Created
April 14, 2020 00:01
-
-
Save buswedg/8ae667bdc5bb08c8b3ebdb10c14a4313 to your computer and use it in GitHub Desktop.
predicting_motogp_winners_revisited\unsupervised_learning
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Predicting MotoGP winners (revisited)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Unsupervised Learning" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"\n", | |
"#pd.options.mode.chained_assignment = None" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Reading in the data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_motogpsession = pd.read_csv('data/motogpsession.tsv', sep='\\t', encoding='utf-8')\n", | |
"df_motogpqresult = pd.read_csv('data/motogpqresult.tsv', sep='\\t', encoding='utf-8')\n", | |
"df_motogprresult = pd.read_csv('data/motogprresult.tsv', sep='\\t', encoding='utf-8')\n", | |
"df_motogprider = pd.read_csv('data/motogprider.tsv', sep='\\t', encoding='utf-8')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_motogpsession = df_motogpsession.loc[:, ~df_motogpsession.columns.str.contains('^Unnamed')]\n", | |
"df_motogpqresult = df_motogpqresult.loc[:, ~df_motogpqresult.columns.str.contains('^Unnamed')]\n", | |
"df_motogprresult = df_motogprresult.loc[:, ~df_motogprresult.columns.str.contains('^Unnamed')]\n", | |
"df_motogprider = df_motogprider.loc[:, ~df_motogprider.columns.str.contains('^Unnamed')]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dict_motogpdata = {}\n", | |
"\n", | |
"dict_motogpdata['session'] = df_motogpsession\n", | |
"dict_motogpdata['qresult'] = df_motogpqresult\n", | |
"dict_motogpdata['rresult'] = df_motogprresult\n", | |
"dict_motogpdata['rider'] = df_motogprider" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Generate our set of features and label" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def generate_labelfeat(dict_motodata):\n", | |
" \"\"\" \"\"\"\n", | |
"\n", | |
" df_motosession = dict_motodata['session']\n", | |
" df_motoqresult = dict_motodata['qresult']\n", | |
" df_motorresult = dict_motodata['rresult']\n", | |
" df_motorider = dict_motodata['rider']\n", | |
"\n", | |
" # Create dictonary for session id to session type\n", | |
" dict_sessionidsession = df_motosession.set_index('sessionId')['sessionSession'].to_dict()\n", | |
" # print(dict_sessionidsession)\n", | |
"\n", | |
" # Create dictonary for session id to race session id\n", | |
" dict_sessionidracsessionid = {}\n", | |
" for index, row in df_motosession.iterrows():\n", | |
" sessionid = row['sessionId']\n", | |
" sessionseason = row['sessionSeason']\n", | |
" sessioncountry = row['sessionCountry']\n", | |
"\n", | |
" df_temp1 = df_motosession[(df_motosession['sessionSeason'] == sessionseason) & \\\n", | |
" (df_motosession['sessionCountry'] == sessioncountry) & \\\n", | |
" (df_motosession['sessionSession'] == 'RAC2')]\n", | |
" \n", | |
" df_temp2 = df_motosession[(df_motosession['sessionSeason'] == sessionseason) & \\\n", | |
" (df_motosession['sessionCountry'] == sessioncountry) & \\\n", | |
" (df_motosession['sessionSession'] == 'RAC')]\n", | |
"\n", | |
" if len(df_temp1) > 0:\n", | |
" dict_sessionidracsessionid[sessionid] = df_temp1['sessionId'].values[0]\n", | |
" \n", | |
" elif len(df_temp2) > 0:\n", | |
" dict_sessionidracsessionid[sessionid] = df_temp2['sessionId'].values[0]\n", | |
" \n", | |
" else:\n", | |
" # print(sessionid, sessionseason, sessioncountry)\n", | |
" dict_sessionidracsessionid[sessionid] = np.nan\n", | |
"\n", | |
" # Copy qualifying result dataframe\n", | |
" df_temp = df_motoqresult.copy()\n", | |
"\n", | |
" # Add session type to qresults\n", | |
" df_temp['sessionId2'] = df_temp['sessionId']\n", | |
" df_temp['sessionId2'] = df_temp['sessionId2'].replace(dict_sessionidsession)\n", | |
" df_temp = df_temp.rename(columns={'sessionId2': 'sessionSession'})\n", | |
"\n", | |
" # Add race session id\n", | |
" df_temp['sessionId3'] = df_temp['sessionId']\n", | |
" df_temp['sessionId3'] = df_temp['sessionId3'].replace(dict_sessionidracsessionid)\n", | |
" df_temp = df_temp.rename(columns={'sessionId3': 'racsessionId'})\n", | |
"\n", | |
" # Drop records which are missing race session id\n", | |
" df_temp = df_temp.dropna(subset=['racsessionId'])\n", | |
"\n", | |
" # Crete new race session id + rider id index\n", | |
" df_temp['racsessionriderId'] = df_temp['racsessionId'].map(str) + '_' + df_temp['riderId'].map(str)\n", | |
" df_temp = df_temp.drop(['sessionId', 'riderId', 'racsessionId'], 1)\n", | |
"\n", | |
" # Pivot table on new index and to new fields as needed\n", | |
" df_temp = df_temp.pivot(index='racsessionriderId', columns='sessionSession')\n", | |
" df_temp.columns = [str(x) + str(y) for x, y in list(df_temp.columns)]\n", | |
" df_temp = df_temp.reset_index()\n", | |
" df_ids = df_temp.racsessionriderId.str.split('_').apply(pd.Series)\n", | |
" df_ids.columns = ['racsessionId', 'riderId']\n", | |
" df_temp = pd.concat([df_temp, df_ids], axis=1)\n", | |
"\n", | |
" # Drop race session id + rider id index\n", | |
" df_temp = df_temp.drop('racsessionriderId', 1)\n", | |
" df_temp = df_temp.rename(columns={'racsessionId': 'sessionId'})\n", | |
" df_temp[['sessionId', 'riderId']] = df_temp[['sessionId', 'riderId']].astype(float)\n", | |
"\n", | |
" # Merge race result, rider and session data\n", | |
" df_temp = pd.merge(df_temp, df_motorresult, on=['riderId', 'sessionId'], how='left')\n", | |
" df_temp = pd.merge(df_temp, df_motorider, on='riderId', how='left')\n", | |
" df_temp = pd.merge(df_temp, df_motosession, on='sessionId', how='left')\n", | |
"\n", | |
" df_index = df_temp[['sessionId', 'sessionSeason', 'sessionCountry', 'riderId', 'riderName']].copy()\n", | |
"\n", | |
" # Extract sessionId\n", | |
" list_sessionId = df_temp['sessionId']\n", | |
"\n", | |
" # Drop unnecessary and non-feature fields\n", | |
" df_temp = df_temp.drop(['riderId',\n", | |
" 'riderNumber',\n", | |
" 'rresultTotaltime',\n", | |
" 'rresultAvgspeed',\n", | |
" 'sessionId',\n", | |
" 'sessionSeason',\n", | |
" 'sessionClass',\n", | |
" 'sessionCountry',\n", | |
" 'sessionSession',\n", | |
" 'sessionDate'], 1)\n", | |
"\n", | |
" # Insert sessionId back as first column in features dataframe\n", | |
" df_temp.insert(0, 'sessionId', list_sessionId)\n", | |
"\n", | |
" # Convert race win result to 0/1\n", | |
" df_temp['rresultWin'] = df_temp['rresultPlace']\n", | |
" df_temp['rresultWin'][df_temp['rresultWin'] > 1] = 0\n", | |
" df_temp['rresultWin'] = df_temp['rresultWin'].fillna(0)\n", | |
" \n", | |
" # Convert race podium result to 0/1\n", | |
" df_temp['rresultPodium'] = df_temp['rresultPlace']\n", | |
" df_temp['rresultPodium'][df_temp['rresultPodium'] <= 3] = 1\n", | |
" df_temp['rresultPodium'][df_temp['rresultPodium'] > 3] = 0\n", | |
" df_temp['rresultPodium'] = df_temp['rresultPodium'].fillna(0)\n", | |
"\n", | |
" # Convert top six result to 0/1\n", | |
" df_temp['rresultTopsix'] = df_temp['rresultPlace']\n", | |
" df_temp['rresultTopsix'][df_temp['rresultTopsix'] <= 6] = 1\n", | |
" df_temp['rresultTopsix'][df_temp['rresultTopsix'] > 6] = 0\n", | |
" df_temp['rresultTopsix'] = df_temp['rresultTopsix'].fillna(0)\n", | |
" \n", | |
" # Convert race performance to 1/2/3\n", | |
" df_temp['rresultPerformance'] = df_temp['rresultPlace']\n", | |
" df_temp['rresultPerformance'][df_temp['rresultPerformance'] <= 3] = 1\n", | |
" df_temp['rresultPerformance'][(df_temp['rresultPerformance'] > 3) & (df_temp['rresultPerformance'] <= 6)] = 2\n", | |
" df_temp['rresultPerformance'][df_temp['rresultPerformance'] > 6] = 3\n", | |
" df_temp['rresultPerformance'] = df_temp['rresultPerformance'].fillna(3)\n", | |
" \n", | |
" # Extract label and features dataframe\n", | |
" df_motogplabel = df_temp[['rresultPlace', 'rresultWin', 'rresultPodium', 'rresultTopsix', 'rresultPerformance']]\n", | |
" df_motogpfeatures = df_temp.drop(['rresultPlace', 'rresultWin', 'rresultPodium', 'rresultTopsix', 'rresultPerformance'], 1)\n", | |
"\n", | |
" return df_motogplabel, df_motogpfeatures" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:98: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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", | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:103: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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", | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:104: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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", | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:109: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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", | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:110: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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", | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:115: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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", | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:116: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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", | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\ipykernel_launcher.py:117: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame\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" | |
] | |
} | |
], | |
"source": [ | |
"df_motogplabel, df_motogpfeatures = generate_labelfeat(dict_motogpdata)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"71\n" | |
] | |
} | |
], | |
"source": [ | |
"print(len(df_motogpfeatures.columns))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def convertdatetime(dt):\n", | |
" \"\"\" \"\"\"\n", | |
"\n", | |
" import re\n", | |
" import numpy as np\n", | |
"\n", | |
" from datetime import datetime\n", | |
"\n", | |
" dt = str(dt)\n", | |
"\n", | |
" if dt == 'None':\n", | |
" return np.NaN\n", | |
"\n", | |
" else:\n", | |
" f = '\\d{4}-\\d{2}-\\d{2} \\d{2}:\\d{2}:\\d{2}.\\d{6}'\n", | |
" r = re.compile(f)\n", | |
" if r.match(dt) is None:\n", | |
" dt = dt + '.000000'\n", | |
"\n", | |
" try:\n", | |
" f = '%Y-%m-%d %H:%M:%S.%f'\n", | |
" a = datetime.strptime(dt, f)\n", | |
" b = datetime(1900, 1, 1)\n", | |
" except:\n", | |
" return np.NaN\n", | |
"\n", | |
" return (a - b).total_seconds()\n", | |
"\n", | |
" \n", | |
"def preprocess_features(df_in):\n", | |
" \"\"\" \"\"\"\n", | |
"\n", | |
" import pandas as pd\n", | |
"\n", | |
" list_ignorecolumns = ['sessionId']\n", | |
"\n", | |
" list_timecolumns = ['qresultBesttimeFP',\n", | |
" 'qresultBesttimeFP1',\n", | |
" 'qresultBesttimeFP2',\n", | |
" 'qresultBesttimeFP3',\n", | |
" 'qresultBesttimeFP4',\n", | |
" 'qresultBesttimeQP',\n", | |
" 'qresultBesttimeQP1',\n", | |
" 'qresultBesttimeQP2',\n", | |
" 'qresultBesttimeQ1',\n", | |
" 'qresultBesttimeQ2',\n", | |
" 'qresultBesttimeWUP',\n", | |
" 'qresultBesttimeWUP2']\n", | |
"\n", | |
" df_out = pd.DataFrame(index=df_in.index)\n", | |
" \n", | |
" for col_name, col_values in df_in.iteritems():\n", | |
" if col_name in list_ignorecolumns:\n", | |
" col_values = col_values\n", | |
"\n", | |
" elif col_name in list_timecolumns:\n", | |
" col_values = col_values.astype(str)\n", | |
" col_values = col_values.apply(convertdatetime)\n", | |
"\n", | |
" elif col_values.dtype == object:\n", | |
" col_values = col_values.replace(['yes', 'no'], [1, 0])\n", | |
" col_values = pd.get_dummies(col_values, prefix=col_name)\n", | |
" df_out = df_out.join(col_values)\n", | |
"\n", | |
" df_out = df_out.fillna(0)\n", | |
"\n", | |
" return df_out" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_motogpallfeatures = preprocess_features(df_motogpfeatures)\n", | |
"\n", | |
"df_motogpallnoidfeatures = df_motogpallfeatures.drop('sessionId', axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"4776\n" | |
] | |
} | |
], | |
"source": [ | |
"print(len(df_motogpallnoidfeatures))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Create the final feature dataframe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"list_motogpkbestfeatures = ['sessionId',\n", | |
" 'qresultPlaceFP',\n", | |
" 'qresultPlaceFP1',\n", | |
" 'qresultPlaceFP2',\n", | |
" 'qresultPlaceFP3',\n", | |
" 'qresultPlaceFP4',\n", | |
" 'qresultPlaceQ1',\n", | |
" 'qresultPlaceQ2',\n", | |
" 'qresultPlaceQP',\n", | |
" 'qresultPlaceQP1',\n", | |
" 'qresultPlaceQP2',\n", | |
" 'qresultPlaceWUP',\n", | |
" 'qresultBestlapFP',\n", | |
" 'qresultBestlapFP1',\n", | |
" 'qresultBestlapFP2',\n", | |
" 'qresultBestlapFP3',\n", | |
" 'qresultBestlapFP4',\n", | |
" 'qresultBestlapQ1',\n", | |
" 'qresultBestlapQ2',\n", | |
" 'qresultBestlapQP',\n", | |
" 'qresultBestlapQP1',\n", | |
" 'qresultBestlapQP2',\n", | |
" 'qresultBestlapWUP',\n", | |
" 'qresultTopspeedFP',\n", | |
" 'qresultTopspeedFP1',\n", | |
" 'qresultTopspeedFP2',\n", | |
" 'qresultTopspeedFP3',\n", | |
" 'qresultTopspeedFP4',\n", | |
" 'qresultTopspeedQ1',\n", | |
" 'qresultTopspeedQ2',\n", | |
" 'qresultTopspeedQP',\n", | |
" 'qresultTopspeedQP1',\n", | |
" 'qresultTopspeedQP2',\n", | |
" 'qresultTopspeedWUP',\n", | |
" 'qresultTotallapFP',\n", | |
" 'qresultTotallapFP1',\n", | |
" 'qresultTotallapFP2',\n", | |
" 'qresultTotallapFP3',\n", | |
" 'qresultTotallapFP4',\n", | |
" 'qresultTotallapQ1',\n", | |
" 'qresultTotallapQ2',\n", | |
" 'qresultTotallapQP',\n", | |
" 'qresultTotallapQP1',\n", | |
" 'qresultTotallapQP2',\n", | |
" 'qresultTotallapWUP',\n", | |
" 'qresultBesttimeFP',\n", | |
" 'qresultBesttimeFP1',\n", | |
" 'qresultBesttimeFP2',\n", | |
" 'qresultBesttimeFP3',\n", | |
" 'qresultBesttimeFP4',\n", | |
" 'qresultBesttimeQ1',\n", | |
" 'qresultBesttimeQ2',\n", | |
" 'qresultBesttimeQP',\n", | |
" 'qresultBesttimeQP1',\n", | |
" 'qresultBesttimeQP2',\n", | |
" 'qresultBesttimeWUP']\n", | |
"\n", | |
"df_motogpkbestfeatures = df_motogpallfeatures[list_motogpkbestfeatures]\n", | |
"\n", | |
"df_motogpkbestnoidfeatures = df_motogpkbestfeatures.drop('sessionId', axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Apply standard and minmax scaling to features" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from sklearn.preprocessing import StandardScaler\n", | |
"from sklearn.preprocessing import MinMaxScaler\n", | |
"\n", | |
"scaler = StandardScaler()\n", | |
"\n", | |
"scaler.fit(df_motogpkbestnoidfeatures)\n", | |
"\n", | |
"df_motogpkbestnoidstdscaledfeatures = pd.DataFrame(scaler.transform(df_motogpkbestnoidfeatures), \n", | |
" columns=df_motogpkbestnoidfeatures.columns)\n", | |
"\n", | |
"\n", | |
"scaler = MinMaxScaler(feature_range=[0,100])\n", | |
"\n", | |
"scaler.fit(df_motogpkbestnoidfeatures)\n", | |
"\n", | |
"df_motogpkbestnoidmmscaledfeatures = pd.DataFrame(scaler.transform(df_motogpkbestnoidfeatures), \n", | |
" columns=df_motogpkbestnoidfeatures.columns)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Perform some raw data clustering" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.clf()\n", | |
"\n", | |
"fig = plt.figure(figsize=(16, 6))\n", | |
"\n", | |
"cluster_labels = np.array(df_motogplabel['rresultWin'].values)\n", | |
"\n", | |
"#df_motogpfeatures = df_motogpkbestnoidstdscaledfeatures\n", | |
"df_motogpfeatures = df_motogpkbestnoidmmscaledfeatures\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"scatter_x = np.array(df_motogpfeatures['qresultPlaceFP1'].values)\n", | |
"scatter_y = np.array(df_motogpfeatures['qresultPlaceFP2'].values)\n", | |
"\n", | |
"dict_label = {0: '2nd or worse', 1: '1st'}\n", | |
"dict_colors = {0: 'grey', 1: 'green'}\n", | |
"dict_size = {0: 100, 1: 400}\n", | |
"\n", | |
"ax = fig.add_subplot(1, 2, 1)\n", | |
"\n", | |
"for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], \n", | |
" marker='.', s=dict_size[c], alpha=0.4, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
"ax.set_title('MotoGP - FP1 vs. FP2')\n", | |
"ax.set_xlabel('Free Practice 1 Place (Normalized)')\n", | |
"ax.set_ylabel('Free Practice 2 Place (Normalized)')\n", | |
"\n", | |
"ax.grid(True)\n", | |
"\n", | |
"ax.legend()\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"scatter_x = np.array(df_motogpfeatures['qresultPlaceFP2'].values)\n", | |
"scatter_y = np.array(df_motogpfeatures['qresultPlaceFP3'].values)\n", | |
"\n", | |
"dict_label = {0: '2nd or worse', 1: '1st'}\n", | |
"dict_colors = {0: 'grey', 1: 'green'}\n", | |
"dict_size = {0: 100, 1: 400}\n", | |
"\n", | |
"ax = fig.add_subplot(1, 2, 2)\n", | |
"\n", | |
"for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], \n", | |
" marker='.', s=dict_size[c], alpha=0.4, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
"ax.set_title('MotoGP - FP2 vs. FP3')\n", | |
"ax.set_xlabel('Free Practice 2 Place (Normalized)')\n", | |
"ax.set_ylabel('Free Practice 3 Place (Normalized)')\n", | |
"\n", | |
"ax.grid(True)\n", | |
"\n", | |
"ax.legend()\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"fig.savefig('images/raw_winnerscatterplot.png', bbox_inches='tight', pad_inches=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.clf()\n", | |
"\n", | |
"fig = plt.figure(figsize=(16, 6))\n", | |
"\n", | |
"cluster_labels = np.array(df_motogplabel['rresultPerformance'].values)\n", | |
"\n", | |
"#df_motogpfeatures = df_motogpkbestnoidstdscaledfeatures\n", | |
"df_motogpfeatures = df_motogpkbestnoidmmscaledfeatures\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"scatter_x = np.array(df_motogpfeatures['qresultPlaceFP1'].values)\n", | |
"scatter_y = np.array(df_motogpfeatures['qresultPlaceFP2'].values)\n", | |
"\n", | |
"dict_label = {1: '3rd or better', 2: '4th to 6th', 3: '7th or worse'}\n", | |
"dict_colors = {1: 'green', 2: 'blue', 3: 'grey'}\n", | |
"dict_size = {1: 300, 2: 150, 3: 75}\n", | |
"\n", | |
"ax = fig.add_subplot(1, 2, 1)\n", | |
"\n", | |
"for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], \n", | |
" marker='.', s=dict_size[c], alpha=0.4, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
"ax.set_title('MotoGP - FP1 vs. FP2')\n", | |
"ax.set_xlabel('Free Practice 1 Place (Normalized)')\n", | |
"ax.set_ylabel('Free Practice 2 Place (Normalized)')\n", | |
"\n", | |
"ax.grid(True)\n", | |
"\n", | |
"ax.legend()\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"scatter_x = np.array(df_motogpfeatures['qresultPlaceFP2'].values)\n", | |
"scatter_y = np.array(df_motogpfeatures['qresultPlaceFP3'].values)\n", | |
"\n", | |
"dict_label = {1: '3rd or better', 2: '4th to 6th', 3: '7th or worse'}\n", | |
"dict_colors = {1: 'green', 2: 'blue', 3: 'grey'}\n", | |
"dict_size = {1: 300, 2: 150, 3: 75}\n", | |
"\n", | |
"ax = fig.add_subplot(1, 2, 2)\n", | |
"\n", | |
"for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], \n", | |
" marker='.', s=dict_size[c], alpha=0.4, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
"ax.set_title('MotoGP - FP2 vs. FP3')\n", | |
"ax.set_xlabel('Free Practice 2 Place (Normalized)')\n", | |
"ax.set_ylabel('Free Practice 3 Place (Normalized)')\n", | |
"\n", | |
"ax.grid(True)\n", | |
"\n", | |
"ax.legend()\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"fig.savefig('images/raw_performancescatterplot.png', bbox_inches='tight', pad_inches=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Create some helper functions for clustering techniques" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\buswedg\\Anaconda3\\envs\\Python37\\lib\\site-packages\\sklearn\\utils\\deprecation.py:144: FutureWarning: The sklearn.metrics.cluster.unsupervised module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.metrics.cluster. Anything that cannot be imported from sklearn.metrics.cluster is now part of the private API.\n", | |
" warnings.warn(message, FutureWarning)\n" | |
] | |
} | |
], | |
"source": [ | |
"from sklearn.utils import check_X_y\n", | |
"from sklearn.preprocessing import LabelEncoder\n", | |
"from sklearn.metrics.cluster.unsupervised import check_number_of_labels\n", | |
"\n", | |
"from numba import jit\n", | |
"\n", | |
"#@jit(nogil=True, parallel=True)\n", | |
"def euclidean_distances_numba(X, Y=None, Y_norm_squared=None):\n", | |
" # disable checks\n", | |
" XX_ = (X * X).sum(axis=1)\n", | |
" XX = XX_.reshape((1, -1))\n", | |
"\n", | |
" if X is Y: # shortcut in the common case euclidean_distances(X, X)\n", | |
" YY = XX.T\n", | |
" elif Y_norm_squared is not None:\n", | |
" YY = Y_norm_squared\n", | |
" else:\n", | |
" YY_ = np.sum(Y * Y, axis=1)\n", | |
" YY = YY_.reshape((1,-1))\n", | |
"\n", | |
" distances = np.dot(X, Y.T)\n", | |
" distances *= -2\n", | |
" distances += XX\n", | |
" distances += YY\n", | |
" distances = np.maximum(distances, 0)\n", | |
"\n", | |
" return np.sqrt(distances)\n", | |
"\n", | |
"\n", | |
"#@jit(parallel=True)\n", | |
"def euclidean_distances_sum(X, Y=None):\n", | |
" if Y is None:\n", | |
" Y = X\n", | |
" Y_norm_squared = (Y ** 2).sum(axis=1)\n", | |
" sums = np.zeros((len(X)))\n", | |
" for i in range(len(X)):\n", | |
" base_row = X[i, :]\n", | |
" sums[i] = euclidean_distances_numba(base_row.reshape(1, -1), Y, Y_norm_squared=Y_norm_squared).sum()\n", | |
"\n", | |
" return sums\n", | |
"\n", | |
"\n", | |
"#@jit(parallel=True)\n", | |
"def euclidean_distances_mean(X, Y=None):\n", | |
" if Y is None:\n", | |
" Y = X\n", | |
" Y_norm_squared = (Y ** 2).sum(axis=1)\n", | |
" means = np.zeros((len(X)))\n", | |
" for i in range(len(X)):\n", | |
" base_row = X[i, :]\n", | |
" means[i] = euclidean_distances_numba(base_row.reshape(1, -1), Y, Y_norm_squared=Y_norm_squared).mean()\n", | |
"\n", | |
" return means\n", | |
"\n", | |
"\n", | |
"def silhouette_samples_memory_saving(X, labels, metric='euclidean', **kwds):\n", | |
" X, labels = check_X_y(X, labels, accept_sparse=['csc', 'csr'])\n", | |
" le = LabelEncoder()\n", | |
" labels = le.fit_transform(labels)\n", | |
" check_number_of_labels(len(le.classes_), X.shape[0])\n", | |
"\n", | |
" unique_labels = le.classes_\n", | |
" n_samples_per_label = np.bincount(labels, minlength=len(unique_labels))\n", | |
"\n", | |
" # For sample i, store the mean distance of the cluster to which\n", | |
" # it belongs in intra_clust_dists[i]\n", | |
" intra_clust_dists = np.zeros(X.shape[0], dtype=X.dtype)\n", | |
"\n", | |
" # For sample i, store the mean distance of the second closest\n", | |
" # cluster in inter_clust_dists[i]\n", | |
" inter_clust_dists = np.inf + intra_clust_dists\n", | |
"\n", | |
" for curr_label in range(len(unique_labels)):\n", | |
"\n", | |
" # Find inter_clust_dist for all samples belonging to the same label.\n", | |
" mask = labels == curr_label\n", | |
"\n", | |
" # Leave out current sample.\n", | |
" n_samples_curr_lab = n_samples_per_label[curr_label] - 1\n", | |
" if n_samples_curr_lab != 0:\n", | |
" intra_clust_dists[mask] = euclidean_distances_sum(X[mask, :]) / n_samples_curr_lab\n", | |
"\n", | |
" # Now iterate over all other labels, finding the mean\n", | |
" # cluster distance that is closest to every sample.\n", | |
" for other_label in range(len(unique_labels)):\n", | |
" if other_label != curr_label:\n", | |
" other_mask = labels == other_label\n", | |
" other_distances = euclidean_distances_mean(X[mask, :], X[other_mask, :])\n", | |
" inter_clust_dists[mask] = np.minimum(inter_clust_dists[mask], other_distances)\n", | |
"\n", | |
" sil_samples = inter_clust_dists - intra_clust_dists\n", | |
" sil_samples /= np.maximum(intra_clust_dists, inter_clust_dists)\n", | |
" \n", | |
" # score 0 for clusters of size 1, according to the paper\n", | |
" sil_samples[n_samples_per_label.take(labels) == 1] = 0\n", | |
" return sil_samples" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Assess clustering counts applied to raw data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from sklearn.cluster import KMeans\n", | |
"from sklearn.metrics import silhouette_samples, silhouette_score\n", | |
"from sklearn.metrics.cluster import normalized_mutual_info_score\n", | |
"\n", | |
"from sklearn.mixture import GaussianMixture\n", | |
"from sklearn.metrics import silhouette_samples, silhouette_score\n", | |
"from sklearn.metrics.cluster import normalized_mutual_info_score\n", | |
