888CrysqaoKEfExSdsDz2Z8bEsAnyCduJuZmY08SQuRLvQuTHty+6/qTKbLRMRZkvYmVcZb0NyK642SfhQRf6o7LmvE04HfNR1Ej+ZLugm4HPgH8GfgD4OuFG4DU1X9/caIuHqqnUtaKCLmT+azETFf0qHAEbnYsm3lW3BC3TBzwpmZ2Zh5wAol7bN76KNT8t3jegunVPF6dba/XbUPfZtN1gaF19m9l6lWZDQzm1BEfEDSCsDraU+ey0/8m19WNmZhUVIluwlXmXte7Ce/7JsR8eEu+rOaRMR9kk4FdqX8XPijwJ71RjU1klYDDqD63P6EGsMxMzMzm1YkLUX1RMCfqjOZLhMRN0naDfgL7RMCby9p34gYycrL1tlCTQdgZmY2jexSeJ0f5HRERDwylc4lzQKOI12EzCfTVV2Yji4fbati/AVwSKWMT5e0+lS+gw3EnIr22+sMIpLXAYfRnuwJ45PqdgJ+06oMZjPHewuvs9/EtyPiHw3Ek/eOwuvst/pKb/fMzGwaeRnwNNqP0+4gVThqRET8Evgu7ec0CwGfrD8ia5BG7DELWJ10fvN24EfADZIulHSQpKpKEjacVqf8pt2Ffep/qpMbHgeUVXpfW1Kxcp0Nj6a3U4N+mJn1Yl5F+zI99HFrh2VP7qGfKkv02G42UJIWB7al/Tw+gP/VH5GZzUQR8UbgC7SPH8jkzxG6HZ9Q9ag638iPizgkIt7an29nfVZMMMuPD3ippOfUH9KUfJGx48Di+If7gN/WHpGZmZnZ9PEmYMXc6+wc4DLSBPiNiIh/ttafPyfJjmk/0EhQNnBOqDMzM+ufF+SeFy8kH9mH/g8BXkL7BeW8skS5iQa+VCXX5S98AzwROFnSYlP/KtZHsyraH6w1ipaIOJD0W83fNMnkL5pvC/xOUi8DJmxESVqOlHRclsT7lXqjaRcRlwC/p32bujDwyvojMjMzG4iDC6+zY7PPRsSdDcST9yHgodzr7JhhO0mbNRCPNWeqA6+aeBTPszclDTT7r6RvSnp8n/8b2WAsW9H+zx766FSNbEoD8SPiXuA8ypOYnjuVvs3MzGoyj/L9WC/Xh2/osKxYxWsylq9or5rUzmzQ3sz4gfx5V9Yci5nNYBHxXuAVjO3PJxpfMNFkHN28r3jt5W5gj4j40NS/kQ3I8UB2nTn/28j+Db8jqep4a6hIegXpN5/FvmBRq+2YiHio7LNmZmZm1pW3UT6B0KciYn4D8eQdDtxW0v4USS+sOxgbvKnOimpmZmZjtqI9eQjgooi4biodS9qZNAA2P/taUXFZAP8izdpwJ3AX8ADpBvVywMrAZozdJI6SPrLn2YXCDYGvAm+Yyvexvrqb8hv9jc2aGxEfknQP8BnG3+iA8b+nLYEzJD03ImqtqGe124WU/FncxlwaEVc1E1KbE4AdStp3BQ6tORYzM7O+krQmsDntF6UfAb5Tf0TjRcQtkk4E9qI9xpcBf60/KmvQqFQ9isLfTDYIbDHSufOrJX00Ir5cZ3DWs6qB8nf30McjHZYtwdigssm6hDQ5TdGmU+zX6tUp8dKsJ5Je03QMTYqIo5uOwXryX2CTkvbluu2gdd5wD7Ak7fdinj6l6JKNK9rv6UPfZl2TtBApme5TVB87XFBfRGZmEBE/kXQmcBjw8qyZ8vERRd1e6ym7xgLwQ+BdEXFLl/1YAyLiAUlHAu9h/D3h7PkTgOMkvSAiHmsixm5I2oh0zbyYFJh//tVagzIzM+ujAV9T3Lqh9QJcHBGXDngd1geStgAeT/vx/zzgp/VHNF5EPCTpR8DbaY/xpcDJ9Udlg+SEOjMzsz6QtB5pNvMsUSg/sO7nU+x7NmnWg3wiUl7+YuSjrfV9Hzg3Iu7qov91gOcBbwSeSnsCVNZ31naApKMi4k+T+0bWZ3dRnlC3YklbbSLic5IeALJBo1VJdZsCv5e0c0TcXH+kVpOyCyZBqrAwLP5ceJ39RreQpIjwoEczMxtluxZeZ8dj50REL8kig3QSKaEuT6TE/PfXH47ZhKoGgxUHki0JHCppe2DviPCA7OFUVf29l21kp5nJVwT+10NfZa6paF93iv1avUYladhGw1xmdpKmE+pGS1XV1/V67Ody4BmMvwcjYCNJK0ZE2ezRE2olMG1N+f9TngxuhEh6dh+7W7fP/ZWZTZrcYWngyaT7dM8lJZtW3RcE+MOA4zIza9O6l7uXpM8BHwR2Y+x8uqxi3WRk27xHSZNhHuKB0SPlq6SBx4sytg/L7892An4i6eUR8WhjUVaQtAFwKmlipKoxMydFxBUNhGdmZjYV+TF73695fXWt9+OAjxtHw/MLr7PjrD8M0cQLp5KOazPZseHzmgnHBskJdWZmZv2xZYdlU52RYH9gHaqT6bK27wAfiYibeuk8Iq4ErgQOl7QT8PUO66PV9mXSTWtr3l2MT+LMrFl/KONFxFdbSXXfpP3Gb7Hy4R8k7RQRNzQSrA3aUyva/11rFJ39J/c8///UosBTSBU/zczMRtVmFe0X1RpFZ8UqdNmx4vqSFo2ITokqNr2UDb6aKAFlsgO2+tVvcXBN9tn8BDgvAk6T9Bwn1Q2le4FlStrn99hHlVV6C6er/rPt5JP60LcNVn5bcBdwPHAi8GBTAdm0MxMTNWdyIuGoKibU5a8N9+IvjN2byF/DE7An8K1JxvcS0sR1+UkTs79OqBstf2By24iywX4Htx51y59TFJ8Hadb9axuIy8wMgIi4CNhT0irAq0j70WeSkoTHvXWCrorHsQ8D55LOl46NiFunHq3VKSJukPRFUsJlcdKpbF+2G/BrSa+MiDsaCLNUa6zMsaRJkYr74MwjpAp8ZmZmo6ypa4mDXK+vFY6Wp1W0/73WKDr7W+55/hrk6pKW7abQiY0OJ9SZmZn1x/q55/kD9IeZ+swXB9J+0J9/fQuwb0ScMsX1EBGnS9oY+BxjJYvLEqA2l7RjRJwx1XXalP0P2LzQJsb/JhsTEUdKehD4HrAQ1b+pdYEzW78r3wieftak/OLFvLoD6aBTLGvghDozMxttG1S0D9Nx13W55/mL0guRqlZcUntE1oRebqYVjy97vRFXnDm9akKZyfZTTKwT8HTgl63JRHpJ1LLBm0d5Ql1ZW5VOA/36MenNIhXtS/ahbxus/PZgGeD1wMtJiXVzI6JYMd2sVzNtwMhMTCCcDv6Re54/3l9a0hoRcXWX/ZwFvLXQlh1rvUPStyOip/8nJM0CPtDhLcM0mMe6149tRVPbm4l+w9+oJQozswm0KtZ9GfiypCVISXUbkxLmnwisRkpOmgMs1vrYg8ADwG3ADaRq7H8nXfv7c0TcX+d3sIH4DLAf6d+/amzAc4C/Sto/In7fRJAZSbNJCYAfJFVcrJrsK4CvtSasNjMzG2WDvpZYdS49qPX6WuHoWZ/y38PNdQfSwS0dlq1PmgjEpgkn1JmZmfXHkwuvswP1f0TEo5PtVNIzSIlGZTNgiTQz6nMiom83dFuVH94p6S7gI4V1570RcEJd8/5OmsUtk/17bSBpsYhofLbziDimlVT3A9LxZ9mFc0j/H53ZGlz6n/aebIQtXdFeNSC0CcVZM/Oq4jczMxsV2eCFomEaoPJAh2Wr44S66e5CYIeS9qWAT5FmKsxXZMhk5xX3k2YKvJhUgX1e7jGflMCyDOm4bm1gE2AjYInW58uS4oI0Qc6Hgayi3Bxg2dZjOdIgsS0ZqxBWrEqX/5vF/2zgE8CHyv5DWGPmUV79vZeEuk43+tbpOaJ2y1W0L1HRbsMnf31tWVJi3eslXQnMBY6JiBsaiMtG30waNDLTkgeHjqTFSQPj20wwUdolpGOqJWn/d9wcuLrLEE4hVQbJX2fO+luHNID7fV32lfk4qap31b2QRgd526T1sr2oe7BfN/IxRe7vFcBR9YdjZtZZRNwHnN562AwWEfdLei3w26yJ8qS6JwKnSfox8OEmxgdI2g34PPAUxh9XllWIvYJ0ndDMzGzUTacKdb5WOJpKry2SipcMi06xVMVvI8oJdWZmZv1RTKiDdMB+8RT73b2kT0gnGI8AL+xnMt24FUV8TNIqpMS5YkKfgBcOS8LWDFc1s+8s0sDOP9YeUYmI+Imkh4Afk5Koyi6cB+nC+R8l7dxIoDYoVRUTVqo1is5W7rDMA1TNzGzUVSWHL15rFJ3N6bBsqdqisEZExF0Uzl0kbQt8DXgC7YOlRaoG9mPgGOCCSVQiEWnw9j7AK0jHg/mBqpAS+b4O7B0RZ3XoaxXg1cCbgbUYX5Vu3Fdttb1H0g8j4vJeYraBup40g35RLwl115FusM2mPFFgqtauaH+oD33bYBQH4uXb8u3rAocAn5J0OvB94OetSa/MzIbNK4EjStqDDmMPIuIxSWcBL6R9P/li4GfdrDwi5kn6HbAL47ez2XHWuyVdHxGHd9OfpI+SqtNVJdOBE+pG1ShXqMvL/87vA141lYk8zczM6hARp0r6HGmig+KxX/Ea3yuAl0k6Afg28Pter/P1QtKypKrx7wDWo3xi6/xrSJUVXx4RnSaFMzMzM7PuVI1dGKYxAZ1iGaY4rQ8WajoAMzOzaWIlyme8uHWK/W5X0pZdYPxmRJw/xf4n8h7GZlgv3lBeHNh+wOu3iXVKqHxBbVF0ISJ+CbyEdMEZygeRBamCyh9I1R5seqi6uVA2YLUpnWLxIEYzMxt1i1W0P6HWKDp7fIdli9YWhQ0FSfsCp5J+o8XJXe4A3gCsFhFvj4jzJzPIJpILIuIdpCqIrwduY/x5r1oxnNqKqaqvmyPiS6SqKC/P9VN2zgNpsPmhvcZsA/XPivY1u+2g9Tv8d7GZ9G+/haSqbXG3tqH82tPtU+zX+u9E0kRYYvwkQpFro6R9FrAz8CPgJknflPTMekO3ERUz6GHDQRWPiRQT07Lt3y6Sehm38M2KmLL+viLpZEk7tCZRGP9GaSFJz5F0DvCRkr7ykzmcEhE39hCb2VSVbfdEulf3vIi4uKG4zMzMevVhUpW64jUyaL/eNwvYk3Q98PrW+fArJD2uH4FI2ljS2yWdBNxEOp5cn/Hn7MW4stfzgdcPaqJrMzOzGjR9Pc/XCq1oVkX7WrVG0VlZgZVMVfw2olyhzszMrD+qqi/dOdkOJc0GNmXs4D9/EnAP5Td6+yoi7pH0MdIFxbKTkK1IF0GtOf8kzUq6OOP/jQTsSpr1bWhExCmSdgF+Sar6lV0kh/EXrFcC/i/XbqPtbsZXecv+3XeQtFBEzG8mrHE6VUW8u7YozMzMBuNeymd626TmODrZtMOy+2qLwhonaR9SdaZMfgDL94GDI2LS59plIuIx4LuSfgZ8ATiA8TfjFgG+J2l+RBzToZ8AfirpbFJCzPaUn/MIeL6k9V2lbmgUE+qyf6eNe+znAuCpuc9nv6FFgecDP59McJK2BNYo9Jv9rpxQN2QiYg9Jy5MqV+4LbJYtov3aTbE9a1uGlDz8Bkn/AuYCx0TE9QMM3UaTr5tZU8q2ZxM5rfCZrI/lSMdNZ3S14oiTJV1EOp+pOtZ6Xutxu6QrSAOnHyNVJd6EsSq0xf1q0SHdxGRDqZeBdVX//k0NzsvHcy+pKuSnWpW9zczMRkKrQvHupCS5bJKg4kRW0H4+/Dha58MAkm4BLgOuAG4kHdfdTprE9yHgUdJ1l0VJYyZWaT2eQLpGsx4wp2S9Zeum8L4ADoyIH3X5tc3MzMxsYveQrgfmCdiygViqdJrs8J7aorBaOKHOzMysP6oS6u6aQp9PJA3aKw6WCuC3ETFvCn334njgcNLMCsWbh0+rKQarEBGPtgZrPo/238p6kjYZthlLI+IPkp4HnEwa2F2VVOcBQdPHv0lVP4qDSpcBXgr8rKG4gAUJzK+ieoBEscqEmZnZqLmd8Ql12T55G0lLRcQwXPTdpcOyO2qLwhol6VnAd1ov8wNaAjgoIr4yyPW3Bqi+XtKlwGG5GLL/Z74j6eqIOGuCfm5qnfP8Htia6vObNwAH9il8m5p8YmP+nGUVSStERLdJa+cAr6lY9hYmmVAHHFzRHsBVk+zTBigi7iBdTztc0gbAa0kJditnb6F8BvyyBJV1gE8Dn5R0Bim5+MSIcDV167qKptmAlFUbqRQRl7SShJ9S8rn96DKhruVgxhL0qpLqAFYEVih8tjiIuux1AKdGxNk9xGTDo1/3Fpq4R/EAcCVwHuk3fnJE3N9AHGZmZlMWEQ+2Jts9CXgW5QlsxSpxxeWrkM6lt59ECGX78k4TQxSvR747Ig6fxHrNzMyadg9wTdNB1OyupgOwrt3IWEJd/lreJpKeFBHD8Nt9aYdlN9UWhdVCadJcMzMzmwpJDwKz802kA713RMTXJtnnjqSbZWUJdfvUOQtWa7DO9rRf4Lw0IjapKw4rJ+lg4POU/1a+HBFVA+8aJWkz4BRg+awpt7jsYvqC7xURLp09QiR9FXgr5dUULgE2iwZPTCS9HfgK4+Oj9fw+YOkm4zMzM5sqSb8GXkD58eKBEfHVBsND0grAdaRZhKE9xidExA0NhWc1kTQHuBRYi/bBKx+PiE/UHM+HgY/TPsjmKuBp3QxqlbQScD5pRuzs8/nvdm1ErNGvmG3yJC0O3Mn4SQizf6/nRcRppR9s7+cJpJvU+XOe/PZsr4j4SY+x7Uma7Kiqz7dFxDd66dOaIWkW8EJS0sgupIm0oLpqHR3a5wE/Bo6KiHP7HqyZWQVJBwBHUnJu0c01W0mfBD5I+7bvEWCtiPhfD7EUrznmdTNQurgs334D6Zrlrd3GY8NB0na9foSUzFl2vnwoaWLAQXoMeJg02PHWiLhtwOszMzOrXWty0++RJprpVBUO2s+HO723G932l4/rAeA1EdHopLBmZmZm05Gk44E9Kb8W85WIeFeD4SHpqcDf8k2Mj3H5iLi7idhsMJxQZ2Zm1geSbmN8GeLs4OlDEfGZSfa5B/ATyg8cN42IS6cUdG+xHAa8jfYbzbdGxCp1xWHlWolpF1CeDHQnsHpEPNhQeB1J2hA4lbEZ2jtdDHdC3YiS9GJSJYaqAaCT3lb2IbYnA38FlsqaCrGdHBG7NhGbmZlZvxQGrRaPF28B1qmxAnYbSV8jVW4qi+/miFi1qdisPpI+CnyU9mS6syJi+4Zi+gPw7JKYPhURH+2yj92Bn1J9LPy0iPhHH8O2SWpVf88qCsIkb95J+gvwdMq3afcCO0TEhV32tTNwArB4rg8KfW8YEZeXfNyGmKTlgb1JyXWbtJonSqLLt+Xb/wXMBY6JiOv7GaeZWVEfEurWB6qOfb7c4z53YeA3wE5UD8yuGgzRqRrJg8BOTlieOSTNp/xe3Osj4ntNxmZmZjadSHoncAhjE6vBxMly/Rjc2u06BFwO7B0RF/VhvWZmZmZWIOkg0iRGZffRHibdO72yofCQ9DvgOZTHd0VErN9UbDYYCzUdgJmZ2TRxT0X7k6bQ5+IdltVdNrhqfUvWGoVVuQi4o/W8OBvvsqSZ3oZSRPwd2I404y/054K4DZ/TSANHYfy/cfZ7/YSkTqXSB6JVDeeXwNJZU8nbTqwvIjMzs4H5beF1fp+3EmlAbCMkPRd4E+VJBEGqaGzTXKs6WFZdpOjAmsPJO6jwOjt+faukJbrpICJOAC7Lfb5oy8mHZ332+8Lr7N97tx77KW5T80lRSwJ/kvTeTr8hSUtJ+izwKyB7XzGZDuAyJ9ONpoi4IyK+GhGbARsDhwG3kv5t8//WUdGWb18H+DRwtaRTJL1S0mK1fRkzsx609lsfBD5X8ri9x74eBV4M/Jr27WRGFY9xXeXeOw94kZPpzMzMzPovIr4CbAacT/XxW1HV8Vwvj9JwGH9+PR/4IqlKsZPpzMzMzAbnN4XX+eO1RYDjW/eOayfpfYxPpluwqNV2chNx2WA5oc7MzKw/rqX8Qty6U+iz00XDOzosG4Q7K9oXqTUKKxWp5PDPKR8IIOA9kiaada0xrRlFtgWuzpqai8YGISLuB35A+4kmpH/vWcBxrRmua9GqTPcH4Km0VwvJ3AUcW1dMZmZmA3Qu8L/W82LlJQF7Sjq07qAkbQH8mLH9cNkx64/ri8gatAewQu519vs8p8kBLBHxV+BPtP82lwX27KGrL5f0kdms98hsQPIJdfl/rzUlPa2Hfn4A3Nh6nt/mZr/rRUizsd8i6WeSPinp/yS9SdJHJP2KNLHRu1vvLd60I9f3Z3uIy4ZURPwtIg4EVgdeAvwCeJTxv5vibwnaB//NIt3o/QFwo6RvS9q6pq9hZta1iPhMRLy/5HHIJPp6gJRU9z7gIcq3kRM9sm3rWcCmEXHGlL6gjTLfmzAzMxuwiPhnRDwTeBXwb9rPfSdKsJvS6ik/xz4B2Cgi3h0RDw1o3WZmZmbGggm3Lsxetv7mK8FtBJwsqdZiH5LeTJq8sNOx6NE1hWM1ckKdmZlZf1xReJ3dhN1C0sKT7HNeh2XLT7LPyVquov2BWqOwTo4vvM4PtnsK8IoaY+lZRFxNSqq7gvEnSDZ9fIE0qAXKB5XOBo6Q9FNJaw4qCEkLSzqQdGKeJdO1va3V/pXWoBwzM7ORFhHzgW/RnpCRT6o7UNIxkubUEZOkPUhVbJfJxQLj981XRURxhjqbnqoqgP28ziAqVFUsfnEPffyuw7Kn9NCPDdYfGauMUzxP6PqcunUO8XE6z4AuYA4peeoDwFeBrwMfBV7YWlZ2bhy5v//GE4BMKxHxWET8MiJeSkquOwi4hPIkOiras7ZlgNcBZ0m6QtL7JT2+nm9iZlavSD5POq76GmmCwE5VSYrLzgH2jIjtIuK/tQVuw6hTFRszMzPro4g4jnSvdh/gbNqP3comQuhpFRWfz9bxAPA9YPOI2DMi/jnpL2NmZmZmvfoqnccubAucJ2njQQciaXFJh5OuKxYnAs7iCeDMiLhk0PFY/ZQKmpiZmdlUSHon8CXGH0Blf58fEadOos8tgPMq+tw0Ii7tS/DdxXIY8DbGX6QUcGNErF5XHFZN0izSDPZVyZZXABu2BlMPLUkrAqcCG9Mh0SkiZtUamPWFpENIs0UXKywUZ5t5mHTi/O2IuKpP614MeCnwMdLgmuKJbzGOa4D1PAuhmZlNF60Z3P4FrJw15RbnzzWuB94bEQNJ0pD0FOCLwIty68zHk49l70HFYcNF0h2MJVfC2G/gWRFxbjNRtQKRnkkaZF08H74rIrqe7EbSVcCTCn0AXB4RG0w5UOsLSd8C3kD7v/edwBMj4r4e+joD2J7q8x8K7Uzwnvz28iHS/x8XYtNe64bxa4FXAiu2mjv9Rort2bIAzgC+D5wYEQ/2P1ozm+4kHQAcScl9i2G5ZitpNvBs0sCb9UnHYEuTKr8+ANwK/Ac4H/hda7I3m8Ek/YHy+xGf9yQvZmZm9ZC0PrAXsAuwKdXXUnruOvf8fuB04FfA8RHRaZJrMzMzMxsQSSJNhp8lzJWNXQB4jDQJwoci4tYBxLEvqSrdqoy/1pnFkcU2H9gqIs7vdwzWPCfUmZmZ9UFrYMtFlCe/HRsRe0+iz8WBe4rNrT73iYgfTSno3mLJDwLL4gD4a0Q8va44rDNJRwIHVCwO4C0R8e0aQ5oUScsAvwGeSflgsKEZnGG9aQ1mOZd0EwSqk+ryr88HjiPNTPj3Xgb8SXpya10vJVUQWaKk/7LXjwLbR8Q53a7LzMxsFEjaBziK9uQOaL84fAHwTdKA+7v7sO5tgb2BfUmVaSdKpjszInaY6npt+ElalZTIWXY+vUpE3NZgeNmkH7dQHt8TIuKGLvv5ISkZppgEc1tErFz+KaubpO2A31OeBHdQRBzWQ1+rkCZKekLWVHjLRDdnqrbTAbw5Io7oNhabHiQtTEpI3w94AWl/Cr0l12Xt9wA/Bo7yua+Z9WIUEurMzMzMbLS1rqk8G9gc2AzYAFgFWKiHbh4CriZVfv8r6Z7znyLi4b4Ga2ZmZmaTIukZwFnAwllTbnFx7MJ9wInAsaQJsiZdVKI1AfArgVcB69B+/6Rs7MI3I+Ktk12nDTcn1JmZmfWJpJsZmyV6QTPwCLD+ZKosSboU2JD26k0/iYi9phBuLzEsSxo8mL8ZPqVkQRsMSU8Fdu3wlpsjYm5N4UyJpCVISVQbli2PiDXrjcj6RdIapAofq2RNhbcUT07zbfOBfwNXAneTBgDOI21nlyLNNL00sBrpt7NkftWFvsrWkW3b3hYR3+jha5mZmY0MSccAr6Y6qQ7G7zcfBk4hJbdfClwSETdPsI5FSfvijUnJ7bsBWWXrbpLbbwM26TZRyUZbSQJT/u9iEfFIg+FlCSwPUx7fThHxhy77+RLwTtqPR++PiCVLP2S1a82IeQrp/KLoml6vxUhau9XfGpSf63Sj+LkPR8Sne+zDphlJKwH7AK8BntZqniiJLt+Wb/8PMBc4JiKu62+kZjbdOKHOzMxsOEn6SNMxNCkiPtF0DDZYrWt0q7UeSwNzWo+FSclzD7QetwP/a3qSLjMzMzObmKSDgEPpfuwCwB2kCS0vJU2e0M04wqcxNnbhqRX9VhUGuIhUnc4TM0xTTqgzMzPrE0nfAN5E+SC7EyNiz0n0eQjwPtoHvswDnhgR86YadxcxvAH4FuXf6wMR8blBx2Bm04ukDYAzGEtC7lSpoWywaTcnMb30mT8J/lBEHNJF/2ZmZiNJ0hxScsez6O7CdL4tcy+dL0ovy/jZgjtVpS223Qc8z9VyZg5JLwFOoPycc9GIeLS56CZMqNsjIn7eZT8fAj5B+3HpYxExu/xTNh20Ep/mkiqKlZ3LdFO5TsCdwBsi4md9DdBGnqRNgf2BvRg7z+6lal22LEgJzt8Hfuqbw2ZWxgl1ZmZmw0nSfLq7fzYt+TjEzMzMzGw0SfoK8HYmHqfQafxC16vroW+RJv7fdqIJh2209VIG28zMzDo7ovA6fzP5pZL2nUSfPyr0l1kK+Ngk+uuJpCVb66k6AD1t0DGY2fQTEf8Atgb+xdi2sniSqsKy/ENdPIqfyfe7IJRcf4+RBqc6mc7MzKa1iHgA2AU4l8774U773qWAxwPrA88AtiHN6LYmsAKpunXVfjlbx4KQcm33Ai91Mt2MU1YJLLNsXUF0sEyHZZ1iL7qjor3RhEEbvIi4NSJ2AV4G/I3x20coP3ch954HgK8B6ziZzspExEUR8XbSLKt7AieRznGL+2Go/u2JdM9wJ+AYUuK9mZmZmZmNnm7uoU23h5mZmZmZjaiIeCfwFconB+x0T2Oy5w4TjSXM2i8DdnIy3fTnhDozM7M+iYiLgXMYG6iyYFGr7VuStuuxz7+Tqjjl+8z6+z9Jm08x7Il8Dnhc63nxe90SERcOeP1mNk1FxH9IA/CPpfyENVN2Q6wsya5TAl3V57P3/BfYLiK+M9XvZWZmNgoi4h5gR+DHVO+HOyV7dDMwv9N+mdz7s2X/A54dEZ60Y+Z5rMOyp9QWRbVOMczvoZ+qa/H399CHjbCI+FlEbEI6D/o0cCZwG+3nLY8BVwHHkaqOrR4Rb4+I25uI20ZHRDwaESdExItJie/vZnwSJ0y8DzczMzMzs9HWzT206fQwMzMzM7MRFxEHAW8BHs6aKB+7MNG4hG4e3YwlPBnYOiKu69d3tOG1cNMBmJmZTTPvIw2IyuRngV4UOEnSXhHx6x76/BDwp0JbALOB30jaLiIun0LMpSR9BHgzYweRCxa12o7q9zrNbGaJiHnAqyX9DPgCqapN2Qlx2fNJrbLQ1yOkSg8fjYh7p9i3mZnZSImIh4BXSjoD+BKwBO0XivN/x3288LdMp/12cR0/I1WKvXOiuG1auqfDsq2BP9cVSIcYqnSKvWjZivb7eujDpoGIuAC4IHstaQ6p2uEipGp0d0ZEL8maZm0i4hbgi8AXJW0GvBbYC1i+5O1ls76amZlZDyQtDKxKqhi7EjAHWKy1+EHScd6twA3ADRHRaWIRM7OpmEkV23wOY2ZmZmY2TUTEtySdDRwDbEz52IXi8ymvttDvfcD7IuLrfVyHDTlXqDMzM+ujiDgbOIHx1dzyg1KWAH4u6ZOtm2vd9PlnYC7tA1oDWBE4Q9LOU4++1bm0iKQvAR9l/AFj/vljwDf6tU4zm9ki4gRgfeCdwNVMPKPMhF1WPLJ+Hwa+Bzw1It7lZDozM5vJIuJI4KmkSkhQvg8uKlZTKnu0rYr2ffKVwG4R8TIn081o/+uw7CV1BdHBSzos6xR70XIV7T4WneEi4oGIuCUi/hcRtzuZzvotIv4aEW8lDfJ/OfBr4FFc0cHMzGzSJD1Z0hskHSPpUtKAq6uBc4BfkM6x57Yex7Xazmm9535Jl7Y++zpJa9T+BczMzMzMzMzMhkxE/B3YHHgTcDNj4wr6Wam62I+A+cD3gXWcTDfzKML3yszMzPpJ0krApcDKWVPrb/4ALIDLgfd2U61O0hLAX4D1Cn3kn38b+FhrBurJxr498PXWerJ+8/FnbV+PiLdPdj1mZlUkLQS8EHglsCuwZG5xrycvxcH85wE/Bn4YEbdOOkgzM7NpStLTgIOBV5AqYkN/B9pn++aLSVXxjouIR/vYv40gSYszvtJb/lw0gM0i4pKGYtsE+GshnizG+cDSEXF/l30dS/p/q3guf3pEPLePYZuZVZL0VGB/YD/GqtWVXfvbOSLOqD1AMxt6kg4AjmT8NkNARMSsJmMzGzRJKwL7th4b5BdNssv8+falwFHA0RFxxyT7M7MZTNJ8ZuaEGT4OMTMzMzObhiQtAuwNvAXYLLeoH+c92bWc20kV8Q6LiGv60K+NICfUmZmZDYCkFwC/oryqXPH1RcBXgZ9ExAMd+lwb+COwSq6P4kC8R4ATSTfdzomIeV3E+hTguaRZHTagfRBNMe5bgXUj4q6J+jYzm4pWJc8tge2ATUjbqCcDi07w0QBuAi4D/k6a+fcPTqIzMzPrjqTlgT1aj2cBi5e8rdNFxbLBhJeRzpF+HBEXTzVGm14k/ZV0vFccmA3pOG7HhuI6HdihIq5LImLTHvq6AnhKvqnV33ci4o39idjMrJ2k5YBXkQb/b55fVHirE+qsJ63rNquTqh+uAMwhXbOpYzDzbRFxcg3rsQIn1NlMJGll4P3A60nbuqqq7D11W9HH/cC3gM9FxG099mlmM1groW6m8nGImZmZmdk01ho7vQewE7A16frMZF0O/J40duG0iHhs6hHaKHNCnZmZ2YBIegvwNcqT6PKvs7b7gZNbj99HxLUlfa4LnEYaqFA2Q36+/wCuIA1cvav1eABYBliWVEHv6bTPRp19tizex4AXRMRp1d/czGywWoMBVyEN7l8MWAh4CHgQuAO4ySe7ZmZm/SFpNrAFY8nta5EGTXfaF98IXEcuud2J7daJpM8A76W6SvqHI+KQmmN6P/DpDjF9ISLe12VfSwN3Fptb/XwoIj7Tl6DNzFpa1d9fQKpE9yJgESaunuOEOutI0mqkidl2BDYF1gEWbiicCyPiGQ2te0ZzQp3NNJLeCHyGdG+teB+t7e1ddjvRZ4N0/vDeiPhul32amZmZmZmZmU17rYne1mFyYxf+4UIiVuSEOjMzswGS9BHgY1Qn0VW1AdwAXAz8DfgP8F/getIMv98EtqU68S2vl8oRVTFlN8bfGxGHdujPzMzMzMzMrCeS1gf+wfhzXBh/Pvq2iPhGTfG8Cfh6vqkkng0j4vIu+3sO8DtKBp4De0TEz/sTuZnNdJI2JCXRvZo0mRZUX3ssXlPM2pxQZ+NI2hN4I6lqa/a76TZpZFAucEJdM5xQZzNFa1KMo4Fdqd5n9lPVPvpEYP+IuKfP6zMzMzMzMzMzM5vxmpo10MzMbEaIiE9Iug34KuNvLsPEN+BWB1YDXthhFSo8j5L+Ot3UKybbdUrG+6iT6czMzMzMzKzfIuJySWeQKt4Uz5uz14e3EkXeFxHzBhGHpKWAzwJvov0cPj9o/PfdJtO17N5h2bmTCNXMbAFJy5MS6PYjVZSF7pLoytqvBI4CLuh3nDZ6JO0EHAasnzUV3uJZW20cSd9rOoYBiIg4oOkgrF6SVgVOB9Zl7BxgweKKj/W6TSz2U7aPFvBSYF1Jz4mIm3tch5mZmZmZmZmZmXXgCnVmZmY1kPQiYC6wPL1VkpvKDJfd7uTL1pGP8WHgHRHx7SnEYmZmZmZmZlZJ0hbAn/NNuef5ZLZbgfcCR0efLm5LErA38DlgFdqT6YoxbBkRXSWbSJpFqkC/YnERcHVEPHlq0ZvZTNTatuwC7Nv6O5vqJDoYP0i/2HY3cDwwNyKc5GtIWpg0Qdwbs6bW335fv+5Vft/sCnUNKalQlzfdBh648t4MJGk14I/AWq2mqnt6+WXjuphgFd1+prjefwHbRcRNE/RvZmZmZmZmZmZmXXKFOjMzsxpExEmSNgaOBnagfYbJ/N8FH6PzDeiJbspNZjBDcVDNf4BXRcT5k+jLzMzMzMzMrCsRcb6kbwJvoTwRJBu0vTLwPeAzko4FfhgRf53MOiVtSkqk2wt4HNUJA/lkum91m0zXshOwUqGP7O+fJhO3mc1creuL+wKvIm1bYHLV6OYDp5EmADsxIh4cRLw2eiQtAZwEPJvOiZhmZfz7sJEmaVHg56Rkum4mx8wvm09KevsXMI+UsH536z1Ltx7LAE8B1gEWmqDPYqXstYETJW0XEQ/3+NXMzMzMzMzMzMyshCvUmZmZ1UzSPsAhwOpUzxZdt+LNuodIM/N/JiIeaiYkMzMzMzMzm0laA1jPAzbKmgpvKQ5qzV7fC/wNuJg0gPVu0iDWe1rvWTr3WBvYBHgasGRFf1XJKX8jVafr+jxZ0m+A51GeULdXRPyk277MbGaStCLwamA/0rYLukuio6T9SuAoUpXP6/sbqY06SbOB3wA7tpom2i+O+3hF+0Q3ojtdD+/02Qtdoa4ZrlBn05mkbwBvYuJkuqz978APgLOASyLi/i7XMwfYGNiGNMHHxhX959ebnUN8PSLe3s16zMzMzMzMzMzMrDMn1JmZmTVA0uLAO4G3kmbBh3qT66rWdR9wBHBoRNw4wPWbmZmZmZmZtZG0Gqly2xOzpsJbqipC9Hqhe6JklHy7gGuBrSPihq5XkCrgXVgSm4D7gZUi4oGuIzazGUPSwsCLSEl0LwAWpvM2r1MlsbuB44G5EXFu34O1aUPSocBBTJxI16/r1lO5Hn6BE+qaMUFC3XSyIIHJCXUzg6RtgDPzTbnn+e3ifOD7wNci4pI+rXsD0v3C1wGzaP//q7j+Z0XEn/uxbjMzMzMzMzMzs5nMCXVmZmYNkrQIafbJ/YGtqZ5FetzHuui6mx18vp8/A0cDx0XEXV181szMzMzMzGwgJK0B/BZYh4mrQ1CxfCITfT6/3n8Bz4+I//ayAknHA3tWLD4hIqqWmdkM1UrE3Q94JbBC1px7S7fV6OYDpwNzgRMj4sF+x2rTi6StgLPzTbnn+X3iPNI++jfANcBNwIuBz1JejfXJrefLAMsBy7fatiFdD1+psI78+h8FPgN8ryTkhyLiph6/pvWBE+psupJ0DvBMOieznQe8NSIuHFAMGwNfI20jy+LIXp8TEc8aRAxmZmZmZmZmZmYziRPqzMzMhoSkxwMvA3Ym3SxbqvCWye60y25q30waIHEKcEpEXDfJvs3MzMzMzMz6TtJywLHAc5m4Kk4/z5eL6zoVeFVE3D7JdViNJJ3RdAw1i4jYqekgbGokrQy8mpRIt2HWnHtLt0l0AFcCRwFHR8T1/Y3UpjNJfwK2YnzCRv539ijwVeDjEXFv4bPFBKuuE5EkPQN4J7AHMJv233sAvwD2iYj7JvPdrL8mSKibbgMPnFA3Q0jaETiNzklsnwE+FDUMsJH0MeAjHeIJ4DkR8ftBx2JmZmZmZmZmZjadOaHOzMxsCEmaBWwGbAxsADwVeAKwKmk234kEcDdwG3At8F/gKuDvwIURccMAwjYzMzMzMzPrK0nvBD4BLMnEiXVTUez7PuCjEfGlPq/HBkjSfKbfYP4qHuQ/wiTNBnYlJdE9D1iY6iQ6KE9wytruBo4H5kbEuX0P1qY9SdsCf6Q8mU7APcCLIuKsis9POqEu18eqwOHA7pQn1f0VeGFE3Nr9N7NBmEEV6jLe184Ako4FXkH7djDbBr0nIr5Yc0xvAw7rENNxEfHqOmMyMzMzMzMzMzObbpxQZ2ZmNmIkLQosC8wBFiPN3PsY8HDrcR9wZ0TMbypGMzMzMzMzs36R9DjgU8A+tFevWfC2Hrut6uMR4Iek6hOejGbE5BLqpvsA/56TVWw4SNqclES3F7B81px7S7fV6OYDpwNzgRMj4sF+x2ozh6QfAK9ifKIGrecPAzt0StbsR0Jdrq99SQkkS+WbW38vBbZxpbpmdfr3Bo5uMLSBiYj9m47BBkfS4sAtpHtu0P67PjIi3tRQbF8H3kz59vk+YOWIeKCJ2MzMzMzMzMzMzKYDJ9SZmZmZmZmZmZmZ2dCTtBrwf6RB/0/KLZrsRe58Est1pES6b0TE/ybZnzXMFepsGElahZQQvC/w1Kw595Zuk+gArgSOAo6OiOv7HKrNQJIWBm5jLIGtmEjy6Yj4yAR99C2hrtXfpsApwAr55la/v46IF/fap/VPv/+9zZomaWfSNqcsae1/wLpNJa1JWgy4Anh8LqZ8nM+PiFObiM3MzMzMzMzMzGw6WLjpAMzMzMzMzMzMzMzMJtKqGPdB4IOSngHsDGwPbML4QffduAO4GPgjcGpE/LlvgdowmAkV6myISZoNvISURPdcYBbVSXRQnkiXtd0NHA/M7VQlzGyStgKWpj2RBFIiySfrDigiLpK0G3AGsEjWTIpvF0n7RcTcuuMys2lr25K2bHt4SJMV4CLiQUmHAN+k/PjvWYAT6sxsqEh6HLABKRl4VdL1msWARUmVth8kVdm8BbgR+A9wmStumpmZmZmZWROcUGdmZmZmZmZmZmZmIyUi/gL8Bfg0LKgAtRawGrAysDhpsBbAQ8D9jA3Wuioibqw7ZjObGSR9HdgLWDZryi2uqkZXbJ8PnAbMBU6MiAcHEasZsEVJW5ZIMjciHqk5HgAi4lxJHwY+z9j/H1lS3Rck/Swi7mkiNjObdjbMPc/vjx8Cjq45ljLHAF8mndsUk+o2qj8cM7PxJK0D7ALsAGwNLDeJbkLSv0mTHp0BnBQR9/UvSjMzMzMzM7NyTqgzMzMzMzMzMzMzs5EWETcDNzcdhw01V3WzuryZscQf6D6JDuBK4Cjg6Ii4fpBBmrVs0mHZ9+sKosKXgNcBaxfalwf2B75ae0RmNh09ufA6Syo+OyLubyCecSLifklnkapzF48dirGbmdVC0uKk47HXMv54crLV4gWsQzruex3woKSTgG9ExB+nEKqZmZmZmZlZRws1HYCZmZmZmZmZmZmZmdmAaZo9bPjlk+ayf7eytnnAkcA2EbFeRHzGyXRWozVzz/OJGjdGxNVT7VzSpO9FR8R84FDaqzwKeMsUQzMzyzyO8okXLq45jk4uLrzO4l215jjMbIaTtKikDwLXkSY32JTx56kxxUfWzxxgT+AMSedL2rGmr2hmZmZmZmYzjCvUmZmZmZmZmZmZmVljJK0LrFKxeF5EXFxjODa95BOX7gKOB04EHmwqIJtRiomP+ap184HTgLnAiRHh36Q1ZXXaKx4FcGGf+l8YeHgKnz8O+Bowu9C+tqS1I+JfU+jbzAxgiYr2YUpur4qlKnYzs76T9Hzg28DjaZ/wYNxbJ9F9FP7m+9kcOFXSL4E3RsQtk+jfzMzMzMzMrJQT6szMzMzMzMzMzMysSYcBO1cs+yDDVR3CRks2AC+AZYDXAy8nJdbNjYg/NxWYzShliZ1HA/9rta8sjXbRwYi4tukYbNKWrWj/Zw99lFV2yizBFBLqIuJeSecB25as57mAE+rMbKrmVLTfX2sUnT1Q0b5orVGY2YwkaRbwFVKF4Pw59oK39GM1hddllb1fDGwt6TURcUof1mlmZmZmZmbmhDozMzMzMzMzMzMza9RalA/AepQ0+7nZVOV/X8uSEuteL+lKUoWwYyLihgbispkh//vLEjtf31AsgxD4fuMoq0okubuHPh7psGwJ4M4e+ipzCSmhrmjTKfZrZgYpWW3xkvaytqZUxfJQrVGY2YwjaWngZ8COjFUyXrC45COdJlroapUlfecT61YCTpL0joj4xhTXZWZmZmZmZsZCTQdgZmZmZmZmZmZmZjPaSozNPp5//DkipjoI32am/Gz2xbZgbIb7dYFDgGsk/VbSKyS50ocNkqbpw0bXrIr2XhLqOiV0rNhDP1WuqWhftw99m5ndV9H+hFqj6OzxFe1VsZuZTZmkJYDf0p5MVzwHyJ9r55dP5nyi2Fe+v6x9FnC4pHdO/VuamZmZmZnZTOcZI83MzMzMzMzMzMysSUsUXmcDpS6uPxQbcScCuwCLtF6XzZ5fNjhvFrBz6zFP0nHAURHx58GGazPQVCs2DBsn042+e0mVE4vm99hHlVV6C6er/rPE6Cf1oW8zsxuBlWnfR29SfyiVNim8zva/N9Ych5nNEJJEqkz3TMZPTJNXdr59L/A3UoXhS0jbqXm5x2xg6dxjHWDj1mNtxgoDlK1ThfYvSroxIn48tW9rZmZmZmZmM5kT6szMzMzMzMzMzMysSQ/QnlQH1RVpzEpFxB6SlgdeDewLbJYtYuLkuqxtGeANwBsk/QuYCxwTEdcPMHSbOaZTAtp0Sw6cqeZRnlBX1lbl1g7L1uwtnFKLVLQv2Ye+zcyuIiVyZLJEjW0kLRERjVaBk7Q4sA3l1Zevqj8iM5shPgg8l/bz5Uy+/V7gF8CPgN9FxGOTWaGkFYG9gFeSEvmKVfGgPanuCEkXRMR/JrNOMzMzMzMzs4UmfouZmZnNZJLWkvSaskfTsZmZmZmZmdm0UFXZ5p5ao7BpISLuiIjDI+LpwEbAl0nJHqI9ka6sLd++DvBp4GpJp0jaS9KitX0ZM7PBm0d5omcvCXU3d1i2Tm/hlFquor0sGd/MrFd/zz3Pbw8XAYbhPtjewGKt58Xt9aU1x2JmM4CktYEPU55Mlz9nfhj4LLBaROwTEb+ZbDIdQETcFhFfi4htgE2BPzD+fH1BiLnnSwHfmuw6zczMzMzMzJxQZ2ZmZhPZHvh+xcPMzMzMzMxsqm6hfDD/wnUHYtNLRPwjIt4FrA7sBpwIPMJYwlyxQl1Vct0s4DnAD4GbJH1L0lZ1fQ8bWTHNHzY9VFXf7CWh7jrSgGpo/21s3nNE7dauaH+oD32bmZ1d0pYdA35A0pya41mgNZHDB6je7/6pxnDMbOb4PDC79byYTJe1nQqsHxEfiIiqSZImLSIujYgdgT2A2wrrz2LIXu8o6QX9jsHMzMzMzMxmBifUmZmZWTdU8jAzMzMzMzPrhysq2qsq0pj1JCIei4hfRcQewGrAO4GLKU+io6I9a1sGeD1wtqR/SnqfpNXr+B5mZgPwz4r2NbvtICIC+HexmbTN3ELSYu2f6sk2lCeT3D7Ffs3MICWl3d96nm27MquRqh035fPAE1vP88kjkGIuSwY0M5s0SWsCu9J+7JXfPh4OPD8irh50PBFxIvB04MpcHGUOGnQsZmZmZmZmNj15hl8zMzPrVnHWNzMzMzMzM7N+uKyifa1ao7AZISLuAL4KfFXSRsBrgVcCK2dvYXxiXbEt374O8Gngk5LOAOYCJ0bEgwP7AjYKrsUV3Gx0FBPqssHSG/fYzwXAU3Ofz/4fWBR4PvDzyQQnaUtgjUK/2TbYCXVmNmURcb+kk4CXM/4YMNvevF7SFRFRa2KdpDcCb6M9yS+L7VcR8UCdMZnZjLAfaXL+/LYnfxx2RES8o86AIuI6STsA5wGPZ/yEN9nzHSU9KSKuqTM2MzMzMzMzG31OqDMzM7NeFGfANDMzMzMzM5uq04GPFtoEbNlALDaDRMTfgAMlHQzsAuwPvBCYnb0l9/ZOyXWzgOe0HvMkHQ8cFRHnDDB8G1IRsUbTMZj14PLc8/y131UkrRAR3SatnQO8pmLZW5hkQh1wcEV7AFdNsk8zs6IjSAl1eflEjUMlLRsRxXOWgZD0HuAQOt+PO7KOWMxsxtml8DqfTHcxKdG3dhFxk6S9GKvMWUw2hnQu/81aAzMzMzMzM7ORt1DTAZiZmZmZmZmZmZnZjHYucHfudTZwdD1Ja9Qfjs00EfFYRPwyIl4KrA4cBFzC2Kz30F65rtietS0DvA44S9IVkt4v6fH1fBMzs55dADzSel5M3Ni0h35+U3idT0TZSdLLeg1M0p7AHpQPmAb4Q699mpmViYgzgL9kL3OL8tuyD0k6W1KvFTy7Jml9SacBn2FsLE9Zhag/R8TvBxWHmc1MkhYnHf9VJfO+PSIerTGkcSLiXOBoyo8LAbapMRwzMzMzMzObJpxQZ2ZmZmZmZmZmZmaNiYjHgGMoHxT12prDsRkuIm6LiK9ExKakwYSHA7fTOYku35ZvXxv4FHC1pN9JeqWkxWr7MmZmE4iI+4HzKd8Hv6CHfq4jJeflq9zB2Dbxu5I277Y/STsD36dzdSYnk5hZP70797wqqW5r4AJJ35S0Ub9WLGk9SYeRqj/tUFhnMZ4oxGpm1i/rMbbdKW6Hzo+IPzUS1XiHVrQL2KDOQMzMzMzMzGx6cEKdmZmZmZmZmZmZmTXtcGB+7nU2cOvtklZqJiSb6SLikoh4B7AasDvwS+BRxhLmJqpal/2OFwJ2An4A3CTp25K2rut7mJlNoJiYlm27duuxnyMLr/PbxCWBP0l6r6QlqjqQtJSkzwK/ArL3FaszAVwWEZf3GJ+ZWaWIOAs4gvIE43yy8CzgDcDFki6W9G5JW7UqO3VF0hxJW0o6SNIFwD+AtwKzaU9MLsbwrYg4p+svZmbWvarK6gH8tM5AqkTEP4ArspeFv6vXH5GZmZmZmZmNOkV0mtjPzMzMZjpJB5AGQ2QDFhb8jYhZTcZmZmZmZmZm04ekw4H/Y3yCUgC/jIiXNhaYWU4rwXMf4DXA01rNxRstZdVE8oOzs/b/AHOBY1rVnczMaidpR+A0Sq7/AptGxKVd9jMH+DfwuKwptzjf54PAb4HLgJuAx4CVgS2AHYHFCnGU9fGaiPhhj1/V+qBwv2BBM75fYNNAq5LwWcDmtG+DYPx5SrEtSNvAfwN3A/NajwCWAZZuPdYiVTFeqENfZW2QKoFuGxEP9/K9zMy6IenVwDGUHxNuHRHnNRjeApKOBA6g/VjkoYiY00xUZmZmZmZmNqqcUGdmZmYdOaHOzMzMzMzM6iBpaeBvjJ8VPTsPPTQi3ttIYGYVJG0K7A/sBazYai5LoqtKuMuWBalC1PeBn3qQtJnVSdIsUmLb8vlm0rbpsxHxwR76egPwLcqT4aB6u0jF8rL3/xtYPyLylW2tJrn7BUW+X2DTgqTVSEl1a2RNhbdUTZhQtrx0FRN8pmrb+W/g2RFx0wT9m5lNiqS9gaMpT6hbKSLuaDC8BSS9B/gs7dvOhyNisWaiMjMzMzMzs1G10MRvMTMzMzMzMzMzMzMbrIiYB+wK3JdvJg2MOljSkZKWaCQ4sxIRcVFEvB1YDdgTOIlUaUmMDTzMD4TOJ4ZkD5Hu1exEqgbwrLriNzMDiIjHgJ9RXg3uTb3seyPiCOAPjG0DM8Xtnyoexe0mhdcPA69yMl2jfg3sUPLYscmgzPolIm4AtiMlsBW3S1C+zSoe23V6TPSZBaHk1vdPYDsn05nZgN3TYdndtUUxsapYOsVvZmZmZmZmVsoJdWZmZmZmZmZmZmY2FCLiUuDFjB8IlQ0yfS3wD0kvaCI2syoR8WhEnBARLyZVWHw3qdpiWRIdHdrNzJpybO55fhu1LPC6Hvt6JXBt63lZEkrWXvYovi//2QDeEREX9hiP9VFE3BQRfyx7NB2bWb9ExP+AZ5ASSDsds1UlwnV6dPpscT0CfgE8MyJunPw3MjPrSqcKdMNUhbYqlqGooGdmZmZmZmajxQl1ZmZmZmZmZmZmZjY0IuIPwLOBaxg/gFXAE4GTJF0g6S2Slm0kSLMKEXFLRHwxIjYGng58A7iT8kHTZYOozcyacCZwGvAX4Lzc4y/AVr10FBE3Azszth/vlERS9ljQFWP7f4CPtCrgmZkNXETcHRG7Av8HzGPiyRAm2rZVbesWrJLxiXR3AW+MiJe2KnmbmQ3aPzssW7G2KCa2QuF1drx5RQOxmJmZmZnZJEjaX9KSTcdhBqAIT3xqZmZm1SQdABzJ2OCFBX8jYphmozOzaU7SbGA1YGlgDrAoucEHEXFmQ6GZmZkNPUmLRsRDTcfRLUkrAXMjYpemY7F6SHpiSfNSwBeA59M+EJ9W26PAP4ALgb+SKuLcTRr0Og+YP6CQUwAR1078LpvpWucyuwH7As9jbEb9YsJoADtHxBm1B2lm1mfZ8RzwAqqTT/Kq3nMn8IaI+FlfAzQz65KklYEPkip2zmk1d7Ndq9Lps/cD3wY+GxG39hKnmdlUSbqZ8clz2XnqcyPi9GaiGk/SscArGJ+EHKTt5gcbC8zMzMzMzLomaT7pGsgJwNERcVrDIdkM5oQ6MzOzPpF0VdMxDMiSpAvnTqgzs9pIWgLYEdgO2ATYEFipw0ciIhauITQzM7ORJOlS4OUR0Wm26aEgaQfgh8AqPueYOVo3TqouVher1RTb8u118jGodU3SU4H9gf2A5bPm1l8n1JnZtCVpD+DDwNNyzZ322/mkku8BH4+I2wcUnplZ1yStSDqe2xvYqLC41/OR4vnMxcAxpEFk3uaZWSMk/QB4FUOcrCbpRmDlfBMpxudExO+bicrMzMzMzHrRui8MY+ceNwBHA8eMwngGm16cUGdmZtYnucF/3c5AOaqcUGdmAyFJwK7Aa0lVSGbnF0/w8Z62SZKeCbywYvGfI+LkbvsyMzMbBblZ3t4WEd9vOp4ykhYCPg68j1S9yeccM0juxkm3yirW1c2/UetI0nKkwYj7ApvnFxXe6oQ6M5v2JD2dVK1zW2B92idOehS4BjgfOAX4eUTcXWuQZmZdkrQmsDNpm7YxsC7jr2d38gjwT+AS4Ezg1Ii4ZhBxmpn1QtKewPG0X3O5GlgrGh5kKGln0nFiMb47gZUj4rFGAjMzMzMzs55UjLXOjvPPB+YCP46IO2sOzWYgJ9SZmZn1yQSz6Y+64oGrE+rMrK8k7QV8hDTwAHqrONLzNknSKsB/gUVLFv87ItYtaTczMxtZhVnejgPeGBH3NhjSOJIeDxwLbE2uYpPPOWaOHirUFTV1Hu7zYivVSg5+AakS3YuARehighCcUGdmM4ykOcBSpO3kA8CdEdFrgr2Z2VCQNAtYFVgNWBGYAyzWWvwgaTt3G2nG9Rud9GFmw0jSbOAq0rZsQTPpXHXfiPhBI4FlgUh/AJ5NewW9QyPivU3FZWZmZmZmvam4L7xgjEDr78PAScBRwG98LcUGxQl1ZmZmfeKEOjOz3kl6MnAksD3ls86Me3tJ26S3SZIOB/6vos9tI+KcXvozMzMbZoVZ3gL4D7BXRPy10cAASbsB3wWWYyw+n3PMMCNW9d2/UWsjaUNSEt2rgZWz5txbyqoqFtucUGdmZmZmZmaNkXQg8EXaz1dvAjaOiFsbims/4Hslcd0PrB0RNzYRl5mZmZmZ9a7kvnDZPbR8+63AD4GjI+KSwUdoM4kT6szMzPpkxAb/TYUHDppZX0jaFTgaWJqJT5CrTCWhbm3gn8XmVp9HRsSbeunPzMxsmBUmAMn2sQ8D742IwxqKaRHSAJ230H4s4HOOGWbEzql9XmwASFqelEC3H7BJ1px7y0RJdPn2K0mzbH49Iub1NVAzMzMzMzOzLrQqbl4APC3fTDqXPRt4fkQ8UHNMzwROZ6zyZz6m90TEF+uMx8zMzMzMpmaC+8ITJdf9DZgL/CgibhlIgDajOKHOzMysT0Zs8N9UeOCgmU2ZpDcBXwMWajUVB/jn29o+XnjPpLdJkn4HPIf2k/G7gJUj4tFe+zQzMxtGJRXqyD3/NbBfRNxRYzzrAMcBG1fE5HOOGWYEq777NzpDtQYX7gLs2/o7m87nMZ0mD7kbOB6YGxHn9j9aMzMzMzMzs95I2oiUPLdkvpl0XnsWsEdE3F5TLM8BfgIsQ/v59hnAc8ODH83MzMzMRkrFfeHiuOtOywN4DDiFNFnlLyPi4b4GaTOGE+rMzMz6pIdZE0ZR35JXzMwkHQAcQfvg+UwvVeqmmlC3D+nEOp9gkP3dISLO7LVPMzOzYVRyvlJMYLseeHVEnFVDLPsChwNLUH484HOOGaj1Gx01/o3OIJI2JiXRvQpYKWvOvaXbanTzSTPrzwVOjIgH+x6smZmZmZmZ2RRI2hk4CVg430w6z/0fcGBEnDDA9S8FfAR4RyuG4jn3xcCzI+LeQcVgZmZmZmaDIemzpPttj2819ZJcV3Zv7i7SZL5HR8R5fQrTZggn1JmZmfWJK9SZmU1M0jakGSNnUz54nlzbw8D5pNkurwFuB7YCDqQkAW6SCXVLALcCixbWHcCnI+IjvfZpZmY2jCrOV4r74seATwCfGsTMzq397jeBV9OePFcW0z0RsUy/47Dh1Eq0HDkRcVTTMdjgSFqRtM3aD3ha1px7S7dJdABXkibzODoiru9vpGZmZmZmZmb9JWknUnW4ZSm/p3cW8IGIOKeP61wceA3wMdJkNvnJuLL1/4FUJe/Ofq3XzMzMzMzqJUnAjqR7cC8hTcYLE0/EP1Fy3ZWkSS1/GBH/60OoNs05oc7MzKxPJM1j7KCuWOXoTNJF31G0C3AwfUpeMbOZqzWI/jLgCVQn0wm4CjgUOCoiHij0cQBwJH3cJkk6GXh+IYYAzouIrSfTp5mZ2bCRdB2wOp2rw2b7wD+SqtXd2Mf1b0qaFe4pjB8IUxXHRcBeEfGvfsVgZtYNSQsDLyLdwHsBaSb8qiQ6aD+nybfdDRwPzI2Ic/serJmZmZmZmdkASVoHOAbYgvbz3uz11aTrficCl0bEwz2uY0VgG2AvYFdgDuX3D+cDXwbeHxGP9vpdzMzMzMxsOLXGFL4M2AfYnvaJNaBz1bri8mg9ziAl151YHINolnFCnZmZWZ9I+iOwLeOTPGg9vzIi1msqtqkYRPKKmc1Mkr7IWHU5aN9WPgZ8CPhCRMyv6GMQCXVvB75C+43AR4HlI+LeyfRrZmY2TCQtR6qM9CImTmYDuA3YNyJ+04d1vwP4LLAI3SXTHQ68u9fBN2ZmU9FK/N0PeCWwQtace0u31ejmA6czdoPuwX7HamZmZmZmZjYIkl5T0rww8FZgEyauBvEYcAVwKXADMK/1uAeYDSwNLAUsA6wNbAw8rqTP4nrmA98GzuvxK3UtIo4eVN9mZmZmZtYdSU8gVa3eB1in1TzZ5Lqs/V5S9e2jI+LMPoVq04QT6szMzPpE0qHAQZQn1M0HlouIexoKb9KcUGdm/SBpFeC/wKJZE+O3k7cDL4mIP03QzyAS6jYDLijrE3iWK0mYmdl0IumdpOS22VlTbnFZBdkvMclZnyUtD3yflMTXTSLdHcD+EfGrXtdlZjYZklYGXk1KpNswa869pdskOoArSYnLR0fE9f2N1MzMzMzMzGzwJM2n/bx3weLC66rkuuKyjqvsss+BD3D02AczMzMzs+EiaUvSPbyXA8u1mjudh3RanrVfQ7qfd0xEXNWfSG2ULdR0AGZmZtPIBYXXKjzfvMZYzMyGzduAxVrPiwPqHwJeOlEy3QBdAmRVI4o35EayuqiZmVmViPgKsA1wFWP75Px+Od8m0qQhf5K0Zi/rkbQtcDHdJ9OdBWzsZDozGzRJsyXtLumXwHXAocBGtG8Dq7aN+bZ5pAk/tomI9SLiM06mMzMzMzMzs2lAJY+q90D1ufREj+jw2Yni6efDzMzMzMyGTEScFxFvBlYFXgb8ilQVu+qeHow/xs8vz9rXAD4C/EvSmZJeK2mpwX8bG1ZOqDMzM+uf8ydY/vRaojAzG06vprySQwBvj4iz6w8piYjHgH9RfsPMCXVmZjbtRMSFwKbAsZRXXMq3CdgCuEjSyyfqW8lHgNOBx1OeTJe/aB3AJ4AdnIRiZoMkaXNJhwM3AD8BdiFV6yxum6D8ZlvWHsCppHOcVSPija5qbWZmZmZmZtNMMdGtU4W4YmJa2WerHsXPVyW39dJnrw8zMzMzMxtiEfFwRPwsInYDVgMOBC6i+0k+isuz9m1IE2feJOkHkp4ryRNuzDBOqDMzM+uTiPgPcFf2suQtTqgzsxlJ0ubAk7KXjJ2YAvw9Io5sJLDxrqhod0KdmZlNSxFxb0S8Gngd8EDWnHtLcVa3pYFjJR0haTFKSFoVOAP4KLAw7Rek8+sQcD2wY0R8LCLm9+u7mZllJK0i6WBJfwP+ArwFWIHymSs7JdGJNAnHB4EnRcTzIuLYiHgQMzMzMzMzs+lnslXcBlUdzpXpzMzMzMyMiLgtIg6LiM2BjYAvAjcyueS6rG0O8ErgN8B1kj4jaf0avo4NgYWbDsDMzGyauQB4DuMHouarOpiZzUTbVrQH8PE6A+nghpI2kWa1MTMzm7Yi4nuSzgV+DGxIezW5fMKJgAOArSS9IiIuy/qRtAvwfcYSVYr9UGj7NbBfRNze9y9lZjOapNnAS4B9gecCsyjfFi34SEl71nY3cDww11XozMxA0uOAjUkTED0eWBlYBlgUWIT6BiVHROxU07rMzMzMzMzMzMzMbMhExD+Ad0t6L7Az6d7gbqQEOWhPqsv/hfJ7g6sB7wHeI+lCYC5wXETc0fcvYEPBCXVmZmb9lSXUZfIDSdeQtFxE3Fl/WGZmjconFOdPRB8CTq45lio3F15nSQNLNxCLmZlZrSLicklbAIcBb2B8Ah20J9VtAJwv6R2kC8hfAN5Oe1JK2euHgfdFxFcG9HXMbAaT9HVgL2DZrCm3uOymWJS0zwdOI23fTnQVOjOb6SRtD7wMeB6wZqPBJPlr7mZmZmY2GD7eMjMzMzOzkRAR84FTgFMkLQW8HHgN8CzGj3XIFJPrqpY/Hdgc+JKkkyJiz8F8A2uSE+rMzMz66/wJlj8dOLWOQMzMhshahdfZieqZQzQ49d6K9qVqjcLMzKwhEfEQ8CZJpwNHkJLK84lw+YvJIs3q9m3gU8BKdFeV7t/AXhHx1wF9DTOzNzM+IbjbJDqAK4GjgKMj4vpBBmlmNgokvRZ4N7BO1tRgOBkP7DYzMzMbvGE47jMzMzMzM+tZRNwDfBf4rqQ1SFXr9mZs/GLZfcLi+IbiOIlFgJcOLmprkhPqzMzM+uuCCZY7oc7MZqInUj7g6fK6A+mgKrHPCXVmZjajRMRPJF0AHAs8g+pqddnzlbOP5tooafsh8OaIqEpiNzPrp6pEumLb3cDxwNyIOLeOwMzMhp2kDYGjgY2prvRpZmZmZtPTMFQkNjMzMzMzm7KIuBr4OPBxSduQkuteBiyTvYX2cQ5V4x1smnJCnZmZWR9FxHWSbgVWZPyg08zT64/KzKxxS1a031JrFJ3NqWhfrNYozMzMhkBE/FfSs4DPAAdlzbQn1ZUlp8D4C8v3AW+NiKMGF7GZWZvi9Zj8Nmw+cBowFzhxiKpmm5k1TtIrgO+RrofkJ1JY8JbagxrPSX1mZmZmAxQR1zQdg5mZmZmZWb9FxJ+AP0l6G7Ab8BrgecCs7C2tv/lr4GXXyG2acUKdmZlZ/50PvJDxB1LZwK0tGomof3xwaGaTUZWsdketUXS2fEW7B9eamdmMFBGPAu+WdDqpQklx0pB8xadiMl32+hLgFRFx5eAjNjMrlb/5dRepGt3RwP9a7StLTeeGTE1EXNt0DGY2PUjaG/g+nQcQFPl6sZmZmZmZmZmZmZmNhIh4iHS/8HhJKwN7k5LrntZoYNYYJ9SZmZn13wWkhDpoH1CwuqSVIuLWmmPqh9EeYWZmTXqY8kpvS9cdSAfLVbTfX2sUZmZmQyYifivpacBfgNVpT6ArS6YL4OvAwRHxcF2xmpmVyG+jlgFe33pMF4Hv85hZH0h6BvAdUjJdp0S6qgQ6Xzs2MzMzMzMzMzMzs5EREbcAXwK+JGkr0qSca9E+JsKmMd9oNTMz67/zc8/zVRsyWwAn1xfOlF0JHNV0EGY20u6jPKGuqipcE1araL+91ijMzMyGjKSlgMOAx9PbhePAFUvMbLj4xpeZWQlJs0mV6RahOpmuqv0W4G7gHuBefPxnZmZmZmZmZmZmZiNC0vakCnV7AEviZLoZxwl1ZmZm/Xc+cCnVgwdWqTGWKYuIs4Czmo7DzEbabcAKJe2PqzuQDrZm/HY7q65zTTPhmJmZNU/S04HjgDWzpok+wtgF5rcC20jaKyL+PbgobbqQ9JqmY5iMiDi66Risa9MtycM388ysX/YH1qc8aa7YdjFwLPBn4NKIuLuOAM3MzMzMzMzMzMzM+kHS2qQkur2BJ2bNzUVkTXJCnZmZWZ+1ygBv0nQcZmZD5L/AeowNwsoG2m/dWEQ5kp4CrMpYXPmBtlc1EpSZmVnDJB0EHEKqVALlM7GVDbrOJ9VtBvxV0lsi4gcDDNemh7mMZsKTE+pGx3S6ETaK/6+Y2fA6iImT6f4IvCMiLq0zMDMzMzMzMzMzMzOzqZK0LLAXKZFuy6w595aya+Q2AzihzszMzMzMBu1fwAtaz/MJa0+RtEpE3NxMWAvs3GHZX2uLwszMbAhIWgE4irTvzu+3O11MLr7Of25J4ChJOwNviYj7BhG3TSujdJPCSU1mZjbSJG0GrMP4yRPyx3ZBSqQ7vIHwzMzMzMzMzMzMzMwmRdIs4IWkJLoXMTaZcPFaOIV2KpbbNLRQ0wGYmZmZmdm09+cOy15aWxTV3kb1CfBf6gzEzMysSZKeDVxM98l0vwHOo/yCc75NwN7AhZI27nvgNt3EiDxsuDX9+/Dvz8xGxXMq2rNjwbc7mc7MzMzMzMzMzMzMRoWkzSR9BbgB+DmwO7Ao6bp3du07P+4he0D7/bis/V+Djtua4YQ6MzMzMzMbtLNL2rLB9e+S1FgVEkm7AutlLxk/OPWmiPhb/VGZmZnVS8lHgdOB1SlPpssuGgt4FHh3ROwCbAt8Mdddp6S6dYA/S3rbIL6HTRsagYeZmdl0sWXhdXbcFsAZEfH1+kMyMzMzMzMzMzMzM+uepFUlvVvS34DzSRPsr0R7El1Qft+3LMluHnAk8KyIWA+blhZuOgAzMzMzM5veIuJ/ki4ENmf8wCyAJwOvBn5Qd1ySFgM+XbaIFN8v6o3IzMysfpJWBX4EPJvuqtL9F9grIs4HiIhHgXdLOg04CliZ9gvN+T4WBb4iaSdg/4i4s+9fysxmsmtxBTczs148pcOy99YWhZmZmZmZmZmZmZlZD1pj/3YHXgPsRCo2VjbOYcFHCq/Llj8GnEoa+/DziHiobwHbUHJCnZmZmZmZ1eHHpIS6vCy57nBJZ0fE1TXH9A1gw1wcRbUn+ZmZmdVJ0guAucCKdJdM91PgdRExr9hXRJwiaRPgh8AOjJ/dLft8vm1X4GJJr46Ismq2NnM1lQzVqfKcE7RGRESs0XQMZmYjZnXG9nP5/d21EfHXBuIxMzMzMzMzMzMzM6skaTtSEt0ewFJZc+4t+Wvd3STRAVxGSqI7JiJu6lOoNgIWajoAMzMzMzObEb4L3Nd6XkxgWwY4XtJSbZ8aEEnvBPYrxJKvnndRRJxTVzxmZmZ1kjRL0heAXwErUZ5Ml09+ewh4c0S8vCyZLtO6sPwc4CPA/Fw/C1adaxPwBOD3kj4sqVMyk80caugBY7/5suS5qs+YmZmNuiUKr7PjwtMaiMXMzMzMzMzMzMzMrI2kp0j6hKSrgDNI4/6WZuzebf5eb9k93fx94GzZHcDXgC0iYsOI+IKT6f6fvfsOl6as7z/+/j7PQ2/SO4oIUqRZQEWwIMEKKhFiDyT6M/aokUSNGKMY0VhiiRHUWBGjYkGxRUVQrBRRmoIBRJAqnYf2/f0xO5zZ2Z09Z8/ZnT3l/bquuc7uPbP3/V19uHZ35v7MvfS4Qp0kSZKkscvM6yPiI8Df0/3jtHz8EODUiHhSZv5xXHVExDLgvcBLGbzSyNvHVYMkSZMUEfcDPgc8jJmtSnc+cFhmnjOT/jMzgbdGxA8oVqvbmt4T09UxlgNvBh4bEc8d5/cAzXvbtjTOasCGwAbAVsAjgX2A+3f21y+mJPB+iu+QrlQnSVpsmm6+enmrVUiSJEmSJEmSVBER6wF/RbEa3cPL5sohTavN9dtf7rsT+AbFanRfz8w7R1OtFqoo5rhIkiRJ0nhFxH0oJuVvXDZ1/lZXifsj8JrMPKGhj78Bjq285t6/mbl8mvH3BN4N7Fd7bbWGBH6cmfsO+fYkSZr3IuIvKT5Hyzu1TRem+2/gZZl56yzHWx/4OHDQDMYCuAY4PDO/PpvxpLmIiF2B11BclFmV3lDdScCzM/OW/j1IkrTwRMTVFCHze5soPvdenpkfmkxVkiRJkiRJkqSlKCKWA0+kCNE9heJmqdB7415q7Uyz/0yKEN1nMvPa0VSrxcBAnSRJkqTWRMSzgU/THWaD3gnLPwGOAU7OzDsqrx86UBcRewGvA55eG6P+QzuA24G9MvPXs3+XkiTNPxHxn8CL6P/5V39+M/CSzPz0iMZ+OcXn+qq1MZvqeB9wpHeD0yRExNbApyhuwlD/jvoL4EleZJEkLRYRcT6wfbWJ4jPvtZn5nslUJUmSpGFFxPNnclxmfnIU/cw3070vSZIkSfNbROwBvAB4Fr0364f+q80xzf4rgc8An3AuoJoYqJMkSZLUqoj4L+CFTB+qg2JC/9cpJi+fCzwE+FcaAnWdpd7vTzEZ7ADgScBmlX6h/7hlX6/MzA+M5I1KkjSPRMQ9NJ9krn4GnwUclpm/HfH4ewAnUHxGT7daXQJnAH+VmReNsg5pJiIigDcBR9H77/VMYN/ZrtwoSdJ8EhEnAgfT+13smMz8p4kVJkmSpKH0OffXV9PNKYftZ76Z7n1JkiRJmn8iYjPguRSr0e1SNlcOmU2IbiXwFYrV6L6VmfeMplotVgbqJEmSJLUqIlYFvgk8hsGhunobDfvKyV43AOtNc+ygvj+amS+apnxJkhak2mSYps/HDwKvqa4OO+Ia1gL+k+Kk+HS1ANyYmfcZRy3STETEvwJvoDdkcFJmHjyxwiRJGpGIeDNFiLz+WffJzDx8UnVJkiRpOJVzf/0mmZZyiEDdoH7mm2nflyRJkqT5IyL+imI1uscDy5j5PMFB+39CEaL7XGbeMKJStQQYqJMkSZLUuohYkyJU9yimD7rN5aLdoH6q434RODT9gSRJWqT6TIapfg5eD/xNZn65pVpeALwfWKtSQ1XXCrRt1CQ1iYjjgcPoDRr8XWZ+ZGKFSZI0AhHxcODH9J4/uTgzHzCZqiRJkjSsGawsN6NzbQtwhTrPIUqSJEkLTMONPGYyx6++/zLgU8AnMvO3Iy1SS4aBOkmSJEkTERGrAR8DnkX/UB30v2jXFLBr+nEzaMn3AI6lmBDtEu+SpEWrdlK6+jl4OvCszLy05Xp2AE4Adqf3e4CBOs0bEbE58FtgjWozxerID8jMaydSmCRJIxIRfwA2rzZRfB/bKTMvnExVkiRJGsY0K8vN+FzbAluhznOIkiRJ0gLUcCOPQfP7qvtvAb5EsRrd9715vuZq2aQLkCRJkrQ0ZebKzHwO8PfAbUxN2Co3Om31bZDpji/7DuB24KWZ+f8M00mSlpDqhJh3APu1HaYD6EzO3hv4EN1BOmleycwrgPfR+71yXeDl7VckSdLIfYD+51ue03YhkiRJkiRJkqQlpT6/r9/cQYBTgCOAzTLzBZn5PcN0GgVXqJMkSZI0cRGxHfB+4AmdppnchWam+t2t5vvAyzLzvDn0K0nSglG7u/RVwPMz89uTraoQEU8DPgqsT/eJce8urXmhs6Li+fR+r7yG4qKNN2eQJC1YEbEucDHFd7F7mynu9Lt9Zl45kcIkSZI0Yw0rPHQdwnAr1C0UnkOUJEmSFpg+K2M3zRO8CPgk8MnMvKSl8rTEuEKdJEmSpInLzIsy80nAo4CvA/fQfQeanMNGpa8fAwdl5v6G6SRJS1AA3wN2ny9hOoDM/DKwJ8Xn9FxC9NJYdFZU/H2fXRsC+7ZcjiRJI5WZNwKvofd72JrAu9qvSJIkSbMUA7ZR9TPfNkmSJEkLV7+5fTcBxwH7Zub2mfmvhuk0Tq5QJ0mSJGneiYgtgecCTwYeAfS7s2S/HzP9Lp5dDHwZ+ExmnjmqGiVJWkgi4k7gKODtOU9PCEbEMuBfgSMpbgTm3aU1b0TEx4EXUFtFEfi3zHzDxAqTJGlEIuJLwNPo/ax7a2YeNam6JEmSNL2IuO9MjptuIupM+5lvnGArSZIkLRy1lbGD4sb73wU+AZyYmbdPqjYtPQbqJEmSJM1rEbEO8FCKlWt2BLYGtgDWAdYAVgFWArcC1wKXUqwgcibw08zst5qIJElLSkQ8KjNPm3QdMxER+wOfBjYxUKf5IiLeThH2rIcMTs7Mp0ysMEmSRiQi1gROA/ag9/PuTZn5tgmVJkmSJEmSJElaJDqBOoDzKEJ0n87MP06wJC1hBuokSZIkSZIkzSsRsQnwicx84qRrkQAi4u+Bf6d7leQALs7MB0ymKkmSRisiNgS+CTyE3lDd94HnO7FBkiRJkiRJkjRbEfEB4L8z8xeTrkUyUCdJkiRJkiRJ0gAR8RLgA/QG6q7PzA0nU5UkSaMXEWsDnwOeRG+obiXwWeB9mXnOZCqUJEmSJEmSJEmaOwN1kiRJkiRJkiQNEBFHAUfRG6i7MzNXm0xVkqSlLCK2GWP3y4BXAy+jO1RH5flFwI+A04FLgeuB6yhCd2OXmZe2MY4kSZIkSZIkSVqcVky6AEmSJEmSJEmS5rmtGtrvabUKSZKm/B/dQe9xqQfpyucPALYDnt9CDXWJ17klSZIkSZIkSdIceKFBkiRJkiRJkqTBHk//0MLNbRciSVJFTH/ISMdKeldrlSRJkiRJkiRJWnAM1EmSJEmSJEmS1CAi9gTuSxEgiMpfgMsnVZckSYx/hbp6YK76vB6ua4shPkmSJEmSJEmSNGcG6iRJkiRJkiQ1ioitgAcBWwFbAusCawCrMTWhOTPzbyZToTR2xzS0J/DbNguRJKmPSQXMJjHuJAJ8kiRJkiRJkiRpETJQJ0mSJEmSJOleEbEx8HTgQGA/YIPpXkIxudlAnRadiHgJsD/dq9JV/aTdiiRJkiRJkiRJkiRJ0lwZqJMkSZIkSZJERDwSeC3wZKbOG45l5ZGIeArwoYbdJ2bmK8cxrjSMiHg58B4Gr4bz7ZbKkSSpiau2SZIkSZIkSZIkDSkyvcYiSZIkSZIkLVURsT3wfuCAsqmyeyYnDwPIzFw+xJjLgAuB+/fZfTOwWWbeOtP+pFGKiF2B9wKPYWoFxvK/i+rjX2fmbm3XJ0kSQETcM+kaJmio756SJEkaj4hYDqzR2VYFVgK3Abdl5lL+vipJkiRJWgBcoU6SJEmSJElaoiLitcBbgNXoDgx1HTagi1ndrSsz74mIfwc+WOsjgLWAZwCfnk3f0rAiYl1gV+ARwF8Be5a76A7QVSXw760UKElSf4dPugBJkiQtfhGxMfAQ4MHAzsBWnW1LihBd0+tuAy4H/tDZfgP8EjgjM68fc9mSJEmSJE3LFeokSZIkSZKkJSYiVgc+CRxC/yBdU4Covq8MGw29SkhErEUxmWbd2rgJfD8zHz9Mf1rYIuJ7bQ4HrAmsA9wH2LS2r1T/N3/vv3fgV8BDvNu6JEmSJElaTCJiGbAf8FTgKcAD+h02RJf9JieeB3wN+Fpm/njoIiVJkiS1LiIunnQNE5SZud2ki9DoGaiTJEmSNFYR8Ujm9wozCdwF3N7ZrgWupLhr5nkUd8w8x8nSkqTFIiLWoJiw8limwkHQP0jUt4vacbMK1HVq+U/g/9Eb5rsH2Cwzrxm2Ty1MEXEPs1zxcLZDDtg36L+JAG4D9snMs8ZQlyRJkiRJUusiYlOK83QvAjYvmxsOH+YcznR9XAp8CPhoZl43RL+SJEmSWlS5njvMDTYWi1nNh9D8Z6BOkiRJ0lhFxP7Ad1g4P6j7/Ui6BfgR8A3ghMy8qt2SJEkajYgI4CsUd5futyLdoFXqbgXuBNaje6WuuQTqHgmc1q8/4NmZecKwfWphmtAFmKaT4/UaqmG6u4FnZeYXxlaVJEmSJElSSyLiPsCbgRcDqzDzm27BzG5YNJPXJcVNL98HHJ2ZN08zriRJkqSWTeAGqfPFrOdDaP5bNukCJEmSJC0pOY+3UvTZ1gb+AngvcHlEfCki9h7d/yySJLXmKLrDdOVnHbW224DPAC8EdgTWyMy1gdeOspjM/DHFqrDV8UuPH+VYWjDmw/e/ej3lMbcChxqmkyRJkiRJi0FEvBD4HfByYFWmbnRVPXfS77pZv3MoPd0P2OrnaAJYAzgS+G1EPGskb1CSJEmSpAEM1EmSJElSYboJ1+VFvuXAwcCPI+LEiNhmMuVKkjSciNgNeD3dk2Gg+7PuZuAtwDaZ+bzM/GhmXpiZK8dY2sl0T8Apa9l/jGNq/ho02WpcW12/74C/BB6WmSeO+P1KkiRJkiS1KiLWjojPAR8GNqA75AYzD83NuoRa/9XzMJsCn46IYyNi9TGNL0mSJGn2JnE9d1KbFjkDdZIkSZLaNOkfuXP5cdxvYvVBwK8j4i9H9z+RJElj835gRedx9fOtfH428JDMfHNmXtdiXd+tPK6elL5vRGzdYh2aHya9anF94tj5wOHAXpl53tjetSRJkiRJUgsiYnPgZ8AzaQ7SDTLbcy2NJdF7LS6AI4AfRcSGM3xrkiRJktox6Wu5bV831iK2YvpDJEmSJGlk+v3QnOndXGb6I3WU/UXtb/m66oXFtYETIuINmflvMxxbkqRWRcR+wL5MTUih8jgpQm1PHfNKdE1OH7BvF+CytgrRvDAf7vT3e+CbwOcz85RJFyNJkiRJkjQKnZtXfQ/YrtNUvd7VT9O1tGHO3zRNRK330S9Utyfw/YjYPzOvHmJMSZIkSeMxH67lSiNjoE6SJElSW4b9QT2b8F2/i3JNrxnUV9b+Vo+vh+vKtrdFxMrMfM80NUqSNAkvrT2vhul+AxwyoTAdmXlZRFwDbEjv5/iOFMEmLX4/pL27/CVwF7ASuAG4CrgUuAA4KzOvaKkOSZIkSZKkVkTEuhQ31dqO4YJ09WP+SHEDrCsozqncBtwO3AGsBqwOrAlsCmwObN15XO+/qYb6zcAeBHw7Ih6Rmbc3v0NJkiRJY/aJSRcgjZqBOkmSJEnj9keaf1A/hOJCWH21nFL1ItqtwEXAjZXtHmC9zrYucH9grcpr6hfkquGBXwNnVI5dA7hPZ1u/09fyWl/1msq+yn6PiYgzXMlEkjSfRMTawFPoHxi/B3h2Zt7UemHdzgceRf9AnZaAzHzMpGuQJEmSJElaxD4JbM/gMF193+3AaRRBvB8D52TmDcMOHBEbUlwPfBTweOARwKoNY1J5Xl5/2w34CPD8YceWJEmSNBqZefika5BGzUCdJEmSpLHKzPOArh/UEbEGcDSwM72T+8sLZtcCnwdOAc4GLszMgauWRERQXAzcA9gPOBTYqNZ/efFtZ+B7wOsz87Y+fa0FPBR4OPAsiot1/eqshuqWA5+KiB0z89ZBtUqS1KL9KILj1WB5+fezmfnrCdZWuohiQk3dDm0XIkmSJEmSJC0mEfFK4CCaw2v19p8CxwEnZObNcx0/M6+luN53CvC2iFgPeDZwBMXNN5tWrKuey3xORPwgMz8213okSZIkSQJYNukCJEmSJC0tEbE5cCrwCorfJPULYz8CngZsnpkvzczPZ+YF04XpALJwYec1LwO26PR1Wm2cMvz2CuDUTk31vm7JzFMy8x2ZuQfwWOAblX6aVtLbEjhyulolSWpRv6Ba6d9bq2KwK/u0BbBh24VIkiRJkiRJi0VEbAa8hZmF6X4BHJiZj8jMj44iTNdPZt6Qmf+ZmQ8DnkpxY81+19+qNQbwjojYYBw1SZIkSZKWHgN1kiRJkloTEfeluKvlnnSv7BbAVcALMnPfzPxqZt411/Ey865OX/sBzwf+RPcFuQAeDPw0IraZpq9TMvMpwP8DyhXt6hf1yj5fFRFrz7V+SZJGZNfK4+pn1xWZ+au2i2lwde15Wec6bRciSZIkSZIkLSLvYuocW/3mk+V1rZXA64C9M/M7bRaXmV8HHgq8AbijUlupWvMGwNEtlSZJkiRJWuQM1EmSJElqRUSsD3wT2KrTVF6kC+DHwK6Z+alxjZ+ZnwZ2o1gBr36Xy62Ab3VqnK6fY4FHAjfW+qhe0FubIsAnSdJ8cH96J6Ek8L3JlNPX7Q3tBuokSZIkSZKkWYiIHYBn0f8GkVCcJ7waeExmvisz+60ON3aZeU9mvh3YH7iuViOV5wEc0bmBpyRJkiRJc2KgTpIkSVJbPgQ8kO6LdAmcDvxFZl4z7gI6Y/xFZ8x6qG4H4MMz7OdXwLMrr+13gfHZs69UkqSR2qSh/fJWqxjszoZ2A3WSJEmSJEnS7LyGqeth9etiAfwJeGRm/qztwvrJzB8D+wDlNcN+N7VcDvx9m3VJkiRJkhanFZMuQJIkSdLiFxFPBg6jN3h2DXBIZt7aVi2ZeVtEHAKcDWxUNlNcjPvLiHhqZn5tBv2cHBHHAP9I9/sq+9o7IjbMzGtH+w4kSRraWg3tV7VaxWDrNbRHQ7skSZJaFBErgIcCuwM7AltR3LhhPWA1YFXa++6WmbldS2NJkiQtSBGxIfA8eq9hQfG97VbgqZl5Udu1DZKZF0bEQcD3gNWZuu4G3avUvSkzb5xQmZIkSZKkRcBAnSRJkqQ2HFV7Xq5O98bMvLLtYjLzyoh4A/ARui8kBvAmYNpAXcc7gZdRBBXKi3hlf8uARwFfGUXNkiTNwSoN7be3WsVgGzS039ZqFZIkSbpXRKxBcYOkZwKPoZjQ3HNYmzV11G/YJEmSpF5/SW8gDaauZf1jZv5iEoVNJzN/GhGvB95DdwiwfLwWcAjw8QmUJ0mSJElaJJZNugBJkiRJi1tE7ENxB/P6ZKcrgY+2X9G9Pg5cUXle1vfgiNhvJh1k5vXAh2mePPaQ2ZcnSdLINK0Eu2GrVQzWFKi7udUqJEmSRESsGRFvAf5Ace7mCcAaFOc/6hsU51Ta2iRJkjQzh9aeV28MeVpmfqD9kobyH8DpdAfpqurvT5IkSZKkoRiokyRJkjRuh9Selxe+PpeZ90ygHgAy827gc/QPwz1jiK4+P2DfLkMVJUnSeDSF0ppCbJPwwNrz8vP5j20XIkmStJRFxAHAhcAbgPWZCs4ZcpMkSVogImJjYD+av6v9Y4vlzEpmJv3rLIOBj4uI9dutSpIkSZK0mBiokyRJkjRuT6b/BbvvtV1IH/UayotwTxqijzOAmyqvLwWw9exLkyRpZC6nf4D8AW0X0k9ErALsTe/3hQQubb8iSZKkpSkiXgucDGxBb4gO+q9Q1+YmSZKkmXkMsLzzuPxeV/79XmaePqG6hpKZp1Jcy6u+h9IK4LGTqEuSJEmStDgYqJMkSZI0NhGxFs2T9X/TZi0NqjVUL8Jt16l9Wp1V9n5ce3050WyLuZUnSdJI/L72vJx88qgJ1NLPXsDqncf1idLnt1yLFrEobBwRD4yIh0fEwyJip4hYZ9K1SZI0aRFxJPAOiuvHTSG6qkEr1o1rkyRJ0szsO2DfR1qrYjSOHbBv0PuUJEmSJGmgFZMuQJIkSdKithO9d74s/WkiFXUbVMNOwC9m2M/FDe1rD1eOJElj8WvgmZ3H1c/j9SJij8w8ayJVTTlkwL6ft1aFFqWI2A34S2AfivDmmg3HXQ2cDnwXOCEzr2mtSEmSJiwingAc3XlaDdJV9Qu0uWqcJEnS/FQNmlW/x/0Z+Eq7pczZl4EbgHXpfi+BgTpJkiRJ0hwYqJMkSZI0TpsO2Hd7a1U0G1TDoNrrrmtoX2OIPiRJGpcfDdj3t8DL2iqkLiLu06mhnAxTnRSTFAEnaWgR8WTgdXSvxDho0v8mwEGd7d0R8TngLZl50fiqlCRp8iJiLYpVSqo3Xqh+ZtYnLZf+DFxIMbn5JuBmXEVOkiRp4iJiNWBXer/HJfDdzLxjIoXNUmaujIjvUNwwqXoOMYDdImKVzLxzYgVKkiRJkhYsA3WSJEmSxmmdAfvWophsNUlrDdg3qPa6pkCdd2qXJM0HPwFuA1and9LJ4RHx5gmuxvVSihVdq6vZlp+fv8zMqyZUl8YoInYAHg3sDGxN8W/gLoqJ+dcAZwE/z8zfzKLvDYEP0r0qY2m6Sf7lsasAzwUOjYg3A8dkpgEBSdJi9RJgK7q/h5WqAbuVwMnA8cBPMvOy1iqUJEnSMLYHltF9vq303YlUNHffpQjUQfd7Wg7sAAx9DkmSJEmSJAN1kiRJksZp1QH7tgbOa6uQBlsN2Deo9rpbh2yXJKk1mXlrRHwDOITeiTSrA28HXth2XRGxK/B6+oecEvhSuxVpnCJiBcW/s5dQBOlm8prfUqyY8+HMnPZ7VUTsDHwH2IypQED931fTDQ+S3ju3rwYcDTwiIp6VmbfNpG5JkhaYV9D7eVl//gngSG92IEmStCDsNGDfqa1VMVqD6t4RA3WSJEnS2EXExZOuYYIyM7ebdBEaPQN1kiRJksZp0Ap0uzP5QN0eA/bdMkQ/6zW0G6iTJM0Xn6II1JWqq8EdERHfy8zj2yomItYBvgCsQf+7Zd8JfLytejReEfFIion492e4FXx3AN4JvDwi/l9mfnvAGHsA3wI27jRVV9SZUZmVx9VwXQBPBb4WEU/MzDtn2J8kSfNeRDwK2JLu1enqq9IdlplfnUB5kiRJmp0HVh5Xz7fdAVzYci2jciFF/avQe/OHHdsvR5IkSVqS7kf3ueSlpN9NgrUILJt0AZIkSZIWtWsH7HtCa1U0O3DAvmuG6Gf9hvZhQnmSJI3T14DzO4+rJ3vLE97/FREHtFFIRGwAnARsT+8J9zJY9z+ugLI4RMQLgR/QHabLIbYA7gt8IyKOaBij/De1ce11s72YU31t2ddjgWNn2Z8kSfPVYxvay+9kzzJMJ0mStOBsVXtenuM4PzPvabuYUcjMuynObfY717N1y+VIkiRJS90w13oXw6ZFzECdJEmSpHG6oE9bOSn5kIhYt+V67tUZ+y9p/uE7zF06N6x33+n36lmUJknSyGVmAm+lN7wGxWfW2sBJEfHX46wjInYGfg48it5gX+lO4M3jrEPt6ITp/gtY0Wmqh92m26qvWQZ8JCKe0WeojwJb0Lwq3WwvhpR1lDU/LyKeM6M3L0nSwrBX7Xl15eAvZOaXW69IkiRJc7VJn7YELmm7kBH7fUN7v/crSZIkSdK0DNRJkiRJGpvMvBL4U/mU7snNawJHtl7UlCOBtTqPy8lipasy84oh+npQQ/v/zaIuSZLGIjM/C5xC9+deNTC0CvDRiDg5InYa5dgRsUlEvBf4JbAtU98J+q1O94HMvGiU46t9EbEP8MHO0/q/txl3Q3ewbhnw4YjYuDLO04CD6R+mS3rHnkl4r5/yu+y7J3lTCEmSRuz+NH/2vbHNQiRJkjQymza0D3Pdaz5qqr/p/UqSJEkaj5nePHUxbFrkVkx/iCRJkiTNyXeB59C7Ck0Ar4mIEzPzF20WFBEPBV5L76SxciL//w7R1zJg9z59QfPdMiVJmpQXAr8A1qE37F4+/wvg7Ij4BnAC8NXMvGXYgSJiVeCxFGGn51GE6ethPirPEzgfJ28veBGxOvDfFOefm1aNg+YJ/PXjq/9uNgTeALyq8/z1fV6TtbaVwE+BM4BrO1t0+toIeBjwUIpQaXUVvX7jbwT8A/DPA2qXJGmh2LzyuPr5eUFm/rbtYiRJkjQSG9P/nMuVbRcyYvX6y/M3G/c5VpIkSdL4DLrGOwozDbLNtI5hgnHjfm+aZwzUSZIkSRq3L1AE6krlhOQEVgW+EhGPysxWwmcRsS3wZaYmTPf70fyFIbrcGVij0lf1h7Wr60iS5pXM/F1EvAD4UtlE9yp15fMVwFM7250RcSFwLkUQr6+IOIhi9bn7A9sD+1KE6KA36NTv+S3AszLz9jm8Rc0PrwC2o/m7Vj3w1m9/v2PK/v46Il4P7E0RhEv6/5v6DfAWilDoykEFR8SawF9ShPW2b6i9bPu7iDg6M28b1KckSQvAWrXn5XfC70+gFkmSJI1G/TteaegbZs0zTfWv3WoVkiRJ0tI2yVXbmsJug2qqX3ee7nhXpVtiDNRJkiRJGreTgMuBLeg/aX9z4EcR8YzM/Mk4C4mIvSkCBJvTf+I1wB+Brw7R7ZMG7Pv5UAVKktSCzPxKRLwCeD/dIbqm0NuqwIOAXSrdRJ+/J9aGqq9+V2+vjnMn8MzM/NVQb0bzTkSsRrGCW9MFjXqI8lTgD8DVFBOgNqZYMW67yvH1GxesAzyFYgXEfv0m8I/AOzNzRncRzMxbgU9GxKeBoyhWoKt+X6yOvz5F+O5TM+lbkqR5rOlzcqGvXiJJkrSUrdbQvtBvYtV0s6Sm9ytJkiRptD4x5v7XBQ6mdy5C081abwcuBm4Abuxsd3b6KbfNgU1r49T7q16LPgc4c47vQwuIgTpJkiRJY5WZd0fE24AP0f8HaQKbAadGxHHAGzLzulHWEBH3Ad4GvAhYTv8JY2U9b8vMe4bo/rDK42q/NwG/Hq5SSZLakZkfjIgA3kv3SWLo/oym0jbd3dj6rebVtL8afroDeG5mfnNGxWu+OxTYkN4V3qr/n19EEXj7Wmbe0a+TiHgg8Cbgr2qvL+0LPLn+ss5xz83M42dTfOd74FERcQlwXJ/3UToUA3WSpIXvBmCjPu1Xt12IJEmSRmaxBuqa6jdQJ0mSJLUgMw8fV98R8STgw/S/2WnZdhXwP8CPgLOBC2Yyxy8iNgF2Bx4MPIPi5q7QPSeivCa8C/Bd4I2ZudB/Q2kGlk26AEmSJElLwrFAueJM0wo1yykCbxdGxDsiYre5DhoRu0bEvwEXAi+mO0xXHbv8Ef5r4CND9P8AYE/6hxB+NtMVUSRJmoTM/ADwVIo7tdVDdEF3iC7pDdn1dNnnuHo/1PZdBzwhM78wl/eieeWv+rRVvyv9D7BLZn6xKUwHkJkXZOZzgIMoQpd1zwa2ondluv+abZiuNv7HgI/RfbEGpt7L4yJilbmOI0nShDUF59ZutQpJkiSNUlPAbJibSc5HTeclDdRJkiRJC1hEHAV8DdiSqbkFWXn8VeCJwJaZ+fLM/FxmnjfTG+Zn5lWZ+Z3MfEdm7g1sD/wrxc3y6/MYlgN/D/wwIjYbzTvUfGagTpIkSdLYZebdFJOeyzu3NIXqAtgAeC1wZkScExHvj4i/jYiHRsR6ndV0ukRh3Yh4SET8Tec1ZwNnAf9Acbf1fneuqdZxO/DsIVene+GAfd8eoh9JkiYiM08GdgO+Q3N4LugfjKurH9dvxbpqnz8Ads/MH8zlPWj+iIg1gMfRP4CWwDeBZw0K0tVl5tcpQnrVf08BrN/n8GsovkeOyquAa8tSajWsDuw1wrEkSZqEc+n//W6TtguRJEnSyKzo/B10Hm+hq7435z9KkiRJC1REHAu8ie4gXXld9tfA4zPzaZn5rc78wznLzIsy8yiKYN1H6X9t+6HATyNim1GMqfnLH5SSJEmSWpGZ5wLPp3up9FJ9An/5I3kX4CXAfwE/pVjF5q6IuDEiLo+IP0TEjcBdwPXAzyhWmHsJsCu9P7brY5XP7wb+OjN/M9P3ExH3oVj1rt/7AXClHUnSgpCZl2XmgRShpQsYfmW6xq5rW9nvHyk+dx+XmZfPsXzNL3sxdVfw+sputwIvHvLmBQBk5lcovltV+6x/v0vgE5l56yzqbhr3ZuBTNE9Ae+ioxpIkaULObGjfotUqJEmSJEmSJElLSkS8BfgbeoN0AbwX2DMzvzeu8TPz6sx8IXAAUzdZhalr0FsD34yIfjd61SJhoE6SJElSazLzi8CLgHIidT1UV5+8X22vbmsDm1NM8Fq74Zimfqi13QO8JDP/Z8i38zJgnYZxz8zM/xuyP0mSJiozP08RZn8mxUqr1RPW0BuQm26D7s/IX1F8D9g+Mz85/nekCei3Ylt5AeSjmXnZHPp+U0PfVR+bQ/9NPjpg305jGE+SpDZ9vfa8/P73mPZLkSRJkiRJkiQtBRHxOOCN9L+J6usz89WjWpFuOpn5feDRwFXV5s7fBwIfbqMOTcaK6Q+RJEmSpNHJzI9FxDXAp4G16F05rjoxejar4VT1W02kOt6twHMz88uz6Pts4PCGfefNoj9JkiYuMxP4IvDFiNgceCLwBGBvijuwDeNW4JfAd4ETM/PXo6xV89KOA/Z9Zi4dZ+b5EXEmsCdTk/2r3xWvy8zz5zJGw7i/iYjrgPXp/W663ajHkySpTZn5q4j4Hb2faZtHxO6ZefYk6pIkSZIkSZIkLU4RsRpwXL2Z4lrscZn5b23XlJnnRcQzgB8wlbEqr0n/ZUQ8NTO/1nZdGj8DdZIkSZJal5lfjYiHAMcDD6b3bjP0edzVRe1503FNrwngLOBZmXnBDF7b25k/kiVJi1xmXkGx4tfHACJiA4rA1NYUq8SuA6wBrAKspAjQXQtcCvweuCAz7+ntWYvYAyqPq9+9rs7Mn4+g/29QBOqqyosrZ4yg/ya/BA6g9/vkZmMcU5KktrwH+CC951qOAF7ZfjmSJEmSJEmSpEXsBcD96D0nfRkTPCedmadHxLuBI+m9LnwU4FzBRchAnSRJkqSJyMzfRsTewEsofnRuQHewDpqDcjMJ0EH/4N2fgX8BPtDW0vCSJC0GmXkd8ONJ16F5bRN6v8slcM6I+v/VgH3njmiMpr4PqDwv70a4yRjHlCSpLR8D/hHYqvO8/Jx7cUS8LzMvnlhlkiRJkiRJkqTF5tX0v6b81sy8fTIl3etoirmMa3eel+fL94yI/TLzhxOrTGOxbNIFSJIkSVq6MvPuzHw/sC3F3V0up/gRWgbmco4blf6uAP4J2DYz32eYTpIkaeQ2bmj/9Yj6/82AfX8e0Rj9XN/QvuYYx5QkqRWZuZJigkD95kUrgA9FhNeTJUmSJEmSJElzFhG7ADv02XU78OmWy+mRmTcBn6f/zf4PabkctcALIJIkSZImLjNvysx3AvcF9gc+DFzMVBiuvtU1Hfd/wEeAxwNbZ+Y7MvOGsb4ZSZKkpWuNhvZrR9T/oH7G+R3vxob21cY4piRJrcnMrwP/SfcNjoJihdaPTKouSZIkSZIkSdKi8uTa83J1uh/Og9XpSifXnpfny584gVo0ZismXYAkSZIklTIzge93NiJiS2BPYBdgO2ALYBOK1UDKCcwrgVuBqyhWobuYYhWUMzPzD23WL0mStMQ1BcxuGlH/g/oZ1Rj93Fx5XF7UAVg+xjElSWrbK4AHUITokqlJAodHRAIvn0cTGiRJkjS8R0bEXZMuYg4eOekCJEmSJM3ZHg3tZ7VYw3TOrjyuXhveLiLWysxbJlCTxsRAnSRJkqR5KzMvBy4HTpp0LZIkSZrWMqYm32el/eb+hw8nM2+N6LdYcbF7FGNMoG9JkuaFzLw7Ig4GvgA8ie5Q3RHAIyLiBZn5ywmWKUmSpOFE5e/hnW2hazw5JEmSJGne27mh/YpWqxjsjwP27QT8oq1CNH7LJl2AJEmSJEmSJGlRM5AmSdIC0FmB7mDgP5maqFyG6nYGfhYR342IJ0eEK7VKkiQtLLEINkmSJEkL26b0v3Z8W9uFDHD7gH2btlaFWuEKdZIkSZIkSZIkSZK0BEXEfn2aTwDuBl5G90p1ATy2s90eET8DTgcuBa4HrgNWtlA2mfnDNsaRJElaRBbDDY8M1UmSJEkL2zoN7Wu3WsVgaw3Y11S/FigDdZIkSZIkSZIkSZK0NP2AwZOrqyvVVZ+vAezX2dqWeJ1bkiRpWIbRJEmSJE3aqg3t92uziGncb8C+pvq1QHmhQZIkSZIkSdJIRUQ5wXpfYHNgI2A14AbgYuAXwHcy88aJFSlJkqSq6SZY14N1M3mNJEmSJEmSJEmlm4D79Gl/SMt1DPLQAftubq0KtcJAnSRJkiRJkqSRiIgtgX8GXsD0d2e7IyJOAP41My8ae3GSJEkapN8qdf0Cc9Vg3aCV7cbFEJ8kSdLMTOK7miRJkiQNcjXdgbqkOOe7V0RsnJlXT6SqbgcN2HdVa1WoFQbqJEmSJEmSpCUgIv6C5vOBp811tbiIOBz4IMVKdDOZ6Lwa8DzgsIh4U2a+cy7jS5IkaU6GDapNItjmpHBJkiRJkiRJWrjOA3ZgKkhXnvNdDrwY+NcJ1QVARGwDPIXmc9Hnt1iOWmCgTpIkSZIkSVrkImIX4Jv0P/F7JXDfOfb/FuANdK9YMqOXUgTr/i0idgX+OjPvmUstkiRJkiRJ0hJ2Kd6IQJIkSdL89Avg4FpbGa57bUQcm5lXtl/Wvd5BkbGqB/4ALs3MayZSlcbGQJ0kSZIkSZK0+B3a+VtfSSSBD2bmXbPtOCL+Fnhjpb97d03z0qwcH8BzgJXAC2dbiyRJkmbNSdeSJEmLQGbeb9I1SJIkSVKDk+leha4aWlsH+GxEPH4SN+GNiOcDhzEVprt3V6ftm23XpPFbNukCJEmSJEmSJI3doUwF2KpBttuAD8+204i4H/BeesNx04Xp6seVJ6WPiIi/nm09kiRJmpVYQJskSZIkSZIkaQHKzDOAC8qnnb/VUN2jKUJ1y9usKyKeCnyEwTee+0xL5ahFrlAnSZIkSZIkLWIRsTXwQKZCa9W/38zM6+bQ/THAmvTepa006IRzVP6WgbwA3hERX87MP8+hLkmSJM3MYyddgCRJkiRJkiRpyfgg8B90zyWozmN4JrBpRDwrM68cdzER8Rrg7RTZquq8h+q8irMz87Rx16L2GaiTJEmSJEmSFre9B+z76mw7jYidgUNoDs01heyq+2FqtZHy+UbAW4GXzbY2SZIkzUxmnjLpGiRJkiRJkiRJS8Z/Aa8E7k/3nIJqqO7RwIUR8Xbg3Zm5ctRFRMSjgfcAu9fG7ucfRz2+5gcDdZIkSZLmnYi4P7An8CDgfsDmwIbAGsBqQBvLup+dmU9vYRxJksbt4ZXH1fDbPcBJc+j3VfQ/sVwNyp1CcYe5HwHXUITlHgK8BHgCvWG8sq8XRsS/ZObVc6hP88cjI+KuBTzGI8fUryRJkiRJkiRJkiQtGZl5Z0S8gqm5Ck2hurUpbsT74oj4OPC5zDx/LmNHxNrA04HnAo+vjdlVZqX9i5n57bmMq/krMptuIC1JkiRJ7YmIfYDnUUyu37rfIe1WxC8yc6+Wx5QkaeQi4gfAfnQH3WAOn3URsQbwJ2CtWp/VE8uvz8x3DOjj74APVJtqr39VZr5/NvVpMiLiHvrfuW+UJ6GbvhOO+0R3PTQaQGZmGzd6kCRJkiRJkiRJkqRFIyLeCbyGwdeXo/b8HOA04FfA2cCFwA2ZeU+f/tcCtgB2o1iFbk/gccDqDX33e/574MGZecOQb08LhCvUSZIkSZqoiDgU+Gdg57Jpmpe0OVlakqTFYDv631Ht7Dn0+WSKO8JVT25Xw3DHDgrTAWTmf0bEpsCb+tQXwPMBA3WLQxvfr/wOJ0mSJEmSJEmSJEkLw5HA/YBD6A21lfMO6u27AbvWO4qI24EbgTuBdSjmMizrM2b9JqqD2q4GnmSYbnHr949EkiRJksYuIh7QWTHneGAXih+i1R/DTZskSZqhiFgF2Lxh96/m0PUzas+rn9G3Am+YYT//Clxc6aP8LgDw4IjYYtYVaj6Z7vvdMFsbY/gdVJIkSZIkSZIkSZLGpLOq3LOBL9K7OhxMzSUs27PWXt3WADYFtgLWA5Y3HFe9/lvtvzp2AFcAf5GZF8z9nWo+M1AnSZIkqXUR8UTgF8C+zPyHbxubJEmLzTZMnQOsf9adM5sOIyKAA+i/qlwCn8nMa2fSV2beDbyrT22lh8ymRs07bXxf83uiJEmSJEmSJEmSJC0QmXlnZj4TOKbaTP9g3Uxu1D+Tm6j2u/5b3XcW8PDMPHvOb1DznoE6SZIkSa2KiKcBXwHWpfuHbn3C8lxXI5mJfq9xFRJJ0mLStDodwJWz7HN3YMPO435Bo/8esr8T6f4crtpjyL4kSZIkSZIkSZIkSdICkZn/CDyRYmW4fjfnLw1zc9Tpjq2vVpfAvwN7Z+Zlc3tHWigM1EmSJElqTUQ8DDgeWEH/5dOb7ggz7Gok9b6aAnKuQiJJWuzWGrDvxln2+aja8+rn7BWZ+ZNhOsvMP1Gsltfv83fPIWvT/DDXOwPO902SJEmSJEmSJEmSNCKZ+W1gR+DfgJU0zyfsZ6Zz/5rmJn4feGhm/kNm3jmHt6EFZsWkC5AkSZK0NETEmsBngdXo/lFaqrdd0tmuBLYCHkn3HWHKv5/sPF4PWB/YALgvsE6t7353rLkL+BJwW5+Sfz/M+5MkaZ5ac8C+G2bZ5z592srP5W/Mss9zgd369LnNLPuTJEmSJEmSJEmSJEkLRGbeDLw+It4LvAx4EbBJuZvR3Py0nJt4N/A14N2ZedoI+tUCZKBOkiRJUlteB2xHb3Cu+vwm4F3A/2Tm+eULI+JvKAJ1PTLz8HpbRCwDdqWY8P8U4ECmJvpXLQd2B56Xmb8Y/i1JkjTvDQrU3TrLPsuQez/fnWWfv6s9L8Pz686yP03GpbiCmyRJkiRJkiRJkiRpljLzKuBNEfEvwOOAQ4D9KeYeNr6s8rhphbqbgFMpgnRfzMxrRlCuFjADdZIkSZLGLiLWB15D/zBd+fjrwAsz88q5jpeZ9wBnd7YPRcT2wCuBFzL1O6is5YHAaRFxeGYeP9exJUmaZ5YP2LcGQ4bqImJLYGu6P8Orvj9MfxVNq+UZqFtAMvN+k65BkiRJkiRJkiRJkrTwZebdwHc6GxGxBbAHsAtFuG5zYFOKGw2vDiwDVgK3A9cBVwCXAecCvwbO6cwrlAADdZIkSZLa8dfAWnRPvi8fJ/A/wHM6P4JHLjN/C7wsIj4KfBrYie670qwKfCoi1s/MD42jBkmSJuTGAfvWYvhV6h5de179PL0oM68esr/SLQ3tBuokSZIkSZIkSZIkSVriMvOPwB+Bb0y6Fi0OyyZdgCRJkqQl4fm159Uw3a8YY5iua9DMM4EHA5+iO9iXFL+P3hcRTxl3HZIktWhQoG6zWfT3mD5t5Wf6abPor5QN7Z6/lCRJkiRJkiRJkiRJ0kg5IUWSJEnSWHWWWt+d7hBd6R7gb9sI05Uyc2VmvgD4BFOhOjp1LQc+ExFbtVWPJEljNihQt/0s+ns8zeG3H82iv9IaDe1NK9dJkiRJkiRJkiRJkiRJs7Ji0gVIkiRJWvQe3aetDNadnJm/bLme0guBHYG96Q4GrA28H3j6JIqSJGnErhiwb3fgSzPtKCJ2A+7HVEi+7tShKuu2QUP7zXPoU5IkadGKiP1mclxm/nAU/cw3070vSZIkSZIkSZKkQQzUSZIkSRq3Bw/Y99HWqqjJzLsi4nDgVxQr08FUQOCgiNg7M386qfokSRqFzLw8Iq6lCKxVA+QBPAE4aojuDql3X3l8RWZeOLsqAdiy9rwM7A1aYU+SJGkp+wHNKweXkumvB8+kn/lmJu9LkiRJkiRJkiSp0bJJFyBJkiRp0du58rg6QesO4Ost19IlM88HPkn/VXZe0XI5kiSNy5l0f9aVn8cPiYjtZ9JBRCwHjqB3snW56uz35ljjdn3aErh8jv1KkiQtdjHNNqp+5tsmSZIkSZIkSZI0awbqJEmSJI3bVrXn5aSnczLzrrl2HhFzvSP5h2rPy1Xqnh4Ra8yxb0mS5oNfVh5H7fEbZ9jHs5laRa7fBOb/nUVdVbvQf2WU382xX0mSpMUuG7ZR9TPfNkmSJEmSJEmSpDkzUCdJkiRp3Dajd8JTAmeMqP9V5/LizDwDuKzPrtWAx8ylb0mS5okv1p6Xq8oF8NyI+KtBL46ITYF30P15Xl919quzLS4itgU2rNRWddFs+5UkSVoiRrV626RXnHNVOkmSJEmSJEmS1BoDdZIkSZLGbc2G9j8N0cfdA/atM0Q/TX5E/4lZ+42gb0mSJiozfwGcVz6t7qL4/PtERBwZEavUXxsRuwDfpQjIQ+8Kdwl8NTOvn0OJ+w7Y99s59CtJkiRJkiRJkiRJkhaZiFgWEetExCYRsXVEbFNuk65NC8eKSRcgSZIkadFbvaH9hiH6WDlg37oMF87r58KG9h3n2K8kSfPFx4FjmArUlcG4BFYBjgZeFxHfAi6lOG+4B0W4fDlT4bt+jptjbQcO2PeLOfYtSZK02OX0h7TajyRJkiRJkiRJIxMRuwKPppjD8CBgK2BT+i8wlpiT0gz5D0WSJEnSuK0E1ujTfvOQfTTZhLmvXnNNn7YAdphjv5IkzRcfAF4MbEt3OC4qz9cHDqu9rhq8o/K4fN2PMvM7sy0qIpYDT6z0Xx3n0sy8crZ9S5IkLQFNNzyYVD+SJEmSJEmSJM1ZROwGHAE8E9isumvE4+wKPKxh9zmZ+fNRjqf5xUCdJEmSpHG7if6BujWH6OPaAfu2HK6cvu6oPS+DAhuOoG9JkiYuM2+PiFcAJ9F/9ZH6ynXTtZf+YY6lHQjch+6QXvn39Dn2LUmStJg9dp71I0mSJEmSJEnSnETEI4B/AfYvm/oc1m/OQ9Ox07kF+C/6r3Z3NvDgWfSpBcJAnSRJkqRxu5FiFbm69Yboo98KcqXthiunr6Za1h5B35IkzQuZ+Y2I+AjwIrqDctVV6PqdeK6edK4G3o7OzJ/OsaznD9j3ozn2LUmStGhl5inzqR9JkiRJkiRJkmYrIu4DvBt4QdnU+dsUnqseM91xjTLz4og4Hnhun927R8Rumfmr2fSt+a9filKSJEmSRul6+t/9ZZhA3aUD9u0+XDl9bdrQvsoI+pYkaT55KfA5+ofoomGjcmzpy5n5z3MpJCI2AZ5G84ntb8+lf0mSJEmSJEmSJEmSNL9FxEMoVoN7AVPzFIaZyzBX7+38TXpvRDzoJsFa4AzUSZIkSRq33za0bzTTDjLzJuCq8mnlbwB7zb60ez2sof3PI+hbkqR5IzPvzsxnA28E7qI3WDdoK09Kvwt45gjKeTGwaudxeUK89LvMbPoOIUmSJEmSJEmSJEmSFriIeCpwKrA13UG6enCu3xyGkcjMM4Cf0HvD4QCeExGjDO9pHjFQJ0mSJGnczu/TFsCDhuznHKZ+tFZ/pN43InaYTWEAEbEORaCu34/sa2fbryRJ81lmHg3sAnwaWEnzHd2q28nAIzLzdZl5z1zGj4g1KVbLqwblqTw+aS79S5IkSZIkSZIkSZKk+SsingR8AVid3iAd9IbnxrVCHcCnqqVVHm8CPHTEY2meWDHpAiRJkiQtevVAXfnDd6eIWJ6Zd8+wn58C+zfsew5w1CzrO5ypH+VR+3vVgNdJkrSgZebvgOdHxEuBx1Gs+np/4D4Un4XXUXwW/gz4XmZeOcLh/w7YeMB+A3WSJEmSJEmSJEmSJC1CEbETcDywCt2BuVK97XKKlewuobhJ/q7A85ia6zdXnwPeByyn98b8jwd+PoIxNM9E5shWOpQkSZKkHhGxPXAB/QNru2Xmb2bYz/7Ad2qvh6kJ/9tn5vVD1rYhxcp3m1b6qvb/7sz8h2H6lCRJ0+usULdK0/7MvKHFciRJkiRJkiRJkiRJUgsiYgVwJrALvcG56vMbgQ8Dx2bmRbU+/gY4lj5zEjNz+Szr+j7w6FoNCfwgM5sWAtACtmzSBUiSJEla3DLzt8AV5dPa7kcO0dUpFD+Sy36qd5ZZH/jMMHV1fph/AtisbOpz2PeH6VOSJM1MZt6amTc0bZOuT5IkSZIkSZIkSZIkjcXrmD5M91/ANpn5j/Uw3RidXHtezlF8RESs1lINapGBOkmSJElt+D79A2tPm2kHmXkXcEKtn+rdZQ6MiM9HxPrT9RURGwNfB55EdzivGvi7A/jhTOuTJEmSJEmSJEmSJEmSJEn9RcR6FIG6+ipw5Ry+lcCzMvPvMvPG/r2MzamVx9U5iqsBu7Zci1pgoE6SJElSG+orvZU/gB8XEWsP0c8H+7RVQ3WHAL+OiH+JiF07q9AVBxUeEhFvBX4LPL5hjLK/T2TmzUPUJkmSJEmSJEmSJEmSJEmS+nsxsG7ncTlPr3x8D/DczDxhEoUBZwB3dh5nbd+OLdeiFhiokyRJktSGb9P7IxNgVeCJM+0kM38FnEj3j2noDtVtDrwROAtYGRFXR8SVFCvO/Qz4J4of5dXXUOvvbuAdM61LkiRJkiRJkiRJkiRJkiQN9Hx65xGW8/iOyswvtV9SITNXAhc17DZQtwgZqJMkSZI0dpl5GXA63Uuhl146ZHevBW4pu66015d/L7cNgU2A5ZW26nH06eP9mfn7IeuSJEmSJElSTRS2jIg9IuIREbFXROwSERtNujZJkiRJkiRJUjsiYmdgp/Ip3XP/LgGOab2oXhfQf46jgbpFaMWkC5AkSZK0ZJwAPLLyvAy07RsRD83MX8ykk8z8fUS8EjiO3mBcNSw3neoP36z8/THwupnUIkmSJEmSpG4REcDjgIOAfYBdabguHRE3A2cDpwBfzsxftlWnJEmSJEmSJKlV+/VpK+f7/Utm3tlyPf38oU9bAFu3XYjGzxXqJEmSJLXlBOBuulePo/P3yGE6ysyPAW+v9FFfqa4+Rr9993ZX2XcJcGhm3j1MPZIkSZIkSUtdRKyIiJcDFwHfBl4GPBhYhd7zNeW2DkXo7vXAzyLi1xHxVxMoX5IkSZIkSZI0Xg+vPK7O97sL+FLLtTS5sva8rHPdtgvR+LlCnSRJkqRWZOZVEfFYYK0+u4cOsGXmGyLiz8DRFDcLqYfq+j3u6qJ2zC+Bp2XmFcPWIkmSJEmStJRFxN7AJ4EH0HsuJntf0f3yyuOdgc9ExKuAF2TmBSMrUpIkSZIkSZI0SQ+oPS9Xp/tJZt40gXr6ubGhfZ1Wq1ArDNRJkiRJak1mnjbi/t4ZEacBHwZ2LZuZfqJWKYCVwDuBf50ny8ZLkiRJkiQNJSKeADxpwCGfzsyfjWnsFwEfAJYzNQGi57CGl9fP45Qr1+0FnBERz87Mr4ywXEmSJEmSJEnSZNyX/uePz2q5jkFWNrS7Qt0iZKBOkiRJ0oKWmacDu0fEM4AjgAOAVWbw0v8DPgt80FXpJEmSJEnSAvcqinMi/dwM/PM4Bo2IV1PcqKgM0pWTIZoCdD1d1J5XJ1OsAXwhIp6fmcfPqVBJkiRJkiRJ0qQ1hdKubrWKwZrmHa7RahVqhYE6SZIkSYtCZn4J+FJErAHsDexEcVebdYFVgdsofnxfBPw8My+cVK2SJEmSJEmj0jkX8ujyaW13Asdl5g1jGPcv6Q7T9Rt/6G47f8tw3nLg4xHxh8w8dY59S5IkSZIkSZImZ82G9mtarWKwDRram1au0wJmoE6SJEnSopKZtwE/6GySJEmSJEmL3WOA1eheIQ6