"\n", | |
"np.random.seed(0)\n", | |
"\n", | |
"plt.clf()\n", | |
"\n", | |
"fig = plt.figure(figsize=(16, 6))\n", | |
"\n", | |
"#df_motogpfeatures = df_motogpkbestnoidstdscaledfeatures\n", | |
"df_motogpfeatures = df_motogpkbestnoidmmscaledfeatures\n", | |
"\n", | |
"range_n_clusters = range(2, 10)\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"df_temp = pd.DataFrame(columns=['cluster_count', 'score', 'method'])\n", | |
"\n", | |
"for n_clusters in range_n_clusters:\n", | |
" for i in range(0, 5):\n", | |
" clusterer = KMeans(n_clusters=n_clusters).fit(df_motogpfeatures)\n", | |
" cluster_labels = clusterer.labels_\n", | |
"\n", | |
" silhouette_avg = silhouette_score(df_motogpfeatures, cluster_labels, sample_size=3000)\n", | |
" nmi = normalized_mutual_info_score(df_motogplabel['rresultPerformance'].values, cluster_labels)\n", | |
" \n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, silhouette_avg, 'silhouette']\n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, nmi, 'nmi']\n", | |
" \n", | |
"ax = fig.add_subplot(1, 2, 1)\n", | |
"\n", | |
"ax = sns.pointplot(x='cluster_count', y='score', hue='method', data=df_temp)\n", | |
"\n", | |
"ax.set_title('MotoGP - kmeans clustering method')\n", | |
"ax.set_xlabel('Number of Clusters')\n", | |
"ax.set_ylabel('')\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"df_temp = pd.DataFrame(columns=['cluster_count', 'score', 'method'])\n", | |
"\n", | |
"for n_clusters in range_n_clusters:\n", | |
" for i in range(0, 5):\n", | |
" clusterer = GaussianMixture(n_components=n_clusters).fit(df_motogpfeatures)\n", | |
" cluster_labels = clusterer.predict(df_motogpfeatures)\n", | |
"\n", | |
" silhouette_avg = silhouette_score(df_motogpfeatures, cluster_labels, sample_size=3000)\n", | |
" nmi = normalized_mutual_info_score(df_motogplabel['rresultPerformance'].values, cluster_labels)\n", | |
"\n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, silhouette_avg, 'silhouette']\n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, nmi, 'nmi']\n", | |
" \n", | |
"ax = fig.add_subplot(1, 2, 2)\n", | |
"\n", | |
"ax = sns.pointplot(x='cluster_count', y='score', hue='method', data=df_temp)\n", | |
"\n", | |
"ax.set_title('MotoGP - expectation maximization method')\n", | |
"ax.set_xlabel('Number of Clusters')\n", | |
"ax.set_ylabel('')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"fig.savefig('images/raw_clusterscore.png', bbox_inches='tight', pad_inches=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"np.random.seed(0)\n", | |
"\n", | |
"plt.clf()\n", | |
"\n", | |
"fig = plt.figure(figsize=(16, 6))\n", | |
"\n", | |
"#df_motogpfeatures = df_motogpkbestnoidstdscaledfeatures\n", | |
"df_motogpfeatures = df_motogpkbestnoidmmscaledfeatures\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"clusterer = KMeans(n_clusters=4).fit(df_motogpfeatures)\n", | |
"\n", | |
"cluster_labels = clusterer.labels_\n", | |
" \n", | |
"scatter_x = np.array(df_motogpfeatures['qresultPlaceFP2'].values)\n", | |
"scatter_y = np.array(df_motogpfeatures['qresultPlaceFP3'].values)\n", | |
"\n", | |
"dict_label = {0: '0', 1: '1', 2: '2', 3: '3', 4: '4'}\n", | |
"dict_colors = {0: 'grey', 1: 'green', 2: 'blue', 3: 'red', 4: 'brown'}\n", | |
"dict_size = {0: 100, 1: 100, 2: 100, 3: 100, 4: 100}\n", | |
"\n", | |
"ax = fig.add_subplot(1, 2, 1)\n", | |
"\n", | |
"for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], \n", | |
" marker='.', s=dict_size[c], alpha=0.4, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
"cluster_centers = clusterer.cluster_centers_\n", | |
"\n", | |
"ix_x = df_motogpfeatures.columns.get_loc('qresultPlaceFP2')\n", | |
"ix_y = df_motogpfeatures.columns.get_loc('qresultPlaceFP3')\n", | |
"\n", | |
"ax.scatter(cluster_centers[:, ix_x], cluster_centers[:, ix_y], \n", | |
" marker='o', c=\"white\", alpha=1, s=200, edgecolor='k')\n", | |
"\n", | |
"for i, c in enumerate(cluster_centers):\n", | |
" ax.scatter(c[ix_x], c[ix_y], marker='$%d$' % i, alpha=1, s=50, edgecolor='k')\n", | |
" \n", | |
"ax.set_title('MotoGP - kmeans clustering method')\n", | |
"ax.set_xlabel('Free Practice 2 Place (Normalized)')\n", | |
"ax.set_ylabel('Free Practice 3 Place (Normalized)')\n", | |
"\n", | |
"#ax.set_xlim(-5, 105)\n", | |
"#ax.set_ylim(-5, 105)\n", | |
"\n", | |
"ax.grid(True)\n", | |
"\n", | |
"ax.legend()\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"clusterer = GaussianMixture(n_components=4).fit(df_motogpfeatures)\n", | |
"cluster_labels = clusterer.predict(df_motogpfeatures)\n", | |
" \n", | |
"scatter_x = np.array(df_motogpfeatures['qresultPlaceFP2'].values)\n", | |
"scatter_y = np.array(df_motogpfeatures['qresultPlaceFP3'].values)\n", | |
"\n", | |
"dict_label = {0: '0', 1: '1', 2: '2', 3: '3', 4: '4'}\n", | |
"dict_colors = {0: 'grey', 1: 'green', 2: 'blue', 3: 'red', 4: 'brown'}\n", | |
"dict_size = {0: 100, 1: 100, 2: 100, 3: 100, 4: 100}\n", | |
"\n", | |
"ax = fig.add_subplot(1, 2, 2)\n", | |
"\n", | |
"for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], \n", | |
" marker='.', s=dict_size[c], alpha=0.4, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
"cluster_centers = clusterer.means_\n", | |
"\n", | |
"ix_x = df_motogpfeatures.columns.get_loc('qresultPlaceFP2')\n", | |
"ix_y = df_motogpfeatures.columns.get_loc('qresultPlaceFP3')\n", | |
"\n", | |
"ax.scatter(cluster_centers[:, ix_x], cluster_centers[:, ix_y], \n", | |
" marker='o', c=\"white\", alpha=1, s=200, edgecolor='k')\n", | |
"\n", | |
"for i, c in enumerate(cluster_centers):\n", | |
" ax.scatter(c[ix_x], c[ix_y], marker='$%d$' % i, alpha=1, s=50, edgecolor='k')\n", | |
" \n", | |
"ax.set_title('MotoGP - expectation maximization method')\n", | |
"ax.set_xlabel('Free Practice 2 Place (Normalized)')\n", | |
"ax.set_ylabel('Free Practice 3 Place (Normalized)')\n", | |
"\n", | |
"ax.grid(True)\n", | |
"\n", | |
"ax.legend()\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"fig.savefig('images/raw_clusterplot.png', bbox_inches='tight', pad_inches=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Time to apply some dimensionality reduction methods" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def generate_varplot(df_data):\n", | |
" \"\"\" \"\"\"\n", | |
" \n", | |
" plt.clf()\n", | |
"\n", | |
" fig = plt.figure(figsize=(18, 4))\n", | |
" \n", | |
" df_data_std = df_data.std(axis=0)\n", | |
" df_data_std = df_data_std.reset_index(level=0)\n", | |
" df_data_std = np.round(df_data_std, 3)\n", | |
" \n", | |
" df_data_std.columns = ['Feature', 'Standard Deviation']\n", | |
" df_data_std = df_data_std.sort_values(by='Standard Deviation', ascending=False)\n", | |
"\n", | |
" ax = sns.barplot(x='Feature', \n", | |
" y='Standard Deviation', \n", | |
" data=df_data_std, color='c')\n", | |
" \n", | |
" ax.set_xticklabels(ax.get_xticklabels(), \n", | |
" rotation=45, ha='right')\n", | |
" \n", | |
" #ax.set_title('')\n", | |
" ax.set_ylabel('Standard Deviation')\n", | |
"\n", | |
" return fig" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1296x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#df_data = df_motogpallnoidfeatures\n", | |
"df_data = df_motogpkbestnoidfeatures\n", | |
"\n", | |
"fig = generate_varplot(df_data)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"fig.savefig('images/motogp_varplot.png', bbox_inches='tight', pad_inches=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def generate_pca_expvarplot(df_motogpfeatures):\n", | |
" \n", | |
" from sklearn.decomposition import PCA\n", | |
" \n", | |
" np.random.seed(0)\n", | |
"\n", | |
" plt.clf()\n", | |
" \n", | |
" fig = plt.figure(figsize=(16, 6))\n", | |
"\n", | |
" pca_components = 6\n", | |
" \n", | |
" df_temp = pd.DataFrame(columns=['dimension', 'variance'])\n", | |
" \n", | |
" pca = PCA(n_components=pca_components)\n", | |
" pca.fit(df_motogpfeatures)\n", | |
"\n", | |
" for c in range(0, pca_components):\n", | |
" df_temp.loc[len(df_temp.index)] = [c+1, pca.explained_variance_ratio_[c]]\n", | |
" \n", | |
" df_temp = np.round(df_temp, 3)\n", | |
" \n", | |
" ax = fig.add_subplot(1, 1, 1)\n", | |
"\n", | |
" ax = sns.pointplot(x='dimension', y='variance', data=df_temp)\n", | |
"\n", | |
" ax.set_title('MotoGP - PCA explained variance plot')\n", | |
" ax.set_xlabel('PCA Dimensions')\n", | |
" ax.set_ylabel('Explained Variance')\n", | |
" \n", | |
" return fig" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#df_motogpfeatures = df_motogpkbestnoidstdscaledfeatures\n", | |
"df_motogpfeatures = df_motogpkbestnoidmmscaledfeatures\n", | |
"\n", | |
"fig = generate_pca_expvarplot(df_motogpfeatures)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"fig.savefig('images/pca_expvarplot.png', bbox_inches='tight', pad_inches=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def generate_dimred_plotswlabel(df_motogpfeatures, df_motogplabel):\n", | |
" \"\"\n", | |
" \n", | |
" from sklearn.decomposition import PCA\n", | |
" from sklearn.decomposition import FastICA\n", | |
" \n", | |
" import matplotlib.pyplot as plt\n", | |
" from mpl_toolkits.mplot3d import Axes3D\n", | |
" from mpl_toolkits.mplot3d import proj3d\n", | |
" from matplotlib.patches import FancyArrowPatch\n", | |
" get_ipython().run_line_magic('matplotlib', 'inline')\n", | |
" \n", | |
" class Arrow3D(FancyArrowPatch):\n", | |
" def __init__(self, xs, ys, zs, *args, **kwargs):\n", | |
" FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n", | |
" self._verts3d = xs, ys, zs\n", | |
"\n", | |
" def draw(self, renderer):\n", | |
" xs3d, ys3d, zs3d = self._verts3d\n", | |
" xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n", | |
" self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n", | |
" FancyArrowPatch.draw(self, renderer)\n", | |
" \n", | |
" \n", | |
" np.random.seed(0)\n", | |
"\n", | |
" plt.clf()\n", | |
" \n", | |
" fig = plt.figure(figsize=(16, 6))\n", | |
" \n", | |
" # ---------\n", | |
"\n", | |
" pca = PCA(n_components=3, whiten=True).fit(df_motogpfeatures)\n", | |
"\n", | |
" df_reduced_data = pd.DataFrame(pca.transform(df_motogpfeatures), columns=['PC1', 'PC2', 'PC3'])\n", | |
"\n", | |
" scatter_x = np.array(df_reduced_data['PC1'].values)\n", | |
" scatter_y = np.array(df_reduced_data['PC2'].values)\n", | |
" scatter_z = np.array(df_reduced_data['PC3'].values)\n", | |
" \n", | |
" cluster_labels = np.array(df_motogplabel['rresultWin'].values)\n", | |
"\n", | |
" dict_label = {0: '2nd or worse', 1: '1st'}\n", | |
" dict_colors = {0: 'grey', 1: 'green'}\n", | |
" dict_size = {0: 10, 1: 40}\n", | |
"\n", | |
" ax = fig.add_subplot(1, 2, 1, projection='3d')\n", | |
"\n", | |
" for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], scatter_z[ix],\n", | |
" marker='.', s=dict_size[c], alpha=0.7, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
" ls_motogphighleveragefeat = ['qresultTopspeedQP',\n", | |
" 'qresultTopspeedQ1',\n", | |
" 'qresultTopspeedFP3',\n", | |
" 'qresultTopspeedFP4']\n", | |
" \n", | |
" for i, (pc1, pc2, pc3) in enumerate(zip(pca.components_[0], pca.components_[1], pca.components_[2])):\n", | |
" arw = Arrow3D([0, pc1],[0, pc2],[0, pc3], \n", | |
" arrowstyle=\"-\", color=\"orange\", lw=1, mutation_scale=25)\n", | |
" \n", | |
" ax.add_artist(arw)\n", | |
"\n", | |
" if df_motogpfeatures.columns[i] in ls_motogphighleveragefeat: \n", | |
" if pc1 >= 0:\n", | |
" ax.text(pc1, pc2, pc3, df_motogpfeatures.columns[i], ha='left')\n", | |
" #ax.annotate(df_motogpfeatures.columns[i], (pc1, pc2, pc3), size=12, ha='left')\n", | |
"\n", | |
" else: \n", | |
" ax.text(pc1, pc2, pc3, df_motogpfeatures.columns[i], ha='right')\n", | |
" #ax.annotate(df_motogpfeatures.columns[i], (pc1, pc2, pc3), size=12, ha='right')\n", | |
"\n", | |
" ax.set_title('MotoGP - PCA dimensions plot')\n", | |
" ax.set_xlabel('PC1')\n", | |
" ax.set_ylabel('PC2')\n", | |
" ax.set_zlabel('PC3')\n", | |
" \n", | |
" ax.grid(True)\n", | |
"\n", | |
" ax.legend()\n", | |
" \n", | |
" \n", | |
" # ---------\n", | |
"\n", | |
" ica = FastICA(n_components=3).fit(df_motogpfeatures)\n", | |
"\n", | |
" df_reduced_data = pd.DataFrame(ica.transform(df_motogpfeatures), columns=['ICA1', 'ICA2', 'ICA3'])\n", | |
"\n", | |
" scatter_x = np.array(df_reduced_data['ICA1'].values)\n", | |
" scatter_y = np.array(df_reduced_data['ICA2'].values)\n", | |
" scatter_z = np.array(df_reduced_data['ICA3'].values)\n", | |
" \n", | |
" cluster_labels = np.array(df_motogplabel['rresultWin'].values)\n", | |
"\n", | |
" dict_label = {0: '2nd or worse', 1: '1st'}\n", | |
" dict_colors = {0: 'grey', 1: 'green'}\n", | |
" dict_size = {0: 10, 1: 40}\n", | |
"\n", | |
" ax = fig.add_subplot(1, 2, 2, projection='3d')\n", | |
"\n", | |
" for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], scatter_z[ix],\n", | |
" marker='.', s=dict_size[c], alpha=0.7, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
" ax.set_title('MotoGP - ICA dimensions plot')\n", | |
" ax.set_xlabel('ICA1')\n", | |
" ax.set_ylabel('ICA2')\n", | |
" ax.set_zlabel('ICA3')\n", | |
" \n", | |
" ax.grid(True)\n", | |
"\n", | |
" ax.legend()\n", | |
" \n", | |
" return fig" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAFUCAYAAACN5KmwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydeXhU9b3/32eWzExmJplsJCEJBAiQgISwJipI63rFW+ouVcG1lnttSy+3z3UvVq1rW62tt/TptYJYlRa9LpVrpVIquIGgdSH7vi+TZPZ9zu8Pfud4Jpl9PTP5vJ7H55HJWb5zZub7/n4+38/CsCwLgiAIgiAIgiAIghAiSfUACIIgCIIgCIIgCPFBxiJBEARBEARBEAQxDTIWCYIgCIIgCIIgiGmQsUgQBEEQBEEQBEFMg4xFgiAIgiAIgiAIYhpkLBIEQRAEQRAEQRDTkIX4O/XVIAiCIOIJk+oBZACkzQRBEEQ8CajNtLNIEARBEARBEARBTIOMRYIgCIIgCIIgCGIaZCwSBEEQBEEQBEEQ0yBjkSAIgiAIgiAIgphGqAI3BEEQaYHL5UJfXx/sdnuqh0IAUCqVKC8vh1wuT/VQCIIgiBRB2iwuotFmhmWDFlWjimsEQaQFnZ2d0Gq1KCgoAMNQwc1UwrIs9Ho9TCYT5s2bN/XP9OHEDmkzQRBpAWmzeIhWmykMlSCIjMBut5MYiQSGYVBQUECeZIIgiBkOabN4iFabyVgkCCJjIDESD/RZEARBEADpgZiI5rMgY5EgCCIO9Pb24pvf/CZqamqwdOlS/OpXv4r4Gt/4xjfwySefJGB0BEEQBDHzIG2OHTIWCSIOMAyDtrY2AMC2bdvw4IMPpnhEX9PT0wONRgOPx5PqofAIn1emIJPJ8Itf/AKNjY346KOP8Mwzz+DUqVNJu38iPl+32x33axIEQSSaG2+8Effeey8A4MiRI1i8eHGKR+TLxRdfjD179qR6GDzC55VpkDbHDhmLGU5lZSWysrIwNjbm83pdXR0YhkFXV1fIa+zevRvr1q2L6L6Dg4P47ne/i9mzZ0Oj0WD+/Pm48cYb0dTUBADo6uoCwzDQaDTQaDSorKzEo48+GtE9hFRWVkKlUkGj0aC4uBg33XQTzGYz//e//vWvOOecc6DValFUVIQNGzbgjTfe8LnG4cOHwTAMHn/88ajHAQC7du3CfffdF9M14smcOXNgNpshlUpTPZSIiea7lypKS0uxcuVKAIBWq0VNTQ36+/sBnPZK3nHHHVi7di0WLVqEI0eOAABsNhs2b96M2tpaXHPNNbDZbH6v/e6772LFihVYtmwZbr75ZjgcDgCnv/cPPPAA1q1bhz//+c/88R6PB/PnzwfLspicnIREIsF7770HAFi/fj3a2towPj6OSy+9FLW1tWhoaMDnn38OALj//vtx22234cILL8TWrVvx1VdfYe3atairq0NtbS1aW1sBAC+88AL/+ve+9z1ROSMIIl2YSRr9t7/9zef+t9xyC0pLS6HValFdXY2dO3fCYrHwx7Asi/nz52PJkiVR3xc4Pec1NzfHdI1483//93+44YYbUj2MqEg3Zy9pc+zaTMbiDGDevHl46aWX+H9/8cUXAb/48UCv1+Oss86C1WrFkSNHYDKZcPLkSWzYsAEHDx70OXZychJmsxkvvfQSHnjgAbz99ttR3/fNN9+E2WzGyZMncfz4cTz00EMAgP379+Oqq67C1q1b0dfXh+HhYTzwwAN48803fc7fs2cP8vPzReXtI9KTrq4ufPrpp6ivr+dfc7vdOHbsGJ566in89Kc/BQD89re/RXZ2Nj7//HPcc889OHHixLRr2e123Hjjjdi3bx+++OILuN1u/Pa3v+X/rlQqcfToUWzevJl/TSqVYtGiRTh16hSOHj2KVatW4ciRI3A4HOjr60NVVRV27tyJFStW4PPPP8fDDz+MrVu38uefOHECr7/+Ol588UXs2rUL27dvx2effYZPPvkE5eXlaGxsxL59+/D+++/js88+g1QqxR//+MdEPEqCyHhmikZzjI+P48wzz4TNZsOHH34Ik8mEgwcPYnJyEu3t7fxx7733HkZGRtDR0YHjx4/HfF+CIG2ODjIWZwBbtmzB888/z/97z549Pl8+ADAYDNi6dSuKioowd+5cPPTQQ/B6vWhsbMS2bdvw4YcfQqPRQKfTBT0eAJ588knk5ORg7969WLBgARiGgU6nw0033YQf/OAHfsd45plnYunSpfjyyy9jfr9lZWW4+OKL8eWXX4JlWezYsQP33Xcfbr31VuTm5kIikWDDhg34/e9/z59jtVqxf/9+PPPMM2htbQ0Zm/7EE0+gtLQUs2fPxh/+8AefvwnDOQ4fPozy8nI8/vjjmDVrFkpLS/Haa6/hwIEDWLRoEfLz8/Hwww/z53q9Xjz66KNYsGABCgoKcPXVV2N8fBzA157ePXv2YM6cOSgsLMTPfvYz/txjx45h9erVyMnJQXFxMXbs2OFzHhe2MDAwgE2bNiE/Px9VVVU+z+H+++/H1Vdfja1bt0Kr1WLp0qU+z+Kxxx5DWVkZtFotFi9ejHfffdfv87nxxhuxbds2XHDBBdBqtdiwYQO6u7v9Hhvpdy+e9PX14Y033kBfX1/crmk2m3HFFVfgqaeeQk5ODv/65ZdfDgBYtWoVv1vw3nvv4frrrwcA1NbWora2dtr1mpubMW/ePCxatAgAcMMNN/CeSAC45ppr/I5j/fr1eO+99/Dee+/hrrvuwtGjR3H8+HGsWbMGAHD06FFs2bIFAHDuuedCr9fDYDAAADZt2gSVSgXg9G/z4YcfxmOPPYbu7m6oVCq8++67OHHiBNasWYO6ujq8++676OjoiPqZEcRMZqZp9C9/+UtotVq88MILqKysBABUVFTgV7/6lc8cuGfPHnz729/Gxo0bQzpxP/30U6xcuRJarRbXXHONT7VHToc5Kisr8cQTT6C2thZqtRq33HILhoeHcfHFF0Or1eL888/HxMQEf/xHH32Es846CzqdDsuXL8fhw4f5v33jG9/Afffdh7PPPhtarRYXXnghv0tst9tx/fXXo6CgADqdDmvWrMHw8DB/3v/8z/8AOK37Dz30EObOnYtZs2Zh69at/Fwcre5PhXsGDz/8MAoLC1FZWRnUiPj973+Pqqoq5OfnY9OmTRgYGAAAnHPOOQCA5cuXQ6PRYN++fUE/l2ghbRaXNpOxOANoaGiA0WhEY2MjPB4P9u3bx/8IOH7wgx/AYDCgo6MD//jHP/D888/jueeeQ01NDXbt2oUzzzwTZrMZk5OTQY8HgL/97W+47LLLIJGE9/ViWRbvv/8+vvrqK6xYsSLm99vb24sDBw5gxYoVaG5uRm9vL6688sqg57zyyivQaDS46qqrcNFFF/kI91Tefvtt/PznP8fBgwfR2trqE1rjj6GhIdjtdvT39+OBBx7Ad7/7Xbzwwgs4ceIEjhw5ggceeID/MT/99NN47bXX8I9//AMDAwPIy8vD7bff7nO9o0ePorm5Ge+++y4eeOABNDY2AgC2b9+O7du3w2g0or29HVdffbXf8XznO99BeXk5BgYGsH//ftx9990+Rt8bb7yBzZs3Y3JyEps2bcL3v/99AKcnxt/85jc4fvw4TCYT/vrXv/JC748//vGPuO+++zA2Noa6ujpcd911fo+L9LsXT06ePImuri6cPHkyLtdzuVy44oorcN111/ECxKFQKACc9iwK8w1CVSYL0QsXarXa7+vr16/HkSNHcOzYMWzcuBGTk5M4fPgwL/b+rsuNRXjNa6+9Fm+88QZUKhUuuugiHDp0CCzL4oYbbsBnn32Gzz77DM3Nzbj//vuDjpMgCP/MNI3+29/+hssvvzzo/TkH7nXXXYfrrrsOL7/8MpxOp99jnU4nLr30UmzZsgXj4+O46qqr8MorrwQdwyuvvIKDBw+ipaUFb775Ji6++GI8/PDDGBsbg9frxdNPPw0A6O/vxyWXXIJ7770X4+Pj+PnPf44rrrgCo6Oj/LVefPFFPPfccxgZGYHT6cTPf/5zAKeNXYPBgN7eXuj1euzatYtf6AvZvXs3du/ejb///e/o6OiA2WzmdZcjVt0HTq9FxsbG0N/fjz179uC2227zG5576NAh3HXXXfjTn/6EwcFBzJ07l98d44yhf/7znzCbzQENolghbfYl1dpMxuIMgfNcHjx4ENXV1SgrK+P/xonTI488Aq1Wi8rKSvznf/4n9u7d6/daoY4fGxtDSUkJf/wbb7wBnU7He92EFBYWIj8/H7feeiseffRRnHfeeVG/x0svvRQ6nQ7r1q3Dhg0bcPfdd0Ov1wM4HbMejD179uCaa66BVCrFtddei5deegkul8vvsX/6059w00034YwzzoBarQ75Q5TL5bjnnnsgl8uxefNmjI2NYfv27fzO3dKlS/mY9N/97nf42c9+hvLycigUCtx///3Yv3+/zwS2c+dOqFQqLF++HMuXL8c///lP/j5tbW0YGxuDRqNBQ0PDtLH09vbi6NGjeOyxx6BUKlFXV4dbb73V57Net24dNm7cCKlUii1btvDXl0qlcDgcOHXqFFwuFyorK7FgwYKA7/uSSy7BOeecA4VCgZ/97Gf48MMP0dvb63NMpN+9eLNy5UpUVlby+QyxwLIsbrnlFtTU1AT07k7lnHPO4b27X375Jf89EFJdXY2uri4+R2Tv3r3YsGFDyGvX19fjgw8+gEQi4T/r3/3ud1i/fv20ex8+fBiFhYU+3laOjo4OzJ8/Hz/84Q+xadMmfP755zjvvPOwf/9+jIyMADgdVhZo55ggiNDMBI3m0Ov1ITX51VdfhUKhwIUXXoh//dd/hdvtxltvveX32I8++ggulws/+tGPIJfLceWVV/K7NIH4wQ9+gOLiYpSVlWH9+vWor6/HihUroFAocNlll+HTTz8FcDr/a+PGjdi4cSMkEgkuuOACrF69GgcOHOCvddNNN2HRokVQqVS4+uqr8dlnnwE4rcl6vR5tbW2QSqVYtWqV3zn2j3/8I3bs2IH58+dDo9HgkUcewcsvvxw33Rfy4IMPQqFQYMOGDbjkkkvwpz/9ye94br75ZqxcuRIKhQKPPPIIPvzww7DyZ+MFabO4tJmMxRnCli1b8OKLL2L37t3TwlvGxsbgdDoxd+5c/rW5c+fyCcBTCXV8QUEBBgcH+b9t2rQJk5OTePLJJ6d5BsfGxjAxMYHGxkb88Ic/9Hu/bdu28Un2wpDNqbz22muYnJxEd3c3/vu//xsqlQoFBQUA4DOeqfT29uLvf/87v/P17W9/G3a7PaAwDQwMoKKiwue9B6OgoIAvLsN5FYuLi/m/q1QqvhhPd3c3LrvsMuh0Ouh0OtTU1EAqlfKhKwB8RD47O5s/99lnn0VLSwuqq6uxZs0a/OUvf/E79vz8fGi1Wp/xCz/rqde32+1wu92oqqrCU089hfvvvx+zZs3C5s2b+dAUfwifkUajQX5+/rTjI/3uxZvy8nJs2rTJJ0QpWt5//33s3bsXhw4dQl1dHerq6nwWFP74t3/7N5jNZtTW1uLxxx/H2rVrpx2jVCrx3HPP4aqrrsKyZcsgkUiwbdu2kONRKBSoqKjgFw/r16+HyWTCsmXLAJwOOf7kk09QW1uLO++8M2CY1759+3DGGWegrq4OTU1N2Lp1K5YsWYKHHnoIF154IWpra3HBBRcE/Y0RBBGcmaDRHFPv7489e/bg6quvhkwmg0KhwOWXXx5wjhoYGEBZWZnPTlAoXZ6qwcE0+c9//jOvyTqdDkePHvUZfyBN3rJlCy666CJs3rwZs2fPxn/913/5dUIPDAxM+6zcbnfcdJ8jLy/PZ2dq7ty5fjV86ng0Gg0KCgqSpssAabPYtFkW8xWItGDu3LmYN28eDhw4gGeffdbnb4WFhZDL5eju7uarjvX09PCezalb8aGOP++88/Daa69h586dYYe5BGPXrl3YtWtXVOcuXrwYFRUVeOWVV/DjH//Y7zF79+6F1+vFt771Lf41u92O559/Hpdeeum040tLS312yHp6eqIamz8qKirwhz/8AWefffa0v4Xy6i1cuBAvvfQSvF4vXn31VVx55ZX8zirH7NmzMT4+DpPJxBuMws8uFNdeey2uvfZaGI1GfO9738Mdd9wR0LstfEZmsxnj4+OYPXu2zzGRfvfEzLp16wKGpQhzXAoLC/nPUqVS4eWXXw557fPOO4/3dAsJ9Z3gKrsBX392HPn5+Xj99dennTN1p/yuu+7CXXfdNe24a665JmEhSAQx05hJGn3++efjf//3fwPev6+vD4cOHcKxY8f4cFKr1Qq73Y6xsTEUFhb6HF9aWor+/n6wLMs/i56enqCRL+FSUVGBLVu2+OT2h4tcLsfOnTuxc+dOdHV1YePGjVi8eDFuueUWn+Nmz57ts/vT09MDmUyG4uLikDl7gXTfXwjkxMQELBYL/7eenh6cccYZ046bOh6LxQK9Xh/2OkFskDbHDu0sziCeffZZHDp0aNokIpVKcfXVV+Oee+6ByWRCd3c3fvnLX/I5E9yExXkcQx2/Y8cOTExMYMuWLWhvbwfLsjCZTHxoRjJhGAa//OUv8eCDD+K5556D0WiE1+vF0aNHcdtttwEAnn/+eezcuZOP8f7ss8/wyiuv4K233ppmbAHA1Vdfjd27d+PUqVOwWq189ax4sG3bNtxzzz38RD06Oup30vDHCy+8gNHRUUgkEr7IwdR2GRUVFTjrrLNw1113wW634/PPP8ezzz4bMJ9QSHNzMw4dOgSHwwGlUgmVShW0HceBAwdw9OhROJ1O3Hfffaivr/fZbeTGF8l3jyAIIlOZKRq9Y8cOGI1G3HDDDbzW9ff3Y8eOHfj888+xd+9eLFq0CM3Nzbwmt7S0oLy83KdqLMeZZ54JmUyGp59+Gm63G6+++iqOHTsWl7Fef/31ePPNN/HXv/4VHo8Hdrsdhw8fDqvwyt///nd88cUX8Hg8yMnJgVwu96uZ3/nOd/Dkk0+is7MTZrMZd999N6655hrIZKH3c8LRfSE7d+6E0+nEkSNH8Je//AVXXXXVtGOuvfZaPPfcc/jss8/gcDhw9913o76+nq9RUFxcTAXNZhhkLM4gFixYgNWrV/v9269//Wuo1WrMnz8f69atw7XXXoubb74ZwOlqTEuXLkVJSQnv0Qt2fGFhIT766CMolUqsW7cOWq0WdXV1MJlMPmWFk8WVV16Jffv24Q9/+ANmz56N4uJi3Hvvvfj2t7+Njz76CF1dXbj99ttRUlLC/7dp0yZUVVX5FaaLL74YP/rRj3DuueeiqqoK5557btzGun37dmzatAkXXnghtFotGhoa8PHHH4d17ttvv42lS5dCo9Fg+/btePnll6FUKqcd99JLL6GrqwuzZ8/GZZddhp/+9Ke44IILQl7f4XDgzjvvRGFhIUpKSjAyMhI05Ojaa6/FT3/6U+Tn5+PEiRMBK69F+t0jCILIRGaKRufn5+ODDz6AXC5HfX09tFotzjvvPOTm5qKqqgp79uzBv//7v/tocklJCbZt2+Y3JC8rKwuvvvoqdu/ejby8POzbt29aEZNoqaiowOuvv46HH34YRUVFqKiowBNPPMFXlg3G0NAQrrzySuTk5KCmpgYbNmyYVrgIAG6++WZs2bIF55xzDubNmwelUolf//rXYY0vXN0HToey5uXlYfbs2bjuuuuwa9cuVFdXTzvuvPPOw4MPPogrrrgCpaWlaG9v99llu//++3HDDTdAp9P5zXkkMg8mRDWf4KV+CCJFeL1euFwuSKVSSCSSuITSEPHjxhtvRHl5Od/rMhk0NjaipqYmafcjQhPgM0mf2GLxQtpMiBLSZnFy+PBhXH/99XFtRREupM3iI1JtppxFIq1gWRZutxtutxt2u53PT5BIJJBKpZDJZJBKpZBKpWmV70YQBEEQ6QppM0FkLmQsEmkBy7LweDzo6elBaWkpGIbhRYfbHXe5XHylMZZleWEikSIIgiCI+MNps7DKZzjaLNRl0maCEDdkLBKihwtr8Xq96O7uRllZmU9lK05khEnd/kQKOO3lJJFKPLt37071EAiCIIgEItRmhmF4A5GrShpMm6cWLeO0WSaT8buRpM3x4xvf+EZKQlCJzICCyQnRwrIsnE4nHA6HT0nscOCESmgUcrkTTqcTNpsNZrMZBoMBRqMRVqsVTqcTbrc7YIllggjFzTffjFmzZvktRy7k8OHD+OCDD5I0KoIgiPgxVZslEomPPgfT6lDabLVaSZuJuEPaHBtkLBKig2VZuFwu2O12eDweXlxi9TIGEilO+AKJlMfjIZEiwuLGG2/E22+/HfI4EiSCINKNQNocK6TNRKIhbY4NMhYJ0cDlPjgcDrjdbjAMM81jGW+4ewQTKZPJhMbGRphMJhIpIijnnHMO8vPzfV57+umnsWTJEtTW1mLz5s3o6urCrl278OSTT6Kurs6nOS9BEITY4IrXiFGbDQYDaTMREtLm2KCcRUIUTM19SGW5bX/e0qGhIZSVlcHj8fjkWkwtopNoASXiy8d9H+Pk4EmsLF2J+vL6hNzj0UcfRWdnJxQKBSYnJ6HT6bBt2zZoNBr8+Mc/Tsg9CYIg4oHYtZllWXi9Xh9tNplMyMrKglarJW1OU0ibxQUZi0RKEZbbBvyLgViYKpJCkXI4HD7J/MJEfRIpcfJx38e4/cDtAIBnP30Wz2x8JiGiVFtbi+uuuw6XXnopLr300rhfnyAIIt6kizb7G9fk5CSUSiUUCgVpcxpC2iw+KAyVSAmpCGuJN8IwGaH30uv1wuFwwGw2+4TJ2Gw2uFwuCpMRCScHTwIASrWlPv+ON2+99RZuv/12nDhxAqtWreIXXwRBEGIjU7SZy4H0p80Wi8VHm+12O2mziCBtFh9kLBJJx+v1YnBwEBaLBQDSToiCEcqAJJESDytLVwIABk2DPv+OJ16vF729vfjmN7+Jxx9/HJOTkzCbzdBqtTCZTHG/H0EQRLR4vV44nU6+3VQ6a/NUPQ2UA+n1emG320mbRQRps/igMFQiaQjDWgYGBjBnzhwolcqorpNOBMuzsNvtPq9zITLCHpDpKtZip768Hs9sfCaueRHf+c53cPjwYYyNjaG8vBz33Xcf9u7dC4PBAJZl8R//8R/Q6XT41re+hSuvvBKvv/46fv3rX2P9+vVxeEcEQRCRw1U5jWf18VQS7tjD1eapu5SkzYmFtFl8MCEW3um1KidECVfllPNWMgyDr776ChUVFcjNzY3oWh9++CHq6+vBMAycTmfSJuvjx49jzZo1Cb0H18yYZVl8+eWXWLp06bRdShKpwDQ2NqKmpibVwyAEBPhM6MsbO6TNRMxwDtz29naUl5dDJpPFrC1ctdJUalRPTw+ysrJQUlISl+sJtZmDDMjwIW0WH5FqM+0sEgmD89C5XC6wLOszkXLhH5HCMAw/aRsMBmg0GshkmfE1Fj4fp9MJmUzGG9rCWHoSKYIgCCJapmrz2NgYysrKSEMCEGgHkrSZmClkxiqbEB2hym1zRl+kMAyDiYkJtLa2QqlU8s2B1Wo1cnJyoNVqodVqIZVK4/VWUkokIiUUKBIpgiAIYir+tDlaPZ7JRKPNXBVW0mYi3SBjkYgr4ZbbjkacuCT0zs5OLFu2DHK5HAzDwOv1wmq1wmg0Ynh4GG1tbWBZFhqNBlqtFjk5OdBoNCntDxVPAomU2+32Cf/xJ1KZ8gwIgiCI8AmmzVyzeyI2gmnz2NgYJicnMXfuXNJmIu0gY5GIC0KP2tSQU39wRl44eL1edHd3Y2BgAAqFAsuXL4dcLucb8EokEmg0Gmg0Gp9zuNYV/f39MJvNYBiG33nMyclBdnZ2RBM0977ECPe8uffDCX8gA1JYqTWTRErMn9FMgxafBJF6wtHmSPSYiAzh8/Z6vbzekjYTqSIabSZjkYiZUCGn/gjXk6nX69Hc3IxZs2ahoaEBn376KX9esIlHIpEgJycHOTk5KCsrAwB4PB6YTCaYTCZ0d3fDYrFAKpXy4as5OTlQqVQZMaEJBSiUASmRSOB2u6FSqSCXy/kQ1nRDqVRCr9ejoKAgLcefSbAsC71eH1W1Y4Ig4kO42pyJYahifD9CwzFcbfaXA5lukDaLh2i1mYxFImpYloXRaIREIuGrqEVSsjrYZG6z2dDc3AyWZVFXV4fs7OywzguGVCqFTqeDTqfjX3O73TAajTCZTGhvb4fNZoNcLueNR61WmzEL3mAi9dVXX2Hx4sXIysoCy7LTBCodRKq8vBx9fX0YHR1N9VAInF4glJeXp3oYBDHjCDcdhCPeYaip1opU398fwZ5vMG12uVx8JXnSZiIeRKPNZCwSESNshdHW1oaysjLk5eVFdI1ARp/X60VXVxeGhoawcOFCFBUVhXVetMhkMuTn5yM/P59/zel0wmQywWg0YmhoCHa7HXa7HR0dHcjNzYVWq4VCoYjbGFKJUGQ4AeKeLxfmy8E5BcQqUnK5HPPmzUv1MAiCIFKCvzZV4czRFIaaeCINw+SOFRbrC6XNXP4jaTMRb8hYJCJialiL0LiIBH+tM0ZHR9Ha2oqSkhI0NDT4DZlJRrhMVlYWCgoKUFBQAOD0BH38+HFoNBoYDAb09fXB6XRCpVL57EDK5fKEjiuRTO0fBWSGSBEEQWQ6XDspoTZHapiIMWyT8CWUNgv1WajNXA4kaTMRLWQsEmHBCZHH4/EJlYg2fEUoTlarFU1NTZBIJFi5cmXQsE/heclKmObeb1FREYqLi/l722w2mEwm6PV6dHV1we12Izs726eFR7r0gAz1LAOJFNeAmUSKIAgi+QTS5kiItu8xET6JWq+QNhPJID1WskTKCJX7EG34CsMw8Hg8aGtrw+joKBYtWsTv5IU6TwweUIZhkJ2djezsbB8DkmvhMTo6io6ODni9Xp8ekBqNRpQ9IKMRskBlwv2JFBe2SiJFEAQRO5HmJQYj3rpKlS/9k6xnEok2ezweSKVSZGdnkzYTASFjkfALy7J8yGmwVhjReCRZloXZbMbo6CgqKytRX18ftjc0VcZiOPdlGAZqtRpqtRqlpaUAToftWiwWGI1GDA4Owmw2AwA0GkhsojAAACAASURBVA1vQKrVap/3n4r3Fy9xDyRSXq8XHo+HFymPxwOr1YqCggIyIAmCIMIk0jZV4ZCJfRbF9n5SPZ5A2jwwMACGYfg1CwDesSvsAUnaPLMhY5GYRiStMCI13iwWC5qamuByuVBRUYHKysqIxsbdj5v4xO7BlEgkfEgqh8fjgdlshtFoRG9vLywWi89xWq026cKSyOfoT6ScTie6u7uh1WrhcDh8QmlIpAiCIKYTTZuqcMi0Ajdi1AwxrlWEustFPHHOXYfDAbvdTtpMACBjkRAQTVhLuDuLbrcbHR0d0Ov1qK6uhtVq5Su2RYJYwlBjQSqVIjc3F7m5ufxrbreb7wHZ2dkJq9WKkydP+vSAVCqVCZ2ckz3xcwVxOIQi5XA4+NelUinf/5FEiiCImQaXIy9ssRDPOTARuipG4yjViPF5eL1eH6dDsOgg0uaZCxmLRExhLaE8kizLYnh4GO3t7aioqEBDQwMYhoHNZou5ME4mIZPJkJeXh7y8PHi9Xpw8eRLLli3je0AODw/DbrcjKyuLNx5zcnLStoXHVIECgouU3W73eZ1EiiCITEeozR999BHOOuushMxz8QxDFUb9EF8j1ucRjlEfrTZz1dFJm9MfMhZnOFxYy/Hjx7F69eqIw1qCiYzZbEZjYyNUKhXWrFmDrKwsn/OiLYwj1pzFeCOXy31aeACAw+HgDcj+/n44nU4olUqfFh7C5yxWwvU6hytSXBsXYR9IEimCINKVRIWc+iPTwlDFiFh3WlmWjeq7Rdo8syBjcYYytdy2sJBNJEgkEng8Hp/X3G432traMDk5iZqaGp9wS45oja+Z7rFUKBQoKipCUVERgNOfo91uh8lkwsTEBLq7u/kWHkIDUmwtPPztLIZLIJHiPPDcv7kwVxIpgiDShanaLPzP6/UmpJr2TNfVmQznjIgH4Wgzdxxpc3ohrhUkkXAC5SVGG4YikUh8FuiDg4Po7OzE3LlzsXjx4oA/fjIWAxOJ0c4wDFQqFVQqFWbNmsWfb7VaYTKZfFp4cD0gc3JyUt7CI95e1nBEyu12Y3JyEiUlJSRSBEGIilA1A7hoHDIW0xMx7ywmuhYCGZDpDxmLM4RQrTCiFSLO22k0GtHU1ASNRoO1a9dCLpeHdV6kkKiFRtjCo6SkBMDXLTxMJhPfwoNlWb6Fh8fjiWm3L1KSca+p33GHw4GRkREUFRVNEylOoLhKbyRSBEEkg0S2qQqXRF47VYhxnSBGTUmm7nMEMyBdLhf/t7GxMZSWlpI2iwAyFmcA4eQ+RCsWXq8Xw8PDGBsbQ3V1NXJycsI6L9qdzJmUsxhPhK05Zs+eDeB0Cw+uB6TT6cSJEyfAMIxP+KparU7IxJwKLyvnDJn6/ec8+k6n06fa4FQDMtmCShBEZhNJXmIiDbp017epiNGYEOvzFcuOpzDKDTg9ru7ubhQVFZE2iwAyFjOYSFphRCpELMuiv78f7e3t0Gq1WLFiRUQTDoWhBiZZ708qlfJhqYODg1izZg3cbjffA7K7uxsWiwUymYw3NHNycqBSqWIWl1R4MwPd059IAQhoQHJCRSJFEEQ0JLJNVTRIJJKoWln5w+v1YmBgAHK5HLm5uWlRcC0ZRFtIJtGkQovDgfs9CHU2kDZPrU9A2hx/yFjMQKJphRGJEBkMBjQ2NkKn06G6uhqTk5MRGw+xGIszgVS9T5lMBp1OB51Ox7/mcrlgMplgNBoxOjoKm80GuVzu0wNSoVBENOZU7SyGIyBC4zBSkeLyLAiCIKYSS5uqdNhZHBsbQ0tLC/Lz82G1WtHX1weXy8Xny3NOR7EVXJvJiGVncSr+xhVMm10uF2lzAqFfbIYRbbntcITI6XSipaUFNpsNZ5xxBjQaDfR6fVQCFo/WGTNhl1EMyOVy5OfnIz8/n3/N6XTCaDTCaDRicHAQdrsdSqXSx4AM5lEW085iOIQSKc4rz7LsNIEikSIIItZWGIneWYxFS+12O5qamsCyLFauXMlfj9Noq9XKOxvb29t98uVzcnKgVqszficonYwyMRBJey0APvU2/GkzcPp7TtocHWQsZggsy8JkMsFmsyEnJyfiJOBgQsSyLHp7e9Hb24sFCxaguLjYx3uTzHDSmZCzmA4GcFZWFgoLC1FYWAjg9Ji5HpAGgwG9vb1wuVxQqVQ+OZBc4SMx7yyGSzCRcjqd/GuDg4MoLS1FVlYWn2NBIkUQM4NoQk79IcadRa/Xi+7ubgwODmLhwoV8Syfh/CcsuFZaWsqfx6U79Pb2wmKx8Hn1nAEZj3QHsSHG9yPWMNR4OHdDaTPwtQFJ2hwcMhbTHGEFqcnJSRgMBp8QwnAJJEQTExNoampCQUEB6uvrp4WPxGOHMBnnpRvpNlkxDAOlUgmlUunTwsNms8FoNEKv16OzsxMejwdqtRosy0KhUMDj8SSthUeyKrACviLFGYtOp9NHqIQixeVZpNvnThCEf4TaDERvJHJEW0E8UdceHx9Hc3MzioqKUF9f7zPnhdJpiUTCG4UcbrebT3dob2+HzWZDVlYWf5xWq4VCoQh7fGJbJ4htPBxi3VmMd5uYQAYky7KkzWFAxmIaMzWsRSaTRT0hTTX6HA4Hmpub4XK5UFtbC7Va7fe8WIw+ap2R2TAMg+zsbGRnZ/MtPFiWhcViQU9PD0wmEz799FOwLAu1Wu3TAzIRRp3H40mZB3Wq6JFIEURmIvxtR5qXGAyx7CwK1wbLly9HdnZ2XMYgk8mQl5eHvLw8n3tx6Q59fX1wOp1QqVQ+BqS//EcxrhPEapSJtfBOMvQ6UAsPf9rMha3OVG0mYzENYVkWLpcLHo/HJ/dBIpHA4/FEdU1OiLxeL3p6etDf38+HlQT7QUQrYNQ6Y2bCMAw0Gg20Wi3y8vJQWlrKhySZTCb09/fDbDbzLTy4sKTs7OyYhUNM4TYkUgSReXi9Xrjd7mnaHA9izSsMde1QOi5MR6mqqsKsWbMSPg8pFAoUFRXx4a3CaJXR0VF0dHTA6/VOczaKFTHO29xmg9hIlV4H0mav1wuPx8Nr88jICGbNmsWnl2S6NpOxmEaEyn2IxfMokUhgMBjQ1taGoqIiNDQ0hBUCMFNyFpNJsj2QqXiewvcoDEkqKysDcNqrOLWFh1Qq9cl/zM7Ojug5xTusJd6EK1IAeONR2GcqU0WKIMQOFzHBGYjx2k0UksqdRa4Cel5ent90lGThL1rF6/Xy/YI5Z6Pb7YZCoeDbQ0WqFYlArOsWse54it25OzAwgMLCQjidTjgcDp8w10zUZjIW04Bwy21LpdKoxMRut2N4eBgMw6Curi6isJJUhJOKddIlwieUEEilUuTm5iI3N5d/ze12w2g0wmQy8S08ZDKZT0iSUqkMODF7vd606/kVzIB0OByw2+0+IjUxMYHh4WGsWbMmFcMliBmFUJubm5tRXl4eVc2AcEiFsehyudDS0gKr1cpXQBcbXGEcrVbLOxv7+vpgtVrhcrnQ2dkJq9XKt3vi/osk/zEekFEWGWIdF4fX64VMJvP5TINps16vh16vx6pVq1I15JggY1HkRFJuO1Ix8Xq96OrqwtDQEHJzc5GXlxdx/kEsYajJPC9WxDjJx4tUiFg095TJZH5beHBFEYaGhmCz2aBQKPwWRUiF+CTCsRHMgDx58iT+8Y9/kLFIEAlmqjZH66wNl0S3zhBem2VZ9Pf3o7u7G/PmzcOSJUvSSgMlEgmys7NRXl7OvyZs9zQwMACHw8G3e5parXsmIVYjNpnF76LFXx/IQNp8/PhxHDt2jIxFIr5EU247kpxFrnluSUkJGhoa0NfXlzZVTVO1s5jM1hnJDkNN1zYWWVlZKCgoQEFBAQDwOX9cCw+uKIJSqYTb7QbDMNDpdElbFCTLQOXmB4vFIkrvP0FkCoG0OdGOzGTtLJpMJjQ2NkKr1WLt2rUZY0D5a/dkt9v9VusW5j/Gy2ARq1EGiNMZLvadxXARarNWq031cKKGjEWREW7IqT/CEROr1Yrm5mYwDIMVK1ZApVLx50ZTHCfZrTMkEgkv0kR8SJedxXBgGMZvUQS73Y6WlhaYzWZ88cUXcLvdyM7O5j3KgarqxUqyBc9kMqW1IBGEWAmlzcnYWRQ2GI/3tT0eD5qammAwGFBTU+PT1iIdCbW+YBgGKpUKKpUKxcXFAE7P11arFUajEYODgzCbzQDgkyuvVquj1i4xGmViJVOMRY50d+SSsSgivF4vbDYbWltbUV1dHfEPJZhYeTwedHZ2YmRkBIsXL+Z3YjiiFaJUhJNyIkATb3xI553FcOAWBUqlEiUlJcjNzQXLsvyiYGpVPW5hEA+vcrJDadLde0kQYiScdJBYqpGHQ6J2FlmWxdjYGMbGxlBdXY3FixenvbZGO36JRAKNRgONRoPZs2cDOD2Hc6kOXLE1Ya48l/8Y6p5UayEyxGwsRvNZmkwmflc7HSFjUQQIW2GwLAuDwRDVZBdITEZGRtDa2oqysjI0NDT4/QEmO5w0lp3FTG+dMRPCUFNtoDIMA7VaDbVajdLSUv7vXFW9wcFBmEwmAPBp4aFWqyMSsGQbi2azma8SSBBEbExtUxUs0ifRxmIiNMhiseDUqVOQy+XIy8vzyfEjTiOVSqHT6XwKF7lcLj7/cXBwEA6HwydXPicnZ1r4rpjDUMVIKvsihyIaQ9ZsNmPevHkJGlHiIWMxhfjLfZDJZFF7D6eKicViQVNTE+RyOVavXh20+lcs4aTRjjVauPfI9aWjCTh2MnlnMdx7CqvqcQhbePT29vLl8bmQpFBl2ZP9Ps1mM+0sEkSMRFMzIJ0K3Hg8HrS3t0Ov16OmpgZKpRJfffVVXK4NpK4QXbKQy+XTcuUdDgeMRiMmJibQ3d0Nt9vtk/+Yyc8jEYi51VU0TuB012YyFlMAVx3J5XJFnJcYDm63Gx0dHdDr9aiurkZeXl7Ic9JlcufGOTQ0hLa2NrAs61PRzJ9HjwjOTNxZDJdALTxMJhNMJhNfll0mk/nktahUKjAMk5KdxXTOiyCIVBKLNicyp5C7fjw0mos0Ki8vR0NDAxiGgcPhiOuu5UwLuWQYBkqlEkqlErNmzQLwde9NrlL36OgoxsfHodPp+LVKdna2aHfPUo2YW11FayymszaTsZhkImmFESlcyMzHH3+MiooK1NfXh339dDEWHQ4HBgcHYbfbsXLlSjAMw7dPGB8fR1dXF1/RLDc3l889S6cJOdlCmy6GWzzuGQ/DTSaTIS8vz8cJw4UlmUwmDA8Pw263IysrCzKZjC+wE05eS6yku/eSIFJFrNoslUpht9sTNLrYNdpqtaKpqQkymWxapFEy0yxmCgzD8PmPwOnPr6CgAFKpdFr+I+dozMnJCdoreCYh5pzFaIzFdK8nQMZikogmrCUSzGYzGhsb4Xa7ceaZZ0bskRG7sej1etHZ2Yn+/n7k5uZi2bJl/PPkKppxHj1h7ll/fz/MZjMfOsj9x+38hEuyxTTZOYvJJhUGaiJzIKaGJQGnHRu9vb0wGo1oamqCw+GASqXy2YGMt+c03QWJIJJNvLRZrK0zOO0cHh72W9wulmsT4cOyLCQSybRIFZfLxRfQ4RyNCoXCx4AU6w5bIsk0Y9FsNqd1hWEyFhNMLK0wwsHtdqOtrQ2Tk5Oorq7GqVOnoppYxCwW4+PjaGpqQklJCaqrqzExMRH0eGHuWVlZGYCvQweNRiPa29ths9mQlZXlY0DOxAkZmFk7i8m8p0KhgEajQVZWFubMmcPvMJpMJp+8FpVK5ZMDGUsLD5PJlNaCRBDJIt7aLJVKRVcNdWo/5UDzXyKcoamuJyC2ndJAz0MulyM/Px/5+fn8cQ6HAyaTCQaDAb29vXC5XHyrJ04rxJrPFy/EXOCGchaJuJLokNPBwUF0dnZizpw5MZe7FqOx6HQ60dzcDKfTibq6OmRnZ0Ov10clAv5CB7mE9MnJSfT09ExLSI9nQ95ImAlhqKkyUFOxm8l9h4R9vYR5LVarFSaTCWNjY9MaQ3NOj3C/h+nuvSSIZJAIbRbTzqLdbkdTUxNYlvXppxyITAtDFWsYZzjjEuY/CnsFc62ehoeH+XoNGo2GX69EWqmbu65YycQCN+mszWQsJoBYw1oYhgm6C2IymdDY2AiNRoM1a9b47IiFOjcQYjIWWZZFf38/uru7sWDBAhQXF/PPL56i5q95+9TWCQzDQKvVwmazwWazRRy+Gi2Z3jojVSEmqTAWg+1YC1t4cC0vhI2h/S0MtFptwDxc7jtKEMR0EpkOIoadRa/Xi56eHgwMDGDhwoW8toUi04xFMRLL8w3U6mlqpW4uqircdBsxh3qKeWzRGItOpzNoRwKxQ8ZiHOHCWkwmE1pbW1FbWxtT7sPUH4rL5UJbWxuMRiNqamr8eikCnRvuPVONyWTCqVOnkJubi/r6+mkheYkUNWFC+tSGvFw4SHt7O+RyOT8Z5+bmpn346kzZWUyFtzkaURE2huYQLgz6+vr4Fh7CVh/cbmWsAtvb24utW7diaGgIEokEt912G7Zv3x7TNQkilXDazFUrjXc6CJD6ncWJiQk0NTWhqKgI9fX1Ec07Yt2JyyTirXkSiYRfh3C43W6+0Jq/dButVutjsKQ6VDgYmWQsZoIjhozFOMD1++PCWqRSKZxOZ9Q/Qs5DyRlKwp22yspKVFdXB20MHI1gxSp0sU46brcb7e3tmJycDGgIA77GYjImOa4hr1qtRmVlJdRqNR++yi3c451PMBPCUMUsBPEkXu8z0MKAMyD37t2L/fv3w2w2Y8eOHVi7di1Wr16NqqqqiD9bmUyGX/ziF1i5ciVMJhNWrVqFCy64AEuWLIn5fRBEMuFaYZhMJvT29mLhwoUJm+tSZSwK0zWWL1+O7OzshI2BEDcymcwn/xH4Ot1GmP/I5cmL+bsi5jVCqIghfyTCQZVMyFiMEa/XC7fbDY/Hw+c+yGSymMJRhKJgMBjQ1NSE3NxcrF27NmQPwWgbA8cidJwBF+0Pgev7VFFRgUWLFgW9jhjCZfyFr/oLGxSGg6jV6ohDkZNFqryL6Txxhksi+yzKZDLodDrodDrcc889uPvuu3H22WfjkksuwSeffIL9+/fjscceQ1VVVUTXLS0t5UOdtFotampq0N/fT8YikVYI8xIB8GkFiSIZYahC7WNZFr29vejt7Z2WrpFqxDIOMZEqnfW3XrHZbDAajRgbG4PZbMbx48en1WtItaGW7B7FkUA7i0TYBMt9iNXDyPVr4sIIlixZEnYVpVTsLEYb+ur1enHy5Em/fZ8CIQZjcSr+8gk8Hg+/6yPspyQMXxVT/DqJe2JIpuC53W5kZWXh/PPPx/nnnx+Xa3Z1deHTTz9FfX19XK5HEInGnzbH6sANh0TvLHL1CIDTTuTGxkbk5eX5TdcgxLlAF4POMgyD7OxsZGdnQ6fTweVy4YwzzgjYboxzemdnZyd1/GLfWYxE1x0Oh6jWe9FAM0yEhFNuO5YfFOf1+eKLL7Bw4UKUlJREdD2JRBKVKMZqLEYyMXu9XnR3d8NqtaK6uhqFhYVhn5sqYzHS+0ql0mn9lJxOJx++OjAwAIfDgezsbGi1WuTm5kKr1aZE9FNRJTTZpGrhkEzBM5vNUKvVcb3eFVdcgaeeeiqtq7gRM4Ng2pzoXb9k3IPT9lOnTsFsNuOMM87wyWsmvkaMeiZG45XTp1Dtxjo7O2G1Wn3qNeTk5CTUABK7sRjJWs1kMsVVm1MBGYsRkMhWGMDpBPXm5mZ4vV4sWbIkIiOKI1qjL5bJVejxDIUwCV+j0fjE1od7LzFOuuGQlZWFwsJC/nMVhoOMjo6io6MDXq8XCoWC77MUTTlsYjqpMoiTubNoMpni1sfJ5XLhiiuuwHXXXYfLL788LtckiEQRSpsjdWhGQyK1iWVZDAwMwGKxYN68eaipqRGlQUQERozFZIKNyV+7MaHDu7+/Hw6Hg89/5HYhQ6VKxWNsqSbSHpDp3mMRIGMxLBJZbhs4vUXd0tICh8OBZcuWoa+vL+prRZuzGAvhCLHT6URLSwvsdjtqa2uhVquh1+sj9h6ls7E4FWE4iLBtwsjICJ+LYjabIZVKfbx5SqUyrt8/MU/K8SJVXspkGosWiyUugsSyLG655RbU1NRgx44dcRgZQSSGRGtzJCTqvsJWWWq1mq/UTRCxEqn2+3N42+12GI1G6PV6vk+wRqPhw1ej7Vct5jVJpLpuNpvTPgqAjMUghBNyGgtcT6T+/n5UVVVh1qxZvFc0lpDQRIfbTCXYziLnEe3q6sL8+fN9wmqjMfxSaSwm475c2wS1Ws0XFHG5XLw3b2hoCHa7Pa7evJliLKYiWT6ZxmK8BOn999/H3r17sWzZMtTV1QEAHn74YWzcuDHmaxNEPEhGK4xU43a70dbWBoPBgOrqauTm5uKDDz5I9bCIKBGjzsbqRGUYBiqVCiqVCsXFxfw1ufzHgYEBPv9RWPAv2fmP8cbtdkcchko7ixlKPEJOg00O4+PjaG5uRmFhIRoaGnwWlLHkPqSiX2Kge5rNZpw6dQoajcZvJdd0MhaTXZ1UiFwuR0FBAQoKCvi/B/LmRVPNTIwiFm9StbOYzGcbL0Fat25dxuzeE5nHVG3OtLmLZVkMDw+jvb0dc+bMweLFizPuPSYDMc5hYvscE6FP/vIfuX7VwvxHYcE/Lv9RbM8nEJE6nykMNQPh+iV2dnZCoVBEXGCGY2qvRA673Y7m5mZ4PJ6APZHSzVicasB5PB60t7djfHwcNTU1PkVehEQz1kwKQw1GqPYhwbx5XDUzbtLmJmOVSuX3umQsJpZkPdtMCHUhiEBw2ixsUxXNNcQ811ksFjQ2NkKpVGLNmjUR93KLlXg8Hy6ayGw2Q6fTIScnJ255bOEixs9YjOuWZOki169ap9PxrzmdTt6AHBwc5COmuDWLGJ8XR6Q1EMxmc9oXiSNj8f/jL/fB7XZHPelMNRa5CqCDg4NYuHAh3/PGH7EYfKnKWeTuOTo6ipaWFpSXl6O+vj7uPROF54hREFJFoGpmXPjqyMgIbDYblEqljzdPLpcnfQGVChEQc2W1eJEJoS4EMZV45SVyOiXG3m0ejwcdHR0YGxtDdXW1T1GRZBFrv2Tg62girmffxMQEuru74Xa7o458yRTE6KhI5ZiysrL8RkyZTCaMj4/DZrPh2LFj0/o/iuX3G8lzs1gsVA013WFZlg9rEeYlymQyPh8iGoS7g2NjY2hpaUFxcTEaGhpCTpJSqRQOhyOq+6YiZ1EikcBut6OzsxMAsGrVKiiVypDnpVsYqpg9Xf6QyWTIz8/nK86yLAuHwwGj0egj4lKpFDKZDAaDISmTcSoEaiYYi/EqcEMQYiCQNkcLp8mJnN+4/P1I5pqRkRG0trairKwM9fX1KY2AiFbjvF4vOjo6MDo6iiVLlkCj0cDlcvmNfOnr64PFYoFEIuF7DqdbGGK0iO39icmAFUZMFRQUwGAwYNWqVfz3ZnBwEGazGSzLTst/FLu2m0ymqLobiIkZbSwGy0uUSqWw2+1RX1sqlcJisaC5uRkMw2DFihVQqVRhnZvKAjeRTh4sy8JkMmFsbAw1NTVBd0ynEknLDeE56Wa0RUqiJnCGYaBUKqFUKjFr1iz+Xt3d3TCZTBgcHITJZEp4MjoZi4nBbDbzVXUJIp1JRJsqmUwGt9ud0NBOTrvDGa/NZkNjYyOkUmnYDlYgsfoQjbaOj4+jqakJpaWlvLE7Vdf9Rb64XC6YTCYYDAYMDg7C4XBAqVTyxmOq+g4nCjGuW8Sqi9y4GIaBRqOBRqPhqwB7PB6YzWYYjUZ0d3fDYrFAJpP5rFniXTE+VsxmM+bNm5fqYcRE5vwSIyCcsBZOWKKB+zI3NTVhyZIl/DZ7uMSSsyiVSqPeEY00TMdgMODUqVNgGAbV1dURGYrc/dJlZzFTYRgGCoUCUqkUFRUVAE5/f7nw1Y6ODthsNsjlcl7Ec3JyYlpwpUKgUnXPZApWJiTREzObRLbCSEY+f6BaBUK8Xi86OzsxPDyMxYsXR7Q+SGQobaTPx+l0orm5GU6nMyJnOIdcLp8W+SLsO9ze3u6zi5Sbm5vWVTTFtIvHIcYxAcELyEilUuTm5vrUwuAqxptMJgwPD/MpN0IDMl5OomjWn5mgzTPKWIykFUa0BtvIyAja2toglUqxcOHCiA3FWO4NxL4rGY4QuVwutLa2wmKxYNmyZRgcHIxqwkm3MNRMZapgSKXSac14ufBVg8GA3t5euFwuZGdn+7TvCHcBM1N2FpPZNgOgAjdE+pLoNlVAbLoaLqH0V6/Xo7m5GSUlJWGlpAS6fiLmlXC1lWVZDA4OorOzEwsWLEBxcXFcPit/fYeFu0hcFU25XO4TvprsIkCZhNh3FsPFX8V4bs0yOTmJnp4euN3uqNcsQqLRdTIW04hIw1oiFRar1YrGxkbI5XKsXLkSvb29URs1qQpDDXVflmUxNDSEjo4OVFZWoqamhhf1aMabTsYikLwwEjF6+xQKBYqKivjdY5ZlYbVaYTQaMTw8jLa2NgDwKWKgVqsDVl/NdMMNSL4QZ4IgETOPRISc+kMqlUYdLRQugfRXWAU9ml044fUTtTsajrZaLBacOnUK2dnZftthxRvhLhIX+eJ0OmEwGHwcl8IiKFqtVpQRSGLUdTGOCYhP/0d/KTdT1ywsy05bs4S6bzRrCYvFkvaO3Iw3FqMNawk3DFVYxWzx4sV8SEWsoaSp3Fn0R7CS3tGEk0Y7VjGKQLoTjWAwDAO1Wg21Wo3S0lIAX3uBDQYDurq6fLzAwl5KyQ7PBGbGziIVuCHSCU6bOzs7IZfLUVpamtB5IRmVwqfew+v1oqenB/39/Vi4cCG/cI2WRBqLwa7Nhc6OjIykrForR1ZW1jTH5dQm8FwosEqlQm5urmhy2MQwBiGpcNyGQyL02t+axev18jvXvb29MJvNkEqlvNPBX8uxaHcWqXWGXHyNUAAAIABJREFUSOHCWrj8vUjDWkIZbMLGuVybiKkFclJhLMYiiP7EQljlLJBIJHtnkYgv8RIMf7kETqeTz3/s7++H0+mEXC6Hy+XCxMRE0ooYzARj0WQypb0gEZmPP22OpU1VuCQjDFV4j4mJCTQ1NaGwsBANDQ1xmQtSsbM4MTGBxsZGlJSUpLRaayD8FUEZGhrC+Pg47Ha7T9soYd59sovniNHJLdYw1Fi10+l08mGnweAq8gp1U9hybHR0FDabDVlZWfxxEomEwlAzAa7ctsViQUdHB6qrq6MSoWDCwhWvUSqVWL16NRQKRUTnhyJRu4ORnsvlVwirnMXznum0S5jsPoSZcr+srCwUFhbyZaNZloVer0d3d7dPEQMuFIQrYhBvAfN6vUlfHCS7p1smeC+JzCVQKwy5XA6bzZbw+ycrDNXhcOCLL76Aw+FAbW1tXPurJXpnUajHLpcLzc3NsNvtqKurC7nwFhNSqRQqlQqVlZUAvu7hZzQaodfr0dnZCa/X66M7gdIm4oUYQz7FOCYgNiPW5XLhzTffhMPhwIUXXhhxy4qpLccA35oNnBPiiy++8Al9Dra+yARtzjhjkfNYSiQSGI3GqH8I/ow9t9uN9vZ2TExMoLq6GjqdLuj5TqczbvcOl3jkLDocDjQ1NcHr9YaVXxHLzmKswhfs8+UMk3glwaeLYRspyRQMrvpqdnY2Fi1aBODrUBCDweBTCntq+GosY0zVzmIy72mz2aLOhSKIRMNps782VcnoDSyTyRJ6H5ZlYTab+Sqn8Sr8IiTalI9w4PRYWJtg3rx5CQ8PTgbCHn7C3o/+WjBM7f2YyYh1ZzGacTkcDhw6dAgMw8DpdMLr9Ua9Bp+KsGaDTqfDxMQEZs+eze8+dnR0wOv1+uTOajQa/j04nc60/y5lnLEInJ4YYhUG4eQorP41Z84cLFq0KOTkmY45iwzDYHBwEHq9PqL8imgN1EQKHwA0Nzfj+PHjyM/PxyWXXJKw+6Q7yfYuThUCf6EgXClsrhkv14NLaEBGslM4E8JQAYhS+AmCI95tqiJBIpFE3VYqFAaDAY2NjWAYBlVVVQnrdxoPB2uwa9tsNrS2tkKhUEyrTRDN9cSMUHfKy8sB+E+biEcFTUCcu3hiHBMQuV4bjUa88847GBsbg1qtxjnnnAOFQsE7BuIJlw87tXKv0PnQ398Ps9mMAwcOoLe3FwzDoLm5GYsWLQr6vt5++21s374dHo8Ht956K+68806fvzscDmzduhUnTpxAQUEB9u3bh8rKShw8eBB33nknnE4nsrKy8MQTT+Dcc8+N6/vOOGMx3iW3TSYTGhsboVarI5o8YzH4YgnPjDZn0Wg0YmRkBHl5eaivr49oIR6tCCc6DNVqtcLpdMJut6fVrksmhaH6Ixwh8FcK218YEefJ48KIAl03043FTN31JjKHQNqcjPBQ4LRRarFY4npNro2U2WzG0qVLMTY2ltC5NFFhqNxCd2JiAkuXLvUJwUtXopkT/aVN+Kv6Lez9OLUASjDEZpiJtcBNJNpps9nw9ttvY2BgADKZDMuXL8ecOXMS9qwDjc2f07uqqgoffvghfvKTn+C+++5DS0sLioqK8Nxzz/HVfYXXvf3223Hw4EGUl5djzZo12LRpE5YsWcIf8+yzzyIvLw9tbW14+eWXcccdd2Dfvn0oLCzEm2++idmzZ+PLL7/ERRddhP7+/ri+74w0FuOBy+WC3W7HqVOnUF1d7VO0IxxiNRajJdJdPrfbjdbWVhiNRhQWFqKkpCTi3K5ojb54GIuBDB2Hw4GTJ0/ycea7d+/GbbfdFvXiPZ3yKyMlHYzTQGFEFouFL6FusVh8JuycnBy+Cl4qjMVU3FNsixGC4Aj03Ux0eChHPMNdhdFGwjZSExMTCX0viTAWJycn0djYCACoqanJCEMxXvNgoKrf3O5je3s7bDYbFAqFj+4kuqVIvEhFZfJw8KedLMvixIkTGB0dxbp168CyLA4dOoTh4WE4HA5IpVLMnTsXixcvxltvvQWWZXHhhRfGPfwzEkM2Ly8P//Iv/4JHHnkEf/7znwEAw8PDfgtFHjt2DFVVVZg/fz4AYPPmzXj99dd9jMXXX38d999/PwDgyiuvxPe//32wLIsVK1bwxyxduhR2ux0OhyOu7z3jjMVYYVkW/f396O7uhkQiwZo1a6Ja8CUrD2Mq4YqJsJrr3LlzUV1dzfedSdQ943WeEH8T3cTEBA4ePAij0ci/ZrPZYLFY0j7JOBGIcWcxHCQSCbRarU+VMWEls+HhYdjtdigUCjidTqhUKqjV6qQJOReukgzcbnfSQ14JIh4kMww1HoYWF22k0Wim9RqMpWZAOMTTWHS73WhpaYHFYkFtbS0fLkcERyqVIi8vz2fBz0W9TExMoLu7G263e1rxnFTh9Xqh1+uh0+mmaZ+Yw1CnaqfH48GpU6fgcDjwzjvvICsrC52dnfyaVaFQoKCgAO+++y70ej1ft4RrsRIvPB5PRGuIqUZboNDY/v5+n93G8vJyfPzxxwGPkclkyM3NhV6v9yni88orr2DFihVxN5Iz3liM5MdgMBjQ1NSEnJwcrF27FidOnIgpHFSsxqLVakVjYyOysrJ8QmtjMfpSsbMYqOH7m2++ibGxMZ/XuXyDdCBTdzA5EilQUyuZsSwLh8OBr776CiaTCaOjo3C73T7hq8JE9Hji8XiSltRuNptTuiAhiGhJZoGbWIxSYYG7mpoav9FGicyL5K4fq7EodBQLd0XjvWspVkMkEUxtAD816sVsNsNms6Gtrc0n6iWRcE5zLoWjoqJiWh6b2AvcWK1WmM1mnDx5kk8pcjgc6O3tnfZd5XReJpNh0aJFKCoqirgSajhEml5iMpmg0WhCHudv3Tf19xPqmK+++gp33HEH3nnnnbDHFy4ZZywKHxwnDqG8AE6nE62trbBYLFiyZAlvVHDhMdF47FNlLAabnLnGusPDw6iurp4WbhJLCwyxtM7gcgz83Suc70KoaycLsYeFpsv9GIaBUqlEVlYWKisrkZ2dDa/XC6vVCoPBwCeiMwzjE0YUSR5KIJKZs2gymdLGGULMTAL9npKlldHeR2hchSpwl+j3EqtBZ7PZ0NjYCJlMNq0GQzz1ON61I9INf1Evx44dQ15enk/RNpVK5aM78dSLzz//HAMDAwBOO8v9fbZiNeg9Hg+fi+hyuWA2m0N+7xmGwaJFi/x+t+M9tkg+J7PZHJaxWF5ejt7eXv7ffX19fN/QqceUl5fD7XbDYDDw6/i+vj5cdtlleP7557FgwYKwxxcuGWcsCuGMvUAGAsuy6OvrQ09PD+bPn48lS5b4/HC4xPtovnTxEI14/pDHx8fR1NSEkpISNDQ0+PUmJTucNNbKbmazGUNDQz4T7eDgoF9jMdbKq2KcUONFuoahRnpPboKXSCR8E+eysjIAp3cNTCaTTx6KsBFvNO1Xkvk+M6HpLzEzSdbcE40mWywWNDY2hl0dVKxhqF6vFz09PRgYGMDixYv5wmFCMjkvXwwwDDOtaJvNZuOLC3I9h4XFc7KzsyP6fdjtdtjtduh0OixZsgQdHR3Izs7G2Wef7Tf8MVU7i8PDwzhy5AjmzZuHVatW+fyNZVm4XC50d3djYmIirKKNUqkU8+fPx/r16xP+fhJlLK5Zswatra3o7OxEWVkZXn75Zbz44os+x2zatAl79uzBmWeeif379+Pcc88FwzCYnJzEJZdcgkceeQRnn312xO8pHDLaWAxWZW1ychJNTU1Bq3+mqv0F8LUoxOppcjqdaG5uhtPpDNlYNxajL9pcx2g9va2trdDr9SguLvZp7v7ll1/6PaesrCxhnqZ4k2zBninGYrB7ymSyaXkowka8vb29cLlcfBl1Lnw12O8zmTuLFoslLEEiiJlKJJrs8XjQ0dGBsbExVFdX+y1IEegeiWptAUTnYOXaehQUFKC+vj7gnJSoSquEfxiGmdZ+wePx8D2HOzs7YbVaIZfL+b6PwZyWbrcbBw4cgNFohEwmw/z583HTTTcFHUOqdhb7+/thNBrR0dHBG4tmsxmffPIJmpubfaoWB/pOcj2bS0tLMWfOHKxYsSIp64powlDDceTKZDL85je/wUUXXQSPx4Obb74ZS5cuxU9+8hOsXr0amzZtwi233IItW7agqqoK+fn5ePnllwEAv/nNb9DW1oYHH3wQDz74IADgnXfeCbv9XThknLHoLwxViMPhQEtLCxwOB84444ygC6xYchxi/QHGaiwKC/UsWLAgrAbB0eZbJNPInJiY4JvnrlmzBm63m39fZrMZR44c8XveggUL4Ha7k1ZwJFYyNSw0FfcDojNQhY14gdPjtlgsfBiR2WwG8HUZ9ZycHB9PMIWhEsTXpDo6I1xjcXR0FC0tLSgrK0N9fX1E80aiDS6JRBL2moSrdG4ymUKudYDM21lMx/cilUqRm5vrkw8rdFr29PRMy7mXy+X44IMPMDIyAq/XC7vdDoZh0NXVhTPPPDPo7y5VxmJNTQ1YloXH48FHH30EpVKJQ4cOhX0+wzCQy+Woq6sLGCmXKKLZWQxXmzdu3IiNGzf6vPbAAw/w/69UKvmqqkLuvfde3HvvvWGPKRrSY+UcIdykJyzJ7fV60dvbi76+PlRVVWHWrFkhfySpyjsU3juaHDuPx4Njx44hNzc3op6JqQhDDXdCd7vdaG5uhs1mQ3Z2NubNmzftXG7xDgAsTv+NAYOamhp4PB7885//hNfrhVar5T11kYR5pKP4hEMqjEWx7SyGA8MwfPgql0vg8Xj48FWhJzgnJwc2my0pVR6B8ENdCEKsJDriINQcZ7PZ0NTUBIZhsGrVqqgKkCQjZzEcHRoZGUFrayvmzJmD6urqsOb3eBuLqcyHS7VjIp4EcloaDAZ0dXXh2LFjMJvNUCqVUKvVkEql0Ol0OOuss0I+h1SFofb19cFms6G1tRUAIuqBvX79egwNDUEmkyVtN1FINMZiJlThz0hjkYMLQx0fH0dzczMKCwvR0NAQ9gctBmMxErhqbXa7HbW1tRH3hkxFGGo49+Oa4VZWVmLJkiX48MMPpx3DsizvceEMRe7/uepYgP8wj6ysLN54zM3N9Wtcp7P4cJ9NoPeQijDUZO/wJuo9csKs0+n415xOJ9+6o729HW63O6GFDADaWSTSg0BawTl2U7Fw9Xq96OrqwtDQUMB8vnBJxs5isOvb7XY0NjZCIpFg9erVEVVjjvfY01kzxQzX+9HtdiM3NxenTp2CRCKBSqWC0+nk9VWv18PlcvGa409zU2HQu91ufPzxxzAYDGBZFmq12sfRH4ysrCwYDAbMnz8fS5cuTfBI/ROpsWixWDKiUnlGG4ssy6KzsxNyuRzLly8Pmq/nj2Q1C/ZHpBP3/2PvTYPjutPz3t/pvRvdQGMHiIUACIJYuEvcxKFEUSslURpFuqNRnBnbM0qVK+PKKKm6icuVuJL4w8TJLTtVnqpMyvaHqYqlGVulZUYLNZRMihpJXIcbFmLfgUY3lt73Pud+oM9RN9AAekMDhPBUqQQC3eec7j79f//PuzyPnEmsq6ujoKAgo43jRqssxge+1cQFBgcHk7bQSkgJqq/J2jxkj6T5+XlGRkYQRRGz2awQyHx/0XOZ3fV4PJw9exaTycRTTz21IQLGRpXrzhV0Oh1lZWWMjo6yb98+RQJ8OSED+R7L5jPYErjZwv2MVJXLc425uTl6e3uprKxc0s4miiI2m42SkpKUq4zrpYYqSRJjY2NMTk7S0tKSkWXAZmtD3cy4desWt2/fpqamBpPJREVFBZOTkwA89thjNDU1Ke2rs7OzDA8PJ93X5KvLR5IkfvOb3zAzM0N7ezulpaUEAgECgQALCwspH6ekpITR0VHlOOuRkEj3PfN4PGti4ZFvbEqyKJPEyclJysrK2L17d0bHWUkgJ51ryeSGTjXoyFLYarVaySTabLaMNuQbxWcxXqVW9stJ9ph4BAKB5OdA4MCBAyteRzKPJLn6ODIygt/vJxqNEgwGgXsy1Gu9qcnVIuhyuQgEAoRCIcLh8JqSxUAggN1uZ9u2bSu+PxtVrjvXkL+Dcia4oKCA6upq4OsKt9vtZnR0VJnDja8+ptMG5/P5lGNvYQsbFcut+fnu4gkGg/T29hKLxZIKv8ViMT777DN6e3spLy/n5ZdfTum461FZdLvd9PT0YLVaVxSwWQ2CIKxbcnwLqUP2DpYkibm5OWUMorm5mXA4TH19vVJpNBqNigpq/L5GjjnBYJDR0VGsViuFhYU59wWWJInbt2/jcDjo6elBFEUuXryISqVKe39dUlLCs88+y/Xr16murr5v9hBer5fGxsb1voyssSnJYmdnJ0ajkZaWFmWDnwnUajWhUCir52cqUrNa0BFFkdHRUaanp5e0ztwvFhjJnufz+eju7sZsNi87bylvOOTFwufzcfPmza//Tpz9iUbNwsJCWq1FKpVK2bDX1dUB0NfXh1p971ijo6NEo9ElWbqNVi2LxWJUV1dz7NgxpUVFEIQl8wG5Im8XL15kenqatrY2jhw5suzjNntlMR4r+bEtrnBHIhHcbneCD5fBYEggkMu1725VFrdwPyMbMbl0IEkSIyMjTE5OsnPnzmXVAm/evElXVxc+nw+fz8evf/1rnnzyyVU30/m0zpDHTpxOZ4I/dDbH3qosbmxEIhE++ugjPB4PDz74INXV1dy5c4eamhqam5tXfG78vkbGtWvXKCwsxOPxMDExkbbi92oIBoPcvn2baDSKXq9XkvqiKKa8Z2xvb6e1tZW6ujrUajWnTp3K+HrWA5slNm9Ksrhnzx4kScLhcKTcC50MGo0mQcI3XciBI5Mv20qZ1oWFBe7evUt5eXlSJahMA1a+K4vxzxNFkeHhYex2O21tbQkzYIuxmCz29vbicDiSPlar0eZkPk6u+sjtBKIoKkPmY2NjSmVIJgCZ+PLJyEXAHhoa4ssvv2Tnzp0cOXKEqakpPvjgAwwGAy+88MKazAxaLBbsdvuqQivrUVm8H7KQWq12WR+uxa1E8e2rKpVqS+BmC/c1ctHFsxqcTid+v59QKLSqdkE4HFbazaLRKF1dXdjtdsrLy3n66aeXXdvX2jpDjtGyYmtdXR0tLS05Wd82WxvqZnotMmQfPlEUuXnzJm1tbTzyyCNZHbO8vFypPkqShN/vx+VyMT09jcfjQRCEhISl0WhM+X4zGAy0trYyPj6O1WplfHw85e95VVUVx44du++rcltkcQNDJkvZZiuzbY2Rz58JaUh27nA4TF9fnyJgs9ws3f1UWZQkCafTSU9PDxUVFSlJlS8OarKxejIcOnQobaGfVKBSqbBYLFgsFmpra4GvhU3iffkKCgoU8mg2m1OuqGUb/B0OB+FwGLvdDtwjt5IkLTvvstr5otEov/vd79Dr9ezduxdBEHC73YiiqBD7Y8eO0dLSgsvlIhQKLZuF/6a0oWaLZD5cciuR2+1mfHyc69ev87Of/Qyz2UxdXR1NTU1s3749o/f3Bz/4Ae+//z4VFRXL+pVuYQvZYLn7ci31AeLjZmFhIQ0NDasSxStXriwZbZCTz7/85S9paWlJ2j2x1utaNBpldnaWSCSSsWLrcthMlcXNGl+cTidarZZYLIbZbM76dS6OxfEjE7LidzQaVVpdBwcHCQQC6PX6BAKp1WrxeDwACcTI4XBw7dq1ZceEVsJDDz1EQ0NDVq8v1xBFMe33fLN4IG9Ksigj2wCULVnMZn4h/rmSJDE1NcXIyAhNTU1UVVWteMNmmt3MlPRl+jpFUWR+fh6Px7Mi+V2MeLLocrk4d+5c0sd1dHRw6NChtK8rU8jCJnL1UZIkZWM/MTGB1+tVKpQygcz1jIAM2bohFAohiiI1NTU8/fTTGI3GJVXFVMjbzZs3+eqrrxAEgaGhIXbs2EF3dzeiKPLMM89gtVoRBIEbN24oLV7Hjx9Peqx8t6FmssBvVCxuJWpvb+f06dP80R/9EXa7nX/7b/8tIyMj/Nmf/VnKc1Yy/uAP/oA//uM/5vvf//5aXPoWtrAs1qINNX72XfYavnnz5qox/datW4TDYeXf8txxLBYjGAwyNTXF1NQUwIrt9rmE/FpGRkYwGAzs378/5+fINP5vYW0xMDDAyMgIhw4dYt++fRQUFFBSUpKSd3YqWO0YGo2G4uJiiouLga9nJuNFAf1+P/39/QiCQHV1NXV1dfT19TE9PZ32KJggCOh0ug2pIJrJWNmWdcZ9gGxbW9aTbMrP9Xq9ygzf4cOHUxJWyaYNNZdCNStBHnjW6/UcOnQorUUv/nxTc1NM2adQc+8LHD+vuBxZyQSZvEZBEJTqo1z9lOfSXC5XwoyA3L5qNptzkt0dGBggHA4zMzODx+OhqKgoQZFLFEWuXbtGb28voihSW1uLWq1GpVItIZNTU1NEo1FlkZQlueXX6HK5uHTpEo2NjVitVmw224rV3PUgi/mekcxnhr6srAxRFPkP/+E/sG3bNiRJymjde/jhhxkZGcn9BW5hC6sg1wI3sujLYq/hVM5z+/bthMeIoqhUc+K/15cvX04gi7FYjE8++YTJyUkOHDiQlnfcSvB4PHR3d1NUVMS+ffsYGhrKyXEXY7O1od6viEQifPnll0rXTk9PD4FAgOLiYh544AH27du3rtcnCAIGg4GpqSnu3LmD0WikubmZ4eFhfD4fQ0NDyv4jXTz55JM0NjZy/fr1pMKG641Mxsq22lA3MGTikYs21PVsY7XZbExOTtLW1pZWK+V6tKGminA4rKhitbe3Mz09nXZ2TA5qsViMs789qxBFSPRYDIVCG678n2wuzefz4Xa7mZycxOv1EovF0Gq1FBQUpK2KCffeY7kNtL29PSGrZbfbFR+mrq4u3G43Op1OWfj1ej3PPfccWq0Wh8PB7du3GRsbQ6PR8NxzzyGKIh9//DGhUIjTp08zOzvLwMAA4+PjeDweXn75Zfbs2bNixfSbYNWR6axypojPXgqCkHcLgi1sIRWs1IaaSavaYkQiEfr7+/F6vUlFX1aLyZ9//jlzc3NJj7sYfr+fN998k+eff56CggI8Ho+yhs/NzSnjCZkiFosxODjI/Py8so4HAoE1q/7lUslVFEVcLhdmsznvnrr3O2ZnZxkZGcHn86HVaikpKaGsrIympqb1vrQEXL9+nampKUUI0u12E4lEKCsrQ6VSMTMzk9bxLBaL4lyQy/bqXCI+aZ4qtiqL9wHWe2Yx0+c7HA6GhoawWCw8+OCDaW+s800WU0F8K21zczOVlZV4PJ6sKpldw13E5mKoWEoEXCoXUf3aq+tlC0EQMJvNmM1mZUZgenqahYUFfD6fooppNBoTqo8rLVg+nw+v14vRaEzwInK5XHzyySdIksQTTzxBY2MjTqcTvV6vmPyKokg0GqW/v5+LFy8qi6PsVSlbcQQCAc6dO8fs7Kxyj4uiyNmzZ3n00UcRBEGR6a6urk4ga98EspipCnKmCAQCOatkbGEL+Ua2sVqSJKanpxkeHqahoYG2traka8xKMVmSpLSrdqOjo7zxxhscOnSIbdu2cfjwYe7evZu1jc3s7Cx9fX1s27aNI0eOKK9lLWN0riqLLpeL7u5uDAYDwWAQURSxWCzK6IXJZNo0YwFrgfLyclpaWpifn8flcrF792527dq13pe1BHLl0GQyoVKplH8vJza4HFQqFTqdjv379yt7g416f2SSBA6Hw2s2bpRPbGqymO3Adr7JZjAY5O7duwA0NzcTCAQy9mjcSGTR7/fT3d2N0WhMaKXNVhjnf3f9b+qpT/oYr96L1bC8oupaIhaLMTw8jNVqTZhfhNSqsGq1GpPJpAx3ywplsqVCvEKZHIC7u7uZnJzkxIkTStU1FAoxPT2tyMPrdDq0Wi2SJGEymTh58iQAN27cYNu2bZw8eRK9Xo/RaMTpdKJWqwmHwxQVFeHz+Xj77bcTMvVerzch4+7z+ejt7QXutZN8/PHH+Hw+jh49SktLi/K4b0IbaiwWy/s5vyl2JFvYfMgmMZvOqMZK5xEEgebmZlwuF36/P+Xzz83Ncf78ebRaLa+99hputzvj72I4HObu3bvEYjEOHjy4pMKykcliLBZjYGAAp9PJ7t270el0Soz3eDy4XC6Ghobw+/0YDAYldq1kCfRNg9z1c+zYsfW+lARIksRXX32FzWbj5MmT+P1+ampqEEWRqqoquru7MzpuYWEhJ06cwGg04na7uXr1KlqtllAoxOzsLEVFRRuqSyZdsriZ2ro35Tc0V1mJbBfPVAOgJEmMjo4yOTmpmNDPzs5mbNuRb+uM5RDvBdnW1qYMSMefL9PKoiiKDA0PsZ3tSR/zYNmD6DW5y+akcy8MDg7y1VdfoVarqa2tpbq6mq6uLtRqNU8//fSqWabF50lm6h6NRhM8+a5fv44oinzxxRdKdi4ajXLz5k1aWloUg95vf/vbSJKUoNArS8TLbVN3795VpK5lmXYZsuIZkDTAi6JIX18fra2txGIxnE4nV69epaqqSmnFkM+XL2z2NtTNFJC2sLmxUhtquolZ2WdwYWEh5VGNlWLy1atXuXLlSlq2AKFQCEEQCIVChEIh3n77bRoaGtLuLJAkicnJSUZHR5XOm2RYS7KYzbHn5+e5e/cuNTU1HD58GPi68qRSqRI8ZWWBFJfLxezsLENDQ0iSpBDHoqKitOwZlsP9ti6Ojo7y29/+lp07dyrv4UaBJEkMDw8TCoWU9lNZET3dSiLcq0Y+/vjjSb0h/X4/t2/fxul0MjY2RjQazVhVPtfIJK5v5EppOtiUZDFXyPYDToUsyi0bZWVlCd5P2WRas5k9zNUC63a76e7uprS0NKkXZDbnEwSBUDTEvlDyQW9BEDhx9ETax80VrFarkg0bHBxkYmJCIXB+vz+lloRUFMpKSkqU9tCioiLGx8cZHx/H7XZjtVoVe4+FhQUkScJoNCawfNU2AAAgAElEQVRk6WKxGB6PR2k9hXv3zpUrV5ifn0er1VJYWLhs0sLpdCb9vSRJfPbZZ+h0OkRRxOl0MjMzo5DFfKuTbnayKCPb9/TVV1/lwoULzM7OUltby3/9r/+VH/7whzm6ui1sYXmkE+8kSWJmZobBwcG0fQaXO48kSXR1daFSqSgoKECtViese/Gz8LKImrymx8dam81GKBQiEAiwa9cuKioqVrXOkiujFoslQYwnGTZaZTEajdLb20sgEEgQ9VnpOLJAisFgUEixHItcLheDg4P4/X6MRmNC90w66+n9uDmfmZlRuoE2GlQqFQ8//DCdnZ309vZmJF4DoNfrqa6uxmAwKGM3i6HVatHr9QqRlD2t43Ud4lXBZV2HfHzmW5XFTY718nWTB3+TQR7E9/l87NmzZ4kQSzZBIRvrjGwR34rS0dGxogpUNmTxbz/7W0ooSfr3xoZG6urq0j5urlBRUcF3vvMdXC4Xly9fpqGhAYPBgEqlUjwJV0Im70ljYyONjY309/fT39/P3r17qaioUBbZgYEBZa5NDsC3bt1ifHycgoICent78fv9yr3odDqVlpjGxkbGxsaWbLKSVUBbW1sZHh4mEAhgNpuprKykoqKC+vr6hOflk7ytR0toPsliJkP3yfDmm2/m4Gq2sIX0kWpl0e/309PTg06n48EHH0x7Fmg5svjpp59it9uRJEmZMZLjUzxRjMdysd3r9dLV1cXAwABNTU088cQTSR8niiKDg4PMzs7S3t6eUmV0Lfcx6cZju91Of38/DQ0NCbPxmUCtVmO1WpX4KEkSwWAQl8uFw+FgcHAQQJl9LCoqyhtByAVSeV/37t2L2WzOet4115AkiatXr+J0OpmamsqYKBYWFnLmzJllq+YyFid34z2tZVV5ubPK5XJhs9kIBoMJexuLxbImrc3pxvWV/KbvN2xKshi/gMikK99ZfkgemCRJwmazMTQ0lPEg/mpQqVRJ1dvWGnNzc/T29iqtKKst5NlUQB2jjqRksbCokKeffjrtY+YCkiRht9uVeQyLxUJJSQmSJNHY2Ji2PUgm2LlzJwaDgQsXLlBSUsLp06cT/JHiA/Dk5CQej0dRMgO4cuWKMvMI94bV9Xp9SvejRqOhpqaG9vZ2BgYG2L17d9LA8E2oLObznF6vd0N6Um1hC4uRaRuqPAfucDhobW1dMtKQKuQ57ImJCf7pn/6JlpYWjh49ysDAgBKLYrEYfr8fs9lMJBIhFAotSxgXQ6vVUlRUhF6vx+PxLLvvkNs2q6urOXLkyIaYN041HsuK5pIkrUjYs1njBUFQRieqqqqAe5+LTBDsdjvBYFCJtXK8XY99XipIpWBhMBhob2/P0xWtjhs3bnDnzh12797NnTt38Pv9Gb+/Go0GQRCw2WyrksVUkruLO6uSJRckScJisSjVx4KCgqz3HbFYLC0S6vF4Npwif6bYlGQxHnIQymYRybQyuXiD7fP56OnpwWAwcOjQoRXbU9ajDTVThMNhAoEAIyMjaflLZVNZLIwmlyI26o1rogqZyrUODAzwySefYDQaefXVV5menubu3buo1WoaGxsxmUw5v654hMNhRXJbbt2Ix+IA3NvbSzAYTLi3o9Hokn+nOksUiUT4/PPPOX78OI899tiyj/smqKHms7Lo8Xg2hY/TFr65WClmORwO+vv7FWXQbL7LcnvpnTt3sNlsSlWvvb2dL7/8MuGxXq9X+Tnevzf+WPJsuIxwOIzT6WTHjh08/PDDVFRUIIqiYocUDoeVNr5cejHmAqvFuHjF2ZXmKtcKarV6iTl8IBDA5XIxMzOjmMLLgjnRaHTdusruByz3Wct2XkNDQywsLHD58mXF1ibdIsSxY8cwGAzY7XZmZmYUsb2VkEm8Xi654PV6cbvdjIyM4Pf7ldEaubV5tRbxxYjFYmlVCjeLxyJ8Q8hiLuwvMilpy88VRZGhoaG0sqLr0YaaLuKrpBqNhgMHDqT1Jc+GLKpCyc8jLxTrAdnmQt48VFZWUl1dTWFhYV42BZ2dndy6dYuioiIeffRRrFZrQqAURZGxsTGKioooLi5Gp9Oh0+mUtlO4p5iqUqkIBoMZXUMoFFI8JJfDFlnMLTZTQNrCNxPJ1oNAIMDdu3cRBCGpMmgmmJ+f54svvlA2luFwmJ/97GcZHUur1bJ9+3ZGR0cJhULKmMHc3BwDAwPY7XYOHDjA6OgoLpeLBx54QCGSlZWVG47ErLTnCAQCdHd3o9frV1WczRcEQcBkMmEymZYIv83MzLCwsMDVq1cTbKcsFsu6VHE3ImldLi729PRw/fp1SkpKMJlMGQkt7ty5k8rKSsX67a233kKSJMVKa7XrykXsVKvVyucujyWFw2GlOj0+Pk4kEsFkMinkcbX7I924vpm6fjYlWYz/UqrV6qzsL+QMVaZk0efzcenSpbTbTTZ6ZTEQCNDT04NWq+XQoUNcv3497WNkep3v9b2X1FvRh4++wj4e5/G0j5kKViO2e/bsUaxPBgcHaW9v56mnnsroPJkElpKSEkRRxGw2J53ZHBoa4uLFiwSDQR5//HFOnTqFx+Ph6tWrymcRi8UynkkA2LZtW0pm1Pkmi/luT8onQfX5fJum1WULmxupfO9FUWRkZASbzUZLS4tiP5Qp/H4/kUiEoqIigsEgPp+PWCzG9773Pf7mb/4m41gZDAbp7e1VlDvldreFhQWi0Sher5fbt28TjUaZn5/n888/5zvf+Y7SOrfRkCx5K0kS4+PjTExMsGvXrlUTgesNuT1REATUajU7d+5MsJ3q6+tTxFFkgpAvA/iNRhaX22f4/X7FusJkMiUooKeKBx54QBGwkZVuQ6FQSnFqLWOnTqejrKwswdJM1nWQ74/477Kc6Jffp3TJ4mbq+tmUZBG+Xvjy7ZUoIxQK0d/fj9fr5ejRo2lXlrIli9lUU1eCJEmMjY0xOTmZEDxksrHWlcVR1ygXxi5wkpNLCKMWLZ90f8K/Ofxv0jpmKkhloS8uLmb79u3Y7fa8ZF7leZr4BVir1TI3N0ckEllyDQUFBXi9XmKxGLdv36alpYVQKERvb6+yYco2oHm9Xj766CP27dunDKOvN9arspiv7PtmCkhb+GZDnuWrrKxcVkU7HQSDQd59910ikQjPPPMMRqMRURTxer288cYbGAwGAoFAVsnVSCSCKIq4XC5KS0spKipi7969Stubx+MhGAyi0Whwu933DVmUVVoLCws5cuRI2gm39aymyeddyXbK5XIpgi3pVJcywUZUxVzu82lpaaG3txefz8fCwkJKxzKZTLz00kt4PB70en2C0qkgCDzxxBOEw+GUiHk+47UgCJjNZsxms3LN0WhUUea12+0EAgEMBgOFhYX4/f60PsvN1PWzacmijGzbUNN9vpyJGx8fZ/v2ex6AmbQgZrPIZltZXG4R8Xg8dHd3Y7ValwSPTM6ZyWuMilFqgjVJZ0jChCkjuyx0tjh16hRzc3NcunSJoaEhHnvssTVR5ZIkiY8++gi3283Jkyepra2loKAArVaLxWJhYmIClUqlqJCKokh5eTmFhYV4vV4qKyv5+OOPcTgcWSVTFiMQCDAwMIDNZuPAgQNZzQfkCrKqaz6R7zbUrcriFu4XJEsSynYTw8PD7N+/P6fz3XJckiSJ6upqZXbQ6/VSWFiIyWTKyCtOhrx+iqLI8PAwR48exe/34/f7aWtro6GhgeHhYXp6elhYWGD79u0brsoEX8dwubI7MzOTskrr/YRk4ih+v18hj7I1gxy3ZMGibLBR21AFQVDEYHbs2IHL5eLs2bNEIhFlhCoVyPvegwcPJv27SqVKuYK7HsndeGg0miWzsbIvqM1mY2BgAACz2ZwgnpPsmuU1ZjNg05PFbNtQ03m+2+2mp6dHIVOSJDE1NZXxuTNFNjOLciBfPOs2ODjI3Nwc7e3tSW/+XHo0roTGokYkQUKQEhfeKFG6jF384UN/uObXsBK0Wi2iKOJ2u/F4PAQCgbQzS6m8j/ICJv8foLy8nJdffhmn08nHH38MwDPPPMPt27eZnJzkwQcfpKCggEAggMPhwOfz4XK5Eo6byXeloKAAn8+HXq+nvLwcm81GUVERHR0duFwuXC6XYq5rNpsJh8N4PJ5lF9hcY73UULcEbrawhZUhd6pMTEyg1+vZu3dvTivyBoOBZ599llgsRllZGaFQiMbGRoaGhohGo7hcriX2GMkSkYv/LsfYxWu1SqXi2rVrRKNRSkpKePjhhxXvxpmZGex2O3V1dVm31q4F+RAEgUgkwuXLl6moqNgwKq1rjfjqo1xdikQiSvVxcnKSSCRCQUGBQh7X0xg+F/B4PAoxvn37NqFQiFAoRGVlJZFIBJ/Pl7KYjdFoVNR/c4H1sLpaCfG+oDabjdbWVrRarSKeMzY2hs/nQ6PRJCTH9Xp9yiMiZ8+e5cc//jGxWIzXXnuNP/mTP0n4eygU4vvf/z7Xr1+ntLSUX/7ylzQ0NDA3N8fLL7/M1atX+YM/+AN++tOfrtXbsHnJYj7bUKPRKP39/bjdbtrb25WNmzwDlm9k04a6uJ10YWGBnp4eqqurOXz48LJf4nwpsP6689eoJBUSEgLC10FcA//j1f9Bg7Vhzc69EokbGhri5s2b1NTU8OCDDyqS4plWfFKxHXn66afxeDwJA+NarRaz2axk5k0mE3a7nXA4zJ07d5idnVUW47a2Ni5evJjR9cUjEoko12s2m6mtreXAgQPodDrKy8spLy8HvjbXXVhYYHx8HK/Xm7DAFhUVrUn1cb3aUPNpnbFFFrdwv8HpdNLT00NpaSlHjx7l1q1bRKPRnJLFqakpzp07R1VVFU899RQqlYpR2+iyHompQOKetVBBQQF6vR6dTofb7SYcDmM0GpWKTGlpKQaDgZGREURRpLq6WqlYZYO1sAOT/ZEDgQDHjh3LWafCRqyopQKtVktpaakyZiPPtrlcLiYmJvD5fKjV6pRj10Z7H86fP8/s7CyRSERpo7527RptbW3o9fqUvx9qtZpXX32VhYWFnPlDrpfVXSqQO4bkudfCwkJFoyE+wdDf38+PfvQjSkpKaGho4PDhwxw8eDBpl2EsFuNHP/oR586do7a2lkOHDvH8888n2Kj83d/9HcXFxQwMDPCLX/yC//gf/yO//OUvMRgM/Pmf/zmdnZ10dnau6WvftGRRhkajySowrEQWJUliZmaGwcFBtm/fTmtr6xKPx/XoVc+GuMnPjUQi9PX1EQgEUmoLytdr7b7ZTQ01iIgssMAwwzxhfYIdTTvWlCiutNAHAgEuXLiA2+1mYWFBkWJfa8hGtYthNBo5ceIE165dY3Jykscff5zZ2Vm0Wi1Xr17FbDZz4sQJ3n333ZxchyyIEwqFmJyc5NSpUzQ2Ni55nGyuq9PplPcnEongcrlwu91MTEysSQZ3s6uh+ny+DWfkvIUtLIdIJMLdu3cJBALs2bNHISbZdgElw8LCAuFwGIfDgSRJ9M/2M70wTSHZt4b5/X5aWlqw2+2o1Wq0Wi0FBQW0tbVhMpno6OjAbrdz/vx5BEHgxRdfzElLZ67Jojwnum3bNkwmU06IoiAIees2ygfiZ9vkWXw5dskEUo5dMnlc3DmzkchiUVERDoeDYDCIJEmo1Wo0Gg2dnZ0JljErQaVSsW3bNoqKirBarTm7tvVuQ10JK8X1+ARDU1MT165d4z//5/9MLBbj//7f/8u///f/njNnzvCf/tN/SnjelStXaG5upqmpCYDvfve7vPfeewl7yPfee4//8l/+CwAvv/wyf/zHf4wkSRQUFPCtb31LaY1dS3wjyKLf78/q+ckCmN/vp6enB51Ot6pnYr6RLVm02+2Mjo7S0NBAe3t7SoucIAh5qSzu3rWbL6e+JEQIj+ChRd2CXqdftlc+H9DpdFRVVRGLxWhtbc062OYiwPb39zM1NUUwGOTFF1+kpKSEWCzG2bNnlaH+bOZ0loNGo0nLf0ur1SZVJ5Pbf3IxP7LZyeJWG+oW7icMDAxQWlpKVVVVQmzJVl8gGXbt2oVGo6G0tBRRFOkc78ShclAoLk8W5W6V+HbU+C4W+feSJNHZ2UkkEkGv1/PYY49RXV1NOBxWiMRXX31FJBLBarXmTHUzV1080WiU3t5eAoGA4vm4HmMza4F8ELNkscvr9Sq2DHLnTFFRESaTKa/e16vhyJEjWK1WLl68iCRJFBUV0dbWprRQw9ffA7mLS6fVYbVa0Wq1dHR0sH379gSl0FxhPTQG0kGqr1etVqNWqzl9+jTPPPMMkHxvNzk5maBeX1tby+XLl5d9jHxPzc3NZd3Ong427ieSJeQPNBczi/EBTB5in5mZobW1dc2VzTJpX8h0ZjEYDOJ2uxEEIW0CnK821DNHztA10sXk2CQes4cDugOYTKa8yV8ng1qt5plnnslpq0m2x2lrayMQCNDc3MzIyAifffYZWq1WMdcdGRnJwVV+jZqaGvR6PSdOnMiKLC+XwXW73bjd7gT1Opk8rqZet17WGfmsLG4J3GzhfkF7e3vSWJHtyEgyaDQadu3aRXd3Nx9++CFOj5NysTyjY8WTR7PZTDQaVb7nkiQpXSXvvvsubrebHTt2YLPZ0Ov1vPTSSzlbD3LRxWO32+nv708rIXy/Id9VTUEQlnT7yL5+c3NzeL1erly5gtlsTqg+5vu9Hx4e5osvvlCSrrFYjNnZWS5cuIBGo1EqwjJZjHLvO1lqKeXFF19c82tO1/h+I2PxiEiy9y3Zfbr4cak8Zq2xacmijGwDkEajUdrs5HaNqqqqnMh6rwaZqKabZUl3ZlGSJCYmJhgbG8NkMtHS0pJ2pTRfLSeTk5PoJnXUU8/p7ad55JFHEARhzTNRy72+WCymzMZuhIB769Yturu7OXbsGI899hgAFy5cWCJkky2xj38/jEYjr7zySkrPy+QeSTY/IqvXLfbOiq8+xnsjbc0sbmELGwPLrZPZ2EWtBI/Hw9mzZ5U4XkRRgmBNpjh58iQGg4HJyUlGRkZQq9V4vV7sdjter5doNEpTUxP19fU5TRxl08UTDofp6elBkiRlrn4LawfZ108Wduvo6FA6Z0ZHR/H5fGi1WoU8FhYWJp3ZjUQijI2NUVFRgdlszmhfCF8L20SjUdRq9ZJ9jbxXNhgMeIP32lHH9GMUVBTw/ePfz0tSciO3oaYLn8+3amyura1lfHxc+ffExESC9Uj8Y2praxVhrnxb8Gx6sphtAFKr1YRCIe7cuUM4HM5I1jvTilOm1bp0iJvP56OrqwuLxcKRI0fo6enJ6Jz5qCxGo1GuX79ONBpFEAS2bduGVqtdt7mIcDjM+++/TzQa5fTp0xtiwz42Nobf72dqaoqGhgYGBwcZHR1Fr9cTDoepqqrC4XBkvSmTExIqlUqR3E5lHicXgSCZel28d5bNZiMUCmE0GhUj7nwj39YZG+He28IWssFaVBYBRWhsYWEBlUpFNBZVWutExCV+valcX2FhIfv37wdg586dLCwsUFxcTCAQoKamhpGREQoLC3n00Udz7reaSayVJInp6WmGh4dpbm5Oa1RgC9lD3qPIc/sWi0URRpFtGUZGRpS9jcViUcijwWDgxo0bdHd3U1JSQmlpKcPDw5w4cUKxZ0sFgUCADz74gFgsxq5du+jt7UWSJEXBPX5PYLFY0Jv0LAQX2LlnJ79/8PcpMeaHnGxUspjJPjOV2Hzo0CH6+/sZHh6mpqaGX/ziF7zxxhsJj3n++ef5+c9/zrFjx3jrrbc4derUVmUxV5DfyGwCkCRJzM/PMzU1RUdHB5WVlWl/QNkMo2dKdFO5Rrmd1m6309bWpgwoZ0NQ15osfv7553R3dwNgtVopLi5e1wF62RtMrnTlasMuSVLGi+Xx48cZHx+nubkZuJcMkGWxtVotKpUq6wSKyWRS5oAFQWB4eJhgMMjzzz+/6nPXShUumXdWIBDA5XIRDAbp7u5eUn00GAxruuDmazH3eDybxstpC99crBVZ1Ol0/PCHP+T9999naGiIUdUoYkSkltqkFcZk1hmAspHXaDR861vfUn6vVquV2aFz585hs9koLy/n29/+ds6JIqQfowOBAN3d3ej1eg4fPrwm17SFlbFS3NPr9bjdbrq7u7FYLJw5c0apPg4PD3Pjxg1FfdVoNDIzM0MkEmFubi4tsghfCw9VVlbS3d2NRqNRNAHkeVX5/jh54iTV1dVpFUcWFhYwGAwZeYvL2MhkMd2YngpZ1Gg0/PSnP+Wpp54iFovxgx/8gI6ODv7sz/6MBx98kOeff54f/vCHfO9736O5uZmSkhJ+8YtfKM9vaGhQ1JjfffddfvOb36yJwOKmJYsyMg1AsgG9wWCgvLycqqqqjM4vb8zzSRZXgyxZnsxLKVOymA811LGxMeVnt9vNRx99RGtrK9u2bcNqtWKxWPI6m2axWHjssccIh8NUVFTk7bwroaSkhFAoxGeffUZHRwdVVVVK1lCtVrNv3z7FgzFTBINBrFYr4XAYQRBQqVSKPcZqyFcgEAQBk8mEyWRSzKVVKhUejweXy4XdbicQCGA0GhO8kTaqZPdK8Pl8W2RxC/cNVmpDlVtFcw2VSoXb7SYajWKQDHwqfMq/kP4FalL/vut0OsLhMCqVakkLmMfj4c6dO8A98btQKMTQ0NCabNpSjdGyUfrExAS7du1S2vi3sHHQ3d1NX18fdXV1SJJEJBIhFospSc3q6mq6urqQJIn29naKioqw2+0YDAa0Wi1TU1OKgM5qRMZoNHLmzBnC4TBnz57F4/Gg0WiUyqK8VzYYDEiShCiKCUTR5XJx9epV6uvraWlpWXL8yclJLly4gMFg4Nvf/nbGsXSj+SzKyGQf7/V6U4rNzzzzjCKCI+O//bf/pvxsMBj4x3/8x6TPzbX+xHLY9GQxXcIVjUYZHBzE6XTS1taGWq2mv78/b+ePR65bO2U/SI/Hw969eykoKMjZOfPVhqpSqZTsWCgUoqSkBL1ez8zMDP39/Ur1SJ4ByNVMxnKtvZkmEdYSPT09TE9P43Q6cblcirmuWq3m8uXLWX9OoijS0NDAQw89xMLCAqWlpSlnq9fDb0omqBqNhuLiYoqLi5VrCQaDuFwuHA4Hg4ODSJKUUH1cC7W3XEMmvVvYwv2MtaosAoqfnF6vZzI6yYQ0wUhkhB3sWPLYZGqoMoqKiigrK1vyfbt16xadnZ2UlJRQV1eHw+FIGl9zgVRirdfrpbu7m8LCQo4cOXJfJsE2E5aLe729vczNzRGLxfD7/czPz/P+++9TX1+PXq9n9+7dPPnkk3g8Hurq6lCpVLS0tCCKopL4HB4exufzYTAYEhKf8kxjLBajp6cHo9HIjh070Ol0ymiGwWDg6NGjVFZWcu7cObxeL3V1dbS1tSUodMI9L+nR0VFmZ2dpaWlhZmaGQCDA9u3bvxbF+ef/ssFG9VnMhCzKa85mwKYli/IXM52NnqwQVldXR0tLC4IgEAwGs555zPT5uawsOhwO+vr6qK+vX+IHGY/1qCyuRiBisZiSpe3p6SEcDlNXV8fDDz+MwWBQDI8BZfhXtl6I9z6yWq3roj6WLrJdbCPRCMFgEFEUCYVCiKKIIAgYDIacLcINDQ0YDAYGBga4ePEip06dSqm6uB4tJsudUxAEjEYjRqNRIf2xWAyPx4Pb7WZwcJBAIIBer08ahDcS1isTq1ar2bNnD9FolLa2Nn7+859jMpmw2Wy8/vrrXL16Fb1eT0NDA//rf/0v+efrgBrQAn8tSdLP1uXit7AuWKmyuFZkUafT8fjjjzMxOcGd396hVWxVVB6XgzzXKCMYDuKQHAQmA3z++ec8/vjjyt8aGxuZmpqitbWVxsZGuru7024RTBUrxWhRFBkZGVG6KXLh63g/YiN6PMr3fXd3NwMDAxw7dowDBw5w48YNxsbGlL3eyMgICwsLaDQaxfR9cSVbbh2N/3zlxOfc3BxDQ0OKf6LNZsNms6FWqxkdHaWkpIQzZ87Q19dHSUkJu3btAuD06dMMDw+zc+fOpK2TTU1NzM3NUVdXh9/v59y5c4q4X21tLTU1NZw+fRqj0ZjVPmOjtqGmSxbX6/4zm82KV2ZfXx+vv/46fX19aLVa9uzZw1//9V8rM8s//vGPeeuttxgfH1fec0EQXgD+HBCBKPC6JEm/3Xi7nnVAIBCgp6cHtVq9RCEsW++n9SaLsvqZKIo88MADq1pM5HtmUV7UVyJwnZ2dnD17NuHLV1NTg8ViUapmMmRPrXjlTNn7KF59zGq1bujNf6aE9u9u/R1znXOouSfMpNFoEEVRkXbPxWtVqVQMDAzQ2NjI+Pg4oVAIh8OREllcj8piOudUq9VYrVZlhleSJEWAYG5ujuHhYURRxGKxKARycQtQPoPEem+IjEYjN2/eBOD3fu/3+NnPfsa/+3f/jhdffJHf//3fV2Yrbt68yczMDEeOHAF4SJKkkCAIZqBTEIRfSZK0OQzetpAx1sJnMR719fVM2aaoECuoVFciiRIxMYaEhJavOyNkkhhPFOVqoy6iIxQJ0d/fz4kTJ5S9Qk1NDd/5zneAe7Psa1kZWS5Gu1wuuru7k46XbGF9Ibd1iqJIT08PTqeTrq4uZmZmmJ2dXXLfh0IhTCYTn332GS0tLRw9enTVcxgMBgwGg0IEYrEYH3zwAVNTU0iShF6vV0hDRUUF27dvT0jOxHfdJENRUZGSIPnqq69wOp0UFBQoCqmCIOSk1Xkjk8VM9k/rVZwIBoM8++yz/OVf/iVnzpwB4Pz58zgcDiorKxFFkXfeeYe6ujouXrzIyZMn5ad+CvxKkiRJEIS9wD8ArRtvl5xHiKLI6Ogo09PTy/b058KnMdO2v2xaOyVJUiS901E/y3dlUT7fSouDy+VacuxUv7Tx3keL1cfiM3DxratrLXyyVhhzjfGrG79it343xaFiJCR0Op2i6CvPRGQLub1KEAROnTqFw6jK4R4AACAASURBVOFQBHVWw3oFgkw/T7kiuzgIywmI4eFh/H4/Op1OST6Yzea8v8aNcL+eOHGC27dvc/78ebRaLX/0R3+k/E1WjgSQJCn0zz/qIUUpyi1seqxlG6qMtl1tnLt5jq5QFzWhGsbEMbaxDSv/nBxCIkYMDRqFNKo1akLREFFVFL/ox4ABn8/HwMAAHR0dS86x1iMZi48fi8UYGBjA6XSyZ8+eZe0NJEni/PnzzM3N8eSTTy5bdcxVQm8jVvfWAzabjb6+Pm7evMmXX37JoUOHGBwcpLOzc9kZXUEQKCwsZG5uLuN7Sa1W09TUhMfj4fDhw9TW1vL555+j0WjweDzMz88jiiKBQCBh7xMOhxkfH6e8vHzZe8TpdGIymdi1a5eSWM0VNipZlO1GUsV63/tvvPEGx44dU4giwKOPPqr8fP78eXbv3s0rr7zCm2++qZBFSZK8cYcpgHuZsk1LFuMXO7nqFX8DLiwscPfuXcrLy1f0TMx20VSpVBkHwEwri36/n0AgwMLCQtrqZ+tVWUwGmfAODQ0l/L6pqYmdO3emfS4Zer2eiooKRZRGbj10Op2K8InJZFIWUIvFkhe1VxmZLjLjg+Psd+0nponhUXswx8xotVq+853v8OGHH2K327O+tkcffZRt27YpGciqqqq05jbXq7KYS6jV6iUtQHICYmFhQZkh6enpUZIQa9X+nG4AWytEo1E++ugjnn76aTo7O3nggQeWfawgCHXAB0Az8P9uVRW/Wci3z2I8ioqKePnEy5wxnmHAP8D//PR/YvVZUaNGgwYVKmLcuwa/ys9rL72GJEm89d5bhCNhYoYYqtC9vcJywhVqtZr5+Xk6OztpbW3NeedKfIyWvZ9ramo4fPjwimtMOBxmdHSUaDSK3W5PSgRS6fTZwupwu90MDQ1RV1fHJ598gtPpJBqN4vV6OX/+/LLP02q1aLVagsEg09PTPPPMM1mJ5+3evZuOjg7l83zyySeVv8l+ixaLBbfbza1bt5SkgyAIlJeX89JLLyWNLydOnMBmsy2Za8wFNipZTHeWMhQKreu84mpx+M033+TVV1/lhRde4E//9E+JRCIKVxAE4UXgJ0AF8CxsYrIYDzkIqVQqwuEwfX19BIPBZUVecgm5DTATpEvc4iulRqORXbt2pS2TnW+Bm+XIYrzct8ViwWazKec5ePBgTgNwstZD2fR9ampKMVg2GAzo9XocDody/6xVC2u6wdputzM7PotVb2VMHCNiiGANWInFYooHoSwMlMnnZDKZ2L9/P/v3789qI7FRA0G2iE9ABAIB+vv7qampSWq+LBPIXEjYe73eNV/DVkIgEFCqhidOnOCHP/whP/vZyiOIkiSNA3sFQdgGvCsIwluSJM2s/dVuYSMjH5VF+TxGjBgcBgSDQJemixn3DAvSAnvZy1GOokaNRWthx44dTE1NYdQYMWqM/N7Tv8elS5cwGo1UVlYmbLBkyJW+8fFxdDpdUuXIbCAIApFIhK6uLgKBAAcOHEgQ3BkfH6evr48DBw5gtVq5cOECHo+H48ePc/z4cbxeLw0NDcsee70rIvcbpqamuHDhAgUFBTzxxBOYTCauXr3KyMgId+7cweVypazyazKZOHDgAFeuXKGsrIzq6uqsiftyz5cVUOX2056eHlwulxKjdTodv/vd75AkCavVmmA5ZTabU+4mShcbdY+QbmLW4/EsW+Vfb4TDYT788EP+6q/+SvFY/81vfsOzzz4LgCRJ7wDvCILwMPfmFx//RpBFjUZDJBLBbrczMjJCU1MTVVVVecmeyeblmSCdTKvs01NaWsrRo0e5ceNGxqQvk1bFTEnIYpIpSRITExOMjY3R2tpKMBjE4XAoQUyv1695QEtm+j4+Po7P58PhcPD5558jiiJer5cdO3ZgtVpTkq5eS1y/fh2Hw0FLXQuvnXqNW7+7RVdnFyUlJRiNRkX9LBOf0NbWVp588smcLODfhKy1nIGUVVVlhEIh3G43TqeTsbExotEoZrNZIZAFBQVpv8cejydn/p6ZIH5mUUZHRwdvvfXWqs+VJGlKEIQu4ASw+hO2sKmRL0Xt+fl5wuEwjxx8hOaOZj4c/JByYzmF+kKmPFM4bzsRHAJFhiJmvDP81Z2/QqVX0VbWRlNTE9u3b0etVnPnzh1u3rzJwYMHqa6upq+vj927dys2TvL8fK4hx6GdO3fS3t6+ZD29fPkyDocDtVqNWq2mu7sbSZIYGRmhurqagwcP8vnnn2M2m+nq6uKhhx5SRE42E1nM1+u4fv06drsdrVaLzWajqamJ2tpaZmZmiMViKd/TJSUlSiWxra0NrVa7prFycSyuq6tjbm6Ompoa9u7dS3FxMV999RVDQ0McOHCAYDDIzMwMoVAIo9GoxK21sCzbiHuEdAVuUvFYXEt0dHTw2WefJf3b2bNncblc7NmzB7jXjWgymRSyKEOSpIuCIOwQBKFs05LFxYITt27doqioKO+mtNkK3IRCoRUfEz+v0NHRodycmZLUbGYPMyWZ8vn8fj9dXV2YzWaOHDmCRqPB6XQq83Zms5nvfe97BAIBxRQ+X1Cr1RQUFFBTU4PD4cDtdtPS0kIkEkmQrpbbE/Pt2VdXV8fw8DButxuDxkBZ6T2TaPkesFgseDyetDdjoijS3d1NfX19TjzDNmrWMJdYLqjo9XrKy8sVISBRFBXz5fHxcbxeLxqNJqH6qNPpVjzXegekZDh16hR/+qd/yt/8zd/wr//1vwbg6tWr+P1+duzYQV1dnVGSpIAgCMXAceAv1/WCt5BXLLcRXOsNoqwILicBLRYLrZZWWstaEx43XTPNb37zG0wmE3/59l9yOXoZnVnHV/6veCb8DBUF99oCZ2dniUajzM7O8ru7v2PBvsC8d54XTr9Ac3Mz5eXleDyenBFGWazO5/NRV1dHTU1N0sft27ePrq4uKisr+eKLL4B7JDkSieB0Orl06RJer5dgMEg4HObLL79UyGI+CHs+kE+ysWfPHjweD2VlZYouwq5duwiFQly7dm3Va9FqtUrVSm45XUsrJFnwbnEs7ujoWDKDOzMzQyQSIRQKKX+TJIlAIIDL5cJmsyVYlsVXHzcbYrHYqvE4Huvd9fMv/+W/5Cc/+QkffPCBQgLPnj1LTU0Nb775Jn/7t3/Lq6++CtxLQDU2NiIIggnYBgz+s8DNQUAHzG1asgj3PtzBwUFcLhctLS3KFzldJJt5TBVqtTpjUZHVFu65uTl6e3uTzivke/Yw2/ONjY0xMTFBW1tbgiJXJBJR3netVkthYSGBQCDv2U/5vVWpVDzyyCMJf5P79hd79gFLhHNSQSavraSkBIvFoojYBINBgsEgk5OT/P3f/33W7bK5EMaB/FcW16OSmWoGUqVSKeJLMsLhMG63G5fLxcTERIL1SzLxHK/Xu+FaXQRB4J133uH111/nv//3/47BYFCsM3p6egAuC4IgAQLw/0mSdGd9r3gLmxmhUEi+73jggQeSqk/Go7q6mu9+97u8+eabGGYNNBQ24DF7cAQc9A700r3QzcGDBzl+/Dj19fX0RHr4df+vqY/Wc3n6Msd8x/B4PPT29iIIAi+99FJKxtzLQZIkpqenGR4eprm5mVgstmISefv27XR2dnLr1i3q6upQq9VoNBqGh4c5cuQIoigyODiIWq1meHg4QXwqV5VFURSZnJxEEASsVut9Kxq3EuSWzYaGhoS2XllrYWxsDKfTueIxysvLKS4uxuVy8dBDD63xFd+L4x9++CGhUIj29vZVZ+pOnjyJ3W6nsbFR+Z0gCJhMJkwmU4JlmRy3bDabouYq738sFst9nyROt7K4Ebp+3n//fV5//XVef/11tFote/fu5S/+4i/4+OOP+T//5/8ojy0oKOBb3/oW77zzzhmgAfi+IAgRIAC8IkmStGnJoiRJXL9+ncrKSrZt25ZVpkOepUgnqyBDrVYrLYCZPDdZUAuHw/T29hIOh5fMK8jYKLOHqyEWi3H79m2Ki4uTmgcbjUaKi4vR6/U89thjytzdRmyVWayaGY1GFeNcm81GMBhUNv5FRUUrqmamG1irq6t55JFHMBgMmEwmOjo6uH79Oh6PR/FcXA4rzQqVlpayf/9+9u7dm9b1LId8VxY3kq9jKtDpdJSVlVFWdq8yLEmSUn2cmJjA6/UqAjudnZ2KQEG2OHv2LD/+8Y+JxWK89tpr/Mmf/ElKz5P9nBZj27Zt/MM//MOS3+/cuRNJknJzM23hvkU+1nBJkhgfH2d8fJyWlhaloq9Wq1edIdPpdOzYsQO36OYr8Sv8AT97K/Yy1jmGx+PBZDJx+PBhWltb+enZn+K2uBkvG8fhd9Dp6ESv12MymdDpdFntPeJn9+WuKJvNRiwW49atW8RiMfbv35+w3vj9fpxOJ5Ik8cgjj1BZWcnbb7+N3W7n448/5sSJE+zevZuBgQFOnTqVUE2SJAm3201ZWVnG5M7r9dLZ2YnVakWlUtHf308wGMRoNCqWVeuhGJ1LzM7O8o//+I9Eo1FOnz6tzO/5fD7ef/99xa5iOWi1WkwmE+FwGKvVynPPPZeX6w6FQni9XiKRCJcuXcJqtfLtb3972WTyanYaMjQaDSUlJYofZDLdB7n6KO9/7jez+vulDTU+Jre2tnL27Nklj5mfn1/yu7fffhvgl//8z79Y/PdNSxYFQeDQoUMIgsDg4OB96ZW4uJVUkiRsNhtDQ0Orzl1matmRL5IpSRKjo6O4XC7a2tqU2cDFMJvNnD59mps3b8abhm5IsrgY8cPjkHzjL7cdyv9ptdqMXpsgCNTX1+PxeLh9+za1tbXs2LEDj8fDxMQEgUBAEVuK/5xkawifz7fsefft25fZG5AE+a70rQdZTDeorARBEDCbzZjNZqXtLBKJ4Ha7uXz5Mr/97W+x2WxMT09z7NgxHnnkkYRKQarX+6Mf/Yhz585RW1vLoUOHeP7553PSdryFLaSDbLp44uHxeOju7qaoqEgZaZCRSkwWBIETJ05w4sQJnl14FnfITUd5B73dvQwODtLU1KQ8dl/lPq5NXyMcC4MADdYGbHobr7zyinKsdCET3YmJiSW2XiqVCrfbzY0bN4B7iZl4RWqz2cyePXsQBIE7d+7w29/+ltHRUSRJIhqNcvXqVaLRKBqNBpvNRnl5OZ9++in19fUMDw9z+/Ztjh8/Tmtr65LrWgmiKDIyMsLMzAwdHR0YjUZEUVTitUweJicnE5Je8bHvfkE0GiUWiykxvb+/H4/Hg9/vZ3JycsXnVlRUEAwG2bFjB9PT08u2E68FzGYzjz76KFNTU9y4cQO/308kEsm5UF8y3Qc5bskEMhwOJ6jOb/QEQiZkMZuOgo2GTUsW4WvClAuvxPUgi/GET84w6nQ6Dh06tGqVM5uZxbX2WfT5fErmsby8fNU2uqGhIfr7+7HZbHJftXKufLc0ZoNkG/9wOIzL5cLpdDI6Oqq893LLYbrCOdevX2dwcJDBwUHm5uZQq9WYTCYikQjNzc2YzWbGx8eVmU+NRkMgEFj2eOFwOKcE75tQWcwlWUwGrVZLaWkpP/nJT/j7v/97nE4nZ86c4dKlS1y5ciVtsnjlyhWam5uVDfB3v/td3nvvvS2yuIW8I5suHvh69GR+fp729vakm7V0Y/KO4h3Kz3v27FFEIWT84b4/xICBIccQz+15jiZrEzPCDJIkZbT2eL1euru7KSwsTNpto1KpMBgM1NbWEovFllR+rl27RldXFwUFBTidTrxer2LEvnfvXr744gvC4TBqtZpDhw4xPT2tWD1Eo1FEUVxVK2ExPB4PXV1dlJWVceTIkSUaBsnIQ7LYZ7FYFPJgNBo3bOtqVVUVzz33HIFAgPr6et55552kyriL0dHRgd1uR6PRUFdXF2+Enjds27aN6upqwuEwZWVlazofGQ85bsmJj/jkuZxAUKlUhEIhHA5HSjP7+US6cd3n8224EZFssKnJooxsJbmzeX62ZDEajTI6Osrk5OSSDONKWI821NWeJyuy2Ww22tvblVa65UhYb28v7733HgD19fVKu8x6VBbXKmjpdLoloid9fX3EYjGGhobw+/2K8pjc+7/SglVTU8PU1BQlJSXMzNzbsGzfvp1AIEAsFqOzsxOdTodGo0GlUlFcXMzCwgJGo5FwOEwoFEIQBEpLS7HZbEQiEcbHx6mvr8/J692qLOYWXq+XoqKipOIEqWJycjLBL6u2tpbLly/n6hK3sIUlWG4NzyZezs7O0tfXR01NDUeOHMmbn6MKFYYBA9t92ylvvbeOy3E0nbUnvjInx8ek51OpEASBp556KuH3gUCA2dlZ5d+yHZQsznbw4EEMBgMej4dLly4RDAYZGxvj+PHjRCIRqqurmZycxGq1smPHjsWnXfaah4eHsdvtdHR0pFVJSRb7ZL/jgYEBpXU1PvZtpMrT9u3buX37NleuXGFhYYFIJLJia6VKpaKqqoq6ujqcTmfGGhq5gCAIlJWVZeXhmItrWJw8DwaD3Lx5U+mIip/Zl/2K1+seyGRmUR4n2Qz4xpDFdDNl8VivyqK8+BsMhqQZxtXOm+821JUInNfrpavrnpWDnHlc6Xyzs7P86le/Uv5mt9v57ne/C9w/baiZQM4am0wmKioqkCRJEc6ZmZmhv78fQRAS2nfiA9TOnTvZuXMns7Oz9/zB/jlraDAYsNlsRKNR9Ho9NTU1SutMUVERr7zyCk6nk/PnzyvtQ2q1GpVKlVNFr29CZVH2r8oHvF6vIjKQKZJ9lzZqRn8LmxuZJGZDoRC9vb3EYjGFEK2EXJNFQGlJlI8rnyPVdcDlctHd3U1FRUVCfEyG5eLfp59+yszMDLt37+aFF17AarUmPf/hw4eVpK0ckw8fPgzcm2WqqqpKaa+RrJoYj3T3EiqVSolpkKi6Kc+9pdO6mss9gpzkDIVCXL16lcLCQiorK7l8+bKSiAWW7DPleF5cXIzBYGD37t15VUmPv/5bt27hcrk4cuQIBoNhQ9pYqdVq9Hq90uUSX31crBgui77lq/qYSRtqvDDQ/Y5NTRblL0K2wSHfZFFWK3M4HJjNZkXWOh1slMri4jmGxZnH5QJfLBbDYrEoamLxQWEzk0VIrL4JgoDRaMRoNCpzKfHKY5OTk0sUMwVBQKVS8cILL6DVahkbGwPuGf5OT09TUFDA8PAwkUgEk8lEfX09Go2Gr776CkmSOHbsGE6nE0EQeOCBB3LqFZZpa1am+CZUFrMdoq+trWV8fFz598TExLIzxFvYwloinXgpq06Ojo7S3NysCIvl8hypQKVScebMGbxer1KpSTWOxltf7dmzJ6W2teWOLSuOFhQUrFjR0Ov1vPrqq/z85z9X1LtlpBJb46uJu3fvXnb9ycXYxmLVzUgkgsvlwuVyMTY2RiwWw2w2K8I5cutqLknQ0NAQH3/8MWVlZTzwwAP09fUprb3yCEdACKCSVOi5l7hVq9VUVlZy9OhRRcRGJrvrgWAwyJ07d4jFYtTV1dHU1LQhbazkJLWM5UZ35P1PMr9is9m8JiT4fhG4WStsarIo435qQ11YWKCnp0cxz71zJzNV+fWYWVz8vNUyj7B8cFKpVDQ3N/O73/1OWUBkErX4OfnKkG0UgppMeczn8+F0Ovmnf/onRkdH0Wq17Nmzh/b2di5fvqzMKEqSxMLCAsFgEEEQ0Gq12O125ufnCYVCiKJIJBJh165dGSUpVkM+q27y+fIdoPNJFnMxF3Ho0CH6+/sZHh6mpqaGX/ziF7zxxhs5usItbGEplluvU4218lyfxWJZImCzGtaisijP48lIJf7Oz89z9+7dpNZXK2FxrA2Hw8zOzvLwww8TCARSagXVaDScOXOG7u5udu/eveyxFyOVmL6W0Gq1CWrRcuuqy+VicHBQGduQxypyQYiGhoYIhULYbDalHdblcin3aZQooyWjONQOdnt2U6uq5fjx4wnva3x7cDJIkkRvby/RaJT29vak1xwIBNDr9Rm9HoPBQEdHBy6XSyHeG7GyGIvFVn19ixXD4/2Kx8bG8Pl8aLXaBL/iXIgnpXsvbZHF+xDZksV8VBYjkQh9fX0EAgH279+PyWQiFotlpaS6XpVFURQZGhpidnaWjo6OFb8wySqSbrebd999l7m5OeV38e/DZppZzAXis2+yaqxKpUKv1zM/P4/RaFQyoBqNBqvVil6vZ2pqCo/HQyAQYHR0lKeeeopAIJB1W+NKyHeASiX45Br5JKi5CEgajYaf/vSnPPXUU8RiMX7wgx9kPP+4hS1kg9VitTzLPTs7u+Jc30pYC7KY7BzLxdFoNEpvby+BQGBZ66uVsDhGX7hwgfHxcTo6Ojh69GjKx6moqFgys7ZcbE21mpgOYrEYExMTSlUwEyzXumq32wkEAly/fj3hMZmIphw5cgSv10tpaSnFxcUcO3aMd999l0gkcs9qROWmwdlAc6yZyZJJ/tX/86+WjG6sFvecTidXr15FkiTKysoS1G0B+vv7uXTpUsaiOIIgcPDgwbSuaT2QCbmP9yuW50DjxZMWVx/l2cdMXns6z/H5fFtk8X5BLttQMzUlT4V8zczMMDAwQENDA+3t7QkG8JkQN/5/9s47vsry/P/vs7J3SCCLFUaAIAQyICwBERkyBEVqXUitdVS0UkfdrahfrVh+trVWq7RVZDjAypIKyg4gK5OQQRKSkJBx9j7P74/0eTwnORkni4D59OWrJHnG/az7uq/r+lyfi7b1kmrveJvbT+zRlJWVRWRkJKmpqa1++O5qHVUqlQv3XyaTsXz5chdqZk/J8nUFxGubO3cuf/jDHxg3bhxvvvkmTzzxBDU1NSxYsABoeG8UCoUUYdu7dy/Tpk0jPj6eoKAgoqOjkclkDB06FLvdTm1tLWq1GoPBgMFgwNvbG7PZjFqtZvDgwW3uqdRevPzyy8hkMh544AEEQeC1117j008/RS6XEx0dzRtvvCEpcL7wwgts3LgRvV7vQpH0FFeKhtpd5+ys6OXcuXOZO3duJ4yoF71oP1qy1TU1NeTl5REVFdWhrFZ3OIvNZRarqqrIz89vYus9PbazjRbP1RmMDXe2tSPZxJYckvz8fDIyMvD19WXp0qWd4riI1NU+ffpgMBgYOXKkC3W1tLRU6k0rOg6tKY4HBgYybNgwTpw4IQXCAWk/ha8Ca7UVGTJSAlLaVeMfEBBAZGQkNpuNkJCQJn/X6/VSFrWz0FNpqJ0xJnfiSTqdDrVaTXFxMQaDQco+ihnIzm7d0ts64ypEZ9BQW2ov0BJamoRMJhM5OTnI5XK37TBamzwrKyspLS0lKSkJi8VCWVkZsbGx+Pn5dXtmERqMSk5OTptrL6CpcRIEgfLyckwmk/S71NRUlwn0SjmLbTmn2L+qo2j87P/4xz/yxBNPEB4ezsGDBwFYs2YNAQEB/PrXv5a28/LyYsSIEU2OV1xcjE6nY9SoUSiVSikCe+jQIamewdmAdpVstbh4+Mtf/sIPP/zAkSNH8PX1Zffu3SxbtkxaPMydO5f777/fo0i5O1zrNYtarfaaMki9+GnAExqqxWIhLy8Pi8XSrkxcW8/dmWicWbRYLOTk5CAIAsnJyR1qSC6XyyktLeXcuXNMmTJF6pHr5+fXZNuqqiq8vLzcOiDu0Jgh1NnZRGeIffW6OvvijroqOg6FhYUYjUZ8fHxaVByvq6vDZrNRXFxMXV0dcrmc6dOnYzQaycrKQu+rRyFXMDl5stsxtJbFU6lUTdRtnZGYmEhoaGin6wf0tMxiVwVa5XI5QUFBBAUFScrfYqC8rq6O4uJiHA6HS/bR07ZljaHT6XpbZ1xtuJI0VHcQBIGysjJKSkoYNmyYFP3wBFarlX/961/Y7XaKiooIDw8nKysLmUzGokWL8Pb27raaRbVaTWZmJoBHtRfQ1PErKSnhiy++cHleYo2dqHJ3JWmob7zxBhs2bCA2Npbw8HCSkpLYuXMnaWlpHDlyhLlz57J8+XJWrVolZcRef/11JkyYwIEDB3jyySel4+3YsYNTp06xbt06Nm/eDMBvfvMbYmNjufPOO6Vzv/DCCxiNRqlR8gcffNDsON9++202bNgAwL333ssDDzxAdnY2n3zyCX5+fjz//POEhITw7rvv4ufnx7FjxzCbzezZs4cBAwbw+OOP89BDD6FUKiksLEStVvPss89y88034+3tzfPPP8/hw4cxm8088MAD3H333QC89dZbbNu2DbPZzMKFC3nqqacAeO2119i0aRNxcXGEhoYyaNAg5HI5f/rTn9izZ4+08LvxxhtJTk5my5Yt3HnnnaSlpXXomxVxrTuLer2+11nsxTUDhUIhsUrEwGFxcTHx8fH07du3xy1um4NoRwVBoKKigqKiIo9EeJxhs9nYvXs3FouF2bNno1Qqqaqqwm63c+HCBTQaDRqNhtOnT7v0Rq2srGTnzp0oFArmzJnTrDpq43ELgtAttYmxsbEsXboULy+vLnmuza0RGjsO7hTHG1NXx48fT9++fSkpKaG2tha5XC61n5LJZAyJH0JKSkqLzJyWrrG4uJicnBzGjx/vtp2FUqlkwIABnt+EFtDdYnNtQXeWcHh7e7tQscXMrUajoaioCIPBgJeXl5R59HTN2ZtZvIrgTOfsiHPRmc6iJ4X5YgTMbDajUqnQ6/UcPnwYq9XKhAkTpOurqqpCr9djsViQyWRkZmaSlJTU7trDtt4rZyW3xMRE8vLyPJ70Gzun7hx70diKGTNPxnj69GmOHz/ucT2HO2RnZ/PZZ59x4MABbDYbU6ZMISkpCWioOdixYwcAK1as4KGHHmLixImUlpayePFijh8/zrp16/jjH//IhAkT0Ol0LhLver2+2WjzSy+9xHvvvSdlFJvD8ePH2bRpE3v37sVutzN9+nQmT56Mt7c3586dY968eXz88cc8/vjj/OMf/+DWW2/l+++/56GHHmL16tVYrVZCQkIIGF5GfQAAIABJREFUCAhArVbz/fffc/bsWZYtW8bw4cP57LPPsFqtfPjhh/j4+LB06VJmzJhBdnY2paWl7N27F0EQWLJkCUePHkWhULBt2zapCfTkyZMZNGgQarUaq9XapHfjuHHjyM3N7cgjaoIr1Tqjuwye0WjstqbKvehFV0OpVGK329Hr9WRnZ+Pv709qamqnU8S6GgqFAqPRyA8//IC3t3eHrkGn01FZWSmJk0VGRjJw4EACAwNJTExELpdTU1NDRUUFp06dYuzYsQCSM2Oz2di2bRthYWEsXLiwVRtdUVGB0WhsVW+gM9Bam5P2wtOAtTvF8bq6Oo4cOYJerycmJgaj0cj58+cRBEFq8TB06FDi4uIICQlptY2HyWTiyy+/RKVSceONN7psf/bsWaqqqqSWWZ4gKyuL8vJyJkyY4NHzcjgcPS74ciWpsc4BAjH7aDKZ0Gg0XL58GaPRyLFjx1wYWKL6rju01nfzasM17Sx2FjqamQRXSseIESPaRAs5evQoZ86ckURLnMdw9uxZVCoVSqUSnU6HTqcDGl748+fP4+Pj06RIui1o6+RRX19PdnY20dHRpKamSlHU9pxP3M/hcLBp0yaXv6tUKqKiolxEV5z3aW28x44dk6KkHXUWT5w4wfz58yW6j3ON15IlS6R/79u3j7y8POlnrVaLVqtlwoQJPP3009x2220sWLBAoigEBQXxxRdfuFBM2jOJHz58mAULFkjjmz9/PocPH2bGjBnk5uZK93bZsmV89NFH3H///Vy+fJlNmzYhCAI33XSTdKzFixejVCpJSkqif//++Pj4UFhYSG5uLt9//z0OhwONRsOOHTs4ceIE+/fvJz09Hblcjk6n4/z581J9pWiIb7rpJslAubu+rsgWX+s1i0CPiw73ohetobn5TXR8ampqSEhI6NIa6q6CIAio1Wo0Gg2jR49uM3VQEAR0Ol2TxuPBwcGkpKTgcDhQq9Xs2rULf39/pk2bhkKhIDk5mbKyMqqrq6mursZms0mCLLfccgvFxcVkZGS0Wkqj1Wq5ePEiISEhbdIbuJahVCrx8vKirq5OskslJSWSAxAbGyupbwYHB7d6rwRBwGAwoNFokMvlGAwGF1GfpKQk8vLyPBYWEwSBkydPYjabiY6O9mj/nkhD7Wl1lD4+Pvj4+BASEoLRaGT06NEShVlU3xUpzGK2WizzudbQ6yy2AR3NLNrtdo4cOULfvn09onTU1tZKDqK7LKE70R2xNYGvr2+XFPHb7Xby8/PRaDSSais032exNTg7fmqNGpP5x1pFGTIGDx7M4sWLm92nNSQkJPDDDz8gl8vR6/XtbjDvLK7jDs71Ig6Hw4ViKeLxxx9n9uzZ7N69m5kzZ7Jt2zaUSqVU32IwGJo09fUEnkxQYtuML7/8km+++YatW7fy/vvvs3XrVunvjbcXBIG1a9e6qLHZ7XaysrJYuXIlM2fOxGQyST0fRTpsY4SFhaFQKCgtLZUieACnTp3qdJGV7m7VAd1H77kWDVIvfrqoq6sjOzsbhULBhAkTuvwb6orFssgckslkDBo0yKMas9OnT/PDDz8wdOhQpkyZIv3+q6++Ij8/n379+lFbW4vVasVoNLJx40b8/PxYuHAhc+bMkebT//73v1y8eJEJEyYwcuRIRo0aJSmOurteMZBdXV1N37592+T8/BQQFBTEmDFjMJlMxMXFSfd35MiRxMbGYjabqa+vp6qqioKCAgAX6mrjrFJ4eDhpaWl4eXk1oSfGxsZKSp6eQCaTkZycTEVFhcc01Z7mmEHPHBP8WFqiUCiaqO86Zx8LCwv54osvKC8vRxAECgoKiI+Pb3ae2blzJ48++ih2u52VK1dK5TsizGYzd911FydOnCA8PJyNGzcycOBAAF599VU++OADFAoF69ata7HmtTPQ855KJ6LxA2rv4qq9zqLNZiMnJwez2cyoUaOIj49v84cgqlV6Cn9/f1QqFYcOHeqQiqQ71NXVcfToUfz8/EhJSXFxkNpbR+jsZBbWFyLw4zHs2N1OgK2dS5S0Bujfvz+hoaF4eXl1yBEDGD9+PP/5z38wGo1otVqJdtoYM2bM4L333pN+PnPmDNDQr2nUqFE89thjJCUlce7cOeLi4jh8+DBTpkxh4sSJfPfdd26PqVKpWlXkTU9Pl8an0+n4+uuvSU9PB+DChQucOHECgC1btjBhwgS0Wi06nY6pU6fy2muvSeME+PLLLxEEgfz8fC5evEh8fDwzZ87k/ffflwIY+fn5WCwW5s6dy/bt2xkyZAipqal4e3uj0WgYPHgwGzdu5PDhw5w+fZrt27dLxuDRRx9l9erVkpDRnj17KCgo4Oabb27Lo2gzeqrx6Uz0tOhwL3rhCaxWK5mZmRQUFDBy5Eh8fX27/JvtbB0CUSXz7NmzDB8+vF3thwwGg1R6IsJut1NaWiqpWatUKhwOB0ajkcuXL1NeXo7BYMDf35+EhAT8/f0xm83SIhYa5ofY2Fi3FEWtVktGRgaCIJCamoqvr2+nBaGu9nlJJpMxZswY0tLSiI6OZvny5cyePZu4uDhkMpnE3ho+fDjJycmMHTuW8PBwKWCQkZFBdnY2Fy9elLK6w4cPZ9CgQU3uTVlZmUR59RQJCQlMnz7dYzGV3sxi29GcDoFIYe7bty/Dhg0jOTmZp556imXLlmEwGFi9ejVjxoxh4cKFTZ6t3W7noYceYseOHWRnZ7Nhwways7Ndtvnggw8IDQ3l/PnzPPbYY5LmRXZ2Np9++ilZWVns3LmTBx98sMsVnn8ymUWxNq49tUTtoaFWV1dz7tw5+vfvL/W18wRbt27lwoULHu0DDQZHfCnLyso83t8dbDYb+fn56HQ6l2yiM9o76ThLjDtMDmQ0HMeOnbrBdVJNYONzNWfQysrK+O6774iJiWHUqFEcOHAAgMmTJ0tN7NuLESNGcMsttzBp0iTi4uIkR6wx3njjDX7zm98wceJEbDYbkyZN4u233+Yvf/kL+/fvR6FQMHz4cGbNmoW3tzeLFi1iyZIlxMfHc91117mdxO+55x4mTpzImDFjmhW4SU5OZunSpVLm77777mPUqFEUFBQwYsQI1q9fz8MPP8ywYcO49957qa2t5b777sNkMqFUKlmzZo10rMGDB3PTTTdRXV3Nn/70J7y8vFixYgVlZWVMmjQJgIiICDZs2MDs2bPJz89n5syZQIPK3QcffMDSpUs5f/48Dz74INHR0YwdOxaDwUBmZibTp0+nrKxMojDbbDYOHz4sfSdPP/00X3zxBRqNhoSEBFasWMFvf/tbj5/Zleiz2F2w2WzdVhvZi150JsQ5vLKyksLCQgYNGkRUVBRWq7VThK1ag+gsdgbrQK1Wk52dTWRkpMQc0uv1HrfbSklJITo62kUEZ8OGDej1ekJCQpg/f75EQzWZTCgUClQqFQaDwSVTNWvWLGpqalp0WJtTOu2IGvq1jsY2WSxvGTRoEH379kWpVBIWFkZoaChWqxWlUik1i6+pqUGj0VBRUUFkZCQhISEEBQVJ8/ehQ4fQarV4eXk16YfYndd0pWG323tkfbInonWBgYFMmzaNsLAwvvjiCwRBoLi4uMm6OSMjgyFDhjB48GAAbr/9drZu3eoiUrV161ZefPFFAJYuXcrDDz+MIAhs3bqV22+/HW9vbwYNGsSQIUPIyMhg4sSJnXPBbvCTcRZFh689iytPJlCz2Uxubi4Oh4Px48fj4+NDTU2Nx15/ZWWlx+ME1+xpaGioxwIY9fX1LkZO7G0VFxdHQkJCp08u4qKhtraWMwfPIEOGAwc1/WpYPWe12/O15CzW1dVhtVq5dOkSw4YNAxpUr9pTv6mo3I5P9rMYJu2Wfrd69WpWr14NIDlX27dvd9kvPDycjz76qMnx3nzzTbfn+f3vf8/vf/976efz5883Oe7LL7/Myy+/7LLfM8880+RYq1atYtWqVU2v5X9UBWfExMTw+eefYzAYJGqDiEmTJvHqq682OcZLL73ESy+91OT4Dz/8MA8//HCT3z/11FMu1IqzZ88yePBg7HY7Dz74IHfccQfV1dW8/PLLrFmzhmeeeYagoCBeffXVJudvD3pqpLIzINY39aIXVxusVisnTpzAx8fHpW1Ud/RA7KzzOAu8NW4X1Z7jq1QqaR4uKSmRtAhkMhkBAQH07duX6OhoTp48SUlJCXa7HUEQmqxNfH19W6Q0tqR0eq33MO4MOBwO8vPzKSgooKKigsrKShYtWiT9/eTJk2RlZZGUlCQ54nq9nszMTLy8vOjXrx/V1dUSdVXsiVxVVeVSlvFTRHeKw3kCTxXOtVqtNB+IlPTGuHjxosvzjo2N5ejRo81uo1QqCQ4OpqamRqKZO+978eJFj67JU1zTzqKzoyE6i+2hdrbFQXKW+W4skd0ew+Hr69th2uTFixc5ePAgN9xwQ5Oxij1gnK+tsrKSXbt2YTQaSU1NlXoQdUZvq+Yg0lA/+ugjLBYLAHLk3JF4B9GB0c3u05xBS0hIABqonwcPHmTmzJkEBgZ69Nzl9afxzlqN3FyF6br/h+DdB5ns8jVpRLubiiIqyfn7+0vRcEEQmDhxImq1mqqqKs6fP49MJmux/qOt6G7j053viFar7XK1wl70oiugVCoZOnSoi8gHdF9mq6POYm1tLbm5ucTExLhtF+XMmPEUJpOJ//73vzgcDtLT06mvr6esrIzNmzezYMECZs6cyaZNm5DL5YSEhLR5DnCuTWxO6VQmk3WLs94d6Kq5uLy8nKNHj2Kz2QgKCpKC0iJErYmamhppHAaDAWh4LyIiIqQsk81mQ6PRoFKpCAgIkLK9wcHBhISE4O/v3+Oyf12Jnhrc9dRZ1Ol0rX6X7t7PtpTONbf+7er35Jp2Fp0hSnJ3BQwGA9nZ2fj6+rqVyPbUMDlPLu1FWFgYFouliepqZWUlmzZtwmQyMXToUBYtWiS9ZKKiqcPh4NixYwwePJiRI0d26UsoGtXGC4SW7ldzH4vYL7C2tpa6ujoCAgLw9fV1Tf+bL4NXOLi7JnMtfgdvQK4vwNZnOvpph0HRvJPsLrPXGehsIxcfH99s2w13zuL777/fqedvfL7GxqA56XKNRoNaraa8vByLxSIJ5wQHBzdRDGwO3W18utP5botB6kUveiJEmfrG6K5vpyM6BHl5ea0GUUXRsvbAy8uLyMhINBoN/fv3JzY2lsLCQgAuXbrEkSNHCAgI4Oc//zlyubxNi1gxmxgREdGi0mlH24z1FHTlexQSEiI993nz5jWhF6anp1NeXk5MTAwAeXl5nDx5kpCQEGbNmuWyvUhdFUtkBEFAr9dTX1/PhQsX0Ov1Uq8/UXGzuwXbuhM92Vn05L6LyZiWEBsb66IrUlZWRnR0tNttYmNjsdlsqNVqwsLC2rRvZ+Pafev+B9GxUCgUnV4L4XA4uHDhAhUVFYwYMaJZmW9PDZPFYmn3ByOTyQgJCWHy5MkUFBSg0WjIy8sjPj4ei8VCSUmJ5IieO3eOnTt3MmXKFAICAoiIiGD48OHU1dWRnJzstjaxsyG2UVi2bBnZ2dnU1NQgCALx8fEt7uPOoNXV1XH58mV0Op2Usm+8mA7YPRTD+I/wyXsF48T/ICgD8M56EocqFO+CP4FMgXHsu9jjlnf6tXqC7lo0dXdmsa29nZozomq1mtLSUnQ6HSqVysWIuqt16G7j42kEsiNoi0HqRS96Kq4k5bE9zmJVVRX5+fkMHDiw1SBqRzKkcrmcefPmuczNM2fORBAEbDYbBoMBo9HYpvqutmQTndFLQ20dAQEBhIeHU1JSwrFjx5g2bZrL3/38/BgyZIj0s8lkkoLwbbn/AQEBBAQESFRis9mMWq2W1Dahgboq2r6u6lV5JdCTaaierCOcaajNISUlhfz8fIqKioiJieHTTz/lk08+cdlmwYIFrF+/nokTJ7JlyxZmzJiBTCZjwYIF/OxnP+Pxxx+nvLyc/Px8UlNT23VtbcU17yyK6Ixeic6Tt0ajITs7m/Dw8FZlvluLMs6aNYvXXnuN8ePH89prrzFw4MAWJ+2WjJTYuHfbtm0u51coFAQEBDBhwgTp2IIgcPr0aZRKJWPHjuXcuXOSUpdYQ9IevPDCC/Tp04dHHnkEQRB45ZVX+OSTT5DL5URHR7N27VqpH1BaWhoBAQH4+PgQFRXFBx980GpTWnf3pqqqik2bNuFwOBg0aBClpaWUl5dTUFDgMnGDHVXh35HrcsFhwW//Dcj1uSDYsAePwzhpJyjcT77XohG9Es5ie5w3ZyMqRmzNZjMajYa6ujqKi4slY+zcMPdadhZ7aai96EX74ImzaLFYyMnJQRAEkpOT20SJ74yaSOd5WaxbstvtpKWlceHChVbH0dZsYuNzXot2rjNx6NAhCgoKkMvlTeZfq9XaJNs7evRoHA5HuwX2vL29iYyMlNZFdrtdYt1UVlZiNpvx8/OT2qM0Li+6mtBTBensdrtHa+K2sH6USiXvvPMOs2fPxm63s2LFCkaNGsXzzz9PcnIyCxYs4L777uPOO+9kyJAhhIWF8emnnwIwatQobrvtNkaOHIlSqeTPf/5zl687flLOYkcmb3Hyl8lknD9/nsuXL3Pddde1abHmSVbz3Xff5aWXXsLb21uSW+7ogt5ut0sTzJ49e6Sop2gUMjMzCQoKkgzhxYsXO61u5J133uHEiROcOHECX19fdu3axS233MKpU6ckKseHH35ISkoKzzzzDG+++Sb/93//1+IxnQ2aTqfj8uXLHDt2TLrHFy5ckDJY9fX1P+5oaqghUNV9jz1kPH77UpHZdYAM43XvYI9ZjLLqGxRV3wAyzGP+5HLOzoTzMzUYDCgUCkpKSjh16hT9+vUjMDCQvLw8oqKimvRk6qpxdAc683ze3t5EREQQEREBNLznOp2O+vp6zp8/j9FoxGKxUF5eTp8+fQgICOjyCbU7nUW9Xt+bWezFNQexjr0rF41tscmCIFBRUUFRUVETHYLW0FW1lwqFgsTERLRabbNzqafZRGf0qqG2jvLychQKBaNGjXJRa6+rq2PXrl34+voyb948ibaoUCiIiIjoNPqoQqEgNDRUYrK1xLoRVVevFupqT6Wh2mw2j5h2Op2uTeu2uXPnNukt7Sxk6OPjw+bNm93u+7vf/Y7f/e53bR5TR3F1vEEdQHtpqK+99hoff/wxsbGx9OnTh4iICH77298SHx9Pfn4+t9xyC8OGDeMXv/iFxB1+4403SE9P5/vvv+eJJ56Qzv/hhx9y4sQJPv74Y7744gugQbVy3Lhx3HXXXdI5n332Waqqqvj3v/8ttS7Iy8trdowuEUDRZjQKCgYHB6PVanE4HJLctvN9gQbF05UrV7JmzRpGjx6NzWbjqaeeIiMjA5PJxIMPPsiKFSuka9y6dSsmk4nFixdLL+srr7zChx9+yLBhwwgLC6NPnz4AvPXWW+zbt09yDGfPnk1qaiobN27knnvucbmOyZMnN9sWwhniYkJ02ktKSigvL5f+7nA4CAgIICEhgcTExB93rN4v/VNR39BzUFD4YRnyW7zKN6PIegp7aAq2yFnYoua3Oo72IjMzk9OnT5OSkkJERAQ7d+5EpVLh7++PRqOR6jiLioqIiIhg/nzXsdjtdg4dOoTVamXt2rW89NJLjBs3jjfffJMnnniCmpoaFixYADTUuCgUCul57N271yVC1l0N5J3P15Kz+PLLLxMeHs5DDz3EypUrOXr0qDTp3n333dx///0kJCQQEhKCTCajX79+vPfee0REREgNc1esWEFlZSUHDhzgxIkTeHt7U1FRgVarlWqlxP86kkF3h+40dr2ZxV5czWguiyWygDr723RGa2wfo9FIdnY23t7ebnUI2nL8rhSKEZ26xnNNe7KJzujNLLaO6dOnc+nSpSbN1sV2KQ6HQ2qdIaIrg7LNsW7Elh1FRUUIguDCuump1NWe6ix6So+9FgO517yzKEKpVLZZXfSHH35g8+bNkuJVWloaM2fOxGw24+Pjw/79DU7HXXfdxSOPPMKkSZMoKSnh5ptv5vTp07z99tu8/fbbpKeno9Pp2tQ6QxAE7rrrLrZt28Y333yDRqOh+GKx5Cw2nmzEnwWEHx3E//2/Q+ZAgQJBENBoNNL2zUWX5s6dy5133snbb79NZWUlFy9epE+fPhw4cACz2czUqVO54YYbyM7OprS0lP379yMIAgsXLuTw4cMolUq+/PJL/v73v5OUlERaWhppaWnU1tZitVoZMGCAy/nGjx9Pbm4u8GPGThAEtm/fLtFTW4Jer8dgMCCTyUhOTqawsFAqQHY4HDgcDrRabQOX+9w5EjRvQ9gYFEPuwTDmXXxPP4IMK8h8wSscuakUy6BfYU+ZCsqu/8DLysowmUxUVFQQEhIiGZcxY8YQHh6OSqVCoVBQVlbmlpKr0WgoLi5GEASX1gl//OMfeeKJJwgPD5cEbdasWUNAQAC//vWv3Y7lSiwMPDGar776ahNnGWDnzp2EhITw3HPP8dZbb0ltNj7//HOCg4OprKyU6mGjoqKkid5qtUoUnrKyMqxWKwEBAS7COR3N4ndnzWKvs9iLaw3d0T6jueCxIAiUlpZSVlbG8OHDCQ8Pb9fxuzpD1/j4zfVN7OhxO4LupkLq9XqXusCusm3h4eFu34uYmBimTZsmibU1Rnfej5aoq5cuXcJsNmMymSgtLZWoqz3BSeupzmJ7WmeIjKdrBT8pZ1FsVt8aDh48yIIFC/D19aWyspJx48ahUqnw8/Pj9ttvl7bbu3ev5PRAwwui1WqZOHEiTz75JLfffjsLFy7E29u71Qm4vr6eM2fOMH36dNRqNZ9u/JTa2lqXbQTRG3QzB9oddhSyH19mBw4pSigumt1Ft2QyGd9//z3e3t4olUpMJhN6vZ7vvvuOL7/8EmhoOnz+/Hn27NnDrl27SEtLAxoWq/n5+dTU1LBo0SJ8fX0JDAxk3rx5DcNsJprWeBJfsWIFvr6+XHfddVJG1h3E5qaVlZX4+PgQHx+Pw+Fg4MCBXL58WRLukeFAKbOT5PiQsSXHkAkWhLotUPAcMuBixKP0q/sX1n4LsI14Hnz6NHvOlsbdHN544w02bNhAbGws4eHhJCUlsXPnTtLS0jhy5Ahz5swhJSWFv/3tbxQVFREUFMTjjz9OdHQ0hYWFPPjggyiVSry8vPjPf/7D/v37WbdunURH+MMf/sDw4cMZM2YMGzduBBrqRI1GI5MmTSIhIaHFDO3bb7/Nhg0bAFi8eDF33303BQUFLF++nDFjxnD27FmGDx/Ou+++i6+vL88++yy7du1CqVQya9YsXn75ZVauXElgYCDZ2dlUVVXx+uuvc+ONN2Kz2Xjuuec4fPgwZrOZBx54gLvvvhtoyDJv2LABpVLJwoULpf6Lr732Gps2bSIuLo7Q0FCPFmjp6elST0uNRsO7777L2rVruf/++4GmxkelUrkYe4fDIVF4OkN9rrudxZYab/eiF1cjOkNfoC3naBw81ul0ZGdnExQURFpaWoe+4+50Fp2ziY37JnqKnpxZ1Ol0nD17lri4OJc+kg6HA51Ox44dO3A4HMyZM6fdrZY6AplMRv/+/d3+7Urf08bUVYfDQUZGhhSUbiwYFxwcfEWoq91pPz2Bpz3adTqd296KVzOueWdRdFY8jVba7XZ++OEHqYmqSqVqkslxOBx89913TaJIq1evZs6cOezcuZNp06bx73//u4nxMJlMLvv4+vri4+ODWq3Gx8eHurq6VscoOHmNJqsJP5UfMpkMOXJxgyb3QZy0GjtxZrOZsLAwfHx88PX15bbbbuNXv/qVyzZff/01Tz31FPfee6/L79euXevikIoIDw+XavGcJ9GTJ0+6ZIv+/ve/M3HixBav1WAwkJmZSXBQEGmD7VQee5dj/3oXL3sNUwMOIfNO5TvDDEBGmLKG+X230d+3DBlKBGUwgtIfFCFoI39OVNHzyLGhKPsIyj4CZNiVodjCp+IY8HPs4ZNA6drsvK1RwZMnT/LZZ59x4MABbDYbU6ZMkeoa6uvr2bFjB9DgIK9cuZLJkyczY8YMHnnkETIzM3n00Ud58sknSU1N5fbbb+emm26irKxMcgQBUlNT8ff3Jy0tTbrfL730Eu+9916zLTJEHD9+nE2bNrF3717sdjuTJ09mwoQJxMXFkZubyzvvvENqair3338///jHP7j11lvZvXs3GRkZTWpAy8rK2LFjBwUFBSxYsIBTp07xz3/+kzNnznDrrbeycuVKhg4dymuvvYZSqUSr1fKzn/2MP/zhD/Tt25dPPvkEmUxGdXW1RDcdOnQohw8fZv369VitVo4cOSJlDT/44AOpjyY0vMu7du2SstEvv/wyjz32mAvFpjX6jyhSEBgY2ER9rqamhsLCQgRBaKI+19wxuzMy2ptZ7MXVjOa+oe5wFp3tscPhoLi4mEuXLjFy5Ei3LT08RXfQUO12OwUFBe2qTXSHqqoqyVnuicjLy5PYTbfddhvwow0QVdQ70rKkMdRqNQcPHiQqKoqxY8d2KDPY3doArUEQBFQqFdHR0VLLBYvFglqtdhGMa6vd6yxcK5nFa9E297yn0kVoqwES2zZs2bKFvn37MnDgQHbu3Om2/9DMmTP561//Kv18+vRpAAoKCkhMTOSJJ55g3LhxFBYWEhkZSU5OjrQQ3bt3r3S+Pn36kJeXx+XLlxk0aBDvvfee2+xh08Eibefv5Q+yhpdacPy4s7tMojOcJ1YfHx+MRiPe3t6cOnVKul/nzp3DaDQya9Ys1q9fL2Voy8rKuHz5MpMnT2br1q1YrVbq6+vZvn27dMzHHnuMxx9/XHKOv/nmGwoKCli4cKHLPXcHWW0G8vx3MB74Fey5nskXZzE6ayw+B25AWX+Us9WRnKgdQZl9BMe16TQUbsoYlrKA8GVZ6Beo0c2vQT+nFMOsXAzXH0AZeR1yGq5LP+FrjMMvvnokAAAgAElEQVRewuozALlNjfelL/HNWErAjij8tsfgvf9GVHmvIq87AQ6Ly9iae5cOHTrE/Pnz8fPzIygoyKV4ecmSJdK/jUYju3btYsmSJeTk5GAwGNBqtRQXF7N27Vq++OILPvvsMw4dOsScOXMYOHAgBw8e5ODBgx2aTA8fPsyCBQvw8/MjMDCQGTNm8MMPPwAwcOBASX552bJlHDlyhNDQUORyOY888ghfffWVS7Bk8eLFyOVyhg4dSkxMDAUFBXz77bdkZmaybt06ZsyYgdVq5e6772bu3LkEBgayY8cOpkyZgs1m45FHHuG+++4jMTGRv/zlLwQHB7N8+XJ+/etfc+TIEYxGI4sXL5au29lRvOmmm5g0aRJGo5FVq1Zx8uRJysvLmTNnTrvvjQiRwjN06FCSk5MZN24ckZGRmEwmzp07R0ZGBmfPnqWkpASNRuPyDfUK3PSiFx1Dd9JQ1Wo1R48eRRAE0tLSOsVRhK6nHNrtdk6dOgU0BA87Y2F64MABsrOzKSoq6vCxugIDBgwgPDzcxQ7Y7Xbq6+ux2+2MHTuWOXPmtFt1tDG++eYbab63WCyt79AKepqz2Hg8Xl5eREREMGTIEMaPH8+4cePo27cvZrOZ/Px8jh07xtmzZyktLW1i97pyXD0Bvc7iTyCzKKItzqJWqyU7O5v4+HjuvPNO5syZQ//+/Zk0aZJbZ/Gtt95i1apVJCcnY7PZmDx5Mu+88w7vvPMO3333HQqFgoSEBGbNmkV1dTVLly4lOTmZIUOGMHbsWKAhmjd8+HCqqqqAhg9Wq9U2fDDNfTMymjqTMrA5bMiRY7Qa8fNyVW5yHrvzxyiTybBarQiCINFlVSoVcXFxXH/99RgMBiIiItiyZYskuDN16lQAAgMD+eijj0hJSWHBggXce++9DB06lMmTJ0vHf+SRR1Cr1YwbNw6bzYbdbuf48eMuNJHmnEVH6TbqKgtw+A0g/LpV2BQqHKHJ4D+Q3P37iYkwUlNTw5d1wzEJWqBhgdE4aytBrsQRMQVB5otMMOJ/ZD6G9K8xD38MMyDTFaIs/QTFxS94fUMB/zpwlLiwI0QEvcq4QTK+Oqlk4tgBHCwKYe7Ni1m+fDmrVq2SBI5ef/11oMGJFrOAFRUV/OpXv0KtVvPyyy+ze/du6d6Fh4fz9NNP8/zzz/OHP/yBN998E7vdjlarZePGjfztb39j27ZtTd49s9nM7t27WbduHRcuXOCzzz5j3LhxOBwOUlNTXaikYr9KkUpaX1/PoEGDeOqpp1i5ciVnzpzBYDDwj3/8Q6Jl2Ww2/vGPf7B//36mTp3KypUriYmJ4bPPPuO5554jJCSEgoICjEYjP/vZzwC4ePEit956K0ajkVGjRjFv3jxJpCYxMZHvv/+e1atXM2LECFJSUkhISODWW2/ln//8J/3795f6R4miFna7vUVjJNYsisjIyOD48eMkJiZis9morq7m5ptv5vnnn2/2GG2FO/U5g8GAWq3m4sWLaLVaqa+nzWZrtlF3Z+NaNEi96EV3ZBZlMhm1tbVoNBpGjx591QRdxNpEjUbDiBEjOpWGHh8fj16vb3edZmNYLBZJhKu9AU6j0YjBYCAsLIzw8HAWLVrk8nexNEKj0TBgwAAUCgVms7lTaJ/BwcFUVVURExPTYbGlK01DbYy2OGUKhYKQkBDJzja2ezqdThKVE//zVAjKHa4FZ1Gv119ztvmadxbbQkN1OBwUFBRQU1PDyJEjCQoK4umnn+bpp58G4Pe//z0Wi4VPPvlEUpsC6NOnD//+97+bHG/t2rUuP2u1Wux2O2vWrGHNmjUuf9PpdMTFxVFdXQ00TH7e3t6YbWZMFhNKlO6dxka/ExBQypQYrUbkvvL/beLqFLqD2FPR29ub0NBQvLy8KC0tpW/fvmzevJmAgACXl/7RRx/l0UcfbXKc3/3ud8yZM4cRI0a4LJblcjnPP/88zz//PBqNhltvvZV169bxwgsvAHD27FnOnz/vei2iZLluDgnJCfQR68uctlEqlcyePZuvvvqKsrIyqVWGl5dXy1xxmQzDzBP4fTsOmcOE36F5GNO2YI+chRAwGOuIZ8kwzWND1gMc3PMKQuUeJvz8AwaPnoRNdpy66jK+e6QMk5+Ne37xIQ/du5yJc/5MaaWGxYsX8/777/PKK6+wYcMGxo0bx+TJk91y/7OysvD29ubBBx8EID8/nyeeeILPP/+cTZs2ERMTwy9/+UvOnTsnGS2xKH337t0oFApOnDjB4sWL2bp1K8uXL0epVDahkp48eZKUlBSJSnrixAkeeeQRjEYjVquVCxcusHnzZmw2G4sWLeLIkSNS9PCpp55i2bJlzJs3j82bN6PVatm2bRsnT57kF7/4Bd9++y1HjhyhoqKCS5cuUVRUxPr161mzZg033XQT0FBH+OSTTyKXy/nnP//Jm2++SUpKCna7ndraWtLT03nrrbe466670Gg07Nq1C4VCweuvv05wcDApKSnNP0sn/PKXv+SXv/wl0JDZv+uuu/jqq6/IyMho0/6eQCaT4e/vj7+/v0ThsVqtknR5XV0dlZWVLupzfn5+nW4Ee53FXlzNaO578FS53FPU1taSlZWFQqEgNTW1Ry5O3cG5NjEyMrLDQSmHw0FmZiYqlYqEhATGjBnD4MGDOyWzWFVVRX5+Pn5+fuj1elQqleR4BAUFuSy8tVotZ8+eZcCAAS7rK0EQ2LlzJ3q9ngEDBpCbm0u/fv2YP38+VVVVKJVKwsPD6dOnj6T2nZ+fz5EjR4iLi+uw0zt9+nTGjx9PaGhoh9+RnpYxaw/d053dE6mr9fX1Usuyxr2Oe9J1txeeqsa3tXXG1YRr3lkU0Vy0sq6ujpycHKKiolqUmhZrBNqDlhzVgIAA7rnnHsnZER2LP+34ExcyL9DH3gcvGqJaAgJGjOjRU045/ehHKKGoUCH73/+8VF4oUbo4is4Q6xyd/y4IAiaTCaPRiFKpxNfXl+joaHbt2oVKpWLp0qVtKhhvrag/KCiIXbt2NdnHOepmsVjIyspCqVS2SbI8KiqK7Oxs6TrkcnnzmcX/QfCNRX9DLgG7BwICvkdvw5j+n4ZaRUQq6c14x90AcTcw5xYZBAdj8VWz+PHfUz9uJOby79l7/H5yC/6I7bm/4FCFS/dw2rRpLF26lP79+5OUlOQ2IjV27FgyMzOZNm0ahYWFhIWFIZPJmD17NqtWraK+vp6RI0cya9Yszpw5Q2JiIhMnTiQ+Pp6wsDAGDx6Mn58fCoWCyZMnc/jwYZYsWcLHH3/M3/72N1JTU1m2bBlPPfUUU6dOlaiks2fPZunSpVx//fVcvHiRGTNmMHLkSNRqNb6+vvz5z3/m22+/RRAE/vWvf/HRRx9RWFjIvHnz0Gg0+Pv7M3nyZEpLS3E4HFLWdMmSJQQHB/PQQw+xZcsW/t//+398/PHH1NTU8Oqrr3Lrrbfyzjvv8MYbb/DOO+9QW1vL0qVL8fHxISYmhm3btnHmzBnS09MZPXo0K1asICkpiZycHKkNSE+GSqWiT58+6HQ6/Pz8pH+r1WqKiorQ6/X4+Pi4COd0lK6q1WqvOYPUi150tCdyc7DZbOTl5UnshwsXLlwVC1l3fRNzcnI6RAMsKyvj9OnTUs/Afv36SSUHHTmu1WolNzcXm83G+PHjgQYbL5bfVFdXU1BQgEwmk+bCgoICcnJyqKiocCnVECEIApmZmRiNRrRaLWvXrkWhUODn58eSJUtcaKdqtRq73Y5are6ws6hUKjuN0trT0FnOq0hdFZU/RSV6URTRZDLh6+srPeuOZJmvJuh0uquGrdBWXPPOYnOZRavVKtXijR07tsWGm8899xwVFRWtOiHNoTXjp1Aomiwchw0dxobKDXjVeaG0KDFhoh/9yPXJ5YYRN+Bt8uZwzWFm2mfip/PDYrY0iNso5a06iuK/G08W48ePp6ioCJPJRGFhIb6+vh7RL9xRdVuDsyjOpUuXOH/+PEOHDnXbMsId8vPzXc4ZHR3NkCFDWt/ROwxT4lv4ZD6OQ+GLz/E7MSW9hz3yBmlc7uDn54eXXxheQxYhKFbx36M5eHl5oVarycjI4NSpU8yePZvly5dz8uRJ/va3vxEbG8ubb77Jm2++6XLdK1eu5I477mDu3LmsWrWKkpISZDIZL774IqNGjXJxBG666Sap/cW6desk5dft27fz4osvAg1Z33379rkooY4YMYLHHnuMBx98kG+//ZbPPvtMEpRZuXIlo0ePlq5VJpPxzDPPYLVaeeCBB7j++utdrv23v/0tiYmJ3HXXXaxcuZJFixYxf/581q1bh9FoBBre5bS0NAYOHCjRUMUI+MMPP0xaWppEQ/32229dqKSN8cwzz5CVldXk984KxO4QHx/PwYMHrwj1R6SryOVygoKCCAoKIi4uDkEQMJvN1NfXSwsmoImAgCe4FqOXveiFJ22u2gox0zVw4EBGjhyJ1WrtcqprZ6C5vokdcepqa2vZsmULNpuNwMBAoqOjCQgIoLKyskMOdE1NDbm5uQwaNIioqCgEQZBq/Rq3crBarezbt4/6+npCQ0MlOmNlZSXBwcGcP3+esrIyoqKicDgclJSUSDYGkMo1Pv/8c2688UbsdjsDBgxgzJgxhIWFERgYSEVFRbuuoytwLWQW2wLnPsb9+/dHEASMRiNqtZry8vIuo672NFyLtvmadxZFOH+oolMiGo62fMQdoca0Jyt5U/xN1Jnq2Fe0D4fewehBo0mOSSY9Jt1lvEVFRezbt0/qaegMZ+ewOQfSGfv37yc6Oprg4GBkMhnTpk0jJiamzTLUMpnMYwMmk8mw2+2cOXMGh8NBSkpKmx1Uh8Phoho7YMAAZs+e3WbJZ9uglThK1iPXnMYaPhWF+gz2yBuYNGkSv/rVr3j88cex2Wzs2LHDpWWKiBkzZvDee+/x6KOPSkqywcHB9OnThwkTJpCUlMTmzZvJyclh2rRpZGVlUV1djVKp5LvvvnNRgJXL5cybN49nn32Wu+66q8V3Mj09nVWrVvHoo49it9v5+uuvpfYRFy5c4MSJE4wfP54tW7YwYcIEtFotZrNZatnhTO385ptv+PnPf86FCxewWq3Ex8czc+ZM3n//fYlCm5+fT2xsLDNnzuSNN96Qor81NTXU1NS4jMdisbBr1y6JEuqM1pw3rVaLwWCgb9++2Gw2vvnmmyYOqyfwlDrSGWiutkEmk+Hj40O/fv3o168f0JDpEHtfVVRUYLFY8PPzIzg4mJCQEPz9/Vscvxi17UUvrka0REPtrMyixWIhJycHQRBITk6WbFl3iOhA+50Ed9lEZ7QnMCtCpIXa7XamTJnCyJEjgQZb0J52PHa7nXPnzqHX6xk/frwU9GqpddbGjRslnQaj0Yifnx9Wq5Xy8nIKCws5fvx4Q/BbLsdisTR7rRqNhp07d0pKnQMHDmTw4MFSH+OehJ7kLHaX8yqTyfDz88PPz096r8SSDbVaTUlJCXa7Xep17HA4epxj3R5YrdYr0r6lK/GTcRahYQI+efIkcrncI6cEOmZc2rOvTCbjZ4k/Y9HgReTl5UntF5xhMBg4deoUfn5+WCyWVtttyJC5paGKEAvS09LS8PLyYujQoR6NuT0GrK6ujvr6ehITEz0yUg6Hg6+++gqdTgc0ZPw8faYAhqnfE/B1BKqqnehS/gU0UERvueUWJk2aRFxcHOnp6W77T73xxhv85je/YeLEidhsNiZNmsTatWtZvXo1zz33HAqFgpSUFP76179K/Z+mT59OVFQU/fv359KlS2zZskXKant7e7N06VLuuOMOkpKSWL9+vdsxJycnS1RSgPvuu49Ro0ZRUFDAiBEjWL9+PQ8//DDDhg3j3nvvpba2ljvuuAOLxYLD4XCpm42Li+O2226jrq6ODRs24OXlxYoVK1xEeiIiItiwYQOzZ88mPz+fmTNnAlBcXMz1119PcnIy8+fPJz09nf79+5Oent7sM2vJ+dHpdNx+++3SOK+//nruueee1h9iM7gSMtyeFMKLNCeR6iQIgtTzsbS0tEnvq6CgoCZR2J8CpacXPy10hsCNVPdeVMSQIUPo27evy9+7ug+i8zk8pZs3l010hqeBWavVSkFBAeHh4URHRzN69Ghyc3M5k3mGPbo91F2sI6g2CKVc6VFGpL6+nuzsbGJjY0lISHBp0SUIAlarFblcLrXWkslkfP3115KjCHD58mXpmmpqaqirq2vz8w8NDSUoKAiLxdIj67ctFgtKpfKqFLjpKoglG2KdqUhdra+vx2w2k5GRIVFXQ0JCrjh11dNn19OedWdB1sqFXfVXLdK/ysrKyMnJISkpSeJXewJxAZeYmNiucRw6dKjZRXRLMJvNnD17luTkZJffGwwG9u3bR2FhoeRsOE/A4HlmUUDAEmJh+uTpDAoeRFxcnEdjzc7OJioqSlKNbAnO9SM2m40JEyZ4dK69e/eSl5cn9f2Ty+WsXLnSJZojGqnWJhqZJhf/71JxBI7AcP3RJn9fs2YNCoWCxYsXM2zYMI/G2RwsFgubN29Go9EQGBhI//796devHyEhIVRVVTFgwACPjZ8o7NJar0URK1euJDU1lVtvvbVNz6yjsNlsnDlzhnHjxnX5uaDhHmdnZ0vKw92BrKwsBg4c6NJipCMQBQTE/0RRCoPBwJYtW8jIyOgUQ7p582ZefPFFcnJyyMjIaDLfdDKu7rBxz8BVb5sdDkcTNgw0OEtFRUVcd9117Tqu0WgkOzsbb29vhg8f3izNrb02ua3IyMhg7NixHjFlWsomOkMsE2lrgDUzM5P9+/ej1+ul/dRqNaXWUrYrtzNCP4IBhgEMiRvC8KHDWxUWE0UBa2trSUxMdJnvBEHA4XDgcDgaWnn972ez2czx48c5ffo0drsdmUxGQEAAOp1OWmD36dNH6pnYGlQqFZGRkVitVmbOnOlyL8Q2R+19hzoD1dXV7Nmzh8DAQKm0JiAgAKVSecUzZxqNhvLycpc2JFcaYjuYcePGSdRVtVqNVqt1obcGBwd3WJ3WE3i6bhEEgalTp0qtba4yNPtiXvOZRbPZzLFjxwgMDCQgIKDdRc/dRVtp7byCIFBSUsLFixdJSkrCy8uLsLCwDqs+CgjYsKHRa3jh+Au8O+Vdj4/R1mhtXV0d2dnZDBgwgGHDhkl9/toKu93ORfVFLtdfRkFD1FZUdPXy8pIMlTgW0WApFAq3zqMQlIBx7Pv4nlqJqug9rIPu92g87YGXlxdTp07l+PHjknrm6NGjqa+vp76+XuK8h4SEdJmapojOcDbEey0eq6amBsDle+tuWmhPzyy2Be4EBGQyGdu3b6e8vJyxY8cyePBg0tPT+fWvf+1x3aOIxMREPv/8c7f04V70oivQ2TRUQRAoLS2lrKyM4cOHd1oLiPbCkwbxbckmOqOtttZsNrNv3z6sVisWiwWbzSaVJcyfP58nTjxBGGFE6iIRZAK+Ib6tHlcca2RkpIuarLOTCA3PV3TU1Wo169evx2w2o1Ao8PHxwWKxSEIgJpNJyjC1NTMjLsgtFgtnzpyhrKxMspntnQc7EzqdDqvVilarxWq1cvjwYS5dukRCQoJLCcqVQE+ketrtdinA7466qtFoqK+vp7S0VKq37Uq1cedxeWLTr9XM4jXvLHp5eZGQkEBQUBAZGRnSC+kprpSz6GwU9Ho9WVlZBAUFkZaWhkKhICoqipqaGo4ebZoREyFmFVvKNAoIGL2M1IbUEquO5fgPxxkUN8ijCI47qqYz7HY7+fn5aLVakpKS8PPzczEurUEQBOx2O1tyt7D9wnbiiccPP+zYEUIFcnNzCQkJITQ0VKIuiBx45win+BxFx1Eul2OPuw2zqQKvc/+HNWYJeP240HjmmWdQq9VcunSpzfeiLYiLi0Mul7Nv3z4iIiKkXn5Go1HK6tbX11NUVITBYMDHx0dyHt1RM0Rhl7bi/fffJy8vr8PXodPp2LlzJyqVijlz5mA0GiXV27lz50oiNqKj011o77fe0XN2prPYGHK5nOTkZMaMGcO3337L8ePHKSoq4vDhwx2Kto4YMaITR9mLXrQf7aGh6nQ6srOzXWzjlUZbHDpPsomeHhsa2EY5hTnYHXaGjRzG+czzWK1WgoKCCAgIYO6wuaw/u55yeTkDVQMZET8CTZ3G7bEEQaC4uJjKykoSExNdxursKIp0U2iwX5999hm1tbXStoGBgYSEhFBcXIxMJiNycCQ6g45L+Zck29waK0qhUDBq1CgiIyNRq9VSyYzoUIj9b7OzsyU6Y1c6FM6w2WwYDAb69+/P1KlTCQwM5MyZMxQXF2O1WiXa7ZXElQiktoaWKNsqlYrw8HApAORwOCS18cLCQoxGo4vaeGBgYKfNAZ7adLPZfM3VK8JPwFkUVQnhRyPUHvWlrpLzbg2iUSguLqa8vJyRI0e6KEhaLBapB58IoRFDqfHPbs+DHH+LP2ajmWH2YdRX11NVVUVsbKzHY3UHtVpNVlYWMTExDB8+3EWBsy2RGNHhO1h6kLePvY1GoaGEEkZ4j8BX8GVB8gKG9R9GfX09ZWVlaLVal95OISEhUqS3MU1GdCRtgx5CZq7A59SDmFI+hUaGpSsiRjExMSxbtqzJZCRSdPz9/ampqcHHx4f4+HiJPiKqionOY3BwcJuFfZzRGRFGvV6P0WjEZDJhMplc1H2dx9TdBupKGMTuOqdOp8Pf3x+ZTMbgwYMZPHhwl5+zF73oDngSmBVt46VLlxg5ciTBwcFdPLq2o7Xr8DSb6Iy2iOYJgsB/Kv7DCdsJrDIr/730X164/gX6BPUhKCiIiIgIfhn1S67rex0as4YJ0RMI8g5yG3g2GAxkZmYSEhJCWlqay1idg7HOjmJZWRn79+93cRSh4ZlVVVU12H6lQM7pHFQ0vyZz5ziOGjUKpVJJVFSUC/1UDLhGR0eTk5NDXFyc24BrSEgIAQEBrd5zQRAoKirCbrczZMiQNtnKPXv2cPnyZanVFTQ4yEFBQQQGBjJt2rRWj9HV6ImZRU9spzu1cZPJJAX18/PzpW3ENVJ7g6meOotarfaaa5sBPwFn0RkdKZzvjEbB7flAdTodBoMBi8XiNmJ68OBBTp06JTmLbXEM3Y4NAQUKUkghJCyE4KDgJqIArcGds+hc2zBmzJgmtVyt3Y/GEctLhksIgkBCYAIOg4Nj8mMsHLOQqcOmopA39F4SG8aKrQouX74stSpwdh69vb1dnEdBENAPfY6gI3OQn/8z5oG/lGgRXYnGTp6zU1pdXc2ZM2eQyWTExsa6GEexnq22tpbi4mIEQXCZHNsS3eoMoxEZGcnkyZNRqVRSYEbsjeis1mkymaiqqkKr1XaLGEF7xCU645zd4Sy25x7ecMMNVFZWNvn9K6+8wsKFCztraL3oRZvQ3LzT1qyZWq0mOzubyMjIJg5MW8/fld9rc9fR3mxi42O7q/cUcUl/icd2P8a3xd8S4BXA6MjR6Iw6FP0UxEfFS9vJZDLSY3+s2xSFaZx/Lisro7S0lBEjRrjUtje2zc73ce/evRw/ftzt2DSaHzOXglVo0VF0B6VSybhx46S6x+aen0wmIzAwkMDAQMmhEGvhxMyjKCAWEhJCUFBQE1tcV1cnsXVCQkLapHdhNpulGk0RgYGB3HzzzT0mmHG1O4uNIZPJ8PX1xdfX10VtXKx7LCsrw2q1SqqrnmSaPXUWdTpdjxRb6ih+Es6imL3qSHawI1LV8GOUsa3ZH2fKh4+PT7PCKj4+Ph12Yo0YsWLFG29kehlqq5phQ4d5nIFtnCV0rm1ISUnxeCJwF7GcEDOBYO9g+l3uR7gsnFtibuGOKXe43d/b25u+fftKTq/NZpNqAktKSrDZbAQFBREaGkpISEiDY+PlhTnlnyhK/u1i7M1ms5SFbItoTnMwGo2UlpZKva2agziJhYaG0q9fPxQKBUFBQdTX1/Ptt9/Sp08fpkyZ4lLPZrfbJRpOeXk5FouFgICAFuseO8NoyGQyBg0a5PI7dy0dzpw5Q35+PhaLhTlz5nTonG3BlaLadIcRbo9B2rNnTxeNphe9aB/cMUta+37sdjvnz5+nvr6e0aNHtzuKL2bnumqOcJdZ7Eg20RmtOdQfnv6Q4vpi+vr3pURdQn5tPv0C+jEgeECLx3W+9yaTiaysLHx9fUlNTXVZuzSXTQTYsmULRUVFbo/vqeieMxw4CAwIJLJPpNRmAZDucWuCdu5q4SwWC/X19dTU1FBYWAggMXXE7KN4rpbeM5EGPWDAAGbNmkV9fb3ktEDPc86uNhpqe6BUKpulroqZZm9vbxe1cXfnb4+z2JtZvMrRGdnBjpy7rc6iTqcjKyuLsLAw0tLSOHLkSLPbarVal0nIuT1GSxC3ERAwYuR7+ffMdMzEW/CW5Irr6uo4fvw4Q4YMaeIMuINzjWBztQ1tQeNCeedJLSYwhvU3r+dI5hE0xRrSx7ZdzU6pVDaRbNZoNNTV1ZGbm4vJZCIgIKDBeRzwG/xVKmQyGeXl5Vy4cIFhw4Z5bKAaIyMjg4KCAuLi4pg1a1ar23t5eXHjjTdKP1dXV6NWqzEYDE3eJ4VCIdFwxOvT6/USDUdUwnOue+xMI3bhwgXy8/NJSkpyKy4hUoHF+9/V6IkGsbNwrRqkXvSiJdTW1pKbm0tMTIyLuEp7IAaPu6opuLND1xnZxOaO7Q42hw1kMDB4IGabmesHXM+q1FVE+LVNCb6iooLCwkKGDx/uMl+3ZJsdDgdbtmzhwoULDdsiYMKEN97IaToPt7ZOcdZacOAgMCSQJTcvITQ0VKIUOovZOdtmq9UqjbUlG+Dl5UVkZCSRkZHAj71vxbpHq9XKkCH/n73vDpLjvK98k2cn7MzO5pzzAtgIgCQMgmYASYkgZVpksew6nnUKVpmyXGdbxsmSbJclk5TkO99VnU++omTDtmQdyTuJFC1LNChGESQyNqfZnUgZLMUAACAASURBVI2TdnJO3ffH6vvYMzs57QKYx1IJWOz0dPf0fL/vF957XVCr1bTrSjrSDocDFy5cQGtrKy0CbG5u4jd+4zeoQj33vh2kZPGgnQ9QeI2B2NFVYLcgYrfvUq7I9BlXdVUikZTGUH+F2ypZzId/U7ZIh4dBAorJZMLg4GBafkd2uz2nawoiCD74EPAE8MILTYUGZ86cgV6vx+zsLJaXl2G1WtNOFv1+Py5evIiKioqsRoOSVSwJauQ1OHPsDHAso0PHPV8ykkre2+12w2azYWVlBW63G+FwGGKxGD09PaioqIhKiLlBKp5oTjxUVVVhfX0944SJ8Dzq6+sxOjqKioqKlIUHPp+/ZwyHLI6E9+j3+2kSnS3vkeDatWuUX3nixIk9/97e3g6RSETFVEwmE0KhEBoaGgoSuG7lZDHfo7w/+tGP8IUvfAFmsxkf+9jHMDw8TEWKSihhv8G1WhoZGYk7uZApCi1aR2JFvrqJXKTyWfydI7+Dq/qrMHgMeLDrQXzz3m9CLEjN2QoGg/B6vTCbzTh69GhUIp0sNrMsix/84AfQ6/X0ZxFEMh4xjYfqqmr09vair6+PetISxMZahmHg8/mwuLiIyspKOg0EJI7NRHjPYDCgs7MTzc3NqKiogE6ng1C46zvpcDiwvLwMn8+HQCCA5eVdoaBAIACLxYLq6mrweDx0dXXlfL3FwEGMjftxTlKpFHV1dVGjq7HFAoFAAIlEEqUTkAylMdSbGGTUZb8UTYHMyO7xkqxElaC77rqLjk8AmXEWGTAQQggFFBhnxqHgKyAXyOH1esEwDHp6emC1WtHb25vyWCzLwmazwWazYXh4OEqEJx3Ek90uduWLy3FQKBSYn59Ha2srRCIRDAYDlpaWqGhORUUFVCoVRCJRQtEcckzyWfL5fAwODqKnJ/mIb7zPemZmBteuXUN1dXXWI5zcuX4yhnPjxg0oFArYbLYo3iMZw8lE1evw4cN45513sLGxAZvNtse7kWEY6jHlcrlw/vx5MAyDBx54gFZ284mDGBDzBY/Hk9fq5Sc+8Ql84hOfyNvxSighHSQSOOPyCU0mE5aWltDW1oaBgYG8xYViJIvb29vw+/156SbGHjtZstiobMRLj78ET8gDpViZ1j0zm81YXFyESCSK8idMFZvdbjf+9V//NYoPzVfxIXBEd2My3pvIhTjSfQQnTpxIuzhgMpmwurqK3t5eaDSauLE5HA7Ta+Dz+Zifn8d7770Hv99PLaympqbg8/kgFotx5swZtLS0oKWlBeFwGBcvXkQoFILf7wePx4NQKMTm5iYEAgEaGxvjntdB6+QdtPMBDka8FgqF0Gg0tCjBsiy0Wi0CgQDW1tbg8XggFoujeK6xXUdie3ar4bZIFgly7SzmQohPFJgYhsHKygp2dnYSBpREI6wsyyIcDmcd9Pjgg/3VfzWogYARgA3udp9YlkV1dTUeeeSRlMfx+XyYmZkBy7JoaWnJOFEEPhon2Y8kMfY8tFotnE4nRkdHqV9TrGiOyWTC8vIygPiiOcBuxZLbdeSOrmb6HBGPyHwLtvB4PGg0GhqMubxHvV5PeY+JSOF6vR5LS0sYGhpCc3MzRCIRrbaSZJFlWZhMpqhrJr6Y4XA4L12CeNgP9dViPbvFEgkqoYT9gFAohNfrhVarBcuyGB8fz7scfSGTRZfLhc3NTSiVyrx1E7lIR0NBwBegXJJ60xoOhzE/P49gMIjx8XFcuXKF/lsiSwwCo9GIf/qnf6LnUlFRgTvvvBOvbb8G9zU3FNgtaGWSKEYQwYeVH+Jbj30L3ZrutF5DroFhGIyPj9NiLLnvJG4yDIO1tTW8//776O7uxuHDhyGTySCRSMDj8dDd3Y35+XlqBC+Xy3HlyhVsbW0hEokgGAyiv78fJ0+eRDAYBI/HQ0tLCy5cuIBIJAKtVgudTkfjJSkoHzSUksX0QLxClUol1b4gqqtms5mOrhJhQb/fn3Eh12q14sknn4ROp0NbWxtefPHFPYV2ADh37hy+/vWvAwC+8pWv4OmnnwYA/Omf/in+8R//ETabDW63O9dLTojbLlnkKlRlChJc8pUsEjW32trapAElURVxamoK7777bto+hVwQHoAHHgCAjJWhTFyG3t5e1NfXY2lpKfUxWBbb29vQ6XTo6+tDIBDI6P6SQMTj8XDjxg3Kt1MoFPuykBGSek1NDUZHR+OeQ1aiOQBNGsk1A6B/J4lgsueqv78f9fX1BZmF575vKt5jrN/j5cuXYTKZwLIs7r77bpw8eRI6nQ6XLl2CzWbDxMQEJicn8cEHH0ChUOD48eP0Pj766KNgWbZgwfRWtuq4VUddSiiBZVmEQiFcu3YNPT09Gatyp4tCJIvc4m9DQwMkEklB1oR0FWNTwWazYW5uDi0tLWhsbKQxL91JnxdffDEqaeXz+Xj3w3fxbeu3oYQSn8Fn4vIVk0EoEOIvT/1l2omi3W6nU0B1dXVJ9w58Ph/r6+swmUywWq3o6upCR0cHBAIBFhcXUV9fj5qaGqyvr6O3txdKpRIvvfQS7HY7jdfz8/N46qmnoniJ3GmfUChEVTjX19dpN9NisUAoFNIC9H7iICZmhfYozhax5yWVSiGVSqP2gE6nE2azGb/3e78Hg8GA+vp6SCQS3HXXXRgaGkp6Xc899xzuvfdenD17Fs899xyee+45PP/881G/Y7Va8Rd/8Re4fPkyeDwexsbGcObMGVRUVOCRRx7BM888Q71GC4XbIlkki0eunUUSXLLZ3HIDE8MwWF5ehs1mS0vNLV5QcwfdcLqdUQ+hh+eBjJXFvnwPWLBYxSo88KABux0zHXS4d+he3HXXXVEJTSIEAgHMzMxALBbj2LFjEAqFMBgMaQcwbjAaHx+H1+ulo5ButxtSqZQmLfEM6PMJIg9OfCwz2YRnJJqjVtOZ90TEfHKMeAqB8apNuSJVdToZ71Gv19Pnb3V1FbOzs7jjjjsgk8ng8/mwsrICsViMlZUVeL1eWpEjyIUfmQ7I2GuxUMxg53a7o/zFSijhZkTsxt7n82F2dhbhcBiHDh0qyJpHkO9kMZabqNfrk9pb5IJck0WiKOt0OvdwQFN1E7kIBoP0z48++iguXbqEefs8AkwAT+PpjBVPAQAMMPXBFIbah5K+N9F4sNlsOHLkSNoTKoODg5ibm4NIJILX64VGo8Hc3Bw2NzfB4/Fw3333oampCQzDYHFxERaLBQzDQKVSIRgMgmEYbG5uJlSoF4lEUXuCSCSCyclJBINBLCwsIBAIQC6X04JrOjy4fKPUWUwfqeI6d3T1/PnzePbZZ1FRUQEej4dvfetbmJiYwBe/+MWEr3/llVfw1ltvAQCefvppnDp1ak+y+POf/xz3338/HY+9//778bOf/QxPPfUULcAXGrdFskiQa3DIRU2VvDcxp6+vr09bzY1rwMuyLP7m4t/gpbmXoBAo8J+H/zM2pjZ2vYOwBWlYiiY0JVykWbAIIYRX8Soew2OIIIKruIo5wRz+y/h/gUQioQtiIhgMBmi1WvT09ET5DqUbwMj4LPBRxVKhUEChUET5IdntdmxublI/JJJwqVSqvG3KA4EAZmdnIZPJMD4+nvNxU4nmcBVJuYkwSRD1ej18Pl+Uj1Ys7zGfyDRo8Hg87Ozs4IMPPkBfXx/KyspoggwA169fR3d3N0QiEWw2Gy5evAiVSkWf4YsXL6K9vb2gm0CCSCSStRFvtu9XzGSx1Fks4VYBy7LY2NjAxsYG+vr6YDQaC/6e+UoWE1FJBAIB/H5/zsePh1ySRafTSfcg4+PjUes/WcOmpqagVquh0WiS+tGdPHkSMzMzuOeee9Da2oq2tjb8v+//PzzjfQYqpO8puIQlBBGETCTD4fLDaGpqShqXvF4vZmZmUFlZidHR0YziYlVVFR5//HH4/X7KMWxra8Pa2hrl0Op0OmxsbMBisdBnpLy8HC0tLXA4HKitrUUoFEopaAfsPgcikQiNjY2QyWS7fs6/mtbR6XR0T0BGVwtdHAcOZmJW7OJuusjE8g7YfTZPnDiBhx9+GJ///OdT/r7RaKSF3/r6ephMpj2/s7W1RRVcAaCpqQlbW1tpn1M+cPA+mQIi185iLj6NPB4PW1tbYBgmrjl9MggEAhoYVuwreHnuZVSXVcMdcuOc/hz+1yf/F/x+P/7Tm/8J762/h+PscdyJOyHGRxvlSUyCDz4iiEALLbx8L6aUU+AH+LCILXj+zufRpdlV8koUiEKhEGZnZwEAExMTezbiicQKCNKtWHL9kLhcQZvNRsUOSFLGFZrJFGazGcvLy+ju7i6YnQNXNKelpSVhIlxeXg6n0wmxWExHksn9Iip0AKjPI5egnwuyqTCur6/D6XRicnISXq8XPp+PJr79/f1YXFyEz+dDOByG3++Hy+WCQCAAn8+nGzSdTof19XWMjIwULOkpdkAsZrKYb4GbEkrYL5Dx//Lychw/fhwCgQA7OzsFVy7PR7LocrkwPT2NmpqaPVSSfI2KxkM2x+bad8RONHFj89jYGDweD2w2G5aXl+H1eiGTyWixVqn8SDBnYmICExMT9DhisRgPlj0ICywpz4cFizDCeAfv4JroGo42HMUnjnwCZ7rPJFy3CfVlY2MD/f39WZvcc4vc5LgCgQA6nQ4XLlzA9evXEQqFIJFIqBqmx+OByWTCI488sic2cwXt4sVmbpzlFsebmpr2TOssLi5CIBDQwniuKuXxUOospo9MqWfxCrn33XdflAAUwTe+8Y20jplIBKyYuC2SRe4Yaq6dxWxeb7PZsLa2BpVKhbGxsYw/ZO77Cni7m1EWLBiWgYgvol2sFx9/EWffOItXb7yKAQxAAgmUUCKEEN7Em7DDDgCQCqTQSDSoqazB/3zof6JRGa3gFS8QEaW0zs7OKLPZVK8jSMcSIxkkEkmUxHEoFILdbofVasXKygpYlqUdPa4PUzxEIhEsLCwgFAphbGysqN2neImw2WzG/Pw85HI5fD4frl69GiWaIxaL94jm5Or3SJBN0Dh8+DDEYjFVPSWdw8OHD2N9fR0Wi4XyNpeXlxEIBCAQCNDe3g6FQoGVlRVMT09TWeo77rijIEEi3ya/6bxfibNYQgnpw2AwYHl5GQMDA1Eb/1xjdToQCARZj4lyu4mJvIQLKaCTabJIvJsrKyv3JLXxYnNsgZPQRNbX1+FyuShvvaKiAuXl5fR4VqsVYVv8JJ8FCy+8YMFiHetwwgkLz4JgVRD/+sC/YqJhIu7rCEixWigUYnx8PC8JVCgUovoM4XAYwWAQk5OTCAQCEIlEqKyshNvthlqthtvthkgkiiuaAySPzcmK6PFUyoPBIBwOB6xWK1ZXVwF8JKJC/P9yAcuyBy4xO8jJYibPmsfj2bMenD9/PuHv19bWQq/Xo76+Hnq9Pq4yfFNTEx1VBYDNzU2cOnUq7XPKB26LZJEglzFSIPMARvx7XC4X2traslZL5AaGNnUb/uOR/4h/uPEPUElUOHvnWfp7crEcz9/3PNbX1lHmKgPDMpgTzuETE59A1UwVVBEVNDIN/uzkn2GkdgSaMg1Egr0dOa6HU6xSWrJFKt6iGNtNzNdiIBKJUF1dTSuE4XAYDocDdrsdGxsbCYVmHA4H5ubm0NzcXDB/v3TBsizW1tZgNpsxNjZGCfPxRHPIiEo+RXPIOWR6D5RKJYaHh7G4uIiysjLweDyEQiEYjUYcPnwYDocDTU1NOHz4MHg8HhwOBzweDxwOB9rb29Hf3w+xWEw7xC+++CKVa9doNHmrpN7KncVSsljCrYDKykpUVlbu+Z7mGqvTQbZjosm6iVwchM4iiTHb29sYHByMSsjTjc08Hg9yuRxyuRxNTU0AQKdjtre3MT8/Ty2lPrz4IWxeG3jggQVL6TAsWDjhxPfxffClfJTLytFT0YM/OfwnONpwFFWy5JM9FouFFqvzabO0vLyMCxcuwOfzwefzAdhdx6VSKRQKBVpbW9HQ0IDa2lp4vd640xzxKCLc2Ozz+agdWTAYTCs2i8XiqP0NoTA5HA7q/6dQKKL2BJnE8WIqd6eLbMUjCw3iOJAuMrXOOHPmDM6dO4ezZ8/i3LlzePTRR/f8zunTp/HlL38ZNpsNAPD666/j2WefTfs98oHbKlnMh8BNuq+3Wq2Yn59HU1MTent7YTabo8Q9Mn1fbpL6mZHP4HeO/A4EPMGeL7xMJMOnTn0K//Lmv8Av9OOhlofw+K89jjuG78C2exu9ml4oJck3meSYVqsVc3NzaGtrSyuxijUKzrWbmAmEQiHdeADRQjNzc3NUpTUSiaCvrw+VlZX7ulgSgSClUomxsbGoRTKeaA5JhMm1JBLN4d5zhmGop1SizmO24ygikQgnTpzAG2+8gXA4jLa2NoyOjsLlcsHj8WBhYQHd3d144IEH8Pbbb1M59vPnz2NqagpdXV0wGAxwOBxUpVggEMBms+H69evwer3o7OxEZWVlxn6PBLdysuhyuW5JL6cSbi+IxeK4MbVYncVM3iOdbiIXhUwWU1E+gN2Ebnp6GkqlEseOHYtam3KNzbGdMGIpFRKF4GW9EPKFkDAS8H/1n16kx1XeVdSW16JGXoP/fv9/hzwox/nz5zFZP4l77rkn7jkQMUC3242RkZG8K4lWVlbSMVNiGSYSiSAWi+H3+7GwsIDR0VFq9ZQuCI