mgm4fHPWAEXE/4DhmHqbLAfv6vba64t2qwGciYtdxBAMlSZIkSZIkSa24k+Jcdl1T0G4SmgJ1t7VahVqxbNIFSJIkSZIkSZIkSZJm7QmVx1H5m8B3MvPiMYz5QWDdzhhBc5iuGvKLhq1+HJXjS1sCx8y5akmSJEmSJEnSpNzS0L5hq1UMtmlD+7WtVqFWuEKdJEmSJEmSJEmSJC1cjx6w7+OjHiwingA8kcGrztVXrfs98L/AJcDVFHcc3gLYCXg83Svs1cN5ZdvhEfGezDx/BG9DkiRJkiRJktSu6+m/AtwmbRcywMPpPvdd3rzussmUo3EyUCdJkiRJkiRJkiRJC1BErA7szNQF/uqF/puBr4xh2H+pltBnfzVM9z3gDZn506bOImId4HnAW4H70B2qKycrACwHXgccMdvCJUmSJEmSJEkT83vgAfQG1vaaTDndImIr4H5MnaOu1vl/EyhJY7Zs0gVIkiRJkiRJkiRJkmZlT6ZuoloPoZ2UmStHOVhEPAJ4GM0ryVXb35iZjx8UpgPIzJsy80PALsAP6Z2oUPYdwGERsf7c3oUkSZIkSZIkaQIuqj0vzwPvMk/O+z5uwL4zW6tCrTFQJ0mSJEmSJEmSJEkL08MG7DtpDOP9v2n2l2G4f8rMo4fpODOvAJ4M/ILuUF01uLc68Ixh+pUkSZIkSZIkzQvVm69F7fGTWq6ln5cM2Pez1qpQawzUSZIkSZIkSZIkSdLC9ODK46w9/uYoB4qI1YCn07t6XDleGYL7ZmYeM5sxMvMW4CnAnyv91h08m74lSZIkSZIkSRP1o4b2AF7bZiE9BUQ8GtiL7nPdpeuBMyZRl8bLQJ0kSZIkSZIkSZIkLUzb1Z6Xd/U9NzOvH/FYBwDr1MaB7okF9wCvnssgmXkV8ObaGOU4ATwmIur7JEmSJEmSJEnzWGb+Dji/fEp3cG23iJjIKnURsQx4a79dFPWdlJn3tFuV2mCgTpIkSZIkSZIkSZIWpm3pXcUtgdPHMNYTBuwrJxYcn5kXjGCsDwJ/6DwuJ1aU1gJ2H8EYkiRJkiRJkqR2fZ7mm6l9JCI2ar8k3grsQ++56NJn2y1HbTFQJ0mSJEmSJEmSJEkLTESsCmzesPucMQy5P73hvbqPjGKgzLwbOIH+kxcAHjKKcSRJkiRJkiRJrToWuKPzuB5g2xz4VESsaKuYiDgEOJLuc9/Vx7/NzG+3VY/aZaBOkiRJkiRJkiRJkhae+zI12aAePDt3lANFxPrAA/uMVZ1YcGlmnjbCYY8fsO+BA/ZJkiRJkiRJkuahzLwc+DTd55mDqXDdXwDfiIh1xl1LRLwa+FytjnpN7xp3HZocA3WSJEmSJEmSJEmStPBsNGDfH0Y81t4D9pUTC7484jHPBG7tPK6vjPeAEY8lSZIkSZIkSWrHm4CbOo/Lc7/VUN3+wGkR8fBxDB4Rm0fEp4B3Assr45f1lLX8BvjoOGrQ/GCgTpIkSZIkSZIkSZIWnrUG7PvTiMd62AyOOWWUA2ZmAr+md/U9gM1HOZYkSZIkSZIkqR2Z+UeKUF393G81VLcr8KOI+GxE7DGKcSNis4h4F/A74NmV8e4trfL4HuAlnfPUWqRWTLoASZIkSZIkSZIkSdLQBgXqbh2wbzb6BerqEw1GGqjr+BWwV22cADYew1iSJEmSJEmSpBZk5vsi4nHAU5k67wvdoboADgMOi4jfAV8EfgGcC6wy3RgRsT6wPXAA8BSK89xlv9C9Oh6Vxwm8IzNPm+3708JgoE6SJEmSJEmSJEmSFp5Bgbq7RzzWw+gO0NVdmJnXj3hMgKsa2tcfw1iSJEmSJEmSpPY8D/gRsAv9Q3VU2rYHjuzTR32VOyLiDGBbYN2GY/sF6bLy9+sUK+hpkVs26QIkSZIkSZIkSZIkSUMbdAfedUY1SERsDWxaPq3vpphgcMaoxqu5qaF9tTGNJ0mSJEmSJElqQWbeCOwPnM/UueZq2K3aVl21rrrKHJXjy797AOv1Ob7e/72lVNp+DByamffM9f1p/jNQJ0mSJEmSJEmSJEkLz8oB++p33p2Lh83gmHEF6m5saDdQJ0mSJEmSJEkLXGZeBewLnErvCnLQHZ7L2jaw64bj62G8avvJwIGZefvQb0QLkoE6SZIkSZIkSZIkSVp4bhuwb4MRjjOTQN0vRzheVdNdgO8a03iSJEmSJEmSpBZl5rUUK9W9j6mAWz00V19trr5CXVeXM3hNddU7gHcCB2XmrbN+I1pwDNRJkiRJkiRJkiRJ0sJz1YB9u4xwnL36tGXt8bhWqFuzof2mMY0nSZIkSZIkSWpZZt6VmX8PPBo4l/6r0s1UU+Cu32p1FwKPz8wjM/Pu2dSuhctAnSRJkiRJkiRJkiQtPFcM2LfrKAaIiFWAhzN4ssLvMnNcAbd1GtoN1EmSJEmSJEnSIpOZPwJ2A54L/IbucFwO2Lq6GXBM2d9lwCuAB2Xm98f0djTPGaiTJEmSJEmSJEmSpIXnMuCOzuP6hIF9RjTGPsAancf1O/pGZ9zTRzRWP1v3GRPgxjGOKUmSJEmSJEmakCx8NjN3Ax4J/BfwB6bCcP1WoOsXrqsffyvwJeAQ4P6Z+YHMvGuc70Xz24pJFyBJkiRJkiRJkiRJGk5m3h0RF1CsRldOEkiKiQGPjIgtM/PyOQ5z0AyOOXWOYwyyTZ+2BK4f45iSJEmSJEmSpHkgM38C/AQgInYG9gb2BHakuCHbFsDadAfs7gauBS4Ffg+cCfwU+HFmrmyteM17BuokSZIkSZIkSZIkaWH6OUWgDqZWjCsfPwc4ZrYdR8Qy4FB6V7+r+85sx5iBBzWMf9EYx5QkSZIkSZIkzTOZeS5wLvDx+r6IWA1YBViZmXe2XZsWJgN1kiRJkiRJkmYkIgLYBNgYWANYvbPrduA24OrM/NOEypMkSVqKvg8cUWsrV6l7XUQcm5mzXc3tYIq7+5b91fsHOC8zL5tl/wNFxCbA5pXxqsG6C8cxpiRJkiRJkiRp4emsPOfqcxqKgTpJkiRJkiRJPSJidWA/YF9gd4qVT7YElk/zuruBy4FzgLOBU4BTOyewJUmSNFrfAu6i+I5WD56tDxwN/N2wnXZupPCmaQ5L4EvD9j2ERw7YZ6BOkiRJkiRJkiTNWmTm9EdJkiRJkiRJWvQiYhXgIOAFwAHAqtXdQ3ZXPfG4kmKy9yeBr2XmXXOpU5IkSVMi4hvAE+heOa4arnttZr5nyD7/CXgbvavT1ft+UGaeN/vqB9bwAeAltfHGPq4kSZIkSZIkSVr8DNRJkiRJkiRJS1xErAa8GHgtsEXZXDts2BOJTa//A3AMcGxm3jFkn5IkSaqJiIOAL9MbqKPz/B7g34B/ycw7Z9Dfayi+r93bVHlcDbX9ODP3nVPxg+v4LXD/ejNwG7BuZt49rrElSZIkSZIkSdLiZqBOkiRJkiRJWsIi4kDgg8C29E6W7vuSabqcyesS+B3wksz835nUKUmSpGYR8Rtgx/JpZVc1AHcB8AHgi5n5p9rr1wT2B44EHkH3inBV1f4Ozcwvjvad3FvP7sCZ9F+d7tTMfMw4xpUkSZIkSZIkSUuDgTpJkiRJkiRpCYqI5cB7gJfSu5LJvYeNaLimfhN4L/A6VxiRJEmavYh4IvB1BofgyscJXAVcAdwObATcF1il7G6afhI4PzN3Ge27mBIRRwP/SP9A3dsz843jGluSJEmSJEmSJC1+BuokSZIkSZKkJSYi1qaYcP0opiYm37t7wEtnejJxpn2UY/8AOCgzb5lh/5IkSaqJiBOAZ9Ibhiu/f/X7jtYUnOt3fDXU9pTMPHlOBTfo3Pjh/4AtKnVUx35yZn5zHGNLkiRJkiRJkqSlwUCdJEmSJEmStIRExLrAt4G9Ok3TTbDu6WKaIWb6muq4CfwEODAzb56mf0mSJPXR+Z53FsVqc9AclKO2fyarFFcDbZ/LzOfMvtLBIuJpwJdqY5Z13Q1skJk3jWt8SZIkSZIkSZK0+BmokyRJkiRJkpaIiAjgJOCJzDxIV91/K3AxcCNwQ2cLYN3Oth6wLbDWDPqq7i8nSn89Mw+a4duRJElSTUQ8EPghsFHZ1OewpgvETTdOqH5vvADYOzNvnHWR04iI7wKPo/t7Yvn3Z5n5iHGNLUmSJEmSJEmSloYVky5AkiRJkiRJUmuOYnCYrt5+HfB54FTgTOCCnOYOXZ3Q3g7AnsA+wKHAxg39l4/LSdJPjog3ZuZbh3hPkiRJ6sjMCyLi8cDXga1o/v414y4rr7kMeNKYw3QPpTtMV/eVcY0tSZIkSZIkSZKWDleokyRJkiRJkpaAiNgFOIOpm2z1C9OVbf8LfAD4RmbeOcdxl1OE+F4KHEj/Sd3VtpXAnpl5/lzGlSRJWsoiYjPgU8D+9K5IN12grt/xPwcOycw/jKbC/iLiS8DT6P5uWl2hbufMvGCcNUiSJEmSJEmSpMXPQJ0kSZIkSZK0BETEyUwF2prCbJcAr87ME8dUw1OBdwPbNdRRTpT+ZmY+eRw1SJIkLSUR8QKKVYrv12ma6cXh8nvaTcDRwL9n5l2jra42YLE63c9orvGCzNx5nDVIkiRJkiRJkqSlwUCdJEmSpAUjIgLYBNgYWANYvbPrduA24OrM/NOEypMkad6qTU7uF2IDOB7428y8bcy1rAZ8GHjBgHoSeFhmnjHOWiRJkpaCiFgBPBV4LvA4YL1pXnI38BPg88AnMvPG8VZYiIjvAY8ZcMg7MvOf2qhFkiRJkiRJkiQtbgbqJEmSJM1LEbE6sB+wL7A7sCuwJbB8mpfeDVwOnAOcDZwCnJqZK8dXrSRJ81tEHAccQXeArRpee39mvqrlmt4FvHpATR/NzBe1WZMkSdJi17lZ0c7ADhTnWdamONdyG3AVcDFwVmbe2nJdK4B9pjnsN5l5TRv1SJIkSZIkSZKkxc1AnSRJkqR5IyJWAQ6iWLHmAGDV6u4hu6v+2FkJfAv4JPC1zLxrLnVKkrSQRMSqwJVMrURSBtbKv1/NzKdPqLYvAk+v1VPWeD2wWWbeOYnaJEmSJEmSJEmSJEmStDgZqJMkSZI0cRGxGvBi4LXAFmVz7bBhf7w0vf4PwDHAsZl5x5B9SpK04ETEvhQrtvYLrV0HbJ+Z10+otvsAvwU2qNRUrfMxmXnqJGqTJEmSJEmSJEmSJEnS4rRs0gVIkiRJWtoi4kDgN8C7gS0pJtCXk+ir270vmWYr1V9f7t8a+A/gnIjYf1zvS5KkeWTfPm3lZ+0xkwrTAWTmnymC7k0r0farXZIkSZIkSZIkSZIkSZo1A3WSJEmSJiIilkfEfwDfAO5Pb4gOBgfmGrtueE09XLc98O2I+PeIWD6K9yRJ0jy1R+VxNaR+F3Bsu6X0dRxFLdC7Iu0e7ZYiSZIkSZIkSZIkSZKkxc5AnSRJkqTWRcTawPeAl9IdpIPB4bn6qnNNW8+Q9A/XBfAqimDdWnN8W5IkzVfb1p6Xn70/neTqdKVODafT+9kfFKF7SZIkSZIkSZIkSZIkaWQM1EmSJElqVUSsC3wX2JepCf3QP0TXLyjXbwW6QavR1QN29eMCeAxFqG7tOb05SZLmpy3pHzj/ZduFDFCvpax3y7YLkSRJkiRJkiRJkiRJ0uK2YtIFSJIkSVo6IiKA44G96A7I1VUn/Vf33wpcDNwI3NDZAli3s61HsQpPdbW5ehiv3m8Zqns48FngoGHekyRJC0BTYPySVqsY7NKGdsPukiRJkiRJkiRJkiRJGikDdZIkSZLadBTwRJrDdPX264DPA6cCZwIXZGa/FXbu1Qnt7QDsCewDHAps3NB/+bgM1T05It6YmW8d4j1JkjTfrdHQfkurVQzWVMvqrVYhSZIkSZIkSZIkSZKkRW/ZpAuQJEmStDRExC7APzE4TBed7X+BpwObZ+ZLMvP4zDx/ujAdQBYuyMzPZebLgS0oVp37Ft2r0vW8tLP/DRGx45BvT5Kk+WxlQ3tT0G4SmoJzd7RahSRJkiRJkiRJkiRJkhY9A3WSJEmS2vIuYJXO42qYLpkKs10CHJKZB2TmVzLzzrkOmpl3Z+ZJmflE4GDgYqZWpStV61kV+Pe5jitJ0jzStPrb5q1WMVhTLfNpFT1JkiRJkiRJkiRJkiQtAgbqJEmSJI1dRDwUOJCp4Fypuird8cDOmXniuOrIzK8BDwI+Qf9QXVnPEyLiweOqQ5Kkll3V0L5bq1UMtmvtefl9oal2SZIkSZIkSZIkSZIkaVYM1EmSJElqw4v7tJXhtQT+IzOfk5m3jbuQzFyZmYcD76Y3VFfVr2ZJkhaicnXWUvkZvG9ErDqZkqZExCrAo+n9TE6K2iVJkiRJkiRJkiRJkqSRMVAnSZIkaaw6E/WfQfck+WqY7quZ+aq268rM1wIn0huqK2s7pDPBX5Kkhe68yuNqsG4t4Jkt19LPIcDancdR23duy7VIkiRJkiRJkiRJkiRpkTNQJ0mSJGnc9gbu03lcD69dDxzRdkEVfwNc23lcBulK9wEe3nZBkiSNwWl92srPvTdGxPKW67lXRCwD3jDgkH61S5IkSZIkSZIkSZIkSbNmoE6SJEnSuO3bp60M1h2Tmde3XM+9MvPPwDH0roZT6le7JEkLzanAnZ3H9QD5DsCbWq9oypHALnSvXlu6k6J2SZIkSZIkSZIkSZIkaWQM1EmSJEkatz0qj6uT5O8Cjm23lL6Oo6gFuuuD7tolSVqQMvMG4Fv0BsjLENsbIuKZbdcVEU8F3kLv528ZrPt2p3ZJkiRJkiRJkiRJkiRpZAzUSZIkSRq3bWvPy0nyP53k6nSlTg2n0xsyCOD+7VckSdJY/Hftefm5lxTnCD8dEUe0VUxEHAacACyv1VP10bbqkSRJkiSIa5c2AAAen0lEQVRJkiRJkiRJ0tJhoE6SJEnSuG1J78ozAL9su5AB6rWU9W7ZdiGSJI3JicB5ncfl51wwFXRfBTg2Ij4TEZuPq4iI2CgijgM+C6zO1Cp5VB4ncG5mfmVcdUiSJEmSJEmSJEmSJGnpMlAnSZIkadzWbmi/pNUqBru0ob2pdkmSFpTMTOD19F8JDqbCbH8FnB8RR0bEBqMaPyLWi4i/By4EDmcqONfkn0Y1tiRJkiRJkiRJkiRJklRloE6SJEnSuK3R0H5Lq1UM1lTL6q1WIUnSGHVWfPsSvWG2+gpx6wBHA3+MiBMj4pmzWbUuIjaNiGdExBeAK4F3Afepjd9vdbovZOZJw44nSZIkSZIkSZIkSZIkzcSKSRcgSZIkadFbSf9QXVPQbhKagnN3tFqFJEnj90JgD2BbpkJs0B1sK5+vChzU2YiIq4GzgN8BNwA3drYE1gPW7WzbAXsCm1TG7dc/tbbs9P3/Zv3uJEmSJEmSJEmSJEnSohYRQTEnYWOKeYjl/L/bgduAqzPzTxMqTwuEgTpJkiRJ43YL/cNzQ690M0ZNtcynVfQkSZqzzLw+Ig4CTgE2oDtUB1OrxPULvm0CHNDZphO15/1WxKu2B3A1cFBm/nkG/UuSJEmSJEmSJEmSpEUuIlYH9gP2BXYHdgW2BJZP87q7gcuBc4CzKeZJnJqZK8dasBYMA3WSJEmSxu0qYKM+7bu1XcgAu9aelxP9r2q7EEmSxi0zz42IxwHfpfiMrofnqqvJZe3l9aBc4zB92ppCdgH8Cdg/My+YYf+SJEmSJEmSJEmSJGkRiohVgIOAF1Dc9HfV6u4ZdrMCuC+wDfBk4PXAyoj4FvBJ4GuZedfIitaCs2zSBUiSJEla9C6mdyWaAPaNiFX7v6Q9nR/fj6Z34n9S1C5J0qKTmecAewFn0hygi9pWPWa6ren19XEC+DmwV2aeO5p3J0mSJEmSJEmSJEmSFpqIWC0iXkkxb+/zFEG41eieezDTeQvlVn3t6hRBvS8AF0XES+fDHEZNhoE6SZIkSeN2XuVxdTL9WsAzW66ln0OAtTuP63evcWK/JGnRysxLgH2AdwJ3M3hlOugNyE239QxJd5DuLuDtwL6Zednc35EkSZIkSZIkSZIkSVqIIuJA4DfAu4EtaQ7Q3fuSabZSU8Bua+A/gHMiYv9xvS/NXwbqJEmSJI3baX3ayh+mb4yI5S3Xc6+IWAa8YcAh/WqXJGnRyMyVmXkk8GDga53mptXohu6+z+vLvk8E9sjMN2TmHbOpXZIkSZIkSZIkSZIkLWwRsTwi/gP4BnB/ekN0MLOb/PZ03fCaerhue+DbEfHvk5zLqPZF5mzmwkiSJEnSzETEesBVwIqyiakfowm8NTOPmlBt/wS8rVZPWeMdwKaZecMkapMkaRIi4kHA3wGHAhtWds32JGL1JPbVwOeAD2fmeQ3HS5IkSZIkSZIkSZKkJSAi1ga+DjyK7vl7MDg0N9M5DDPtoxz7B8BBmXnLDPvXAmagTpIkSdLYRcRXgafQP7h2D/CszPyflmt6KvAlplburgf9vp6ZB7VZkyRJ80VErAD2BQ7o/N0VWHfIbm4AzgF+CHwHOC0z7x5lnZIkSZIkSZIkSZIkaeGJiHWBbwN7dZqqcwrr+gWfplulbqavqY6bwE+AAzPz5mn61wJnoE6SJEnS2EXEM4AvMBVYg+4foncCf5eZH2upnsOAjwOr96mp/GH8jMz8Shv1SJK0EETENsA2wBbARsAaFJ+lALcDtwHXAH8ELsnMyyZRpyRJkiRJkiRJkiRJmr8iIoCTgCcy8yBddf+twMXAjRQ3+72hs3/dzrYesC2w1gz6qu73ZvxLiIE6SZIkSWPX+QH8a2DHsqmyu/pD9HPAazPzijHVsRHwb8DhdK9IV6/j3MzcdRw1SJIkSZIkSZIkSZIkSZK0VEXEm4E30Rymq7dfB3weOBU4E7ggpwlDdeYs7gDsCewDHAps3NB/ddxyDuFRmfnWmb0jLUQG6iRJkiS1IiIOBk6kO8QGvUum3wwcDRybmdeNaOz1gCOAf6a4+0w5VjluWUfZfnBmnjSKsSVJkiRJkiRJkiRJkiRJEkTELsAZwIqyqXZIdX7h/wIfAL6RmXfOcdzlFCvivRQ4kP6humrbSmDPzDx/LuNq/jJQJ0mSJKk1EfEF4BkMDtWVz+8ETgY+C5w27Kp1EbEpxZ1lng08GVi11n99vDJM94XMPGyYsSRJkiRJkiRJkiRJkiRJ0mARcTJTgbamOYSXAK/OzBPHVMNTgXcD2zXUUc4l/GZmPnkcNWjyDNRJkiRJak1ErA/8HNi2bKod0i/oVroaOAv4HXADcGNnS4pV59btbNtRLNO+SXXohv7rY/wO2Dsz/zzDtyRJkiRJkiRJkiRJkiRJkqYREQ8FfkZziA3geOBvM/O2MdeyGvBh4AUD6kngYZl5xjhr0WQYqJMkSZLUqojYGTgF2KBsqh1S/ZEyaN/AYWbYZzVgdzWwX2ZeMMMxJEmSJEmSJEmSJEmSJEnSDETEccARdAfYquG192fmq1qu6V3AqwfU9NHMfFGbNakdBuokSZIktS4idgW+C2xUba4d1u/HSv2YJjN5bTVM9ydg/8w8d4b9S5IkSZIkSZIkSZIkSZKkGYiIVYErgfXKJrqDa1/NzKdPqLYvAk+v1VPWeD2wWWbeOYnaND7LJl2AJEmSpKUnM88B9gLOpPuuLvWV5Kpb9ZjptqbX18cJ4OfAXobpJEmSJEmSJEmSJEmSJEkai72B+3QeV0NrUITWjmi7oIq/Aa7tPK6uVAdFzQ9vuyCNn4E6SZIkSRORmZcA+wDvBO6mOVhXqgfkptt6hqQ7SHcX8HZg38y8bO7vSJIkSZIkSZIkSZIkSZIk9bFvn7YyWHdMZl7fcj33ysw/A8fQf94h9K9dC5yBOkmSJEkTk5krM/NI4MHA1zrNTavRDd19n9eXfZ8I7JGZb8jMO2ZTuyRJkiRJkiRJkiRJkiRJmpE9Ko+r8wHvAo5tt5S+jqOoBXrnK+7Rbilqg4E6SZIkSROXmb/OzIOB3YH/BK6jd7W5ekBuuo1aH9cA7wcelJmHZOZ5439nkiRJkiRJkiRJkiRJkiQtedvWnper0/10kqvTlTo1nE7vKnUB3L/9ijRuKyZdgCRJkiSVMvPXwEsj4pUUy6Qf0Pm7K7DukN3dAJwD/BD4DnBaZt49wnIlSZIkSZIkSZIkSZIkSdL0tqR35TeAX7ZdyAC/pJivWEqKQN2WkylH42SgTpIkSdK8k5l3Ad/vbABExDbANsAWwEbAGsDqnd23A7dRrEL3R+CSzLyszZolSVosImIzilVjdwS2AjYB1gNWA1al925s45KZuX9LY0mSJEmSJEmSJEmSpPFZu6H9klarGOzShvam2rWAGaiTJEmStCBk5qU0/2CVJElzEBGPAZ4JHAhsO9FiCkH/O9NJkiRJkiRJkiRJkqSFZ42G9ltarWKwplpWb2jXAmagTpIkSZIkSVqiIuII4B+AHcqmCZZTMkgnSZIkSZIkSZIkSdLispL+obqmoN0kNAXn7mi1CrXCQJ0kSZIkSZK0xETEg4BPArvTHaIzzCZJkiRJkiRJkiRJkkbtFvqH5zZvu5ABmmqZT6voaUQM1EmSJEmSJElLSEQcBnyM4s5qQW+IbtKr1BnqkyRJkiRJkiRJkiRpcbkK2KhP+25tFzLArrXn5fyJq9ouROO3bNIFSJIkSZIkSWpHRDwX+DTFXd+qYbqobHXZ8iZJkiRJkiRJkiRJkhaXi+mek5Cd5/tGxKqTKWlKRKwCPJreeQtJUbsWGQN1kiRJkiRJ0hIQEXsBxwHLmQqv9QvRNQXcosVNkiRJkiRJkiRJkiQtHudVHlfnBawFPLPlWvo5BFi787g+b+HclmtRCyLTmz5LkiRJkiRJi1nnTmpnATvRvSpdVVP7VcANwE3AzbS4ilxmPratsSRJkiRJkiRJkiRJ0nhExFOArzJ189/qHIULgAdl5t0Tqm0ZcDawS62+8u/BmXnSJGrT+KyYdAGSJEmSJEmSxu5wmsN09bazgOOBnwC/yswb2ihQkiRJkiRJkiRJkiQtWqcCd1LkmOqhuh2ANwFHTaY0jqQ3TFe6k6J2LTKuUCdJkiRJkiQtchFxPrB9+bSyqxqmOwV4ZWb+qs3aJEmSJEmSJEmSJEnS4hcRXwWeQv9V6u4BnpWZ/9NyTU8FvgQsq9RSre/rmXlQmzWpHcumP0SSJEmSJEnSQhURD6a4mxtMhemSqRPAUATpHmuYTpIkSZIkSZIkSZIkjcl/155X5zAsAz4dEUe0VUxEHAacACyv1VP10bbqUbsM1EmSJEmSJEmL2+Mb2su7qb0iM9/fYj2SJEmSJEmSJEmSJGnpORE4r/O4ujpdOX9hFeDYiPhMRGw+riIiYqOIOA74LLA63Tckrq5Od25mfmVcdWiyIjOnP0qSJEmSWhIRmwG7AzsCWwGbAOsBqwGr0v8uMOOQmbl/S2NJkjQ2EfFF4Ol0n/Qt/34vMw+YYHmSJEmSJEmSJEmSJGmJiIiDKYJ11RAbdAfsErgZOBo4NjOvG9HY6wFHAP9MMSexHKsct6yjbD84M08axdiafwzUSZIkSZq4iHgM8EzgQGDbiRZTCIpA3fJpj5QkaZ6LiLOBXekfqHtYZp4xwfIkSZIkSZIkSZIkSdISEhFfAJ7B4FBd+fxO4GSK1eROy8wrhhxrU2Af4NnAk+m+qf+gMN0XMvOwYcbSwmKgTpIkSdLERMQRwD8AO5RNEyyndO+PYgN1kqTFICKuAdavNwOXZOZ8CLJLkiRJkiRJkiRJkqQlIiLWB37O1M336/MG+wXdSlcDZwG/A24AbuxsSbHq3LqdbTtgT2CT6tAN/dfH+B2wd2b+eYZvSQuQgTpJkiRJrYuIBwGfBHan+UfpJBmokyQtGhFxG8Ud1u5tovjM/VhmvnAyVUmSJEmSJEmSJEmSpKUqInYGTgE2KJtqh1TnEg7aN3CYGfZZDdhdDeyXmRfMcAwtUMsmXYAkSZKkpSUiDgN+ylSYLisbnbZJbpIkLTZN5wAvb7UKSZIkSZIkSZIkSZIkIDPPBR4HXFM20Rt4i9q+cpvpXMD66+r9Umv/E/BYw3RLg4E6SZIkSa2JiOcCnwbWYOoHKwwOtNV/1I57kyRpsbmxof2qVquQJEmSJEmSJEmSJEnqyMxzgL2AM+kNz5X63TB/mLmATTfcrx/zc2CvTtBPS4CBOkmSJEmtiIi9gOOA5fTeKaaqKeDmKnWSJM3OtQ3tq7VahSRJkiRJkiRJkiRJUkVmXgLsA7wTuJvmYF1prnMB60G6u4C3A/tm5mVzf0daKFZMugBJkiRJi19ErAJ8HFiV7h+jVU3tVwE3ADcBN+MqcpIkDes8YAd6P0M3mUAtkiRJkiRJkiRJkiRJ98rMlcCREfEp4G3AUyjmEfYL1Q17w/ymUF4CJwJvzMzzhuxTi4CBOkmSJEltOBzYif6huXrbWcDxwE+AX2XmDW0UKEnSInY2cHCf9s3aLkSSJEmSJEmSJEmSJKmfzPw1cHBEPAj4O+BQYMPqIczuhvzV+YpXA58DPmyQbmmLTBd3kCRJkjReEXE+sH35tLKrGqY7BXhlZv6qzdokSVrsIuLhwI/pPqkcwMWZ+YDJVCVJkiRJkiRJkiRJktQsIlYA+wIHdP7uCqw7ZDc3AOcAPwS+A5yWmXePsk4tTAbqJEmSJI1VRDwY+AXFJP4yTFcN0iXwqsx8/wTKkyRpSYiIPwCbV5soPoN3yswLJ1OVJEmSJEmSJEmSJEnSzEXENsA2wBbARsAawOqd3bcDtwHXAH8ELsnMyyZRp+a/FZMuQJIkSdKi9/iG9nIi/ysy84Mt1iNJ0lL0AeBoulepA3gOcFT75UiSJEmSJEmSJEmSJA0nMy8FLp10HVr4XKFOkiRJ0lhFxBeBpzO1Ql317/cy84AJlidJ0pIQEesCFwPrV5uBW4DtM/PKiRQmSZIkSZIkSZIkSZIktWzZpAuQJEmStOg9YMC+I1urQpKkJSwzbwReQxGiq1oTeFf7FUmSJEmSJEmSJEmSJEmTYaBOkiRJ0rhtSbEaHZW/AJdm5hkTqEeSpCUpMz8BfJmpUF25auyzIuJfJlWXJEmSJEmSJEmSJEmS1CYDdZIkSZLGba3a86CYwP/dCdQiSdJS91zgLHpDdW+MiDdMqihJkiRJkiRJkiRJkiSpLQbqJEmSJI1b0++Oy1utQpIkkZm3AgcAv6Q3VPeWiPhuRGwxqfokSZIkSZIkSZIkSZKkcTNQJ0mSJGncbmxov6rVKiRJEgCZeS3wWOAb9IbqHgv8LiKOi4hdJ1SiJEmSJEmSJEmSJEmSNDaRmZOuQZIkSdIiFhHnA9tXmygm7b82M98zmaokSVpaImKbPs3LgFcDL6P4bIbugB3ARcCPgNOBS4HrgeuAlWMrtiIzL21jHEmSJEmSJEmSJEmSJC0dKyZdgCRJkqRF7zxgB6Ym5pc2mUAtkiQtVf9H72dxVT1IVz5/ALAd8PzxlDVQ4vlLSZIkSZIkSZIkSZIkjdiySRcgSZIkadE7u6F9s1arkCRJ0bDVj4EizFZuTa9rY5MkSZIkSZIkSZIkSZJGykCdJEmSpHH7Zu15OTF/3wnUIknSUpYNW1090Nb0unFukiRJkiRJkiRJkiRJ0lhEpvNTJEmSJI1XRPwB2LzaRDFZfqfMvHAyVUmStHRExD1Mhdrnu7LOzMzlky5GkiRJkiRJkiRJkiS1KyI2A3YHdgS2AjYB1gNWA1alvfkPmZn7tzSWWrRi0gVIkiRJWhI+ABxN74ozzwGOar8cSZIkSZIkSZIkSZIkSZI0X0TEY4BnAgcC2060mEK5cIAWIVeokyRJkjR2EbEucDGwfrUZuAXYPjOvnEhhkiQtEZUV6hYKV6iTJEmSJEmSJEmSJGkJiIgjgH8AdiibJlhOKXHuwqK2bNIFSJIkSVr8MvNG4DX0/tBdE3hX+xVJkrQkxQLaJEmSJEmSJEmSJEnSIhYRD4qIM4BjgQcyNWcg58GmRW7FpAuQJEmStDRk5ici4mDgaUz96AzgWRFxUWYeNcn6JEla5A6fdAGSJEmSJEmSJEmSJEkAEXEY8DFgdaZCdF2HtF5UN0N1i1xk+v+xJEmSpHZExJrAacAeTP3gLH8Mvykz3zah0iRJkiRJkiRJkiRJkiRJ0phFxHOBjwPLO03VuYRNJhF+CiAzc/m0R2rBMVAnSZIkqVURsSHwTeAh9Ibqvg88PzP/OKHyJEmSJEmSJEmSJEmSJEnSGETEXsAPgVUZHKRrCju1vXKdgbpFykCdJEmSpNZFxNrA54An0RuqWwl8FnhfZp4zmQolSZIkSZIkSZIkSZIkSdKoRMQqwFnATjSH6ZrarwJuAG4CbqbFFesy87FtjaX2GKiTJEmSNHYRsU2f5mXAq4GX0fsjuHx+EfAj4HTgUuB64DqK0N3YZealbYwjSZIkSdL/b+8OXi0f4ziOf57blBqlUCJlZZSFEgsrC+WfkFKzsRLFwk5Z2NmhLGxmZWslC5EiVmI2JCwmJDVkysJmvhbn3ubMmbljJvN7fjrf12t1f8+50/nUXU393j0AAAAAAAD7bIzxbJK3c/VobvfsqyT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"text/plain": [
"<Figure size 3600x2400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"fig, ax = plt.subplots(dpi=600)\n",
"forest_importances.plot.bar(yerr=std, ax=ax)\n",
"ax.set_title(\"Feature importances using MDI\")\n",
"ax.set_ylabel(\"Mean decrese in impurity\")\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16-25 0.091234\n",
"25+ 0.024989\n",
"no age data 0.024508\n",
"F 0.079035\n",
"M 0.066119\n",
"no sex data 0.003779\n",
"Burgher 0.012084\n",
"Malay 0.009673\n",
"Moor 0.051677\n",
"Sinhalese 0.097465\n",
"Tamil 0.090729\n",
"other 0.066274\n",
"BA 0.072288\n",
"Diplom. 0.036965\n",
"GCE 0.055913\n",
"MA 0.038865\n",
"MD 0.009271\n",
"PhD 0.064271\n",
"no edlv data 0.104859\n",
"dtype: float64"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forest_importances"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Elapsed time to compute the importances: 40.046 seconds\n"
]
}
],
"source": [
"from sklearn.inspection import permutation_importance\n",
"\n",
"start_time = time.time()\n",
"result = permutation_importance(\n",
" rf, X_array, y_array, n_repeats=10, random_state=42, n_jobs=4\n",
")\n",
"elapsed_time = time.time() - start_time\n",
"print(f\"Elapsed time to compute the importances: {elapsed_time:.3f} seconds\")\n",
"\n",
"forest_importances = pd.Series(result.importances_mean, index=feature_names)\n"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 3600x2400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"fig, ax = plt.subplots(dpi=600)\n",
"forest_importances.plot.bar(yerr=std, ax=ax)\n",
"ax.set_title(\"Feature importances using permutation on full model\")\n",
"ax.set_ylabel(\"Mean accuracy decrease\")\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16-25 0.025794\n",
"25+ 0.000792\n",
"no age data 0.001506\n",
"F 0.004048\n",
"M 0.001680\n",
"no sex data 0.000020\n",
"Burgher 0.000095\n",
"Malay 0.000086\n",
"Moor 0.001489\n",
"Sinhalese 0.005647\n",
"Tamil 0.001849\n",
"other 0.010763\n",
"BA 0.002998\n",
"Diplom. 0.000799\n",
"GCE 0.002951\n",
"MA 0.001434\n",
"MD 0.000098\n",
"PhD 0.002015\n",
"no edlv data 0.013610\n",
"dtype: float64"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forest_importances"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"interpreter": {
"hash": "855a9d5fafb59c9e08b13d4cc74cfc43107ea64264ed5b2feb3a5f2de0fa2892"
},
"kernelspec": {
"display_name": "Python 3.8.11 ('base')",
"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": "3.8.11"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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