+RUF36+vogk8myngoSCARR/n8Mw8DtdsNut0Or1dJRYdJ5VCgUSY93UMdQD6oaaq5jqMlw9uxZPPHEE/jud7+LlpYWvPTSSwCAy5cv4zvf+Q5eeOEFaDQafPWrX6Uj31/72tfos/ClL30JP/jBD+D1etHU1IRPf/rT+PM///P0LzBN3BbJIvlSpONNlAzpBJdwOIzFxUV4PJ4olbFcRlLiBR0hP/FH92jfo/hYz8fARBhcu3oNANCgbECDsiGt94tEIvD7/dBqtRgdHU1bZYzc31jZ7f2oFnGFZurq6jA9PQ25XA6ZTIatrS0sLS1RHkax7TpIACHGwanA5/Ppeba3t2csmsNVXeVyK8jnle11t7S0oK6uDlarFb29vSgrK4PZbIZCoYBEIoFCoQDDMGhtbcWNGzcQDocRDoextbUFl8tFR8DIM9bc3IyVlRVsbm6CZVm0trbC5/NRv0eiIBfP7zEebuVk8VY1/i3h9kKi73CuNlfpIJOYnG43MdvjZ4pUlA9iadXf3x8VYwoVm4ml1Mc/9nE8+X+fhCwoQ6ejE9VsNTqaO/DDnR+iUlYJpUgJu98OuVgOq8EKv9+P7e3tuMckXNba2lp0d3fnJT6Hw2HMzs5CoVCgvb0dgUCAFvHFYjFN3CKRCKqqqugUTKZgGAZLS0vwer1xqS7pxGYg8efD5/NRXl5OY0CsFgIZmSXxMtY8/iCOfB7EcyIoZLJYWVmJN954Y8/Px8fH8cILL9C/f+pTn8KnPvWpPb/3zW9+E9/85jfTfr9scVski/lCqs6ixWLB/Pw8Wlpa0N/fH7W4cUVqsnnfTIOOkC8Ey2Mzfp3dbsfs7Cz4fP4epbRUIN2tYnUTU4Goi66vr6Ovr49yO8m/ER7G2tpaUh5GvkDGkv1+f05cyUSiOTabLUo0J1YAiBugiCJbKBRCKBSiQTJVhdPn8+HixYuoqqrC4OAgTp8+jWAwCKlUihs3buD69euQy+Xo7u7GCy+8gLKyMgQCgT3HdDqd4PP5OH78OK2WzczM4NKlSwgEAqisrERLS8seVVmHwxHl95hMQe5W9ln0+/1pF3FKKOFmQ7HGUFPFx0y7iVwUegw1XuE7nqUVQTEmfSrLKvFfH/iv+MHMD1ApqsQjDY+gu7Ub19+5jn9f/XdEAhE0ShqxPLmMckU5+vr60NzcHHUuRBlXr9dnbGWVCu+99x6uXr0KgUCAU6dORamOj4yMwOFwoLGxEQ6HA8ePH8+qIOfxeDAzM4O6ujr09PTEvc/xeI+5CNolEgXkmsfzeDzKeyQTRwcJBzlZzAREGOlWQylZzACJqp3hcBgLCws0CYg3KpEP241MkekMu1arhdVqxZEjR3Djxo2MXk8I08QrkSRc+7UghUIhzM3NQSAQxCXDp8PDEAqFdNRTrVbn1DUiAgMNDQ3o7e3N633hBgoiBU7GgkwmE5aXlwEAarUaHo8HS0tL6OzsRDAYxODgIIRCYdrjMRsbG9BqtVhfX0dPTw9EIhHKyspgNBpx7do1uN1uKBQKvP322wgEApQHkggkkFVUVMDpdFJy+KOPPhqlcMtNkLkKcg6HI0pBjiSP5eXl+9JZLKb0960QWEsoIR4OwhgqsZjIpJuYyfHzDaPRiOXl5T2WVrHdxEIXcQ/XHMbhmsNRP/uzk3+Gu5rvQjASxL3t90IulFOayM7ODra2tqBUKqFQKLCzswOFQpEXKysAsDvt+N8X/jfO75zH3da7IY7sCsZdunQJGo0GUqkUQqEQo6OjOVs6bW9vY319HQMDAxklmtmI5qQq7EokEtTU1FCOJ1fXwWq1wul00rFVtVoNqVS6rwnkrZAs5jK5eNBxWySLsV+AbEfv4i3+Ozs7WFhYSMnry6WzyK1+FQJkxKauri5t70cuSDASi8UYHR2F3W7H1tYWJb6TEcrYUYhCgZDhOzo6UFtbm/brEvEwyNgoj8ej3Tq1Wp2WXQfLstjc3KQCA8WyOyBjQeT6Q6EQHA4HJicnYTAY4Ha7cezYMQQCAchkMlrg4I7FxBPNqa+vR0tLC6qrq6Oun/A8ysvLUV9fj42NDfpvPB4PIpEILMvS51goFKKhoQEbGxswmUzg8XiwWHbl1mUyGWw2W1IhA66CHFch1+Fw0IKF2+3G6uoqFc3JN98lFpFIpCgVxVs5IJVweyHZGOp+dRZz6SZyUcjOYiQSwc7ODgwGAyorKzE3NweGYfZYWqVrV1VoiAViPNz1cNTPSBGWUCvW19eh0+lQVlYGm82G6enpnGgiYSYMk8eEV370CpxWJ5rUTXBEHKgpq4FGpkE4HIbJZIJKpcLExAQuX74MhmFwzz33ZDz1Q4QAAeRFqTWRaE6y2JwqeeTqOgQCAVp0tdvtWFxchN/vj6J6EC2EYqGYNI5CYr8n6gqF2yJZ5IIkbdk8lNxqZygUwvz8PLVfSLURzaXKWChzX5Zlsbq6CqPRmFVQjFexjB2FIP5BBoMBCwsLEAqFUQlXPheHfJPh4yVcRKVUp9OBYRioVCp6LbGJQjAYxNzcHMRicd6qpNlCJBJBJpOhqqoKcrmckvbJ2HEgEIBSqdwTKGJFc6RSKe6++24AuwGSEPkVCgV8Ph88Hg+uX78eJarDsiy6urowNzdHz0etVsNutyMcDtNRWGA3OHZ0dFChokyvkSsMdPnyZVRXV8PtdsNgMCAQCNBgqFKp8h4Mi10ZvRUDUgklAMXpysV7j1y7iamOny+sra1Bp9PBbDaju7sb3d3dtMgJFL+bmAsikQgWFxcRCARwxx13QCwW7zGud7vdkEqlNHlMZVzvCDjwhZ9/AWv2NQw7hiFjZYAIuK66jvsb7sd/uPc/wGAw4PLlyxgcHERlZSU++OADsCwLq9Wa0B4sHpxOJ2ZnZ9Ha2hr1GeQbJNYSxBO0S7fzSBJMuVwOlUqF1tZWes8dDgfW1tbg8XggkUiipnUKGd8OYmcxU9VYotlxK+K2TBYzlcKNfS0xhm9vb0d9fX1aD9N+jKEmg8fjwfT0NDQaDY4dO5aVP186FUupVBrljxgMBmG327Gzs0Pn6Lmegul06+KBkOHr6uryRoaPRaxdB5GzJlzBUCgEpVKJiooK8Hg8rK6uoqurK69S39lCr9djbW0NIyMjUfLpuYrmEDGk73//+3C5XAA+CmLk9eQzJ4toeXk5gsEgnE5nlKqfRCLBnXfeiZGREQCgxZjBwcGsggjLstBoNDR55PIedTodvF4vJBIJffZSbUBSoViV0WzXrxJKuFlQ7M5ivrqJXKSjWJotyFpFPAeJ7RJwcLqJBC6XCxKJJG63jiRaTU1N6OvrS2lcn4yXz10Tf6H7BZZty2hQNuBS5BIUYQWa3E2ollXjieNPQCgUoqmpiVJQWJbF8PAwGIaJGuFNBtINNRqNOHToEORyeR7uVvpIxnvkxmdCEeJ2K+MlZtx7TugspNhvNBqxtLREqR7kf9nu1+LhICaLmcb0QCBwS/IVgdskWeQuliQIZSvFb7FYEA6HU3oOxiKXkZR8jrOQBW5ra2uP7xIXpKsU78ubC1FeLBZHzdHH69ZxO4+pxkG4ZPhijnkC8eWsHQ4HtFot3G43xGIxjEYjAoEAKioqij7WAewudgsLC/SZTTQek6lojtFohMlkwvDwMAQCQRQ3kWyQfD4fZDIZampqorqK4XAYXq836nfJOYTDYVy4cAEVFRV4/fXXwefzoVKp0NLSkvG1xxoPZ8N7zCQYFitZdLlcRd+YlFBCIbCfY6gkruazm8hFodZ6u92OpaUlDAwMUJEWgmLaVaWDra0tvPHGG1AoFHjsscfoubIsSzuj6SRaXNoBV8CF8PKJZy+JT0IIwYJFhIkAfOCRmkcgNAhRLixHq6o17vGHh4fTvq5gMIiZmRnIZDKMj48fiCQnE9Ec7r8lO/fYYj+hetjtdqytrYFhGCqak63FFcFBtPPINKa7XK6i7kGLidsiWQQ+qvJlG4SMRiMWFxchFotp5yMT5GLbka/OYjLfpVjEqz6la+KbCeJ16+x2O2w2W5QhPRk/4S5Gfr+fymBPTEzs+4Lt9/uxvLyMqqoqjI2NAQD1QuJ267g8jEKeMxHVaWxsRGNjY8bKtolEcwwGA9566y34fD7MzMyg7Vgb5B1yOJYcABt9DIvFQrmIAKBQKKBUKmmyCHz0fIvFYqpU19/fT59ProptPpEO75EEQ64IQCIUK1nMVJq7hBIOMuJ14HK1uUoHLMsiEAhgdnY2b93EQoLQLOx2O4aHh3H9+vWo5CvfL8M61wAAIABJREFUsTkfCIVCYFkWwWCQfp5+vx8zMzNQqVQ5JVqJaCJWqxUamwZDkiFM2iYxXDOMB4cfxOTlSbS1teV8TVarFQsLC+jq6kq7C7kfSJQ86nQ6Op0SiUQyEs2JpXpEIhE4nU7Y7XZqcaVQKGi8TMfiioubPVm8lWPzbZMsEmSaeBHeGcuyGBsbw9TUVAHPLj5yEcchnkFcC4l0vf24wbpYFUuBQEBJ2MBHi5HNZsPW1hYd9RQIBLBYLOjr68uK35ZvkDHP/v7+qG4t6WQ1NzdTuw673Y719XU6nkO6qPkSACI+WxsbGxgaGsq50sUwDFXHbWlpgdvtRl9fH2ZmZhBCCP/jg/+BtkAbqtgqaIQaRMIROvbCLcyIRCL89m//NnQ6HVwuF9xuN4RCIfr6+iCVShGJROh3bXR0FO3t7fT+FQvxgqHL5YLdbsfCwkJS3mOxxmhu5YBUQgnFAOkmAshrN7FQ4IrQTUxM0DWHxOiD1E0EdtfCjY0NqFQqnD59GnK5HAKBAAaDAaurq+jr68tZeTQW3MJzD3pwbPwYLfzZzXY0NjairKwMer0eFRUVGWsakFFlh8ORF02EYiMcDmNmZgZyuZwm6bmK5ggEAlr8BnbvEeGarq6uRtFZ1Gp1wQvk+UY2yWKps3iLIJPOosFggFarRVdXF2pra6Na+cUEn8/P6X2vXbuGsrIyHD16NG2Vrnj8tP2oWMYuRmT8w+/3QyqVYnFxkQqzVFRUZFzJyhWZqKBx7Tq4nACbzRZXAEilUmWsqhYOhzE3Nwc+n4+JiYm8JJ9msxk3btwAAKrs2tTUhMcffxzfe+t7GDGOQMaTISAMgK/kg3Wwe0yfhUIhjh07RkV1yPPEMAw2NzcRDAYB7HYeOzs7acdvvyEQCGigAxAlvMAVAVCr1fD7/UV59m7lgFRCCYVELDdxamrqQG9ek4nQkbF98uf9ug6LxYLz58+jrq4OJ0+eBI/Hw8rKCt577z1IJBI88cQTYFkW09PTYFkW4+PjeeW6JQJX/RMAHTm22WxRom6kWJts70CmaCorKzE6OnogEvJM4HA4MDc3h46OjigNhUxEc8gzluw54/P5ewrkPp8PDocDW1tblM7CpXoU024qU2QzhnqrFnIP7qeUZ2QyhkpGUwQCQZQU9X4tENmOoer1erjdbgwNDWWs0kUS1INUsbTb7Zifn0dLSwsVFmJZlnZ+lpeX4fV6IZfLaYJZSJ4gWYBzUUGTSqWor6+nr48VAAIQpbiajMNZKFW2iooK1NfXg8/no62tDR6PB52dnaiqqkIlU4lwOAyXyAWH0IFmQTOkVVLs7OyAx+OhsbERBoMBwWCQGiJ7PB4Au8GceFGRROvMmTOorq6m40uxxPxMUIjPPZHwgsPhQCAQwNTUVEFFAIBbOyCVcPuhkEIwXJBuYm1t7U3RTfR6vZiamoorQseyLEQiEebn56HRaPZQNIoJk8kEt9uN9fV1qjRPOokKhQJOpxMLCwsFVwtNBcJpJHYdDMNQUbfYvQPpgvF4PBiNRtoNLRQlolAgGhUmkwlHjhxJWYBNJZrD3ROmE5u5dJbYPY7FYsHKygqA3T1OKBRCMBjM2LakkCh1Fj/CbZMsEiRLvFiWhV6vx+rqKrq7uwuiYpkNiTdTgZtgMIjZ2Vnw+fyorlwm5wjsdpRqamogEon23ax1dXUVNpttz4LH4/FQXl6O8vJyKszi8Xj2qHpyJbdzvRYy97+zs4PDhw9HKdHlilgBIGKka7PZsLa2hkgkQqtyZJSGiPwYDIaCqLKJxWKcPn2a/r27uxsA8Nprr0HkF6FcXA6ZUIb+qn6EHCGoalRwuVxU4KarqwtLS0uIRCIIBAL0OOS7UF5ejlAoRP+dSKfHI+YD6XEryPELDS7vcWNjA+Pj41Hmx1wRgHR4j+ngVg5IJZRAkExkLRMkUzrN13skQjbHJ+v55uYmBgYGohIU7sZ9aGgILpcriqJRXl5OY12hxiQjkQg2Nzepd3JnZyeCwSAqKyvpxrq+vh6PP/44Njc3odVq00pUig0+n0/3DlzrCMJXd7lciEQiEAqF6OnpoYXNmwWhUAizs7OQSCQYGxvL6hnPRDSHNBRSxeZ4exyn0wmj0bhLbfkV1YhQPcrKyvZt/5lNsnizPSfp4rZLFoVCYdSGlYCIpYhEIhw9erQgYxIk6ct0NDCTziJRBiOjs9evX8+oK0kWgNbWVhiNRly/fh0AMjajzxe8Xm/U+EeqBY/b+eGOQRDBHJfLBalUSq8nU+8gQs4vLy/PegHOBLGjNFwOp16vh9/vRyQSQVlZGfr7+/OauKYCIcmrlbvPxJ3jd8JisWBychKhUAhSqRRCoRAPPfQQ1tbW8OMf/xihUAhisRihUAgymQwWiwUOhwNqtZp+1gzD7OmkcmXAudwKIH7ymKk/Ur7A4/Fy4j2mgxJnsYTbAWQKKJdOQ6puIomthVrHE9kUJILf78f09DTkcvkeEbpY3QCRSBRXjdtms2F7ezvKyqmioiJvydrCwgI+/PBDyOVy3H333Xj//ffR19dHbSiAj+I2EXvb76mkdMDdO1RUVGB6ehq1tbWQSqUwGAxYWlqCSCSi9zNfGgOFAJkyam9vpwJA+UBs8ghkHptjQag3UqkUIyMjYBgGLpcLDocDy8vL8Pl81A+S2/EtBjJNFj0ezy1byL1tkkXycAmFQjoGB3wkBqLT6dDT05OWulW2Er8kMGW6wKTTWSRctVhbj3S7krEmvqQTQo5NFEqzsbfIBlyRlljRmEwQT9XT5/PBbrdje3sb8/PzNACQzXuiz8dsNmN5eRm9vb1piQQVAlwOp91upx5VfD4fWq2WLqyxozSFwOnTp+FwOKBQKGgF1mw202eptrYWfr8fb7/9No4cOQKBQEC5lJ2dnfj+978PYPf5am1tRWdnJ2pra+lokE6ni9tJBZCQmA9kvkErNNLlPaZrflxKFku4lZDKPiOb+JKubyKJyYUqgBI6RypeFneqKVa0LTY2J6KExE4ScTl6c3NzURw9jUYDqVSaVWwgI6ZKpRLLy8swm81gGAb9/f15i9v7BZZlsbW1ha2trShxuFjfQYPBgMXFRXrPyfq+3/w7lmWxubkJvV6f96mnRIjHe8xUNIcbr4ldFrHM4goDbmxsUFsybrwsVNKezneXC5fLdaAVcnPBbZMsEnA5i6RLJJVKcezYsbQeimy7g0D23MNUC7rFYsH8/Dza29spl4/7nqmSxVQmvkKhcE+nhGtvQTb0JFDlmjwSBVqRSJQ3kRYuyNggmaEPBAKw2Wy0K0s290RkhsfjYWlpCX6/H2NjY/s+U88dgx0ZGaEV43ijNG63G1KpNGoMN19JFFeExmAwQKfTYXBwEGtra3A6nbBarRCLxTCbzdjY2KAm0ouLi1haWqLHEQqFcLlcaG3d9b+SSqVxpbm5ogQkOJOuXCy3wmazQSAQIBQKpUXMLyZieY/AXvNjwq+Jx3t0u937yv0poYRiINt4mQk3MV+2VMmOnyr+EtqIQCDYM9WUKjYnQzyOHhlbnZ+fh9/vz0ocrrW1Fb/5m7+JQCCACxcuoLa2FuPj41FxO5XY20FEKBTC3NwchEIhxsfH4+47Yn0HCf/OarVG8e8KWUhPhHA4jNnZWQiFQoyNje1b1zORaA43gYwVzUlW3E0kDOhwOGAymbC8vEwTTBIz81X8iUQiGXGB3W43Ojo68vLeBw0317c5DxAIBAiHw9jc3MTa2lrG1gvZdge5r80XiOG61+vF2NhYXI5Css5iuhXLWMSztyDjLxsbG0m9EVPBYrFgcXERnZ2dBeGMxoNEIokbAHZ2drC4uAifz0erXPs9ThMMBqlXZrwx2HhjuERxdXNzk6qRcZPhXIJKOBzG5OQkwuEwqqurUVZWht7eXlitVgAfjX07nU5IJBI0NjZie3sbwK5wTlVVFRobG2miGAtuJ7W9vT1K0Eir1cLr9VJOKumkbm9vw2QyYXBwkG7WuH5S6XIriolE5scOh4PyHkUiES5duoSdnR2Mjo7m5X3/+I//GD/5yU8gFovR2dmJv//7v7/pRBxKuDWRqScyt5t46NChtMbBCp0splIyj6WNEGQbm1OdCyk+tbW1gWVZuN1uWK1WLC0tRU2lpBKHk8lkmJ+fx+bmJhQKBaRSKa5cuVLUuJ1PEPG8TMc2k2kMxPpE54OvnggulwszMzP7LiIUD+mI5rhcLqrum46gnVQqhVQqjfLYjI2X+dAJKAncfITbJlkki144HIbZbIZAIEi7m8iFUCjMOrjkMzBxRxD7+/sTLuqJglUuFctYCASChNyJdIn3kUiEBqzR0dGiKbsFg0HYbDZUVVXRRUEsFqO6upqa0I+OjiIcDu8ZwyUJV67Vw3Q/A2IG3N3dTTtvqcAVYGloaACwt5NKKtAkeUy3Kuf1evH666/DZDLR8ZIjR45gZGQEkUgEFy5cgNlshkqlQkNDA+666y4oFAqsrq5CrVZDo9FkpXAaK2jE9a7c2dmBQCBAQ0MD/H4/JBIJRCJR1DhMotHVXJLHfIvpxOM9bm1tYX19HW+++SZ++tOf4oc//CFOnDiBRx55BM3NzVm9z/33349nn30WQqEQf/Inf4Jnn30Wzz//fD4vpYQSkiLRukcKu+kgW6XT/eosEsulUCgUpbgO5Dc2JwOPx6M2B2QqhVAASCFOJpPRuB1Laejo6IDBYIBEIsHa2tpN6T3IndLJhwhPMo2B7e1tBAIBlJeX03ibq3gLGfvd3NwsiLhdIRCbPBqNRqysrKC3t5f6ggOZxeZC6QRkkyzeqhSR2yZZJBLC6+vrKCsrw8DAQFbHySSAxXttroGJYRgsLy/DbrdjeHg45Ux6vM5iLFE+38EoGXdidnYWwWAwinhPxicaGhroglEsvPvuu9jY2MDAwACOHj0K4KOxIKlUGjWOEjuGS2boc6kems1mvP7666isrMTp06fjXjvLslhZWYHdbs9LQI7tpIZCoahRGpZlUybDJpMJKysrcLlccLvdkMvlkEgk1HS3v78fs7OzcDqdGB4exvj4OH1tV1dXTufPBRlRIQqCxOzZbrdHJcPcz4cUIhIR89M1JOYi22mDdCEQCNDS0oK//Mu/hMViwTPPPAOZTIb33nsP29vbWSeLDzzwAP3z8ePH8fLLL+frlEsoISekU5jNppvIxX50Fq1WK+bm5tDW1oaGhoaoNb/QsTkZuMljrLI412CdxG0yYVRfX4/m5uZ9n7rJFIFAADMzMwmndPKBeKb1JIkhU0vZWn1FIhHMzc2Bx+MlHJs9yGBZFlqtFk6ncw+9J9fYHE8nwO12w+FwQKfTwePxUKFDtVqdkJ6TjcBNKVm8yWEymeDxeDAxMUEVPrNBLsEl18DkcDgwOzuLuro6TExMpD0ySr5ssRXLYo3gJeJOWK1WXL16FX6/H5WVleDz+fD5fEWVSo4deSDdu2TjNLFjuLEqdLHJcLJqpd1uRyAQwM7ODkKhEP79rX+HbceGBx94EFVVVZRXq1arC2YGLBKJUF1dTYnZ8ZJh0hlWqVTY2NiAz+fD2NgYtre34fF4cOjQoajihdVqBcuyaGlpwdjYWN7PmQvigzU4OEgX6njJsN1uz0k0J9l3JlseczZwu91QqVTo6+vDoUOH8nbc733ve3jyySfzdrwSSsgFqcZQ8+GbWMzOIpmecblcGB0djYoL+xWbkyEepcHr9VLBHLIOkWJwPvnwhcbOzg6WlpbQ09OTEQ0pV3BHgWM1BmKtvpIlMW63GzMzM2hqaqI8vpsJhE5TXl6OkZGRPfuadEVzyO+m+s5wCyFcf2S73Q69Xo/FxUXqj0y6j6RYVbLO2MVtkyzW1dWhsrIyyhsmG+zHGCrDMAgEApibm8u4ekoqm/tZsYx3ThKJBFarFTU1Nejo6KALJqm2EfnqTIj32eDXfu3XcOjQIajVaiwvL8PhcGTcvYvXSU1XSKCjowMMw0ClUuFvLv8NbDM2iFkx5PNynOg9gWvXrqGpqQkdHR1F+8ziJcNOpxNmsxnz8/Pg8/nQaDQwGo2488474Xa70dLSElUZ9Pl8YBgGHo8HHo8HTqcTdXV1ed1MkC474ewmGp+Nlwxz7UfSFc2JR8wHPvqOFWuj5HK5MgpI9913HwwGw56ff+Mb38Cjjz5K/ywUCvFbv/VbeTvPEkpIB5mOoebaTYx9j0J3FkkxcWZmBo2NjXumZw5SbE4GHo8HoVAIk8kEtVqNsbExhEIhyocnvHSutcRBSx5JzHC73QdCrC6Z1RfRGBCLxVFWXyaTCWtra1FqrTcTiK1HZ2dn2sqh2YjmpEoeY4UOg8EgHA4HrFYrVldX6c+IWF461KjSGOothFwX4mKPobrdbkxPT4PP52NkZCRjLh+fz0c4HEY4HD4wFUuDwYDV1dUoC4pYc1zCnSDJQLajGqkgFAohk8lw7do1VFVV5aV7l0hIIN71qNVq9PT0YN25jp9of4L26nYI/AJcXL6IGl4N9Ho9DAZDVLITi0JzW8gztLOzg+HhYajVano9RqMRXq8XHo8nqhra2dkJqVQKlUqFn//853C5XDh69GjW49+xCAQCmJ6ehkajwZEjRzK69tjRoFSiOUqlkvIeExkSB4PBoll2ZFq9PH/+fNJ/P3fuHF577TW88cYbB3ajWsLth3ieyPnoJnJRjGRxa2sLgUAAR44cieKUHcRuYjKYTCZotdqobpxQKIziw5NEZ2trK8qWikyl7Oc1er1eTE9Po6amJm436yAgntUXtwN248YNAEBDQwMCgQD1Mr5ZQPiVudp6JBPNIbE5U0E7olXBLSpfvnyZerCHQiEoFApaVI43AVdKFkugKNYYKsuyWFtbg16vx8DAQJTVQLpgWRZlZWWYn5+HzWYrSqcuGUKhEBYWFsCyLMbHxxN2gpJxJ7jEe41Gk3PyqNfrsba2VlBPqGTXQ+wtPHwPQoEQjFIjbGEbmuRNGB0dxfb2NhiGSTjKSjiPNTU1uO+++/L+uSbiFcReDxlPWl9fh8vlonwAhmEgkUjgdrvzJlpkt9sxNzeXtxGiZKI5Gxsbe6q7REGWjMMEAgHodDqo1eqoIJWraE4ikFHtfOBnP/sZnn/+ebz99ttF8eQqoYR0wR1DZRgGWq0WFosl524iF8RepxBwu93Y3NyEWq3GxMRE1Dpws3QTgY9U14PBYMpuXKyYGlHi1uv1WFhYyKsSdyYoRpwvFKRSKZRKJdbX19HV1YXq6mo4HA7s7OxAq9UCQJTGQKE8Q3MBwzCYn59HJBIpiK1HvOQRyE3QjvhCk6kuhmHgdrujisoymYyOrFZVVSEUCqW9z7FarXjyySeh0+nQ1taGF198kRawuTh37hy+/vWvAwC+8pWv4Omnn4bX68UnP/lJaLVaCAQCPPLII3juuefSvFvZgZdCxS+/En/7CJZlEQwGAQDvv/8+7rzzzqyOs76+Dh6Pl5WgBFHDam9vT/p7pAKmUqnQ3d0NPp+Pa9euobe3N60NXazsNgCanNhsNni93qKNeRLYbDYsLCzkRdqZm2zZbDZ4PJ6kqm3xQNToAKCvr29fq3Nk9OR7H3wP/7jwj1CKlPhC7xdwpOkIysvLoVQqEwbohYUFvPfee5BIJHjqqafyugiT7p1arc54DFav12N+fh7l5eUIBAJgGAb19fU0qGVznkTExmg04tChQ0VV3iPVXbvdDofDQbvHZWVl2NraQltbG+rq6uIS88m5ZyqakwgnTpzA9evX8/Kd7erqQiAQoEn38ePH8Z3vfCfn46bAwd0Z3zy4JWMzFyTJaGpqot3Etra2vBZfDAYDPB4POjs783ZMbqFXo9FAJpPR/UIhLDEKCTIySLhxuZ4rURi32Wx0HSVxO9u4kAyRSATz8/NgGAb9/f03VReOgHgYDwwMxJ0oCYfDNDbZbDZqG5GNdVkh4Pf7MTU1hdra2n0VQsomNl+6dAkTExNxj0f2bXa7HT/60Y/wwgsvwO/34zOf+QxOnjyJY8eOJd2vf+lLX4JGo8HZs2fx3HPPwWaz7VEit1qtGB8fx+XLl8Hj8TA2NoYrV65AIpHgww8/xD333INgMIh7770XX/7yl/HQQw/lcIcAJInNt2WyeOHCBRw7diyroJNuwhcPRqMRLpcroRoky7LY3NzExsYG+vv7o6oMk5OTaG9vT9niTkd2mzsWWejkkfBL7HY7BgcH89YR4YLb2bLZbHC73VGqbUqlMup6HA4H5ubmDownUSQSweLiIoLBIAYGBiASiegiZLPZ4HQ6E1Zkw+EwlpaWoNFoMvKHSgUi9JNt9+6nP/0pNjc30dXVhV//9V+ns/8kqPF4PHo9arU6ZTU0HA5Tw+Te3t59H9kKhUJYX1/H5uYmDcaJRHO4XQTyPxKYMk0eWZbFyZMnce3atQO9yUyBm/bEDxBuydjMhcPhwNTUFIRCYcH4WWazGTabDT09PXk5ntfrxczMDMrLy9Hd3Y3t7W1EIhFKryCdDvLdP6gglhJmsxmDg4MFs2QgnsYkNnBtnNRqdU7JHfEebGlpQX19/YG+3/HAMAwWFxcRCAToviAdcDn5NpsNoVAoSnBPKpUW7V6QfUR/f/+B8++NJ5pDQL6fV65cSZgsxoJlWZw4cQJf/epX8e677+LixYs4f/58wnWrt7cXb731Furr66HX63Hq1CksLCxE/c6//Mu/4K233sLf/d3fAQA+97nP4dSpU3jqqaeifu+LX/wihoaG8JnPfCbdy0+EhA/GzVdmyQOISE2x1dOSvZaoXpaVleHo0aN7Fsl4FhhcZFKxjDcWGcupy0fy6PF4MDMzg5qaGoyNjRXUL0oul0Mul1OlK8KdiB2L9Pv9cLlcOc/M5wvkHtXX16OpqYneo1jyNanImkwmLC4u0oqsUChEW1sbTcIjkQi2t7dpgn7q1KmMxm7IJsFiseRk09HW1ga73Y6WlhYAu3yA2traPSa6XO9KbrLFrYZ6PB5MT0+jubmZjjftJ0iH0+Fw4I477oBYLE4qmsP9DiUi5rMsG0XKT7U23WwbnxJKyAROpxPT09MAkBduYiLki7PIsiz1QeUWevl8PoLBIE0Syc8O8vfX5/NRBe7x8fGCFuZiTe2JYI7FYsHKygoAZFRUBD5anw0Gw03jPRgLn8+Hqakp1NXVZWwnlsiugyu4R7h3+daAICDd9Z2dnaL6ZmeCVKI5Ho8HDMMgFArtEbSLBxLDP/nJT+KTn/xkyvc3Go10f1dfXw+TybTnd7a2tqKmGJuamrC1tRX1O3a7HT/5yU/wxS9+MfVF54DbJlnkfhmISE02s935VkNlWRZ6vZ4KviQyW08W1HI18c138kgC5+bmZsLRiUIiHkncbrdjdnaWnvf8/HzWqm0sy2JqagoAcOjQoZz5konukc1mw5tvvon6+nrccccdKCsrw8rKCpaWltDQ0AChUIiLFy9CIpGgv78fRqMRbrcbXq+X8toMBkPayWIgEMDs7CwUCgVGR0dz2iQMDAwkFbOJZ6LrcDhgt9uxtbVFq6ECgQBWqxVDQ0MHQpI6HA7Tos7w8HAUVyI2QBN+A/kOyWSyKF+nVKI58Yj54XD4pvPTKqGEZOCun1xu4sDAAJaXlwuarOQjWSTj+lKpdE+hl8/nIxAI0OL0QU4Sgd2YpNPpqF9tsSESifYkj2QahShUEs/cePw8rkdyIbhxxQDxMM4XvzKR4J7dbqd2HSQ2ERpPLt85EiOlUmnO+4highvLibXKwMAABAJBWrE5EAjsSYqTKZGng3iTn9w1JBwO46mnnsLv//7vo6OjI70LzRK3TbII7N5klmVT+jclQz7VUIPBIGZmZiAUCnH06NGkyWs8c18AURXLfPEfckkeuYv1xMTEgViszWYzlpeX0dfXR9VXCfF+e3s7Y9W2nZ0dXL16FcCuJUsiP8ZE4PIoxsfHozYXZHHg8XjQ6/WwWq1wu904duwYfvnLX0Kr1dIZ+0gkArfbjXA4jNbWVkxPT8Pr9dLnkyTMwWAwpUT43Nwc3nrrLXR1dWFkZCSj68kHBAIBNBoN/XwIp9RisaCsrAwzMzMFr4amAulwkrGmZODz+TmJ5iQi5jscjgPRES+hhHyCx+NRewmidAog61ibLnJNFg0GA1UI5apVkwKQQqHA9vY2Ll68mDdRtkIgXfG5YiPW9igcDtOJlLW1NTqRUlFRAR6PB61Wm9Qj+SCDYRgsLS3B5/NheHi4oJNYZH/H9c+02+10EitbCxSi3k84/DcbSEfUYrHsEXNKJzbHdrGTKZHX1tZCr9fTMdR4z2xTUxPeeust+vfNzU2cOnWK/v2zn/0suru78Qd/8AcZX2umuK2SRYJck8V8dBZNJhOWlpbQ3d2d1sLG3UgCuXcTM0E6yaNcLodIJILVak37mgoNYoLs9/v3fPGlUinq6+ujxjxtNhsMBgMWFhYgFAqjkkdu0qtSqehCmOkcPuFRkJFK7udmt9vxs5/9DCqVCqdPn0ZHRwfcbjdqamrA5/NRU1ODjY0NKJVK9PT0YGZmBizLIhwOQ6PRYGhoiI6hGo1GmihOTk4iHA7H5dSxLIv19XV6LJvNlvX9zheCwSCmpqZQUVGBwcFBWuSJrYamY16cL5jNZmi1WgwODmYljc0dlY6VRCdrQSyPk1QpuSOr586dg9lszuu1lVDCfoJlWSwtLcX1TUyhqZAzso3noVAIs7OzALCn0MuNzVKpFEeOHIlrvl4oO6hMQcYT29raDgSHPxmEQmGUB3AkEqExwe12QyqVwmKxgGGYAyHuki58Ph+mp6dRXV2Nrq4uvPbaa3C5XLj//vvzqkUQD4liE7eYLhQKo2JTvCaA0WjE6urqTev/GIlEMDs7C5FIhJGRkT37iXhjqFwqyT/8wz/AaDSm/X5nzpzBuXPncPbsWZw7d456HnNx+vRpfPnLX6b7stdffx3PPvssgF1lVIf+fkioAAAgAElEQVTDgRdeeCHja80Gt2WyWCz7i3ivDYVCmJycBMMwmJiYSNsUlvu++y27HZs8hsNhzM7Owm63QyaTQavVwmAw0Crqflh1uN1uzMzMoKGhIa2Zf4lEgrq6OpoEEkEWspEXCARRi+WDDz6Y0fmQ0dytra2Ei6ndbofP50MwGITFbcF/u/rfsGhZxGOyx1DpqsS1a9fgdDrh9/sRDAahVCphMploNez48eNYW1ujir0OhwPNzc3o7OyExWLBm2++CY1GA7VajUAgAIFAgK2tLTQ1NQHYXQRbW1szuq58g9hidHd3R41kx6uGcs2LiSE017w4H11tlmWxuroKu92O0dHRvJo4S6XSqGeOO3Kl0+kQiUSgVCpx4cIFnDx5En/7t38Lj8eDa9eu5e0cSihhv8Hj8aBSqdDR0VH0kbVs4vnOzg4WFhbQ2dm5p3uSKDbHM19PlDwSBdVCx0yu+Nzw8HBBxOcKjVAoBJ1OB41Gg/HxcTAMQzuPhM5AlEFlMhn4fD6USiVYloXT6Sx4kTEdkMknIgITDofh8Xjo/+8HYovpRIgo1q6DxNq1tTV4vV6MjY0dmK50JvD7/ZicnERDQwPdD6UDPp+PUCiEP/qjP0IwGMSVK1fSfu3Zs2fxxBNP4Lvf/S5aWlrw0ksvAQAuX76M73znO3jhhReg0Wjw1a9+lYrsfO1rX4NGo8Hm5ia+8Y1voK+vD6OjowCAZ555Bp/+9KczuOrMcNuooQK7CwvhRMjl8qza5MFgEDdu3EhbIYkLo9GIyclJDA0Noa6uLqNgsLa2Bj6fj4aGhqJ0E9NFPGltEgitVitVW5XL5UVJHomi7Pb2NgYHB/NW4eKqthHltsrKSrS3t6dUbQuFQlFKnomSGKKKqlAo8H+2/g9+tPAjqKVqOAIOfLHmi1ifWaeei729vTh8+DBeffVVRCIRDA8P4/jx4/jxj3+M7e1thMNhdHZ24uGHHwaPx8Orr76KpaUliEQifPazn0UgEMCrr74Kh8MBjUaDYDAIv9+P4eFhHDp0qOgJPvnc9Ho9Dh06lNXGhXTqiCw7txpKvJAyAZef2NXVVfRNRSQSgdFoxF//9V/jF7/4BVwuF+677z6cPHkSp0+fzsq+54Bg/xeumx+3ZGyORS42V+kgEong0qVLOH78eMrfDYfDWFhYgN/vx9DQUFTXKtdJH27yaLVaCx4zPR4PZmdnUVVVhba2tgOxl8gUJpMJWq02Ib8yGAzi/fffh8/nA5/Px9raGiKRCI4cOQK3243FxUWUl5fj8ccf3xcRHLIXdblcGBoaiipEWq1WuFwuNDc373syGw9EoG5nZwd6vR4CgQDV1dW0GH2zdHSBjzrr2Si2mkwmPP300/j4xz+OP/zDPzyQn1WGKKmhclHsMdRwOIzFxUUqcpHNqAefz4fb7UYoFIJQKNz3xZ2oZpLRIe5iy62ick3orVZr1NhqvquoXL7k+Ph4XvmSXNW2lZUVTE1NQa/XQyaTJVVtIzYd6czwCwQC9Pf3AwBuXLuBNecazD4z1BI1xBVi6lk4OjqKxsZGiEQifPzjH4fL5aIdweHhYbhcLrqQv/POOzCZTGhtbcXa2hrkcjlefvlllJeX02RjeHgYXV1dMJvNCIfDuHbtGrxeL2prazPyrswWkUgEc3Nz4PP5OYkSxHbq4lVDCb9FrVYn7RJmwk8sFIi4z4ULF/Ctb30LDz/8MCYnJ/Huu+9ibm7uZk4WSyghbZAuXSGQSmWcwGazYW5uDi0tLRgYGIg6n3xM+iTqPHJjZj4UylmWxfb2NrXnutkM6sl92djYQCAQ2EMvCYVCYFkWYrEY169fx5UrV8AwDN2flJWVobKyEnq9nk7ofPjhh+jt7UVFRQXKysqKsrfy+/2Ynp5GZWUljhw5Ap/PB5FIRN+by98/iBCJRBAKhbDZbDh8+DDUajXt6G5ubu6rXUcmII2FbJTfJycn8bnPfQ5/9Vd/hY997GMFOsODg9syWcxllDTd4EJAgkxzczP6+/tx4cKFjN6PVCwrKirgdDpx9epVapug0Wj28OmKAa609tjYWFoy//GSx1jOYy7JI/HzKQa5fWFhAW63G2q1Gn19fXS8mKvaRkRoAoEADh06lJGSpzPgxKJ1EWEmDLvfDoZhcN1zHX74UYMaXLlyhfJlhEIhFAoF3nvvPYTDYfT09KChoQE7OzuwWq0wm82UC/f5z38eL774IiwWC+z23ePW1taiq6sLYrEYjY2N8Hg8ePfdd8EwDLq7u8Hn86HT6aK8K/PJEfR6vZiamqKd6XwiVpadK46wvr6ekMeZKz8xH2BZFq+99hqee+45/PM//zOGhoYAAKOjo3TspIQSbnWQeFuoGJcqzhDREYfDgeHh4ShxqVi7qnx2FeLFzEQicxqNJq0kJxgMYm5uDiKR6MCIzyUDoewQjj6wa5J++fJldHV14f7774+6Zp/Ph1dffRV+vx8nTpzA1NRU1GfDMAx8Ph/W1tZgMpmo9gApwpKucaqkPBAI0ONdv34dVVVV6OzsjHsNVqsVs7OzlPoxNDREu5q9vb3QaDT4xS9+gY2NDQwNDYFhGHR1de2LEm26IFNABoMhanyZm+AmsusohJd3NmAYBgsLC4hEIhkXqFmWxSuvvIJvf/vb+OEPf0gL/Lc6bqtkkTycQqEQgUAgp2OkQiQSwfLyMpxO554gky64FUupVIq+vj4AH3VMuHy6RGIs+Qaxe+jr68vaZDUZfyPT5JGMcjidzpx8AVNheXkZa2trGB8fh1QqhUqlookiEK3aFgwGMT09TRUxFxYWwDBMVOcxaVcr5IFYIMZ4/Tg8QQ9CjhD8N/zg8/jQQosj6iMQYvcZdjqd2NnZoUIQMzMzaGxsjNrEsCyLubk5yu0LhUJUxt3pdMLlclHBAKFQCLFYjHA4TM811ruSyxHM1n4E+EgivFj2KvHEEZxOJ7VVCQQC1AtxYGBg30j6DMPg29/+Nn75y1/i/Pnz9HxLKOFWRaL1nRR29yOxcTqd1AN3YmIi793ETJBMZG5xcRE+nw8KhYKOrcYmjxaLBYuLizeVUujq6iquXLkCsViMpqYmakPE5/PBsizeeecdOJ1OHD16FDU1NXA4HDAajQgEAnjllVegVCopLcblctHj3rhxA8BuAikUCmE0GmlB4oEHHoBarY67F6moqEAoFMK//du/QSQSYWBgAFNTUxCJRGhpaYnL1bt8+TJWV1cRDAYhEokwOTmJ1tZWdHZ2QiQSQafTwWg0IhKJ4Pr163A4HFhdXcUTTzwBYPdz02q1aGpqgt/vR01Nzb6Kx3CngEZHRxN+LxPZddhsNmi1WmrXwS0+Fyt5JKJ/1dXVaGlpyeh9GYbBc889h8uXL+P8+fMHuvubb9xWySJBLmOo6YBIgDc0NGB8fDwr/gJ3sx8bjGI7JkSMxWg0YnFxMSMbiHQRCoUwPz8PHo+3x+4hV2SbPHq9XszMzKCqqgqjo6MFXWwuXboEl8sFlUqFEydOYGBgIK4nJqmkxQZlotpGulqRSCTKL4qbPCpYBR4KPoRV5yrmlfNolbcCvt2fyyCDy+3C2KExVFdX491334XH46Gdcq/XC5Zl91jEBAKBqAIJwzAYGRlBOBzGyy+/jI6ODoyNjUGj0eCxxx4Dy7JRvIN43pXx7EdirSDigWVZytXYT0I8t8jS3NyM6elpCAQCKJVK6HQ6+Hw++typ1eqCjuISeDwefP7zn0ddXR1++tOf3pRiASWUkC+QNSyfwlKpwDAMVldXYTab46qzJovNxUKi5NFqtdLkUalUQqVSUVG0g2qOngharZZex/LyMsLhMNRqNVwuF5xOJzY2NuD1eqlxudfrpTGOdOimp6fh9/vjHp9hGEgkEgQCAWo5dfXqVTz66KNR95UrRGQ0GuFyuSAUCiGVSmmBON5+yOVyIRwOQ6lUQqFQQKfTIRQKUYGkUCgEYHc0dmJiAvPz83A4HACAjY0NvPrqq/R6RCIRRCIRmpqa8MADD8Bms6G6urqoHDmv14vp6Wk0NjZmPAUU73n1er10P+RyuSCVSqNEcwpxbURjo7u7O+MirNvtxu/+7u+ipaUFr732Wl73wDcDbq+r/RWEQmHORrzxQNTFLBYLDh8+nFUFKBuivFgsRm1tLZVYjrWBIMmjRqPJ6ktIRjzb29uL4p2TTvJIzI57enpQW1tb8IA9MjKC1dVVdHR0wGw2QyKRRCVDXA5nPGU5gUCwp6sVO+NPkkeHw4Fa1KJSWok/Pv3HuGS+hBd+/gLuY++DAAIEfbvWEs2dzVAMKlDlr4Luho5uYIgXYyi8G4x4cTjL5DlzuVxwuVyYnJzE5uYmHnroobQ/43j2I9yONxmXJkb0QqGQdl1VKlVBvaQyQSJ+Ive5I6O4/5+9L4+PqrzXf84smeyZTPaF7GSbBEgCIsoSaC1XLmoV/Kj1Gr0Ul7ZWWqst1VuXblxbLVrBWn/9KGoV0I9yUaQoBKlCFVxYMpMdsu/JLMnsM+ec3x/0fZ2ZTJLZM4F5+AfIZOY9M2fe7/tdnueJjIykCaa/lfR6e3txxx13YNOmTbjnnntC4r0JI4zZhC++xt6A7AVJSUm44oorHL7fwbSr8hT2h/Hc3FzwPI/h4WFqA8UwDNra2hzGVkMdkZGRiI6Ohlgshkwmw4kTJ+gUTX9/P1iWBcuyMJvNOH/+vMPnkZCQQG2zCCQSCSwWC53CIUqWa9aswfDwMLq7u7Fw4UKHNTifRTiOQ0FBAYxGIwwGA1JTUxEZGYmuri7IZDKHDllDQwN6e3sRHx9PLTGIojkp6gIXE0Ge5zE6OoqEhASsWrUKx44dg9FodPBUNpvNmJiYwNtvv42JiQkUFBQgKSkJ6enp0Gq1lE4SCBBqhr94rvZ2HUR91Gg0QqPRONh1+HNibnBwEF1dXViwYIHHk37d3d2oq6vDvffei02bNoXUdz9YuKySRfIB+yMAOZPuiRlpSkoKlixZMu0h0hVh358VS2cbCOcOUEREBA0a0x14gzXiORPsN+yMjAw0NTXBZrMhPT0dw8PD6OjoCLhnVWlpKUpLSzE4OIgjR45AKBTixhtvRHR0NMxmM5RKJeLi4tzicAKTTejtJb+1Wi1NHOO4OFTKKmFINKDb1I0sfRYiEXnRl0mpgFFghJEzIp3/JsHjeR68nVgiD95lwkhGZXmep8l3a2sr9XX0FBKJxKFoYbVaqbrfhQsXYLPZYLFYkJ2d7fH4R6AwOjqK9vZ2l6OwrooW5LvU29uLiYkJt7upM+Hzzz/HT37yEzz//PNYtWqVPy4tjDDmDKbaCwJV2HV+bZZl0dvbi76+PsjlcocDcah0E90Fz/Po6enBwMAAqqurERsbS0cxVSoV5ZDFxcU5jK2GEsh0jNFohM6qw/F9xxHDxmBe3DzIi+X44osvJt0X9mc6jUYz6TntE0XgYswdHh7GsWPHUFdXN63CfcNwA74c+BKlSaVYVriM/r/RaMSBAwcoJ08sFiMrK4uer0gHsqqqCgMDA1CpVACAnJwcKmAUGxuLM2fOwGQyged5DA0NQa1WQyAQQCgUIjMzExKJBOfPn4darYbVaqUe0sQmi7xfcrnc6/fcFXiex4ULF6DVav1uHeWMqKgoREVFOdh12NuXCQQCWni2FxF05xra29uh1+tRU1PjcUfwxIkT+NnPfoYXXngBy5cv9/i6LhVcVskiga9jqKTSIxKJaEdpcHAQcrl8Ru4V+WI78x8CWbF07gDZH3gJ94wEjfj4eDAMA51Oh8bGRqSlpQV8xNNdEGXR3NzcKTtAgTQ8VqlU6O7uhkAgQEREBEQiEeWCFBcX+8QtI124xMREFBQUYPHixRgfH78YHFRWXBl3JVQTKoghpomfiBchno1HHOIckkNXiaEr2H8HiLHs2bNnYbPZsHr1ap/fM7FYjNTUVKSkpFCPyfnz58NgMODMmTPgOG7KUdxAg3xvVSqV20GQYRga0DIzMwG47qZ6EtB4nsfrr7+OV155Be+99x7y8vL8cXlhhHFJINCUEeDi9/qrr75CXFwcli5dOmliJFS7ia5ACpcxMTEOiuAMwyA+Ph7x8fHIy8tzKUBC/AhnO3m0WCxQKpUwGo3geA4WvQXpSIcKKryufx0PDD7wTaLIAODhlgbFVDZxw8PD2Lt3L26++WaXxb7msWY8fPBhiG1iqMVq/Kb2N1iduxrAxdFMg8EAk8kEg8GAiIgILFu2DFqtFs3NzQ7dsq6uLojFYphMJgwMDNAixdDQEE0MY2JioNfr6c9YlkVfXx/uuOMOOk4sk8mooB7DMDAajXTc1Z+wWq1QKBSIi4tDVVVV0O9954k5Zx9id84P9tewcOFCj66B53m8+uqreP3113HgwAHk5OT47drmIi7bZNGXaiX5fTJSJ5VKsXTpUre6MeR3yWN5nqfBMFjByDl5JMIlPT09mJiYoGsK1ojnTLAf8XQ1QuCJ4bEvyePHH38MtVoNuVyO6upqdHd304qbv7kg9kmHWq3GavFq9In7YLAYaGI4VVLIe2HBRrpmRP2PjFH72k1mWRbNzc0AMMnOxH4Ut6enBzabzeHAEqhONvFPJBVfX0ZJXXVT3Q1oNpsN//M//4O+vj7U19fPqnBBGGGEInxRLp8JZJxRp9NR72N7sCw7Z7qJwDe+g+4ULp0FSOyTx6amJpjNZroXy2SyoE0VkeLr/PnzUVlZCQssaGhsgAACxCIWseZYKLoUiMPFxIjneQjgOxWgp6cHfX19LhMCxaACCzULEcVEoSeiB1/84wskXZWEBQsWQCaTYfny5TAYDGhubsbo6Cjef/99GI1GREZG0uTw66+/BsuySEpKorFOIpHQYgi5x8fGxvD555+joqICZ86cAXAxpiiVSkRERGBoaAgMw6CoqAjj4+PQ6XSwWCwALvLx/IWJiQkolUoUFBSEjCCSvYgg4JrKQ+5ZqVQKjuPQ0NCA/Px8Gp/dhdVqxS9/+UuMjo7iyJEjs+LDGWpgpqq2/BuXlPEvx3HU/PfkyZNYtmzZzL/kAqdPn0ZcXByGh4dRXl7ukSroV199BblcDolEEnIVS1KVlEgkiI+Ph1arxcTEBKKiomjnMRgiH/YwmUxQKpWIj49HYWGhVwd7++RRrVZ7nTx+9tlnaG9vx7Jly6DRaCCTyZCfnx/Q94PneezatQtqtfqi+p7TV5IFCwssiIJnleCpEk2RSITMzExYLBYqwrNs2TKvuKqEEJ+ZmYmsrCy3ZOpJN1WtVjscWKRSqV88sIhVR7D8E+0DmkajgcViwSuvvILy8nJ89NFHWLVqFR5//PFLwczXE8z+Zjf3cUnGZmd0dXVBKBRSXpO/QLpXYrEYFosFJSUl9EA417qJLMtSwZSysjK/TGiQ5FGlUjnsxeQc4O/k0d6gnpyPyP/XvVMHQ6cBpSjFCEbwFb7CtbgWCfhmVNjdaZrpkJ+fj7i4OCxevNgh2W4YasAre19BJBsJg8CAPGEeCnIKsH79eod9e2BgAB988AFMJhPEYjEdF2VZlnJKiQI34H7XnGGYSdSpiIgImiQSrF+/nto4WCwWdHR0IDU11WMbDuLDWVFRMaeSJPvzw/DwMHQ6HWQyGVJSUjyy61CpVLjrrruwatUqPProo+HYTH5wOSaLAPCvf/0LV111lcfPYTKZ8Nlnn0Emk6GiosJjjtKZM2dQVFSEyMjIoMluu4OpqpKEN0CChk6no5LHMpksIPxA5zURPyJ/wZfkkayptLQ04F5Ier0e7e3tGBgYQGtr68UEjr9YgSTBkQULDhzE8Fw10znACoVClJSUoKysDMePH4dWq0VERASKi4tx9dVXe3QIGRkZoVxAbwnx9tVujUZD5eG99Wqajp8YLLAsi927d2PXrl0wmUxgWRYLFy7E7bffjrVr187KmmYBs7/hzX1csrHZHn19fbBarX4dzyYj4/Pnz0dqaioaGhqQm5uL+Pj4oFti+ApCzZg3bx4yMzMDtl7nQp7FYvHbFIjRaIRCoUBycjLy8vImXUPXSBdu2XULspENFVSIQQyWYAki8c1r+iNZBC4K45SXl0/ipn3Z9yU+b/8cTBsDxsJAIpEgNTUV69atA3BRVG5gYAA9PT0wGo3Q6/Ww2WxUlTw3Nxd9fX0OgjuuEj5vQWK3UCjENddcg3PnzuHrr79GfHw8br75Zreeg3gPWq1WyOXykPfhdAV7eklFRQXlParVahgMBnp2narx0djYiLvvvhu/+tWvcOONN4b89z8AmPKCL8sxVG9ARlY6OzuRkJCAnJwcj79MRNmqr68P6enpAU203IV9VbKmpmZSQmBvmUD89gwGAxUtCQQ/kJC3TSaTyzX5Cm/GVnmeR1tbGwwGQ0DW5Apff/01mpubkZycjOTkZHAch/bBdkTz34zhCv/9xx9gGAZisZhWWInnU19fH/bt24frrrtuRhUxe0K8r++T/agUeW5nY+qZNn/ye57yEwOF+vp67Ny5E7t27UJVVRVYlsW5c+eCqvgYRhhzBUKhcErrA09B7J9YlsWSJUvoPkC6NmTslGGYkO8m2FMzKisrA94BsqdF5OfnOySPSqXSYQRQJpO5TcsYGhpCR0fHtL7Nnxz/BCuwAiKIEIMYRMDpjOKnRJFhGOTm5qKsrAw6nQ6Dg4PIycm5KAgYnQizwAwhL0SkMBLacS0GNYM4ff400hLTYNZe5ExGR0djfHycji8DF4VbYmNjJxVDLBbLjJQSdyAQCJCdnY22tjZwHIeMjAzIZDKqGeAOTCYTGhoakJaWhnnz5s36udQbsCxLJ+MIvUQikbi06+jq6qJ2HS0tLUhJSYHBYMC2bdvw2muvYcGCBbN9OSGHyypZ9PYLYDab0djYCLFYjKVLl1JlR09AKpb5+flUhthgMFAj3dmQs/amKmkveeycaJFriomJoeMqnnZ/dDod9agsKSkJyqY1U/I4MTEBi8UCmUyGoqKioHnfZWVloaurC+np6WhtbaUHGZ7nweFiMPJXoghc5NC1tLRg3rx5KCsrQ0pKCmQyGT744ANYLBZYLJZpk0Wr1YqGhgbEx8cHhBA/nVfTVNYWHMf5jZ/oCziOw44dO/CPf/wDH330EeVQCIVCVFVVzcqawggjVDCdGqo/CiljY2Nobm5Gfn4+MjIyHF5PKBTSWCwQCEL+oGw0GqFUKiGVSt1W3/Y3pkoeVSoVFAoFTR7JOcA5eSRFapvNNq3XrtFqRJeuCwAQi1iHCRp/JYkEIpGITnccOHAAQ0NDKC8vR2lVKX704Y+gs+iQiEQsZ5eDs3EQQQQxJ8bQ8BBihbHgOA5isRhCodAhWZyYmMDZs2enfe2pFMvdXfd1112Hv//97zCZTDTp/d73vudWQ4NYowVjWipQMBqNaGhomNYDciq7jqamJjz99NNQKBSQy+XYt28fVCoVamtrg3gFoY/LKll0hisLC2cMDg7i/PnzdGQF8Ix07yy7HRUVhZycnElGuvaKZIHiBRBwHIfOzk7qB+mp54w9XCVazt0fMjpIEuKpuj+9vb3o7++HXC6fVbEP+2sSi8XQ6/UoKyuD1WpFR0cH9Ho9oqOj6ecUqA5xQUEBCgoK0NDWgIEvBmDjbOhmulGAAlhgQTS8+9ymC0pkzDonJwf/+te/wDAMVq9eTS0ipgIxuy0sLKQE9EDDefMnI9MajQa9vb3QarUwmUxISkrymODuT5hMJjzwwAOQSCT46KOP/CaG1NPTg7q6OgwODkIgEOCee+7Bli1bHB5z7Ngx3HDDDcjPzwcA3HTTTXjsscf88vphhBFo+Cpww7IsWltbqWy+fUwlsTkpKQmdnZ3o7OycFVEXTzAwMICuri6UlJSE1MHePnkE4JA8klFiIvQVERGBtrY2erCfKnbyPI+Hjj6EfWP78F/4r0lUC3905QBg3rx5SEpKwqJFi+j/yWQyjI2NITExEb3jvbBarKhgK5A+ke6QCJI1EOsKnU7n9ut6I0Tn8nl4Hi+//DIMBgNEIhGampqwYMGCGS0ieJ5HV1cXRkdHAyLSFywQRd+ysjKP9EMI6uvrUVZWhsOHD0OtVuPTTz/FiRMnwsmiEy7bZNHe/sIVrFYrmpqawPO8w8iK/e/OhJn4D85Guvak8sbGRsoLIJ1Hf4zPGQwGKJVKyGSygFQlXXV/SELc2toKo9GIuLg4h+TRYrGgsbERkZGRkxQzZwv2lc/FixfTyidJiJ1HcQOVPNpsNuw/tB8CswAmmGCGGUYY0Yc+lKDE79VVoVCI+Ph4nDhxAufPn4dQKERRURG1inCFvr4+9Pb2+lx48BX2I9MRERGYmJhAZWUlbDZbwIx+Z8Lg4CDq6upw880348c//rFfv28ikQjPPPMMqqurMTExgZqaGlxzzTUoLy93eNyKFStw4MABv71uGGEEC750FjUaDRobG5GdnY3S0tJJdlUkNkulUlRVVQUl/noLMkLLMMy0nbhQgavkUaPRoKurC2q1GpGRkZiYmMDw8PCUtgfjlnGcGzoHkVCECKvjz+07cb505aKjo6FWq2Gz2RyS72XLlqGmpgYSiQTj5nFU6iqRoc8ADx5GGCGBBEYYIYYYUYIohwSSQCgUQiQSTWnrwYDxS8LIcRwMBgOAi+cFs9mM5ubmaS0lbDYbGhsbERERgerq6pAfu54KPT09GBwc9MoHvL+/H3V1dbj99tvxwx/+EAzDIC0tDRs3bgzQauc2Lqtk0T5YEAsLV8niyMgIWltbUVhY6FIFcqYA5q2Jrz1Hi4x2aLVaqFQq9Pb2wmazQSqV0qTEk4DB8zwGBgbQ3d09LT/A33BOiJ3NgfV6PaxWKzIyMpCXlxcSiaJer4dCoZiy8ulqFNdV8ugPESChUIhephdxiEMLWpCIRFhhxQhGkItcRCMaLFiPxlGdAxQJtAKBACkpKbjuuusgFosRHx9/0RRZp8OpU6cucjf+HYCIGERLSzk083EAACAASURBVAs4jguZJH8qfuJMRr9EcdVTw97p8PXXX+OHP/whnn76aXznO9/x2/MS2NvfxMXFoaysDH19fZOSxTDCCHX4cwyVKGuqVCosXLjQgc83XWx2FX9Jd6y3t5eqQ3sTf30B6Zzk5+d7pUodCmBZFj09PYiMjMSqVasAgL63xEqC7MMkwYkVxyI9Nh2MiQFn4sD/+w/z7z/28CZhjIyMxMqVK3HmzBkkJiY6xC/iX/jmoTfx1tBbKNIX0dexwYaIf/8RQTSl1BRRQiW/R5/bbp3+KPbae34nJSXhtttuo8Jw5L21t2+y2WxQKBRBUwQPBDiOQ3NzMziOQ3V1tcdnjy+++AI//vGPsX37dnzrW98K0CovLVxWaqjAv0nFPI8zZ85g/vz5DoGEcLZMJhMqKiqmbMsPDAzAaDSioKBg0s8CKbvNsiw0Gg1VdyJVUbIJTHXQtVgsaGpqgkgkQklJiV8PxN6CBHStVovc3Fzo9XqoVKqAS3TPhP7+fnR3d0Mul3ttcmvPpVOpVD4nj1s/2oqXzr0EsVCMFGEKNnAbILFKLgYqABw4n7ym7ANWXFwc1q1b59JvymQy0XtPo9HAbDZDKpUiNzcXUql01quTpFoqkUgwf/58t9ZDfBHJNQFwCKzeHAh5nsfbb7+N559/Hrt370ZxcbHHz+EpOjs7sXLlSigUCgel12PHjmHDhg3Izs5GZmYmnn76acjl8oCvZwaENilsbuCSi82uOjAWiwVnz57FkiVL3HoO4g+Xmpo6ydbI19hMbHCIMjiJvzKZzO+FJuBijCRiYeXl5UHXNPAXNBoNmpqaUFBQMCUdwN5iiHT6pFIprBIrXj71MtK702knbqYEa6qfR0REoLCwEOfPn4fNZkNpaSn+8z//EzabDUKhkN4PRJn3nQ/fQXdLNwQQwIxv7k2S+LFgEYMYWqydbl1TJYvOj/EmeUxNTcXKlSshk8kQGxs7KXEidh1qtRpDQ0MwGAxITk6mthqhOG49HcxmMxoaGpCSkoKcnByPvsc8z2PPnj148cUXsXv3bhQVFQVwpXMSYTVUZzhXLFUqFZqampCbm4vy8vJpb0BXY6jedhM9gVAoRFJSErW2sNls0Gg0UKlU6OjoAMMw9JArlUohFAqpyW1hYWHImKuSUdjk5GTU1NSAYRikpKRQc2BXKmtTEeX9BZvN5mAe70vgd8WlI8mjJ51Hwim4MeFGmCpNONZzDEVxRcgYz8CEZuIbvoSfzo1kbGaq6nVkZCQyMjIgFouh1Wohl8vBcRyGhobQ2toa9BFPe3jrn+hs9Eu+U2RkiuM4mjxKpdIZ7z+WZfHrX/8aTU1NqK+vD0oHX6fTYcOGDXj22WcnWYJUV1ejq6sLsbGxOHjwIL773e+ira0t4GsKIwxPQcS77OFuZ5FMFAwODqKiosKh0Oev2CwUCulIKuAYfy9cuOAy/noLvV4PpVKJlJQUVFdXh7zojivYK7YuWrRo2mTX+b21Tx7FQjE4cDMmZASRkZH0viFKuhEREZBKpVi6dCntXBJhMedYf/jwYQwNDUEXqaOvJ4EELFiooEIc4iCEEDroEIlIh3FYwLtuoXMsd/c5rrjiCtqpnQpCoRAJCQkYHR1FVFQUqqurYTQaoVar0djY6OBnnJiYGNJFifHxcSiVykkWb+7AZrPhySefRHt7O44ePep1M+ByxWXbWWxubkZKSgqkUina2towMTGBiooKt74oKpUKQ0ND1AA1VEx8rVYrrcwRLySBQID58+cjJSVl1js/wDcE/bKyMrf89+xHgdRqtQNR3l88ElKNzsnJmZab5y+403m02WxQKpWIioqiXTIbZ4OQEWJ4eBgtLS1oa2tDv6ofBhgmKcV5AgbfSMVHR0fje9/7HlpaWmg3yn7dHR0dUKvVqKysnPTe23saabVaCAQCvx2epsPo6Cja2togl8v97p9of2jRaDQOEvHOVdnx8XHcfffdKCsrw7Zt24KSLFutVqxfvx5r167Fgw8+OOPj8/Ly8OWXXyI5OTnga5sGc+/kG3q4ZGOzM2byRDYYDFAoFJBKpSgqKnKIc8GMzST+qlQqaLVaCIVCuqcnJCS4FX95nqcc8Nn0g/UVJpMJSqUSCQkJKCgo8Ons8dXAV3hp90soZAtd/ty5IycSipCVlYW1a9figw8+AMdxuPbaayeNmk6FvXv3Qq/XI6csByePn4QIohmTN+c12P99KtqH8+/P9BgCovWQmpqK2traGQvbFosFDQ0NSExMnNRtBxz9jNVqNUwmE9WVIMljKBQrCI2qsrLSY20ErVaL73//+1i0aBF+85vfhARlJkQx5Qd92SWLVqsVHMehra0NIpEIAwMDyMrK8qidrdVq0dPTg4qKipA08Z2YmEBjYyNSUlIogVur1UIsFtMOXXx8fFCTR/vOXWlpqdedO3sep/24ynRk7qlgr8BaUVERcK+q6dZhnzyOj4/DarUiNTUVOTk5U/oHajQa/L8D/w/vDryLa3EtJLjY9XK3KunqcQKBgHLf4uPjccsttwC4+L1RKBSIjY1FYWGhW/eOxWKhI55arRYMw/iVH2jPT3SVvAYCzubUarUaf/3rX7Fw4ULs378fP//5z3HHHXcEZR/geR533nknZDIZnn32WZePGRwcRFpaGhiGwalTp7Bx40Z0dXXN9j41+5vk3MclG5udMVWySPbvnp4elJWVTVIHne3YbLFYaJzSarWU8y2TyRAXFzdpDyV0kYiICBQXF8/ZA+3IyAja29tRUlJCO4W+4oUvX0Dvx72QYvpJDQYMysvLsXr1aup5yLKsR8qxGo0Go6OjGNeNY+/hvZBBNmNMdaaCOHcbp1orgTtjqvTnDIPIyEh8+9vfRmlp6bSP1Wq1aGxsxPz5890uEBJdCRLfjEYjVbT3xg7NVxCPa6PRCLlc7vG5oa2tDf/93/+Nhx56CLfddttsx75QRzhZJLBarbDZbPjqq69gMplQXV3tcZKg0+nQ3t6OysrKWe8m2oPneXR3d1N/IGf7CcI5IwkJ8aQjwStQ10D8HHNzc/1OqHbmOrgrQmC1WqkaWKgEZvvktaioiI6K6HS6Kc3nzRYznnvzOYyNjCESkehFLwpRSPmMU2Eq/odEIsG6detw+vRpFBYWUqVNpVKJgoICn0aZXfED7ZNHT/iB3vATAwGr1Ypdu3bh73//Oy3MVFRU4J577gm49Pbx48exYsUKVFZW0uv//e9/j+7ubgDAfffdhx07duAvf/kLRCIRoqKi8Kc//WnaLk2QMPub5dzHJRmb3U0WSecqKioKxcXFDgfIUJn0cYar+EtGL81mM9ra2kKKLuIpSBHeYDBALpf7tXhnYS340Vs/Qn5vPo1tPHiapBlgQHVZNWQJF83oCRUkPj6eUifchV6vx9mGs3hr9C180PQB7sbd9PVIzCRjsb7Ak3FVsVgMjuMc6E8rV67E0qVLXT6edKj7+/tRWVnp02ipvR2aWq2mXtrkPBIo6zDgG+9m0qH29HWOHj2KRx55BC+//DIWL14ckDVeYggniwQqlQrnzp2DRCJBUlIScnNzPX4Ok8mEL774AkVFRUFVRZtpTY2NjYiNjZ00ijMVjEYjrXxOTEwgKiqKBi9/bAD2nAW5XB4UWwVnESCO4xxECAjfrqmpCfn5+bPqv2cPkvyIxeJJyat959E5eYyIiMCHH34IlmWhn6fH37v+juUTy5FqS/W4wygSiXD11VfjiiuuoD/r7++nXXR/d14J54dcF+CeuAzhJ86bNy8oY8NTged5/O1vf8Nbb72Ft956C1lZWeA4DkqlEmKxeMaq72WM0Di9z21ccrF5umRx2bJlNB4NDAzgwoULKCkpmdQtme1uoicwGo0YHR1Fd3c3zGYzEhMTkZycHPADeCBARoHT0tI8Fh1xF5/3fY7t721Hta4aDBiwYHE65jSQCPxs5c+wNOubxMlgMGDfvn0wmUwoKipCVFQULSJPV5gcGBhAe3s7+m39+GvXX6G1anGT5iZK8bDCOu1Yqrt2GN7wGkUiEaRSKVQqFRISElBXV+cyIWdZ1mGKy9+FcJ7nodfrady2p9E4F7N9gU6ng0Kh8KpIzXEc/vrXv2L//v3Yu3fvnFV9nQWEk0WC8+fPIyEhARMTEzCbzdSs2h3YVyxJhVCtVlNiO+EmBLtLNTQ0RIOnt2Mfrnh0MTExtEPn6eiBPzkLvsBmszmMrZrNZvA8j4KCAqSnp4eEMizp3LnbeXVOHnt6eiAQCFBcUoy3e9/GgfYDkI/JkcfngQdPhQE4cBgTjyFdkg6LzgIBBA5S5HFxcbjrrrsQGRkJjuOoz2R5eXlQ7mnyWdkn+vbJY0RERED5iZ7AYrHgoYcegtFoxN/+9reQFgUIQcydU3Do4pKLzTabzaV/8eeff44lS5aAZVk0NjbSUXn7A3+odhOnA6GLZGRkIDs7mxZvVSoVDAYDHf0jHLVQvSaiQxBojiXHc/jjP/8IyxcWSCABAwYLFy50aUtEkkWWZbF27VokJSVNKkzaT7UIBAK0trbCarViZGQEylYlmtgmGKQGpA6mIoFPAAMGeuhnHIV1BU+Sw4iICPA8D6vVCoFAALFYDJvNBoZhUFVVhSVLlkxZuDUajWhoaEBmZqZL269AwFUxOyoqisZtb6bWRkZGcP78eVRUVEyakJsJZrMZDz74IFiWxUsvvTTn1F5nGeFkkYAEpOHhYWi1WsyfP9+t35uuYmlPbNdoNBCLxXSTDyQ3kFh9sCw7KXj6ClI9IsHLaDRS0jMJXlNheHgY58+f9ytnwVdYLBY6tiSTyajiJQAHEZZgJ49EzEAul3u8KRI4b9YTExN4f+R9fDb0GUrFpbi5+Gb0X+gHy7KIiIiATq/D4MQgRKwIVlgRExkDWYwMxcXFWL58OUwmExoaGpCWloZ58+bN2iHFuUtsNBoBAIWFhUhOTg6YMu5MGBkZwV133YX/+I//wMMPP+y373dPTw/q6uowODgIgUCAe+65B1u2bHF4DM/z2LJlCw4ePIjo6Gjs2rUL1dXVfnn9ICI0T71zC5dsbHbGl19+iczMTHR0dLj0Pp5L3UTg4np7enowMDAw5b5PRv9IkdNoNFJhLZlMFhIHYH/pEHiKoaEhvPbaawCAmJgY3HvvvS6LmUTkz9X0kP1Uy9jYGAwGAxISEpCTk4O+vj6cPnMabRFtsA3aIGAFOIMziEUsClGIRCR6bFXlSbIoFAoRHx8PtVqNmJgYXHPNNbSQUFVVNaUw4OjoKNrb290WDwwUeJ6nFBpyHiGUJ5I8ThUzyTQaEdHz9Ew7PDyMO++8E9dffz1++tOfhoSo4xxDOFkkIAHJWdF0Kngju202mx2I7fbcBH+16DUaDZqbm6lVQKADJCE9k+symUyT/BBZlkVrayvMZjPKy8uDIjjiDoipcVFREbVIICA8OpLoB0vBk4yK8DyPsrIyv74OSR5VKhVOnDgBlUpF7V4kEglEIhGKK4pxtuUseAOPtWvWIj09HR9++CEAICUlBRUVFUGxfXAHLMtCqVQiIiICKSkpNNGfTpk0UFAoFLjnnnvwm9/8Btddd51fn3tgYAADAwOUJ1pTU4P/+7//Q3l5OX3MwYMH8fzzz+PgwYM4efIktmzZgpMnT/p1HUFAaJ/m5wYu2djs/H8nTpxAdHQ0FixY4FAgco7Nc+FgaDaboVQqERMT4xHXmud5KqylUqlgsVho/PWXKrgnGB8fR2NjY9AUxO3B8zx2796Nvr4+iEQibNiwwaUvsDsYGhpCR0cHiouLwbIs5dOzLAuZTIaXjr8Eq8aKo4KjiLJFYQ3WgAWLFKS4lQC6myQmJydTP8Tc3FxkZWXh7NmzKCsrw8qVK6f93ZlUykMBzskjEXuyF1skcd5bHYKzZ8/ivvvuw7Zt27Bu3boAXcklj7DPIgFJqkQikcsqpj1IxZLjOAgEArcTMolEgoyMDDpSSKpCnZ2d0Ol0lBwsk8k8Hu/kOI5uDAsXLgza+BvDMIiPj0d8fLxLP0Sz2QyLxYKUlBSUlZWFxIZFNlFSkXOVTDj77JEuManSkeTRnyPGer0eCoWCWlP4O9G393mUSCSIiopCRkYGtFotMjMzwXEcokXRWLtsLaKiopCWloaBgQGMjIyAZVksX748ZBJFV/xE4q9ElHHVajX6+/sDmjzyPI/3338fTz31FN54442AGNvb7xlxcXFUldY+Wdy/fz/q6urAMAyuvPJKaDQaDAwMhDkZYcx5OO+DarUaTU1NkEgkKC4unpQozqVuIvDNxI03HnEMwyAhIQEJCQkO8VelUqGvrw9Wq5Vy8wOpo0C6ooODg6isrJwVBXGGYbBx40a8++67HiudEhAxHpPJhJqaGvp+2Z8DNBoNmBQGH5s+htaqhQ46RCACAggwjnHEIGZaITl3VE3j4uJgNpuxatUqMAwDo9EIjUaD1NRUfO9735tx2shepbyqqipkCyZRUVGIioqiMZyIPfX396O5uRkCgQAmkwkZGRke05Z4nse+ffvwpz/9CXv27JmxATQTDh06hC1btoBlWWzevBlbt251+LnZbEZdXR2++uorJCUlYe/evcjLy8Phw4exdetWWCwWRERE4I9//CPWrFnj01pCCZddZ5FlWdhsNuj1erS1tWHRokWTHuMvE19XsB/vJMpScXFxtEI43QFXr9ejsbERycnJyMvLC4kASRQ8+/r6kJOTQytILMs6WFoEWwTIbDZDoVD4zJl09g4k3ln2XAdPMDg4iM7OTsjl8qCYwup0OoyNjSE7O5smuq7GVi0WC3Q6HbKzs7FgwYKQCDpjY2NobW11m5/obGvhL7NhjuPwhz/8AZ999hn27Nnj8UHPG3R2dmLlypVQKBQO175+/Xps3boVy5cvBwB861vfwlNPPTXXlN5mf+Oa+7hkYzPLsmhvb8f4+DgqKirQ0dGBjIwMJCYmBjQ2Bwosy6KlpQVWqzVghVSiCk7OFTzPO8Rff4yIWiwWNDY2Onj/zibI2dXTz99oNEKhUFBrqul+f9w8jqdPPo32sXasiV2DsbNjsPE2tApaIeEkyEMe1QRwxlTWVLGxsRgfHwfDMJDL5bjmmmvo56NQKPDZZ59BIpHMaMFEtA5CSajPG6hUKjQ1NSEjIwNmsxlarRYikYjeu9MV6VmWxbZt2/D1119j9+7dXhUOnJ+vuLgYhw8fRnZ2NpYsWYLdu3c7FGxfeOEFnDt3Di+++CL27NmDffv2Ye/evTh9+jTS0tKQmZkJhUKBtWvXoq+vz6f1zALCnUVniEQi2Gy2Sf8faKI8wzCIjY1FbGwscnJyHMY7Gxsb6XhJUlISFfWwN+qd7Xl0e5DgERkZiSVLljh8oe35Zl1dXTR4ETWyQPIbiAiKNxVcZ0RERCAtLY1uxiR5HBoaQmtrK+Wnkk1tqgBKBGOsVisWL14cNH4HudfsYd95TEhIoIpjAoEAarUaJ0+epNxOf6qbuQue59HV1YWxsTHU1NS4fbgSCASQSqWQSqXIz893MBtubm72ymxYr9fjvvvuQ1ZWFg4ePBiUoodOp8OGDRvw7LPPTkqSXRX3Qv2wHEYY7mJ8fBxKpRIZGRlYvHgxGIahsXouitgQ5W0yGRGoNQuFQlpwBr7h5KlUKnR0dFARPm/pFSqVCi0tLS6pHLMFb95LIpxSWlrq1vRMvCQev175awAXu3j/ZP4Jo8mIeap5uDBxAf8w/wMsy+IqXAUZZLTT6GytQSbTIiIikJGRAZZlYTAY6L1RUVEBAMjKykJqauqM94q9Qf1s+UP7CtKlHhoawuLFix0mB8g5a3h4GG1tbQ70oLi4uIvaCzod7r33XuTn5+PAgQN+OVOdOnUKRUVFKCgoAADceuut2L9//6TpnieeeAIAsHHjRtx///3geR5VVVX0MXK5HCaTCWazeda0FfyNyy5ZnGoMdbYqlq7GO0mFsKenBzabDTabDdHR0aiqqgqZG48Ej6l8oYRCIZKSkmiyZrPZKN/iwoULPgcvV+A4DufPn8fExASqq6sD8l45J49msxlqtRoDAwNoaWmBWCymSRaZxScKZenp6bMqGOMM+4BDEsrs7GxKULcfnQ5W8mjPT/R1rEYgEDiMbtmbDbe2ts5oNkwEZzZv3ozNmzcH5XOzWq3YsGEDbr/9dtx0002Tfp6dnY2enh76797e3lm1DwkjDH9hbGwMTU1NDvsRcDGWWCwWWtydC4kioUCMjY1hwYIFQbGNsodIJEJycjK1FnGmV5AJGUKvmK7I2dHRAY1GMyWVYy6A4zi0t7dDr9ejurraq+6uWCzGt7/9bfT29uLo0aPIj8/Hmqw12HtuL0RWEThwMMKIVrRCmCzE1ZarqSXZggULYDabKSf96quvxttvvw2O4xz278TERNxwww3TXkdrayssFgtqampCQs3dG3Ach6amJgBATU3NpPvP+Zxlf//+9Kc/RVNTEywWC9avX4/HH3/cb+9DX18f5s2bR/+dnZ09SRPA/jEikQgJCQkYGxtzsPF55513Quq87g/MzTvNDyCEWiC0ZLftKyijo6NobW1FZmYmWJbF2bNnZ92mgyRk4+PjHgUPkUjkkhs4MjLiUfCaCmS0JDk5GVVVVUH7DCUSCdLT06lCn/MsPnAxoSwqKgqKEJE7mCngMAyD6OhoREdHT5s8ks/LX8ljoP0T7Qszubm5DmbD7e3tMBgMaG9vx8DAALKzs/Hcc89h586dMwoM+As8z+P73/8+ysrK8OCDD7p8zPXXX48dO3bg1ltvxcmTJ5GQkBDmK4ZxSUAmk+GKK65w2Pt5nodEIqFehElJSSHfSTEajVAqlUhMTHR5EJ4NiMVipKam0sIu6dwMDg46FDllMhlVqzSZTFAoFJDJZKiurg6J2OUNyHUkJSVh0aJFPl9HVlYW1qxZg+joaMhkMqyMWokvjn8BABhLHsMNV9yAVRmr8I/3/gGGYZCTk4PIyEikp6dj4cKFkMlkEAqF2Lx5MwC4neiQ60hJSUFJScmc/TzMZjPOnTvnkdq6/f17zz33YOvWrbjzzjsxOjqKdevWIS4uDocOHfJ5be5M7sz0GKVSiV/84hf46KOPfF5PKOGyTRbJhxuKRHmWZdHW1gaj0YiamhqH6gRJsoaHhx3GIANt0wFcPMwrlUokJyf7HDxcBS+VSkU7dEQtyz54TQUiHFBWVjbrwiyRkZHIyMhAWloa5d1kZWVBo9Ggu7ubSkiT6wr2/UZsMVJTU90OOMFIHgk/sby8PGhj1kRgIC4ujo6ES6VS/PnPf8arr74KiUSCP//5zzh79iz+67/+y2c+xEw4ceIEXn/9dVRWVlIu9e9//3t0d3cDAO677z6sW7cOBw8eRFFREaKjo/HKK68EdE1hhBEsCASCSYkiy7JITU2lVgIXLlyAXq9HbGwsTW5CyeOUeA66O+Y4W3Du3JAiZ29vL8bHxyEQCGA2m1FYWBjQ8dlAg1BSSktL/bZ/MwyD7Oxs+u8rF1yJ7tZuRIgj8ODGB2nX8sYbb4TVakVycjIsFgs0Gg3GxsZw4cIFj4XzCJUilOzIvIFWq0VjY6NX18HzPF555RW88cYb2L9/v0MH0Gw2+2V97kzukMdkZ2dTb2hyLb29vbjxxhvx2muvobCw0C9rChVcdgI3PM/DYrGA53mcOHEC5eXlMyYjwQQx6s3MzER2drZbNh1kvDNQNh3AN0EwWJxJErxUKhXGx8ddXhfpkJlMJsjl8qCL6EwFkpClpKQgNzfX4TMgAkAqlYr6D5HxzkAnj2R02J+BE3Dtq+Ru8mjPT5xt2W+r1YpHH30Ug4ODePXVVxEdHY2Wlhb885//xIYNGxzGTMLwCXPz5BlauKRj83STPmQiYGxsDCqVCmazGQkJCbNmIwFc3Duam5vBMExQPQf9DVKoNhgMSE5OhlarhU6no120xMRExMTEhHzyyPM8nYCqqKgI6D2xR7kHL3z9AgSMAL+6+lf4Vv63Zvwde+E8jUYzpaALz/Po7u7G8PAwKisr5+wYMAD09/ejp6cHCxYs8LjAY7VasXXrVqjVarz88ssBG+u22WwoLi5GfX09srKysGTJErz55psO6uc7d+5EQ0MDFbh599138dZbb0Gj0WDVqlV47LHHsGHDhoCsLwgI+ywS8DwPs9kMlmUxPDyM4eFhamdhX6kM9mZIDs3Dw8MoLy/32qCddHxUKpXDJu+NTQdw8cvT1NQ060HQ+bokEgn0ej3S09NRWFgYMsk+6ZC5k5DZJ1nkugLBDST31ujoKCoqKgIecNxNHu35icXFxbP6GarVatx11124+uqr8dhjj4XM/XSJIrRPmnMDl3Rs9mTSx57nb6/ETfbRQMcs0vXJz8+ndIS5CJ1Oh8bGRmRkZDgUqu19e9VqNe3skv18Ns5L04EooUulUhQUFAR0bePmcax/az0SIxNh420w28w4fNthj1/TVfKYkJAArVaLmJgYlJSUzNmYZG9TIpfLPf4+jo2N4a677sLq1avxyCOPBPx9OHjwIH7yk5+AZVls2rQJjz76KB577DEsXrwY119/PUwmE+644w6cPn0aMpkMe/bsQUFBAX77299i27ZtmD9/Pn2ujz76yKWmRwgjnCwSHDhwAIcOHUJtbS1WrFiBuLg4BzsLlUoFo9HoYHgbaJKqyWSCUqlEfHy8XxMfcl0kGfHEpgP4RsktNzc3pHhR/f396OzsREpKCoxGI/R6fUgk+75WMp0tLUiyT4KyNxVdm80GpVKJyMjIWZM7d5U8RkREwGAwIDMzM+ABfSY0Nzfj+9//Ph555BFs3LjRr2vZtGkTDhw4gNTUVCgUikk/P3bsGG644Qbk5+cDAG666SY89thjfnv9EEXonCznLi652Lx//34cOXIEtbW1WL58udfWQsRcXaVSXfTKYxgaG7zhw08Fe/6+XC6fs10fnufR39+P3t5eOmk10+MJ84XiIwAAIABJREFU15uclzw5VwQSZHrGH0ro7mDCMoH/3PufSIhMgI2zgeM4HLr1kM8xhPhXR0ZGwmaz0c6jv+/hQMNqtaKhoYEqlHv6vjQ2NmLz5s14/PHH8d3vfjekihKXKMLJIoFOp8M///lP1NfX4/jx4xCLxVi5ciVqa2txxRVXQCKRUMn9sbExqNVqWK1W+kX1d6VycHAQHR0dfh8NdAV7mw6VSkVtOpzHd3ieR2dnJ0ZHRyGXy4Ou5DYViF+VzWZDeXk5/RymC16++Ou5i0BVMl1VdGNiYui9OFOnWKfTQaFQIC8vL6Qq3qOjo2hpaUFaWhpMJpND5zEY47j2+PDDD/HEE0/g1Vdfdem56is++eQTxMbGoq6ubspk8emnn8aBAwf8/tohjHDE9x2XZGw+duwYjc0SicQhNns7Ski6NoSqERER4SDm4s1eo9froVQqkZqaOolqMJdgtVrR1NQEoVCI0tJSrwTzeJ6n/rbO54rExMSgKEIS9Vm1Wo2KioqgqlC+3/Y+njn5DEQCEX6z8jdYlr3Mp+cbHh7GhQsXHLyYCd2I+D27a9k1myDnj4KCAq+6awcPHsRvf/tbvPbaa1iwYEEAVhiGC4STRVfgeR6jo6Oor6/H0aNHcfLkSaSnp2PVqlWora1FZWUlhEIh9Qwkh3Z7RVJvjNmBi5t0S0sLeJ5HaWnprPDtiIk5SYpZlqWGsUlJSSgqKgqZTUin00GpVCIrKwtZWVnTBmfnpJhwWshn5s9AQkaQglHJtO+Aq9VqGAwG2lF1tn4YHBxEZ2cnKioqvB5p9jfsx2ErKyvp5zDd2GqgkkeO4/D888/jww8/xFtvvRXQUZHOzk6sX78+nCx+g7l5sg4tXPKxeWRkhMbmU6dOIT09HbW1taitrUVFRYXXSuAmk4nGhomJCY+oGvaex+Xl5ZN8UOcSyOSQv4uJ5FxB4pTVanUYC/b3WcdisUChUCA+Pp76BQcbLMdCwAh8ilM8z6O9vR06nQ4VFRXTvk/2WhXj4+NBFTp0ByTh9eb8wXEctm/fjmPHjmHPnj0h4+t5mSCcLLoD0lE7cuQIjhw5AqVSiZKSEqxatQqrV6+mXSOiSErGXOxlp+Pj42fcMEiCkZeXF1LjnYODg2hra4NUKoXRaAQAh6Q42DYdgOOIjFwu9yrxIcGLfGZWq5UKIiQmJno9MtrZ2YmxsbGg8ACnWoNzRzU2NhYWiwUMw6CysjJkRH9YlkVjYyPEYvGM/ERXyaM/hYCMRiMeeOABREVFYefOnQGvQs+ULG7YsAHZ2dnIzMzE008/7UCmv0QRThZ9x2UXmzs6OmhsJoqKtbW1WL16tVcjbuR5nSkoU41UWiwWNDY2QiKRoLi4eFbioT9AinYjIyNBmRxiWdaBU8pxHC0E+jqpRc5S8+fPn9MCZCThTUhI8Go6yWw20/eXJI/Ofs/BAM/zuHDhArRarVfnD4PBgB/96EeQyWR47rnnZlXw7jJFOFn0BhzHQaFQ4PDhwzh69Ch6enpQVVVFq5upqalgGMbtSqU9x6G8vDxkJL9ZlkVrayvMZjPKy8vpF9Q5KRaJRA5JcaA3ICKuIxAIvB6RcQWO46DRaOi1cRxHK59SqXTGDc5isUCpVCI2NjakxHVMJhPOnDlDkx+TyRTUcdypYDQa0dDQQBMiT+HP5HFgYAB1dXW49dZbcf/99wdlfGy6ZJHI1MfGxuLgwYPYsmUL2traAr6mWUY4WfQdl31sPnfuHI4cOYKjR4+it7cXNTU1dCooJSXF6+SRdMVIYVEqlUIkEmF4eBjz58+f050Os9kMpVKJuLi4WYtdNpuNxl8yqWUff92J8/YJ71xXCSV2EkVFRX67t4iaPEkeiRVZIJNHoo8QFRWF+fPne/z96+/vxx133IE77rgDP/jBD+bsaPccRzhZ9AesVis+//xz1NfX4+OPP8bExASuuuoqSsiPj4934JnZi8rExMRgaGgI6enpIcVxIOOd7lh1OI8+SCSSgHkGjo+Po7GxMSjiOs5jxgAcKp/2wYts7IWFhSGlcuXKh8l+HFetVsNkMiE+Pp5+ZsEIsIHwT+R5nhZoPEkev/zyS9x///145plncM011/hlLe5gumTRGXl5efjyyy/ndJXcDYTG5je3EY7NdrBYLA6x2WAwYNmyZT6L5ZBuok6ng1gsnkRBmUvdRbIXB0v8xV2QojRRAhUKhdOKuZBibUxMTEhRZbxBb28v+vv7UVFREdAO71TJozs+1u7AYDCgoaEBOTk5Xp3XTp06hQceeADPPvss1qxZ49NawvAJ4WQxENDpdPj0009x5MgRfPrppxCLxVixYgVqa2uxdOlSSCQSsCyLzz77DBzHQSKRUOPvQM3vuwue5+lG5e14J7GzIAd2X206yLp6enowODgIuVyOmJgYj5/DV9hsNoeOKjHQJQas3vgEBQqe+DAR4SbymdlzORMTE/2aPE7FTwwEpkseBwYGUFNTg3fffRc7d+7E7t27HaStg4HpksXBwUGkpaWBYRicOnUKGzduRFdXV8gUkwKES/rigoRwbJ4GExMTNDYfP34cERERNDYTITt3nsPZ89g5NgiFwqBO23gDMtE0MTEBuVweVPEXb+AsSGRP8+F5Hs3NzV6LpoQKWJZFc3MzeJ5HWVlZ0IsOzj7WEonEodjqyX3sS0GY53m8+eabeOmll7Bnz55Lzsh+DiKcLAYaRCzn6NGjqK+vx6lTp6hPTkVFBXbs2IGIiIhJ8/s8zwe9UkmqpcROwR+vOVVH1ZMRSKvV6sAJCZXAazAYoFAowLIsGIYJ+jjuVLDZbGhsbPTap9AVl9MfKnae8BMDAZI8Dg0N4eGHH0ZDQwMsFgvuv/9+XHvttVi0aFHQgvNtt92GY8eOYXR0FGlpaXjyySdhtVoBAPfddx927NiBv/zlLxCJRIiKisKf/vQnXHXVVUFZ2ywinCz6jnBsdhP2Qnb19fX44osvkJaWNqVYDinADQ0Nzeh5TLhi5NBNilT2frKzCaPRCIVCgZSUlJCaaPIEpBDY09MDnU6HhIQEpKSkhMx77CkILcPZz3K212TfeYyMjHQQmHMVw0lhnxSqPT0v2Gw2PP744+jo6MDrr7/udfc/DL8inCwGG++//z5+/vOf4zvf+Q6GhoagUChQXFxMAxRR7ZpOLMcf4wHOIFUgf87Hu4K7Nh0EGo2GGhunpaUFbF2eYmJiAkql0kExznkcl0ixEz5AMDZ/vV4PhULh9diHKxBzaxI0vBEC8pWf6E+Mj49j8+bNqKiowN13341PP/0Ux44dQ15eHp544olZXdtljtk/Hc19hGOzl7AXy6mvr6dCdrW1tSgpKcG2bdvw61//GlVVVR7HX/uCqb3/b1JSUtCnUYgidllZmd8oALMB5yKyvZgLmWjyxYs4mCDnr7KyMkil0tlezpSYKnkk51KO49Dc3AyGYVBaWurx90Sr1WLTpk2oqanBk08+OafGuS9xhJPFYGJ8fBwPPPAA/vjHP9KEjIjlEEJ+V1cXqqurKSGfjKI5VyqjoqJoguXLRjjbBsL2ctoqlQosy0IqlSIxMZEmlRUVFSE13tnX10fHdKcbh7UfgQxGdXloaAgdHR0OPkyBAOmCk6Bhs9noZ+YqeQwEP9FbXLhwAXfeeSd++tOf4vbbbw/pA8RliPCH4TvCsdlP4DgODQ0N2L59O9577z2UlpaiuLiYxmYiZOcpiFo1iXkmk4kW31wVTP0Fez/isrKykFHE9gZEu2CqIvJUXsTkPY6KigqJvZ+op6tUKlRWVs45lU+SPJLRYIvFAplMhry8PI8L5G1tbdi0aRMefvhh3HLLLX75fA4dOoQtW7aAZVls3rwZW7dudfi52WxGXV0dvvrqKyQlJWHv3r3Iy8vD2NgYNm7ciC+++AJ33XUXduzY4fNa5jjCyWKowWq14uTJk9RHamJighLyV6xYQZMAwgsklcrY2FiHjdAdGAwGKJVKJCcnIy8vLyQ2T5ZlMTo6ira2NnAc51C5mm3hAJZl0dTURKtmnqzFXrlTpVJBp9NRLmdiYqLPCX97ezsMBgPkcnnQDwGuJNClUimkUimVnw80P9EdHDt2DFu3bsXf/vY3XHHFFX573k2bNuHAgQNITU11yT/keR5btmzBwYMHER0djV27dqG6utpvr38JYfY3oLmPcGz2I371q1+hpaUFL774ImJjY3Hy5EkcOXIEH3/8MfR6PZYtW4bVq1f7JJYzVcGUxAZfLCQICM+STHaEQqz3BkRTYWBgwCPxF1d2UlNZoQQLVqsVSqUS0dHRc16QR6vVQqlUIj8/HxzHeeyLXF9fj0cffRSvvPIKampq/LImlmVRXFyMw4cPIzs7G0uWLMHu3btRXl5OH/PCCy/g3LlzePHFF7Fnzx7s27cPe/fuhV6vx+nTp6FQKKBQKMLJYjhZDH3Yi+UcP34cIpEIy5cvx+rVq6lYDtkIx8bG6GjnTGOC/f396O7uDrlRFJVKhZaWFuqPZLVaqSLpbAoHEHXYefPm+WWM0hWXMzY2libG7lY+zWYzFAoFreaFwiGAZVmoVCq0tbXBarUiMjLSIwsSf4Pnebz00kt45513sHfvXmRlZfn1+T/55BPExsairq7OZbJ48OBBPP/88zh48CBOnjyJLVu24OTJk35dwyWC2b955z7CsdmPsBeacoazWA4Rslu9erXbYjmu4KzC7ay06knM84dgXaiAcPFFIhFKSkp8KhxPR4fxhZfvLnQ6HRQKRcjRa7wB8buurKx0aFS4srYiyWNsbCykUikYhsFf/vIXvP/++9i7d69fFe4/++wzPPHEE/jwww8BANu2bQMA/PKXv6SPWbt2LZ544gksW7YMNpsN6enpGBkZod/3Xbt24csvvwwni9PEZt9LWWH4BbGxsbj22mtx7bXXgud5jI2Nob6+Hvv27cPWrVuRkpJC+Y4LFixAXl4e5ZipVCp0d3c7KK3GxcWhtbUVDMNg8eLFfqla+gPEtFWj0aCqqopW+sRiMVJSUujYrsVigUqlQn9/P5qbmykvMBA2HQQDAwPo6upCRUWF34ItwzCIiYlBTEwM5s2b5zCa1Nra6lblU6PRoKmpKeQkzy0WCzo6OpCbm4usrCwH/6yOjg4AcBhbDeQ9aDab8fDDD8NsNuPw4cMBGWdeuXIlOjs7p/z5/v37UVdXB4ZhcOWVV0Kj0WBgYCDg1i9hhBGGbyB8dFeIi4vDunXrsG7dOgexnHfeeQe/+MUvkJqaSmNzZWWl28mNUChEUlIS3dOJfsHw8DBaW1sd9AumG/UjnL6IiAgsXrx4TvO/iEaAvyyzGIZBfHw84uPj6ZmJdHf7+vqoj2Yg1OkJZ9Sf54nZAMdxaGtrg9lsRk1NzaT7i2EYREdHIzo6GllZWTR5VKlUeO+99/DMM88gKioKsbGx2LFjh9+T5r6+PsybN4/+Ozs7e1KR1v4xIpEICQkJGBsbu9QtqvyK0MggwnAAwzBITk7GLbfcgltuuYXaEBw5cgQ7d+7EuXPnHDgVhYWFKCwspLLe/f39GBkZQWRkJNLT06HT6UJC1ttkMkGpVEIqlaK6unrahC8iIgLp6ek0iJPKVXd3t99sOgjsOR6BTqwZhkFcXBzi4uKQm5tLTaDVajUaGxsdKp9SqRTDw8MYGhrCokWLQobPCbjmJ4pEIiQnJ9MNmNyP9snjVP6VvmBkZAR33nkn1q1bh4ceemjW7nNXQauvry+cLIYRxiUChmGQkpKCW2+9Fbfeeivloh05cgTPPfccFctZtWoVVq9ejYKCArdjk1gsRmpqKrWEsFcBnSrmEX/dUPP99RQ8zzt0rgJlmSUQCCh1AnCkVnR1dVFqhS+jwSS5MplMIVWo9wYWiwUNDQ2QyWQoLi526162Tx7XrVuHPXv2YOXKlcjJycH27duhUCjwwgsvYPny5X5Zo6vpSOd1uvOYMKbH3L2LLyMwDIO8vDxs3rwZmzdvBsdxUCqVOHLkCB599FF0d3dj0aJFWLFiBb7++muwLIvf//73EIlEDt054qUzG5LThJ9obxrvCaKiohAVFYXMzEyH0U7C4YuLi3MY7XQXxBZjtmSsGYZBQkICEhISHCqfo6OjaGlpAc/zSEtLw/j4OIRC4awT44ms/MjICKqrq6cd4xGJRA7dYjJqPDY2hvPnz1P/ysTERK95qufOncO9996L3/3ud1i/fr3X1+UPhANSGGFcXmAYBvn5+bj77rtx9913UyG7w4cPY+vWrejp6UFVVdUkITt3EBkZiczMzCljHnAxMZHL5SGtrDkT7DUCgt0Ztae7AHA5HeOJloLZbEZDQwOSk5PdTq5CFaTLW1hY6JVy/pkzZ/CDH/wA//u//4trr70WAHDvvfeC53lwHOe3dWZnZ6Onp4f+u7e3dxKFiDwmOzub+mV7cw69nBHmLF4CsFqt+OCDD/Czn/2MdhCXLl1KCflkhMVoNFK+Y7BkvYkoi16vh1wuD0iyY89LIGbz09l0EBBV0fLycsTHx/t9Xd6C2GLMmzcPaWlpLkVl/CmK4C6IfyLhkvjawSNjV2q1GhqNhiaPMpkMCQkJ0wZmnufx3nvv4Q9/+APeeOMNBzJ7INHZ2Yn169e75Czee++9qK2txW233QYAKCkpwbFjx8KdxcmYuyeo0EE4Ns8BECE7IpZDhOzsY7OnMJlMUCgUiIqKQnR0NNRqtYN+gUwmmzMKqEQjIDs72+8cc3/AlZaCfYyyj4GELuJtQTyUQM5G3nR5eZ7Hvn37sH37drzxxhsoLS0N0Covwmazobi4GPX19cjKysKSJUvw5ptvQi6X08fs3LkTDQ0NVODm3XffxVtvvUV/HuYsUoQFbi5ldHd34/rrr8f27duxevVq6HQ6HD9+HEeOHMGnn34KoVDoQMiPjIwMiqz3bBkCT2fTQcYf29raYDQaZ0VVdDoMDw/jwoULU9piOIsiAJ5VPr0F8U/MysoKWFC3WCwOyaNIJHIZmDmOw1NPPYWTJ09i9+7dQeVxTpcsfvDBB9ixYwcVuHnggQdw6tSpoK1tDiGcLPqOcGyeg7AXsvv0008hEomwcuVK1NbWUiG76TAyMoL29vZJCYm9foFKpXLQL/DnyL8/QTQCAm0B5U+QGEUsJMRiMRITE2G1WqHVarFgwYJZUVz1F4imxPj4OCoqKjw+G5GptrNnz+KNN95AYmJigFbqiIMHD+InP/kJWJbFpk2b8Oijj+Kxxx7D4sWLcf3118NkMuGOO+7A6dOnIZPJsGfPHhQUFAAA8vLyMD4+DovFAqlUio8++ihoxecQRDhZvJRBOmuuqpRELOfo0aM4evQoPv/8c6SkpNCxmIULF0IoFPpd1ptUpkpLS2d9RMY+wRobG4PBYKCE91AJpMQHU6fTebRJO1c+BQIB/cxm6s65C6JcG2z/RCJypFarodVq8fzzzyMjIwPt7e0oLi7G9u3bg5ro33bbbTh27BhGR0eRlpaGJ598ElarFQBw3333ged53H///Th06BCio6PxyiuvYPHixUFb3xxCOFn0HeHYPMdBxHJIbD558iRSU1NpbF6wYAHdv00mEzo7O2mBc6ZiLuGLO3fEkpKSZl2/gGgEsCyLsrKyOc3pIzQWq9UKgUAwybx+Lo2h2mw2KBQKxMTEoKioyOO1T0xM4N5770VhYSGeeuqpOf25XsYIJ4thXAThnB05cgT19fU4d+4c5s+fTwn5hYWFEAgEYFnWIdgwDEO7js7jF/ZgWZYqZ5WXl4dU145UZefPnw+e50MmkBISeWJiIvLz830KMM7dOVL59MaCxJ6fGAr+iadOncLjjz8O4GJgSk5Oxvr16/HAAw/M6rrC8Bhz5wQVugjH5ksM9kJ2R44cgUKhQHFxMSoqKvD222/jd7/7HdauXetVfCCFN5VKhfHx8VnTL9Dr9VAqlcjMzERWVtacSqacQRJF4mkJfOOLTSwkoqOjafz1xWM50DAYDGhoaEBOTo5XtImuri7U1dXhRz/6Ee68886Qvc4wZkQ4WQzDNTiOQ2NjIw4fPoyjR4+is7MTixYtQm1tLVavXk0J+c7jF66sLEggmC2xmKlAunYTExOoqKiYVJV1DqTBsOkgIDwH4jfpb5jNZvq52V9bYmLitHLs/uYn+op//etfePDBB7Fjxw6sXLkSwEX10ZaWFqxZs2ZW1xaGxwiNjWFuIxybL3FwHIdt27bhxRdfxMKFC9HV1YWqqipq0+GJWI4zSFKjUqmg0+mofoEn3r+eglhJhJpGgDcYGRnB+fPnp70WIkpE4q+9TkQg32dPMTY2hra2Nq8/l08//RQPP/wwXnzxRVx11VUBWGEYQUQ4WQzDPVitVpw6dQr19fU4evQoxsfHceWVV6K2thYrVqygCQaR9VapVJiYmIBAIIDZbEZpaSlSUlJCYhMEvjGz96RrR2w6yLURyfLExES/VQeJifLAwMAkk9tAwvlzi4qKotdGKszB4Ce6C57n8eqrr+K1117D3r17kZub69fnP3ToELZs2QKWZbF582Zs3brV4ee7du3Cww8/TN+H+++/H5s3b/brGi5DhMbmMLcRjs2XOHbt2oVjx45hx44diI2NpWI59fX1+PjjjzE+Po5ly5bR2OxtYZPneej1ehoXjEajg0CcrxMlHMehtbU1JKeNPAXP8w6FZ0+uxdX7TDyWExMTg26NZT85tGDBAo91Kniex8svv4zdu3dj7969DrZRYcxZhJPFMLyDXq+nYjmffPIJBAIBFctZunQpLBYLXn75ZaxatQqJiYnQaDR+DzbegnDtfFEns5csV6lUMBgMiI2NdagOegoiFS4QCFBSUjJrnEl781y1Wg2dTgexWAyDwYDi4mKfKtf+gNVqxSOPPIKhoSG8+uqrfvfeYlkWxcXFOHz4MLKzs7FkyRLs3r3bgdweVkn7/+3deVTV1f7/8edhEEEUOTiDigoqCYqCoeUAqJF6xfSaQ79rJGI2UNLtpmjqtZvj95qVepP6ilf0m+JQhpUiHJS8DYKYQwwOqJSAOHAAB0A4w+8P1/lcjkwHDnBA92Ot1gr4APvDEvZ578/er3ejEMWi8cTc/JhTq9U1zg2GBNnVh0ajkdLFlUqlUY3rdQuPXbp0oXv37s1mEbk+ysrKSE1NpV27dvTp08foe6mY4q5UKqUey7ptq435ukn3GsTc3LxeO4fKyspYtGgRd+7cITIyEhsbm0YaqdDERLEoGE93zu/o0aMkJCSQmJjInTt38Pf3Z/78+Xh6ekphOQ012dR3nFevXqWgoAB3d/cG/aNbU4qsvb19rd9Ld86hOTy1q0h3XubGjRt06tSJO3fuNEhhXF9KpZI5c+YwYsQIli1b1ijbYH/55RdWrFjBkSNHAFizZg0Aixcvlq4RxWKjaLmvGJsPMTcLkopBdgkJCSQlJUlBdn5+fnphOXVV3wRuXbK3m5tbkwajNYY7d+6Qnp5e756DhqgYMlhQUCC9btKluDdU27HS0lJ+++036bhQXeXn5xMUFMSYMWNYvHixyY+oCA1KFIsNad++faxYsYKMjAySk5OrTTysbYtbS6XVatm6dStffPEFa9as4ffff+fo0aOcPXsWFxcX6UyFi4uLFJZTcbKRyWQG99Orq4qrf7179270P2SPpsiqVKpqC2NDzjmYQnWrjFUVxhVXPhsrIjwjI4OQkBCWLl3K1KlTG201ev/+/cTGxrJ161YAdu7cSVJSkl5huH37dhYvXkzHjh2lBFax3cZoolg0npibhWpVDMs5evSoFGSnm5t1QXb1oeuPqwuIs7S01DvjDzTb1lT1kZOTQ3Z2Nh4eHk36BE2tVlNUVCT9rBuix7IuI6F///71amuRnp5OSEgIK1as4IUXXqjz5wvNnigWG5JuC+H8+fNZv359lcWiIVvcWiqNRsPmzZsJCQnR++OpC8vRTVBXr17F09OT0aNH4+/vL21rrGmyqSl0pTaNHRZjCF1hrEsk1fW7Ki0tpby8HA8PjwZbIWwIdTmfWPGJsa4RdMXtxg1xX7GxsXzwwQdERUXh6elp9Neryb59+zhy5IhesZicnMymTZuka/Lz87G1tcXKyoqIiAj27t3L0aNHG3VcTwBRLBpPzM01UCqVzJgxg6ysLJydndm7d2+VL46joqJYuXIlAEuXLiUoKIji4mJefPFFLl++jLm5OZMmTWLt2rVNfQsNSqPRkJaWJs3NWVlZDB48WHryaMyRgwcPHkgLioWFhZSVlWFvb0+fPn2aNGm1oWk0Gs6fP49areapp54yeYstY3ss5+TkkJOTU6+MBK1Wy6FDh1i1ahU7d+7Ew8Oj3vchNGuiWGwMvr6+1RaLhmxxe9yVl5dz8uRJKSynqKgIHx8f6UC+nZ1dlWE5ukAZuVyOjY1NrZONbhX11q1buLu7N/lB8ZoUFxdz7tw5zMzM0Gq1UpuO2lqQNAXdmU43N7d69cKsbttMfbYbazQaNm7cSFxcHHv37qVTp051Hk9d1fV3VK1WI5fLKSoqavSxPeZa5qvH5kXMzTVYuHAhcrmc8PBw1q5dS0FBAevWrdO7RqlU4u3tTUpKCjKZDC8vL06dOoWVlRVJSUn4+flRVlbGmDFjWLJkCePHjzfR3TQ8Q4Ps6uLWrVtcunSJ3r17o1KppARQUx1lMIZuq2bnzp2b7VnLR3ssV/faQhcwVF5eXq+iV6PRsGHDBn744Qf27NljsoV4oUlU+w9ddM1sJDk5OXrb1ZycnEhKSjLhiJqepaUlzzzzDM888wzLli3j/v37/PTTT8THx/Pxxx8jk8kYMWIE/v7++Pj40K1bN71AmczMTIqLi6XEsKq2PpaXl5OWloa1tTVeXl7Nav98UVER6enpuLi4SOccdC1Irl+/zoULF5q0TYeOVqvl2rVr3Lx5kyFDhtT7TKeZmRnt27eXCk3dthmlUsnvv/+ORqORzlvUtG1g5tQnAAAgAElEQVSmpKSEt956C1tbW+Li4prsyevQoUO5dOkSV69exdHRkejoaHbt2qV3zfXr16W+UwcPHsTNza1JxiYIQv3FxMSQmJgIQFBQEL6+vpWKxSNHjjBu3Dgp/GzcuHHExsYya9Ys/Pz8AGjVqhVDhgwhOzu7Scff2CwtLXn22Wd59tlnWb58uRRkFx8fz4YNGzAzM5Pm5trCciq2pvL29pb+fjs5OUlHGfLz88nIyODBgwfSGf+G2o3S0IxdRG0qlpaWdOzYsdJri7y8PC5cuIClpSXt2rVDqVTSqVMn+vXrV+fXF8XFxbzxxht06NCBw4cPN9juoZqOZz148ICXX36ZU6dO4eDgwJ49e3B2dgYeLuhGRkZibm7Oxo0bCQgIMHo8gmFEsViNsWPHkpeXV+n9q1atYvLkybV+flVPbJvj6lRTatOmDc899xzPPfecXlhOTEwMS5YsQS6XS2cqBg0aRPfu3fUSw9LS0vSeXllYWHDx4kV69epF586dTX17Eq1WS05ODrm5uQwaNEhvq26rVq3o3LmzNF7dU9U//vijSZr4VjyfOGTIkAYtrs3NzaUXAQAqlUraknv16lXgv9tmdFs7r1+/zuzZs5k1axahoaFN+jtiYWHB5s2bCQgIQK1WExwczIABA1i+fDne3t4EBgayceNGDh48iIWFBXK5nO3btzfZ+ARBqJ8bN25Iizxdu3bl5s2bla6pakE3JydH75rCwkK+/fZbFixY0LgDNrE2bdoQEBBAQECAXljON998Q3h4OB06dNCbm3VPp27fvk1WVhZyuZzBgwdX+vstk8lo27Ytbdu2xdnZGY1GIy0oZmdno1arjT6H11B0O5Ru375t1CKqqTz62iI/P5/09HTatGnDjRs3KCwslOZfQxamc3JymD17NkFBQbz22msNMjer1WrefPNNveNZgYGBesezIiMjsbe3JzMzk+joaBYtWsSePXtIT08nOjqatLQ0cnNzGTt2LBcvXjT59uAnhSgWq6FQKIz6fCcnJ65duya9nZ2dTbdu3Ywd1mNDJpPh4ODAiy++yIsvvig97VIoFHz++eecOXMGFxcXRo8eja+vL66urtJkU1BQQFZWFkVFRdjY2HDnzh0sLCwM2rff2NRqNefPn0er1eLl5VXreFq3bk23bt0qPVW9cuVKg2/h0Z1P7NatW71S0OrKwsKCDh06SNtWdGdVb9++zbRp0yguLqawsJCwsDBeffVVkyymTJgwgQkTJui97x//+If0/2vWrJG2pwqC0HzUtKBriNoWdFUqFbNmzeLtt9+md+/e9R9oCyOTyejQoQPTp09n+vTpUj8+hULBli1bOHv2LK6urnTv3p3vvvuOmJgYg38+ZmZm0k4TeDhf6vILrl69ikwmk+a7pjymoVKpSEtLo3Xr1g2+iGoKN27c4OrVqwwZMkRqOaXrH23IwnRSUhILFizg008/lZ6yN4Tk5GRcXFykfy8zZ84kJiZGr1iMiYlhxYoVAEybNo3Q0FC0Wi0xMTHMnDkTKysrevXqhYuLC8nJyQwfPrzBxidUTxSLjcSQLW7Cf8lkMnr06EFwcDDBwcFoNBoyMjJQKBT8/e9/5+rVqwwaNAgfHx+++eYbxo8fz/z589FqtVIBkpmZiYWFhfQHsF27dk36R79iMebo6Fjn4kcmk9GmTRvatGkjPVXVpZGeP39eatNRnz5MzWFrjaWlJZ06daJjx47Mnz+fL774gnnz5nHhwgWeeeYZBg4cyL///W+TjE0QhJalpgXdzp07S1vIr1+/XuUZaCcnJ2mrKjxc0PX19ZXefvXVV3F1dSUsLKwhh93iyGQyevbsydy5c5k7dy7l5eUsWLCAI0eO4O7uzksvvVRlkJ0hzM3N9RYUH91K2RTHNO7du0dqairOzs506dKlwb9+U9JqtdKWYC8vL73cAGtra6ytrfUWpgsKCqSF6cTERCwtLbGwsODAgQPExMTQq1evBh2fIcezKl5jYWGBnZ0d+fn55OTkMGzYML3PfXQngNB4RLFYDwcOHOCtt97i1q1bTJw4EU9PT44cOUJubi4hISEcOnSo2i1u9WFospu5ubmUUtWjRw8OHjxo1H2akpmZGQMGDGDAgAEsWLAAlUpFdHQ0CxcuxMXFhV27dpGZmYmfnx8jR46kb9++yGQyKZktJyeHjIwMrK2tpcmmMbZ16ty6dYvMzEyeeuqpBuspVXELT8+ePfUCZVJTUw0KlNE9sb1x40az2FqjVqv54IMPuHjxIkeOHNH7Wd27d8+EI6ud7vdLpVLh5uZGVFQUNjY25OXlERYWxsmTJ7GyssLZ2ZlPPvmE4uJiXn/9de7cuYO5uTnvv/8+M2bMMPVtCMJjLzAwkKioKMLDw4mKiqry6EhAQABLliyRkiXj4uKkXQRLly6lqKhISkoW/mvNmjV06NCB9PR0zM3NpSA7hULB3LlzpSA73dxcl7AcQ45p1CX8rja6J3Du7u7Y2toa9bVMTaVSkZqaiq2tLZ6enjX+bCouTOvOlrZq1YqPPvqIs2fPYmtry9///nf8/f2ZOXNmg7XJMuR4VnXXVPX+v/zlL0ybNg2AixcvEhYWxsWLF7G0tMTDw4NNmzZJ/5YWLFjA/v37uXbtmvQQ4csvv5TOMtva2rJlyxYGDRpk3E0+pkQaagtgSLIbPPzH3txfcNfXmTNnmDdvHjt27MDNzU0Ky1EoFBw/fhyAkSNH4ufnh4+PD9bW1mi1WkpKSqSk1cZIZtNqtVy5coWioiLc3d2b9MB+xUAZXZuOilHa8N82L/379zf51pqioiLmzp3LwIEDWbVqVYNvGTbm4LwhKv5+/b//9//w8vLinXfe4ZlnnpHOdcDDf6t3796VVthdXV3Jzc3Fy8uLjIyMZh2a0ESe7MPbDUPMzTXIz89n+vTp/PHHH/To0YN9+/Yhl8tJSUkhIiJCKgK3bdvG6tWrAXj//feZM2cO2dnZdO/enf79+0uLa6GhoYSEhJjsfpoTjUZT41yiC8tRKBT85z//QSaT6c3N9S08tFot9+/fl+bzkpKSGsPvarsHXYDe49AL8v79+6SmptKzZ896PR0tLCwkODiYoUOHSltAz549y7Fjx3jrrbca7HWNIQnkAQEBrFixguHDh6NSqejSpQu3bt2S2tforg0ICOD48eOUlJRQWlqKh4cHGzZsYNKkSQAcO3aMjh074u7ujkajwdnZmW7durF27VppB8HPP/+Mm5sb9vb2HD58mBUrVjxxQZSPEK0zWrJ+/fqRmJgobanx9fXlwoULla57nItFtVpNaWmptP++It1W1KNHj5KQkMCJEyewt7eXDuR7enpiYWGhl8ymVCqlPoEODg7Y29vX+Q9ieXk5qamptG3blj59+pg8wEilUknnP3STqb29Pc7OziZv03H58mWCgoJ49913eemllxoluKe2vqafffYZ586dIyIigujoaA4cOMCePXsM/h4Vf78iIiI4d+4c06ZNY8WKFdKCRU0GDRrE/v37cXV1rfsNPl5EsWg8MTcLzV7FIDvd3NyhQwcpi2DQoEH1DrXRarXSThulUmlw66YHDx6QmpqKXC7H2dnZ5PO2sXRHcAYMGEDbtm3r/PkXL14kODiYhQsXMmPGjEb9eahUKvr27UtCQgKOjo4MHTqUXbt26e26+9e//sVvv/0mzdNff/01e/fuJS0tjZdeeonk5GRyc3MZM2YMN27c4P79+2zbto3ExER27NhR5fdNSEjgo48+YsaMGfz88898/vnnla4pKCjA3d39Sd/aKorFlqx9+/YUFhZKb9vb20tbZyqysLCQCqPw8HBeeOGFphxms6HbepmQkEBCQgJnzpyhT58+UgNiV1dXzMzM9JLZlEolWq1Wb7Kp6cnXnTt3SE9Pp3fv3k3SE7AudOcTXVxc0Gg0KJVKioqKTNKmAx6u8C1evJitW7fy9NNPN8r3MGbF0tCfg65YVKlU/PnPf+b555+nvLycq1ev8vHHH9f4ucnJyQQFBZGWlmbyJ7zNQMt+ddY8iLlZaHF0YTm6ufns2bNSkJ2fnx8uLi71/vtY204bc3NzCgsLycjIoG/fvjg4ODTw3TUtXXprfn4+Hh4e9Xr6p1AoWLZsGdu2bcPLy6sRRlnZoUOHCAsLk45nvf/++3oJ5KWlpcyePZvTp08jl8uJjo6WAnFWrVrFtm3bsLCw4JNPPuHFF1/k3r17/PWvf6Vnz57VphaHhIQwevRoJk+ejJubG1lZWZUWE9avX8/58+ef9K3nolhs7mpKdgsKCjKoWMzNzaVbt25cuXIFf39/EhIS6NOnT6OOuyXQaDScP3+e+Ph4jh49ypUrVxg4cCC+vr74+/vTpUsXZDKZ1OohPz9fr8mtg4ODXlhOTk4O2dnZeHh46LXFMLWK5xMHDhxY6Xyi7vyHUqnk7t27jX6eU6PR8MUXX0grg42ZBrx//35iY2OlP/Q7d+4kKSmJzZs3S9e4u7sTGxsrJcH26dOHpKQkg5sMVzwTPHLkSD766CMiIiJqLRZ1uwGioqL0Dug/wUSxaDwxN7dAhuYPREVFsXLlSuDh+cmgoCDg4VbZHTt2UFBQ8FjsItIF2enmZl2Qna+vL35+ftLcXB8Vd9oUFhaiUqlQq9X069ePjh07tuhFO7VaTXp6OpaWlvTt27fO96LRaNiyZQvfffcde/bsabHBProF3JqKxbKyMpydnblw4QJt27Zl6tSpzJ07l4kTJ0rXHDt2jDfeeIMff/yxxS8iGKnaXzYRcNNMGJvsBkgvxnv37o2vry+nT58WxSIPw3KeeuopnnrqKSksJyUlBYVCwbx58ygoKMDHxwdfX19GjRolheWUlZWhVCrJzc0lIyMDKysrysvLadWqFV5eXibtCfUoXf9EMzMzvLy8qpw8qmrTUTENrSHPcz548IB3332X8vJyFApFgx2Qr44xB+cNZW1tzZkzZ/TeN2DAAPbv31/t59y5c4eJEyeycuVKUSgKwhNu7dq1jBkzRsofWLt2baX8AaVSyQcffEBKSgoymQwvLy8CAwOxt7dn0qRJhIaGPjZb2SsG2YWFhUlhOQkJCYSEhEhhOb6+vowcORI7OzuD/2ZbWFjQsWNH5HI5GRkZaLVaHBwcyM/P58qVK7Ru3Vqa72xtbVvMdtTS0lLOnTtX7xZYpaWlvPPOO8hkMuLi4kweetcQBgwYwA8//FDlx2JjYykqKpIWeouLi7GxsZGKxXPnzhESEsLhw4ef9EKxRuLJYgvw3nvv4eDgIE0wSqWS//mf/9G7pqCgABsbG6ysrLh9+zbDhw+v1L9GqFpJSYl0IP/48eNotVpGjhyJr68vw4YNw9ramosXL3Lp0iV69OghHbRv06aNXjKbqRg7eQB6bTqUSiWlpaW0a9dOur+6TCg3b94kKCiIP/3pT7z77rtNsoLblNtQK9JqtQwbNoyQkBDmzZsHwMmTJykuLmb48OGMHz+eSZMmPfHx+49oGa/KmjcxN7dAhuQP7N69m8TEROlc1fz58/H19WXWrFnSNY9zPkFFjwbZyWQyRowYgZ+fH8OGDat1EbK4uJjU1FQcHR1xdHTU+1hJSYmUX1BxPndwcGiQ8LvGUFBQwPnz5+vdAisvL4+goCCmTp3KggULWvTTVfjv70FJSQkeHh58+umnUhEYGxuLo6Mjq1evJjAwUPr9uX//Pr169SIrK4vbt2/j7+/Pjh07eOaZZ0x5K82F2IbakhmS7Pbzzz8zf/586SxeWFgYc+fONfXQWxxdWE5iYiLx8fEkJSUhk8nIz89n8eLFzJo1Sy8sp2JxZWdnJxVXTZWK2lj9E3VtOnTbeAwNDzh37hzz589n9erVets8GpsxB+cNVd0LtNzcXMLCwjh16hStW7eWWmckJSUxZ84cvTFs374dT09P42625RPFovHE3NwCGZI/sH79ekpLS1m6dCkAH374IdbW1vztb3+TrnlSisWKKgbZKRQKkpKSkMvl0nnHR8Ny8vLyyMrKws3NrdZ2Vs1lPq9JdnY2ubm5DBw4sF47dc6cOcPrr7/OunXreP755xthhE2v4u/B+fPnCQsL4/Lly1haWjJw4EDWrVvH4MGDycrKol27dtLnTZ06lRkzZhAfH89XX31Fz549gYdPo1NSUkxyL82EKBaF2jV264GWRqPRsHLlShQKBX/+859JSUnhzJkz9OrVS0pa1Z0XqNgDUalUolar9Yqrht6yWvF8ooeHR6Nv86wuPMDW1pY2bdrQtm1bvvnmG9avX8+uXbtwc3Nr1PFUxZiD80KTEsWi8cTc3EwZmz/wz3/+kwcPHugVizY2Nrz77rvSNU9isfgo3RyoUCg4evSoFGQ3atQofvvtN2QyGR9//HG9Cr2mns9rG8uFCxdQq9W4ubnVueWUVqvlq6++4tNPP2XXrl3069evkUYqPAZEsSjUrClaD7Q0qampfPnll3z44YfS5KALy9FNUJmZmQwaNIjRo0fj7+9P165dkclkqNVqCgsLpeJKJpPpJbMZs/2j4vlEU/VP1IUHnD17lkWLFqHRaFCpVHz66ac899xzzWIlVmi2RLFoPDE3t0BiG2rj0Wg0nDhxgnnz5mFlZUVZWRmenp7S3GxMWE5jzuc1KSsr49y5c3Ts2JEePXrUefxqtZpVq1Zx7tw5vvzyyyrDlAShAlEsCjVrijNfjyOVSsWpU6ek4lGpVPL0009LYTnt27dHJpNRXl4urVIa08aiIc4nNqR79+7x2muv0blzZ3x9ffnhhx84ceIEwcHBhIaGmnp4QvP05P7BaDhibm6BDMkfUCqVeHl58euvvwIwZMgQTp06hVwul64RxWJlxcXFjBo1imXLljF58mS9ILujR49WCrKrS1jOo8rLy/WSVi0tLaX5vF27dg3ymkjXnsvV1bVewSt3795l3rx59O3bl7Vr1zarQD6h2RLFolCzpmg98CQoKSnhp59+Ij4+nv/85z9oNBq9A/m6g/OPtrGwsbHRC8uparJprPOJ9fXHH38we/ZsXnvtNYKDg/XGrFKpxOQkVEcUi8YTc3MLZEj+AMC2bdtYvXo18LBdxpw5cwBYuHAhu3btktpkhYSEsGLFClPdTrNTWFhY7dxYXFysNzfrguz8/Pzw8fExKtSmodtS5eXl8fvvv9e7PVdWVhZBQUGEhoby8ssvP9EL+kKdiGJRqNm+ffs4cuSIXrGYnJzMpk2bpGsGDBjAkSNH9IrF5ORkETdcjYphOQqFghMnTtC+fXtGjx6Nr68vgwcPlsJy7t+/L002JSUlekmkrVq1atLziYb48ccfeffdd/nss88YOXJko30fQ/uSVeyB2KNHDw4ePNhoYxKMJl65GE/MzYJQTxXDchISEjhx4gT29vZSFoGnp2e9Fzt1bal083lxcTFt27aV5vOa5m+tVktmZib379/H3d29XmM4fvw4Cxcu5PPPP2f48OH1ugfhiSWKRaFmYhtq49NqteTk5KBQKEhISOD06dP07t1bKh779esnheXcvXsXpVJJfn4+9+7do1WrVvTp0we5XF5tEmlT3cP27dvZuXMne/fupUePHo36/RYuXIhcLpe2bRUUFFTqSwZiW1YLI/5gGE/MzYLQQLRaLdnZ2dKWVV2Pat3cXJ/G9xW/tm4+VyqVlJWVSUmr9vb20vn+8vJyUlNTadeuHb17967z6yqtVktkZCTR0dHs3bu3QY+pGLpoGxUVxcqVKwFYunQpQUFBwMOn4zt27KCgoEDM082bKBaFmjVF6wFBny7lTFc8ZmZmMnDgQOlAfklJCVu2bGHBggW0adNGOlwPSKuUdnZ2dU5Hq6/y8nIWL17M7du3+fe//02bNm0a/XsaEggBolhsYUSxaDwxNwtGMSb9fM2aNURGRmJubs7GjRsJCAgwwR00nopBdgkJCVy5ckVvbtYF2dX3a+uSxZVKJRqNBltbWwoKCujTpw9du3at89csKytj0aJF3L17l61btzZ432dDFm2VSiXe3t6kpKQgk8nw8vLi1KlT2Nvbc+LECXr27Imrq6uYp5s3USwKtROtB0xLpVLx66+/Sr1/rl27RkBAABMnTqwUltPYh+sflZ+fzyuvvMLo0aNZunRpkyWwGtKXDB72R9JtHQoPD+eFF15okvEJ9SKKReOJuVmoN2PSz9PT05k1axbJycnk5uYyduxYLl682GSLlqagC7KLj4/n2LFjUpCdn58fI0eOlObm+sjLyyMzM5P27dtz//59zM3NpaRVOzu7Wufa27dv88orrzB27FjCw8MbZW4WKb5PjGr/EYsECkEyYcIEJkyYoPe+f/zjH9L/t27dmn379jXo96xtdXP79u289957ODo6AhAaGkpISEiDjqG5sLCwYOjQoSQnJ9OmTRt++eUXsrKyUCgUbNq0CbVazciRI/H19WX48OF06tQJeHi4vqCggOzsbO7cuYO1tTUODg41huXURXp6OiEhISxbtoypU6c2eDFaU18yQ/3xxx9069aNK1eu4O/vj4eHB3369GnIYQqCIDwWkpOTcXFxkRZ7Z86cSUxMjF6xGBMTI4XnTJs2jdDQULRaLTExMcycORMrKyt69eqFi4sLycnJj/X5OAsLC3x8fPDx8WHp0qWUlJTw448/olAo+PTTT6WwHF9fX70gu5potVqysrKkwlO3HbWsrAylUsn169e5cOGClJzu4OCAra2t3vyblpbGvHnz+OCDD5g8eXKj3f+NGzekJ55du3bl5s2bla7Jycmhe/fu0ttOTk7k5OQ02piEpiWKRcFk1Go1b775pt7qZmBgoN6EBTBjxgy9VNbHmUwmo3379igUCqysrHBxcWHs2LFotVoKCwtJTEzk8OHDLF++HDs7O+lMxZAhQ+jatave4frMzMw6Ha6vyuHDh/nwww+Jiopi0KBBjXLPCoWi2o917tyZ69evSyuaugL5Ud26dQOgd+/e+Pr6SmdOBEEQBH1VvbBPSkqq9hoLCwvs7OzIz88nJyeHYcOG6X3uk1YUWFtbM27cOMaNG6cXZPf999+zdOlS7O3tKwXZVaRWq0lLS8PKyorBgwfrPQ1s1aoVXbp0oUuXLsDDhHWlUklWVhb37t3j559/RqPRYG9vT2RkJF9++SXu7u5G35Oxi7ZV7VIUeRaPD1EsCiZjyOrmk+gvf/lLpffpmgBPmTKFKVOmoNVqyc3NRaFQEBkZyVtvvYWzszOjR4/Gz8+Pfv360b17d73D9enp6XqH62sKy9FoNHzyySckJCQQHx9Px44dG/u2qxQYGEhUVBTh4eFERUVVuXpaUFCAjY0NVlZW3L59m59++omFCxeaYLSCIAjNnyEv7Ku7RhQF+mQyGXK5nKlTpzJ16lS9ILutW7dy5swZevXqJc3NZmZmfPzxxyxdulTaMVUTa2trHB0dcXR0RKvVYmNjw4YNG0hKSqJdu3Zs2LCBMWPGMHnyZGxtbet9H8Yu2jo5OZGYmCi9nZ2dja+vb73HIzQvTXPwSBCqYOi2ha+++oqBAwcybdo0rl271pRDbLZkMhmOjo4EBQWxc+dOzp49yz//+U+srKxYuXIlw4YNY+7cufzf//0fd+/epWfPngwZMoSnn36azp07c/fuXc6cOUNycjKXLl0iPz8flUoFPFzJDAkJITs7myNHjpisUAQIDw8nPj4eV1dX4uPjpW3KKSkp0nbkjIwMvL29GTRoEH5+foSHhz/xCw6CIAjVcXJy0ptLs7Ozpd0ZVV2jUqkoKipCLpcb9LlPMplMhpOTE6+88oo0N69btw5LS0vefvttxowZQ3FxMceOHSM3N7fK4rs6JSUlbNiwgU6dOnH58mXOnDnD/Pnz+f333ykpKWm0e9It2gLVLtoGBAQQFxdHQUEBBQUFxMXFPXbBR08yEXAjmIwhvR3z8/OxtbXFysqKiIgI9u7dy9GjR0015BZDF5ajiwK/ffs2Pj4+jB49mlGjRmFvb49MJkOlUklhOUuWLCEvL4/S0lImTJjA2rVrTdqmQ3hsPbmPIRqOmJuFejMm/TwtLY2XXnpJCrgZM2YMly5deqwDbhrC559/zs6dO/nyyy/Jy8uT5malUqk3N1cXlpOTk8Ps2bN55ZVXmD9/fpM+zc3Pz2f69On88ccf9OjRg3379iGXy0lJSSEiIkJ6Dbdt2zZWr14NPGyXMWfOHOBhmuquXbvIzc2lW7duhISESOdhhWZFpKEKzY8hvR0rUqvVyOVyioqKmmyMj4vS0lJ++uknFAoFP/zwA2q1mhEjRkhhOTY2Npw8eZK//vWvBAQEcPPmTU6ePEnPnj356quvRNEoNCRRLBpPzM2CUYxJP1+1ahXbtm3DwsKCTz75hPHjx5v4bpq/r7/+mgkTJlTKDSgpKdGbmzUajV6QnbW1NUlJSSxYsICNGzeKrZ1CYxLFotD8GLK6qdsnD3DgwAHWrVvHiRMnTDXkx4JWq6WoqIjExETi4+M5ceIE5eXlqFQqDh48iIuLi3TttWvX9LYKC0IDEMWi8cTcLAiPmYpBdrq5WaVSoVar+f7776U+l4LQSESxKDRPta1uLl68mIMHD2JhYYFcLmfLli3079+/3t8vODiY7777jk6dOpGamlrp41qtlgULFnDo0CFsbGzYvn07Q4YMMeYWmz2tVsu5c+ews7Nr1Mlo3759rFixgoyMDJKTk/H29q7yutraqQgtnigWjSfmZkF4zGm1Wk6fPk2HDh3o0aOHqYcjPP5EsSjUjbm5OR4eHqhUKtzc3IiKisLGxoa8vDzCwsI4efIkVlZWODs788knn9C3b1+ef/55Tpw4wYgRI/juu+9MfQtVOn78OLa2trz88stVFouHDh1i06ZNHDp0SNr68WikuFA/GRkZmJmZMX/+fNavX19lsWhIs2ihxRPFovHE3PyEqdjQ/OLFi4SFhXHx4kUsLS3x8PBg06ZNdO7cGYAFCxawf/9+rkmNo9kAAAqUSURBVF27JrVlOH/+PHPmzOHXX39l1apV/O1vfzPZvQiC0CxVOzeLNFShStbW1pw5c4bU1FRatWpFREQEWq2WKVOm4Ovry+XLl0lPT2f16tXcuHEDgPfee4+dO3eaeOQ1GzVqFHK5vNqPx8TE8PLLLyOTyRg2bBiFhYVcv369CUf4+HJzc6Nfv341XlOxnUqrVq2kdiqCIAjCw/PnEydO5PXXXyczM5OMjAxef/11bt26BTxse3TgwAG6d+/O8ePHpc+Ty+Vs3LixRRSJsbGx9OvXDxcXF9auXVvp4w8ePGDGjBm4uLjg4+NDVlYW8DCIxc/PD1tbW0JDQ5t41ILw+BLFolCrkSNHkpmZybFjx7C0tOS1116TPubp6cnIkSMBGDNmDG3btjXVMBuEoe08hMYhfv6CIAjV27VrF8OHD2fSpEnS+/z8/KTG7MeOHcPd3Z3XX3+d3bt3S9d06tSJoUOHNvuwMrVazZtvvsnhw4dJT09n9+7dpKen610TGRmJvb09mZmZvPPOOyxatAiA1q1b8+GHH7J+/XpTDF0QHluiWBRqpFKpOHz4MB4eHqSmpuLl5WXqITUq0XDYOGPHjsXd3b3Sf4Y+HRQ/f0EQhOrVNg/v3r2bWbNmMWXKFL777jvKy8ubcHTGM2R3SUxMDEFBQQBMmzaNhIQEtFotbdq0YcSIEZUSRwVBMI6FqQcgNE8lJSV4enoCD58szp07l4iICBOPqvGJhsPGUSgURn2++PkLgiDUT1lZGYcOHeLjjz+mbdu2+Pj4EBcXx8SJE009NINVtbvk0dyAitdYWFhgZ2dHfn4+HTp0aNKxCsKTQhSLQpV0ZxYrGjBgAPv37zfRiJpGYGAgmzdvZubMmSQlJWFnZye17hAa39ChQ7l06RJXr17F0dGR6Ohodu3aZephCYIgNAsDBgzghx9+qPJjsbGxFBUV4eHhAUBxcTE2NjYtqlg0ZHeJ2IEiCE1LbEMVDObv78+DBw/43//9X+l9J0+erHbiao5mzZrF8OHDuXDhAk5OTkRGRhIRESE9NZ0wYQK9e/fGxcWFefPm8dlnn5l4xI+PAwcO4OTkxC+//MLEiRMJCAgAIDc3lwkTJgAPV4k3b95MQEAAbm5uTJ8+Xa/vpiAIwpPspZde4ueff+b777+X3hcbG8tvv/3G7t272bp1K1lZWWRlZXH16lXi4uIoLi424YjrxpDdJRWvUalUFBUV1RhcJwiCcUTrDKFKFWO6K8rNzSUsLIxTp07RunVrqXWGq6srI0eO5Pz589y7dw8HBwciIyOlguBJVltvx8TERCZPnkyvXr0AmDp1KsuXL2/qYQpCUxGPAIwn5uYnTMU5+fz584SFhXH58mUsLS0ZOHAg69atY/DgwWRlZdGuXTvp86ZOncqMGTMYPXo03t7e3LlzBzMzM2xtbUlPT9e7tjlQqVT07duXhIQEHB0dGTp0KLt27dJbNPzXv/7Fb7/9RkREBNHR0Xz99dfs3btX+vj27dtJSUlh8+bNprgFQWipRJ9FQTCV2no7JiYmsn79+mbbm1IQGpgoFo0n5mbhsXXo0CHCwsJQq9UEBwfz/vvvs3z5cry9vQkMDKS0tJTZs2dz+vRp5HI50dHR9O7dGwBnZ2fu3LlDWVkZ7du3Jy4u7onq06tUKpkxYwZZWVk4Ozuzd+9e7O3tK10XFRXFypUrAVi6dClBQUEUFxfz4osvcvnyZczNzZk0aVKVrUuEx5YoFgXBlLKysvjTn/4kikVBEMViQxBzsyAIlSxcuBC5XE54eDhr166loKCAdevW6V2jVCrx9vYmJSUFmUyGl5cXp06dwsrKiqSkJPz8/CgrK2PMmDEsWbKE8ePHm+huhCZW7dwsziwKQjPwyy+/MGjQIMaPH09aWpqph1Orffv2MWDAAMzMzEhJSan2OmdnZzw8PPD09MTb27sJRygIgiAIT5aKbUWCgoL45ptvKl1z5MgRxo0bh1wux97ennHjxhEbG4uNjQ1+fn4AtGrViiFDhpCdnd2k4xeaJ1EsCoKJDRkyhN9//52zZ8/y1ltv8cILL5h6SLVyd3fn66+/ZtSoUbVee+zYMc6cOVNjUSkIgiAIzV1sbCz9+vXDxcWlyi2aDx48YMaMGbi4uODj40NWVhYA8fHxeHl54eHhgZeXF0ePHm2U8d24cUNKcO/atSs3b96sdE1V7UlycnL0riksLOTbb79lzJgxjTJOoWURrTMEwcQqBgxMmDCBN954g9u3bzfrnlFubm6mHoIgCIIgNBm1Ws2bb75JfHw8Tk5ODB06lMDAQL0zkZGRkdjb25OZmUl0dDSLFi1iz549dOjQgW+//ZZu3bqRmppKQEBApQLNUGPHjiUvL6/S+1etWmXQ59fWekSlUjFr1izefvtt6Syo8GQTxaIgmFheXh6dO3dGJpORnJyMRqPBwcHB1MNqEDKZjOeeew6ZTMb8+fN59dVXTT0kQRAEQaiz5ORkXFxcpAJq5syZxMTE6BWLMTExrFixAoBp06YRGhqKVqtl8ODB0jUDBgygtLSUBw8eYGVlVedxKBSKaj/WuXNnrl+/TteuXbl+/TqdOnWqdI2TkxOJiYnS29nZ2fj6+kpvv/rqq7i6uhIWFlbnsQmPJ1EsCkIjmzVrFomJidy+fRsnJyc++OADysvLAXjttdfYv38/W7ZswcLCAmtra6Kjo5tFg+GaVi8nT55s0Nf46aef6NatGzdv3mTcuHH079/foK2rgiAIgtCcVLV9MykpqdprLCwssLOzIz8/X2+n0FdffcXgwYPrVSjWJjAwkKioKMLDw4mKiqpyrg4ICGDJkiUUFBQAEBcXx5o1a4CHyahFRUVs3bq1wccmtFyiWBSERrZ79+4aPx4aGkpoaGgTjcZwNa1eGkrXTLlTp05MmTKF5ORkUSwKgiAILU5t2zcNuSYtLY1FixYRFxfX8AMEwsPDmT59OpGRkfTo0YN9+/YBkJKSQkREBFu3bkUul7Ns2TKGDh0KwPLly5HL5WRnZ7Nq1Sr69+/PkCFDgIevT0JCQhplrELLIYpFQRAaxf3799FoNLRt25b79+8TFxfH8uXLTT0sQRAEQagzJycnrl27Jr2dnZ0tLYg+eo2TkxMqlYqioiLkcrl0/ZQpU9ixYwd9+vRplDE6ODiQkJBQ6f3e3t56TwuDg4MJDg6uNPZa2ukJTyiRhioIQp0dOHAAJycnfvnlFyZOnEhAQAAAubm5TJgwAXiYyjZixAgGDRrE008/zcSJE3n++edNOWxBEARBqJehQ4dy6dIlrl69SllZGdHR0QQGBupdo9sGCrB//378/f2RyWQUFhYyceJE1qxZw7PPPmuK4QtCvclqWUUQSwyCIAhCQzL9gdyWT8zNgmAChw4dIiwsDLVaTXBwMO+//z7Lly/H29ubwMBASktLmT17NqdPn0YulxMdHU3v3r1ZuXIla9aswdXVVfpacXFxVQbQCIKJVDs311YsCoIgCIIgCIIgCE8gsQ1VEARBEARBEARBqEQUi4IgCIIgCIIgCEIlolgUBEEQBEEQBEEQKhHFoiAIgiAIgiAIglCJKBYFQRAEQRAEQRCESkSxKAiCIAiCIAiCIFTy/wERFPENVdalOAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#df_motogpfeatures = df_motogpkbestnoidstdscaledfeatures\n", | |
"df_motogpfeatures = df_motogpkbestnoidmmscaledfeatures\n", | |
"\n", | |
"fig = generate_dimred_plotswlabel(df_motogpfeatures, df_motogplabel)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"fig.savefig('images/dimred_plotswlabel.png', bbox_inches='tight', pad_inches=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Now, let's re-apply our clustering techniques to the reduced dataset" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from sklearn.decomposition import PCA\n", | |
"from sklearn.decomposition import FastICA\n", | |
"\n", | |
"from sklearn.cluster import KMeans\n", | |
"from sklearn.metrics import silhouette_samples, silhouette_score\n", | |
"from sklearn.metrics.cluster import normalized_mutual_info_score\n", | |
"\n", | |
"from sklearn.mixture import GaussianMixture\n", | |
"from sklearn.metrics import silhouette_samples, silhouette_score\n", | |
"from sklearn.metrics.cluster import normalized_mutual_info_score\n", | |
"\n", | |
"np.random.seed(0)\n", | |
"\n", | |
"plt.clf()\n", | |
"\n", | |
"fig = plt.figure(figsize=(16, 6))\n", | |
"\n", | |
"#df_motogpfeatures = df_motogpkbestnoidstdscaledfeatures\n", | |
"df_motogpfeatures = df_motogpkbestnoidmmscaledfeatures\n", | |
"\n", | |
"range_n_clusters = range(2, 10)\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"pca = PCA(n_components=3, whiten=True).fit(df_motogpfeatures)\n", | |
"\n", | |
"df_reduced_data = pd.DataFrame(pca.transform(df_motogpfeatures), columns=['PC1', 'PC2', 'PC3'])\n", | |
"\n", | |
"df_temp = pd.DataFrame(columns=['cluster_count', 'score', 'method'])\n", | |
"\n", | |
"for n_clusters in range_n_clusters:\n", | |
" for i in range(0, 5):\n", | |
" clusterer = KMeans(n_clusters=n_clusters).fit(df_reduced_data)\n", | |
" cluster_labels = clusterer.labels_\n", | |
"\n", | |
" silhouette_avg = silhouette_score(df_reduced_data, cluster_labels, sample_size=3000)\n", | |
" nmi = normalized_mutual_info_score(df_motogplabel['rresultPerformance'].values, cluster_labels)\n", | |
" \n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, silhouette_avg, 'silhouette']\n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, nmi, 'nmi']\n", | |
" \n", | |
"ax = fig.add_subplot(1, 2, 1)\n", | |
"\n", | |
"ax = sns.pointplot(x='cluster_count', y='score', hue='method', data=df_temp)\n", | |
"\n", | |
"ax.set_title('MotoGP - kmeans clustering method')\n", | |
"ax.set_xlabel('Number of Clusters')\n", | |
"ax.set_ylabel('')\n", | |
"\n", | |
"\n", | |
"# ---------\n", | |
"\n", | |
"ica = FastICA(n_components=3).fit(df_motogpfeatures)\n", | |
"\n", | |
"df_reduced_data = pd.DataFrame(ica.transform(df_motogpfeatures), columns=['ICA1', 'ICA2', 'ICA3'])\n", | |
"\n", | |
"df_temp = pd.DataFrame(columns=['cluster_count', 'score', 'method'])\n", | |
"\n", | |
"for n_clusters in range_n_clusters:\n", | |
" for i in range(0, 5):\n", | |
" clusterer = GaussianMixture(n_components=n_clusters).fit(df_reduced_data)\n", | |
" cluster_labels = clusterer.predict(df_reduced_data)\n", | |
"\n", | |
" silhouette_avg = silhouette_score(df_reduced_data, cluster_labels, sample_size=3000)\n", | |
" nmi = normalized_mutual_info_score(df_motogplabel['rresultPerformance'].values, cluster_labels)\n", | |
"\n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, silhouette_avg, 'silhouette']\n", | |
" df_temp.loc[len(df_temp.index)] = [n_clusters, nmi, 'nmi']\n", | |
" \n", | |
"ax = fig.add_subplot(1, 2, 2)\n", | |
"\n", | |
"ax = sns.pointplot(x='cluster_count', y='score', hue='method', data=df_temp)\n", | |
"\n", | |
"ax.set_title('MotoGP - expectation maximization method')\n", | |
"ax.set_xlabel('Number of Clusters')\n", | |
"ax.set_ylabel('')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def generate_dimred_plotswcluster(df_motogpfeatures, df_motogplabel):\n", | |
" \"\"\n", | |
" \n", | |
" from sklearn.decomposition import PCA\n", | |
" from sklearn.decomposition import FastICA\n", | |
" \n", | |
" from sklearn.cluster import KMeans\n", | |
" \n", | |
" import matplotlib.pyplot as plt\n", | |
" from mpl_toolkits.mplot3d import Axes3D\n", | |
" from mpl_toolkits.mplot3d import proj3d\n", | |
" from matplotlib.patches import FancyArrowPatch\n", | |
" get_ipython().run_line_magic('matplotlib', 'inline')\n", | |
" \n", | |
" class Arrow3D(FancyArrowPatch):\n", | |
" def __init__(self, xs, ys, zs, *args, **kwargs):\n", | |
" FancyArrowPatch.__init__(self, (0,0), (0,0), *args, **kwargs)\n", | |
" self._verts3d = xs, ys, zs\n", | |
"\n", | |
" def draw(self, renderer):\n", | |
" xs3d, ys3d, zs3d = self._verts3d\n", | |
" xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, renderer.M)\n", | |
" self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n", | |
" FancyArrowPatch.draw(self, renderer)\n", | |
" \n", | |
" \n", | |
" np.random.seed(0)\n", | |
"\n", | |
" plt.clf()\n", | |
" \n", | |
" fig = plt.figure(figsize=(16, 6))\n", | |
" \n", | |
" # ---------\n", | |
"\n", | |
" pca = PCA(n_components=3, whiten=True).fit(df_motogpfeatures)\n", | |
"\n", | |
" df_reduced_data = pd.DataFrame(pca.transform(df_motogpfeatures), columns=['PC1', 'PC2', 'PC3'])\n", | |
"\n", | |
" clusterer = KMeans(n_clusters=4).fit(df_reduced_data)\n", | |
" cluster_labels = clusterer.labels_\n", | |
"\n", | |
" scatter_x = np.array(df_reduced_data['PC1'].values)\n", | |
" scatter_y = np.array(df_reduced_data['PC2'].values)\n", | |
" scatter_z = np.array(df_reduced_data['PC3'].values)\n", | |
"\n", | |
" dict_label = {0: '0', 1: '1', 2: '2', 3: '3', 4: '4'}\n", | |
" dict_colors = {0: 'grey', 1: 'green', 2: 'blue', 3: 'red', 4: 'brown'}\n", | |
" dict_size = {0: 10, 1: 10, 2: 10, 3: 10, 4: 10}\n", | |
"\n", | |
" ax = fig.add_subplot(1, 2, 1, projection='3d')\n", | |
"\n", | |
" for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], scatter_z[ix],\n", | |
" marker='.', s=dict_size[c], alpha=0.7, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
" #cluster_centers = clusterer.cluster_centers_\n", | |
"\n", | |
" #ix_x = df_reduced_data.columns.get_loc('PC1')\n", | |
" #ix_y = df_reduced_data.columns.get_loc('PC2')\n", | |
" #ix_z = df_reduced_data.columns.get_loc('PC3')\n", | |
"\n", | |
" #ax.scatter(cluster_centers[:, ix_x], cluster_centers[:, ix_y], cluster_centers[:, ix_z],\n", | |
" # marker='o', c=\"white\", alpha=1, s=200, edgecolor='k')\n", | |
"\n", | |
" #for i, c in enumerate(cluster_centers):\n", | |
" # ax.scatter(c[ix_x], c[ix_y], c[ix_z], marker='$%d$' % i, alpha=1, s=50, edgecolor='k')\n", | |
" \n", | |
" ls_motogphighleveragefeat = ['qresultTopspeedQP',\n", | |
" 'qresultTopspeedQ1',\n", | |
" 'qresultTopspeedFP3',\n", | |
" 'qresultTopspeedFP4']\n", | |
" \n", | |
" for i, (pc1, pc2, pc3) in enumerate(zip(pca.components_[0], pca.components_[1], pca.components_[2])):\n", | |
" arw = Arrow3D([0, pc1],[0, pc2],[0, pc3], \n", | |
" arrowstyle=\"-\", color=\"orange\", lw=1, mutation_scale=25)\n", | |
" \n", | |
" ax.add_artist(arw)\n", | |
"\n", | |
" if df_motogpfeatures.columns[i] in ls_motogphighleveragefeat: \n", | |
" if pc1 >= 0:\n", | |
" ax.text(pc1, pc2, pc3, df_motogpfeatures.columns[i], ha='left')\n", | |
" #ax.annotate(df_motogpfeatures.columns[i], (pc1, pc2, pc3), size=12, ha='left')\n", | |
"\n", | |
" else: \n", | |
" ax.text(pc1, pc2, pc3, df_motogpfeatures.columns[i], ha='right')\n", | |
" #ax.annotate(df_motogpfeatures.columns[i], (pc1, pc2, pc3), size=12, ha='right')\n", | |
"\n", | |
" ax.set_title('MotoGP - PCA dimensions plot')\n", | |
" ax.set_xlabel('PC1')\n", | |
" ax.set_ylabel('PC2')\n", | |
" ax.set_zlabel('PC3')\n", | |
" \n", | |
" ax.grid(True)\n", | |
"\n", | |
" ax.legend() \n", | |
" \n", | |
" \n", | |
" # ---------\n", | |
"\n", | |
" ica = FastICA(n_components=3).fit(df_motogpfeatures)\n", | |
"\n", | |
" df_reduced_data = pd.DataFrame(ica.transform(df_motogpfeatures), columns=['ICA1', 'ICA2', 'ICA3'])\n", | |
"\n", | |
" clusterer = KMeans(n_clusters=4).fit(df_reduced_data)\n", | |
" cluster_labels = clusterer.labels_\n", | |
"\n", | |
" scatter_x = np.array(df_reduced_data['ICA1'].values)\n", | |
" scatter_y = np.array(df_reduced_data['ICA2'].values)\n", | |
" scatter_z = np.array(df_reduced_data['ICA3'].values)\n", | |
"\n", | |
" dict_label = {0: '0', 1: '1', 2: '2', 3: '3', 4: '4'}\n", | |
" dict_colors = {0: 'grey', 1: 'green', 2: 'blue', 3: 'red', 4: 'brown'}\n", | |
" dict_size = {0: 10, 1: 10, 2: 10, 3: 10, 4: 10}\n", | |
"\n", | |
" ax = fig.add_subplot(1, 2, 2, projection='3d')\n", | |
"\n", | |
" for c in np.unique(cluster_labels):\n", | |
" ix = np.where(cluster_labels == c)\n", | |
" ax.scatter(scatter_x[ix], scatter_y[ix], scatter_z[ix],\n", | |
" marker='.', s=dict_size[c], alpha=0.7, c=dict_colors[c], label=dict_label[c])\n", | |
"\n", | |
" #cluster_centers = clusterer.cluster_centers_\n", | |
"\n", | |
" #ix_x = df_reduced_data.columns.get_loc('ICA1')\n", | |
" #ix_y = df_reduced_data.columns.get_loc('ICA2')\n", | |
" #ix_z = df_reduced_data.columns.get_loc('ICA3')\n", | |
"\n", | |
" #ax.scatter(cluster_centers[:, ix_x], cluster_centers[:, ix_y], cluster_centers[:, ix_z],\n", | |
" # marker='o', c=\"white\", alpha=1, s=200, edgecolor='k')\n", | |
"\n", | |
" #for i, c in enumerate(cluster_centers):\n", | |
" # ax.scatter(c[ix_x], c[ix_y], c[ix_z], marker='$%d$' % i, alpha=1, s=50, edgecolor='k')\n", | |
"\n", | |
" ax.set_title('MotoGP - ICA dimensions plot')\n", | |
" ax.set_xlabel('ICA1')\n", | |
" ax.set_ylabel('ICA2')\n", | |
" ax.set_zlabel('ICA3')\n", | |
" \n", | |
" ax.grid(True)\n", | |
"\n", | |
" ax.legend()\n", | |
" \n", | |
" return fig" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment