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December 4, 2018 04:02
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": { | |
"_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", | |
"_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5" | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"['marketdata_sample.csv', 'news_sample.csv']\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>" | |
], | |
"text/vnd.plotly.v1+html": [ | |
"<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# This Python 3 environment comes with many helpful analytics libraries installed\n", | |
"# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n", | |
"# For example, here's several helpful packages to load in \n", | |
"\n", | |
"import numpy as np # linear algebra\n", | |
"import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", | |
"\n", | |
"# Input data files are available in the \"../input/\" directory.\n", | |
"# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n", | |
"\n", | |
"import os\n", | |
"print(os.listdir(\"../input\"))\n", | |
"\n", | |
"import lightgbm as lgb\n", | |
"from kaggle.competitions import twosigmanews\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"sns.set()\n", | |
"import random\n", | |
"from datetime import datetime, date\n", | |
"from xgboost import XGBClassifier\n", | |
"from sklearn import model_selection\n", | |
"from sklearn.metrics import mean_squared_error\n", | |
"import time\n", | |
"\n", | |
"import plotly.offline as py\n", | |
"py.init_notebook_mode(connected=True)\n", | |
"import plotly.graph_objs as go\n", | |
"import plotly.tools as tls\n", | |
"\n", | |
"from wordcloud import WordCloud\n", | |
"from nltk.corpus import stopwords\n", | |
"stop = set(stopwords.words('english'))\n", | |
"\n", | |
"# Any results you write to the current directory are saved as output." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0", | |
"_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a" | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Loading the data... This could take a minute.\n", | |
"Done!\n", | |
"Done!\n" | |
] | |
} | |
], | |
"source": [ | |
"env = twosigmanews.make_env()\n", | |
"print('Done!')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"_uuid": "42c4a25049c17925f25efc2310d850edfe8db164" | |
}, | |
"outputs": [], | |
"source": [ | |
"(market_train_df, news_train_df) = env.get_training_data()\n", | |
"market_train, news_train = market_train_df.copy(), news_train_df.copy()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": { | |
"_uuid": "01a0f8de8bade074c56456aab9580744506c92f4" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>time</th>\n", | |
" <th>assetCode</th>\n", | |
" <th>assetName</th>\n", | |
" <th>volume</th>\n", | |
" <th>close</th>\n", | |
" <th>open</th>\n", | |
" <th>returnsClosePrevRaw1</th>\n", | |
" <th>returnsOpenPrevRaw1</th>\n", | |
" <th>returnsClosePrevMktres1</th>\n", | |
" <th>returnsOpenPrevMktres1</th>\n", | |
" <th>returnsClosePrevRaw10</th>\n", | |
" <th>returnsOpenPrevRaw10</th>\n", | |
" <th>returnsClosePrevMktres10</th>\n", | |
" <th>returnsOpenPrevMktres10</th>\n", | |
" <th>returnsOpenNextMktres10</th>\n", | |
" <th>universe</th>\n", | |
" <th>diff</th>\n", | |
" <th>10_diff</th>\n", | |
" <th>month_year</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>A.N</td>\n", | |
" <td>Agilent Technologies Inc</td>\n", | |
" <td>2606900.0</td>\n", | |
" <td>32.19</td>\n", | |
" <td>32.17</td>\n", | |
" <td>0.005938</td>\n", | |
" <td>0.005312</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.001860</td>\n", | |
" <td>0.000622</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.034672</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.02</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AAI.N</td>\n", | |
" <td>AirTran Holdings Inc</td>\n", | |
" <td>2051600.0</td>\n", | |
" <td>11.12</td>\n", | |
" <td>11.08</td>\n", | |
" <td>0.004517</td>\n", | |
" <td>-0.007168</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.078708</td>\n", | |
" <td>-0.088066</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.027803</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.04</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AAP.N</td>\n", | |
" <td>Advance Auto Parts Inc</td>\n", | |
" <td>1164800.0</td>\n", | |
" <td>37.51</td>\n", | |
" <td>37.99</td>\n", | |
" <td>-0.011594</td>\n", | |
" <td>0.025648</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.014332</td>\n", | |
" <td>0.045405</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.024433</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.48</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AAPL.O</td>\n", | |
" <td>Apple Inc</td>\n", | |
" <td>23747329.0</td>\n", | |
" <td>84.74</td>\n", | |
" <td>86.23</td>\n", | |
" <td>-0.011548</td>\n", | |
" <td>0.016324</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.048613</td>\n", | |
" <td>-0.037182</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.007425</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1.49</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABB.N</td>\n", | |
" <td>ABB Ltd</td>\n", | |
" <td>1208600.0</td>\n", | |
" <td>18.02</td>\n", | |
" <td>18.01</td>\n", | |
" <td>0.011791</td>\n", | |
" <td>0.025043</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.012929</td>\n", | |
" <td>0.020397</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.017994</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.01</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" time assetCode ... 10_diff month_year\n", | |
"0 2007-02-01 22:00:00+00:00 A.N ... 0 2007-02\n", | |
"1 2007-02-01 22:00:00+00:00 AAI.N ... 0 2007-02\n", | |
"2 2007-02-01 22:00:00+00:00 AAP.N ... 0 2007-02\n", | |
"3 2007-02-01 22:00:00+00:00 AAPL.O ... 0 2007-02\n", | |
"4 2007-02-01 22:00:00+00:00 ABB.N ... 0 2007-02\n", | |
"\n", | |
"[5 rows x 19 columns]" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"market_train.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"_uuid": "7851531a458a07384d0cdb7342eefc9a03f642a0" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((4072956, 16), (9328750, 35))" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"market_train.shape, news_train.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"_uuid": "e6c79dad2e30c056e69a48c7a1b76af5a0d69c46" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"time 0\n", | |
"assetCode 0\n", | |
"assetName 0\n", | |
"volume 0\n", | |
"close 0\n", | |
"open 0\n", | |
"returnsClosePrevRaw1 0\n", | |
"returnsOpenPrevRaw1 0\n", | |
"returnsClosePrevMktres1 15980\n", | |
"returnsOpenPrevMktres1 15988\n", | |
"returnsClosePrevRaw10 0\n", | |
"returnsOpenPrevRaw10 0\n", | |
"returnsClosePrevMktres10 93010\n", | |
"returnsOpenPrevMktres10 93054\n", | |
"returnsOpenNextMktres10 0\n", | |
"universe 0\n", | |
"dtype: int64" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"market_train[market_train.columns].isnull().sum()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "5fff9a0fafeab7ac26fafefe8991e16f4b5debb7" | |
}, | |
"source": [ | |
"### We have found number of null values in each column of the stock data." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"_uuid": "2d9aa3b868736eb3e5400c74eff6c6b08aaf62fe" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"time 0\n", | |
"sourceTimestamp 0\n", | |
"firstCreated 0\n", | |
"sourceId 0\n", | |
"headline 0\n", | |
"urgency 0\n", | |
"takeSequence 0\n", | |
"provider 0\n", | |
"subjects 0\n", | |
"audiences 0\n", | |
"bodySize 0\n", | |
"companyCount 0\n", | |
"headlineTag 0\n", | |
"marketCommentary 0\n", | |
"sentenceCount 0\n", | |
"wordCount 0\n", | |
"assetCodes 0\n", | |
"assetName 0\n", | |
"firstMentionSentence 0\n", | |
"relevance 0\n", | |
"sentimentClass 0\n", | |
"sentimentNegative 0\n", | |
"sentimentNeutral 0\n", | |
"sentimentPositive 0\n", | |
"sentimentWordCount 0\n", | |
"noveltyCount12H 0\n", | |
"noveltyCount24H 0\n", | |
"noveltyCount3D 0\n", | |
"noveltyCount5D 0\n", | |
"noveltyCount7D 0\n", | |
"volumeCounts12H 0\n", | |
"volumeCounts24H 0\n", | |
"volumeCounts3D 0\n", | |
"volumeCounts5D 0\n", | |
"volumeCounts7D 0\n", | |
"dtype: int64" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"news_train[news_train.columns].isnull().sum()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "0d50e3ccdc6c74d9ed5574bcb57e35f1fba32ecf" | |
}, | |
"source": [ | |
"### No null values in any column of news data." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"_uuid": "d39bb1d4b69dcb6df0b3c84e12fe80a846702264" | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Number of Unique Assets: 3780\n" | |
] | |
} | |
], | |
"source": [ | |
"print('Number of Unique Assets: ', market_train['assetCode'].nunique())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"_uuid": "37d08e886296f0d13de31eb5aba4f7c1c12d62a7" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f65a3b7f048>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp = market_train['close'].groupby([market_train['assetName']]).max()\n", | |
"temp.sort_values(ascending=False, inplace=True)\n", | |
"temp[:20].plot(kind='bar', figsize=(16,6), title='Top 20 Assets with Max Closing Price')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"_uuid": "c4541a7449ad6e2ab428deebd837850fff770074" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f65a3a874a8>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp = market_train['close'].groupby([market_train['assetName']]).max()\n", | |
"temp.sort_values(ascending=False, inplace=True)\n", | |
"temp.dropna(inplace=True)\n", | |
"temp[-20:].plot(kind='bar', figsize=(16,6), title='Top 20 Assets with Min Closing Price')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"_uuid": "460b8ed517df7be6c58b07cb6aa52cd7ed3f5499" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f65a3a60828>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp = market_train['volume'].groupby([market_train['assetName']]).sum()\n", | |
"temp.sort_values(ascending=False, inplace=True)\n", | |
"temp[:20].plot(kind='bar', figsize=(16,6), title='Top 20 Assets with the max total Volume')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "00d2e634232b069915797d2eb7b318734a3e5126" | |
}, | |
"source": [ | |
"### Here `Bank of America Corp` has the highest volume. Let's check how its stock price vary with time." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"_uuid": "a3a94ea62147b8ae85353333a68e530a6423679a" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f65a3a0dcc0>" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp = market_train[market_train['assetName'] == 'Bank of America Corp']\n", | |
"temp = temp[['time', 'close']]\n", | |
"temp['time'] = temp['time'].apply(lambda x: str(x)[:10])\n", | |
"temp.index = pd.to_datetime(temp['time'])\n", | |
"temp = temp['close']\n", | |
"temp.plot(figsize=(16,6), title='Closing Price of Bank of America Corp.')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "1d15767bdd3efba0261328be14e75fc3713e35eb" | |
}, | |
"source": [ | |
"### Below we checked if the price differ more than 10$ in a same day." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"_uuid": "3f27aaece16f417f81a37198ce58f557cce50d60" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f65a38cc128>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"market_train['diff'] = market_train['close'] - market_train['open']\n", | |
"market_train['diff'] = market_train['diff'].abs()\n", | |
"market_train['10_diff'] = np.where(market_train['diff'] >= 10, 1,0)\n", | |
"temp = market_train['10_diff'].groupby([market_train['assetName']]).sum().sort_values(ascending=False)\n", | |
"temp[:20].plot(kind='bar', figsize=(16,6), title='Top 20 Assets with Number of times price differ of more than 10$ in a single day ')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"_uuid": "2dc3d007880f420374a08ca27a64e6d70a84a1d8" | |
}, | |
"outputs": [], | |
"source": [ | |
"market_train['month_year'] = market_train['time'].apply(lambda x: str(x)[:7])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"_uuid": "e1fd158c490c18ef0641f794f0bb271b02aa3721" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f64e7599908>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp = market_train['10_diff'].groupby([market_train['month_year']]).sum()\n", | |
"temp.index = pd.to_datetime(temp.index)\n", | |
"temp.plot(figsize=(16,6), title='Number of times Price vary with in a day of more than 10$.')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"_uuid": "b5a74c9dc78c95b6f3859813de8019bc727d2c6b" | |
}, | |
"outputs": [], | |
"source": [ | |
"def find_return(price):\n", | |
" price = price.iloc[-1] - price.iloc[0]\n", | |
" price = price / 10\n", | |
" return price" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"_uuid": "7de41e65fb5dc99c2514f22d53909f75c747d11b" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f64e74f2cc0>" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp = market_train['close'].groupby([market_train['assetCode']]).apply(find_return)\n", | |
"temp = temp.sort_values(ascending=False)\n", | |
"temp[:20].plot(kind='bar', figsize=(16,6), title='Top 20 Assets with the highest return %.')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>time</th>\n", | |
" <th>assetCode</th>\n", | |
" <th>assetName</th>\n", | |
" <th>volume</th>\n", | |
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" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>A.N</td>\n", | |
" <td>Agilent Technologies Inc</td>\n", | |
" <td>2606900.0</td>\n", | |
" <td>32.19</td>\n", | |
" <td>32.17</td>\n", | |
" <td>0.005938</td>\n", | |
" <td>0.005312</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.001860</td>\n", | |
" <td>0.000622</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.034672</td>\n", | |
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" <td>0.02</td>\n", | |
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" <td>2007-02</td>\n", | |
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" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AAI.N</td>\n", | |
" <td>AirTran Holdings Inc</td>\n", | |
" <td>2051600.0</td>\n", | |
" <td>11.12</td>\n", | |
" <td>11.08</td>\n", | |
" <td>0.004517</td>\n", | |
" <td>-0.007168</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.078708</td>\n", | |
" <td>-0.088066</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.027803</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.04</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
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" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AAP.N</td>\n", | |
" <td>Advance Auto Parts Inc</td>\n", | |
" <td>1164800.0</td>\n", | |
" <td>37.51</td>\n", | |
" <td>37.99</td>\n", | |
" <td>-0.011594</td>\n", | |
" <td>0.025648</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.014332</td>\n", | |
" <td>0.045405</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.024433</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.48</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AAPL.O</td>\n", | |
" <td>Apple Inc</td>\n", | |
" <td>23747329.0</td>\n", | |
" <td>84.74</td>\n", | |
" <td>86.23</td>\n", | |
" <td>-0.011548</td>\n", | |
" <td>0.016324</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.048613</td>\n", | |
" <td>-0.037182</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.007425</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1.49</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
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" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABB.N</td>\n", | |
" <td>ABB Ltd</td>\n", | |
" <td>1208600.0</td>\n", | |
" <td>18.02</td>\n", | |
" <td>18.01</td>\n", | |
" <td>0.011791</td>\n", | |
" <td>0.025043</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.012929</td>\n", | |
" <td>0.020397</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.017994</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.01</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABC.N</td>\n", | |
" <td>AmerisourceBergen Corp</td>\n", | |
" <td>1657300.0</td>\n", | |
" <td>52.37</td>\n", | |
" <td>52.40</td>\n", | |
" <td>-0.000191</td>\n", | |
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" <td>0.03</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
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" <tr>\n", | |
" <th>6</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABD.N</td>\n", | |
" <td>ACCO Brands Corp</td>\n", | |
" <td>1186200.0</td>\n", | |
" <td>23.63</td>\n", | |
" <td>24.13</td>\n", | |
" <td>-0.020721</td>\n", | |
" <td>-0.007404</td>\n", | |
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" <td>0.50</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
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" <tr>\n", | |
" <th>7</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABM.N</td>\n", | |
" <td>ABM Industries Inc</td>\n", | |
" <td>301200.0</td>\n", | |
" <td>26.19</td>\n", | |
" <td>25.90</td>\n", | |
" <td>0.013545</td>\n", | |
" <td>0.014890</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.068980</td>\n", | |
" <td>0.047311</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.016578</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.29</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABT.N</td>\n", | |
" <td>Abbott Laboratories</td>\n", | |
" <td>5692300.0</td>\n", | |
" <td>52.87</td>\n", | |
" <td>52.50</td>\n", | |
" <td>-0.002453</td>\n", | |
" <td>-0.004739</td>\n", | |
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" <td>0.37</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABV.N</td>\n", | |
" <td>Companhia de Bebidas das Americas Ambev</td>\n", | |
" <td>401800.0</td>\n", | |
" <td>52.46</td>\n", | |
" <td>52.10</td>\n", | |
" <td>0.014112</td>\n", | |
" <td>0.024784</td>\n", | |
" <td>NaN</td>\n", | |
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" <td>0.042321</td>\n", | |
" <td>0.027411</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.012917</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.36</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ABY.N</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>9037700.0</td>\n", | |
" <td>3.17</td>\n", | |
" <td>3.23</td>\n", | |
" <td>-0.024615</td>\n", | |
" <td>0.022152</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.178439</td>\n", | |
" <td>0.200743</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.016963</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.06</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ACF.N</td>\n", | |
" <td>General Motors Financial Company Inc</td>\n", | |
" <td>1375200.0</td>\n", | |
" <td>27.25</td>\n", | |
" <td>27.24</td>\n", | |
" <td>0.004053</td>\n", | |
" <td>0.016039</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.108625</td>\n", | |
" <td>0.110477</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.010287</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.01</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ACH.N</td>\n", | |
" <td>Aluminum Corp of China Ltd</td>\n", | |
" <td>1636100.0</td>\n", | |
" <td>24.52</td>\n", | |
" <td>24.20</td>\n", | |
" <td>0.087844</td>\n", | |
" <td>0.077951</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.064698</td>\n", | |
" <td>0.040413</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.041577</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.32</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ACL.N</td>\n", | |
" <td>Alcon Inc</td>\n", | |
" <td>255300.0</td>\n", | |
" <td>118.21</td>\n", | |
" <td>117.77</td>\n", | |
" <td>0.003821</td>\n", | |
" <td>-0.000679</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.003120</td>\n", | |
" <td>-0.002794</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.084964</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.44</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ACS.N</td>\n", | |
" <td>Affiliated Computer Services Inc</td>\n", | |
" <td>1302100.0</td>\n", | |
" <td>49.17</td>\n", | |
" <td>49.23</td>\n", | |
" <td>0.003674</td>\n", | |
" <td>0.015052</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.010689</td>\n", | |
" <td>0.011091</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.084406</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.06</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ACTS.O</td>\n", | |
" <td>Actions Semiconductor Co Ltd</td>\n", | |
" <td>619929.0</td>\n", | |
" <td>7.74</td>\n", | |
" <td>7.92</td>\n", | |
" <td>-0.032500</td>\n", | |
" <td>-0.034146</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.056098</td>\n", | |
" <td>-0.045783</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.097518</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.18</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ACXM.O</td>\n", | |
" <td>Acxiom Corp</td>\n", | |
" <td>407032.0</td>\n", | |
" <td>22.94</td>\n", | |
" <td>22.80</td>\n", | |
" <td>0.010573</td>\n", | |
" <td>0.010638</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.088959</td>\n", | |
" <td>-0.089093</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.052526</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.14</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AD.N</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>299100.0</td>\n", | |
" <td>32.80</td>\n", | |
" <td>32.80</td>\n", | |
" <td>0.000610</td>\n", | |
" <td>0.000915</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.003058</td>\n", | |
" <td>0.003979</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.001977</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.00</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADBE.O</td>\n", | |
" <td>Adobe Systems Inc</td>\n", | |
" <td>4664955.0</td>\n", | |
" <td>38.76</td>\n", | |
" <td>38.91</td>\n", | |
" <td>-0.002830</td>\n", | |
" <td>0.000772</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.004926</td>\n", | |
" <td>-0.014937</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.010287</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.15</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADCT.O</td>\n", | |
" <td>CommScope Connectivity LLC</td>\n", | |
" <td>2469603.0</td>\n", | |
" <td>16.44</td>\n", | |
" <td>16.19</td>\n", | |
" <td>0.018587</td>\n", | |
" <td>-0.001234</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.096000</td>\n", | |
" <td>0.093180</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.052668</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.25</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
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" <tr>\n", | |
" <th>20</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADI.N</td>\n", | |
" <td>Analog Devices Inc</td>\n", | |
" <td>3737000.0</td>\n", | |
" <td>33.10</td>\n", | |
" <td>32.75</td>\n", | |
" <td>0.010687</td>\n", | |
" <td>0.002142</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.012542</td>\n", | |
" <td>-0.004257</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.010782</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.35</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADM.N</td>\n", | |
" <td>Archer Daniels Midland Co</td>\n", | |
" <td>20659600.0</td>\n", | |
" <td>35.47</td>\n", | |
" <td>34.88</td>\n", | |
" <td>0.108438</td>\n", | |
" <td>0.107302</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.155375</td>\n", | |
" <td>0.128803</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.006716</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.59</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADP.N</td>\n", | |
" <td>Automatic Data Processing Inc</td>\n", | |
" <td>3388600.0</td>\n", | |
" <td>48.50</td>\n", | |
" <td>48.30</td>\n", | |
" <td>0.016345</td>\n", | |
" <td>0.022655</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.005807</td>\n", | |
" <td>-0.006786</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.030656</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.20</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADS.N</td>\n", | |
" <td>Alliance Data Systems Corp</td>\n", | |
" <td>2963800.0</td>\n", | |
" <td>66.20</td>\n", | |
" <td>68.00</td>\n", | |
" <td>-0.025467</td>\n", | |
" <td>0.018727</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.036643</td>\n", | |
" <td>0.062666</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.042951</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1.80</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADSK.O</td>\n", | |
" <td>Autodesk Inc</td>\n", | |
" <td>1893829.0</td>\n", | |
" <td>44.26</td>\n", | |
" <td>43.74</td>\n", | |
" <td>0.012351</td>\n", | |
" <td>0.005286</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.027152</td>\n", | |
" <td>-0.002963</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.056126</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.52</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>ADTN.O</td>\n", | |
" <td>ADTRAN Inc</td>\n", | |
" <td>1019674.0</td>\n", | |
" <td>22.23</td>\n", | |
" <td>22.16</td>\n", | |
" <td>0.003159</td>\n", | |
" <td>-0.015111</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.005427</td>\n", | |
" <td>-0.006723</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.064734</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.07</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AEA.N</td>\n", | |
" <td>Advance America Cash Advance Centers Inc</td>\n", | |
" <td>185900.0</td>\n", | |
" <td>14.03</td>\n", | |
" <td>14.03</td>\n", | |
" <td>0.005014</td>\n", | |
" <td>0.005735</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.024088</td>\n", | |
" <td>0.005014</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.030226</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.00</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>27</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AEE.N</td>\n", | |
" <td>Ameren Corp</td>\n", | |
" <td>589200.0</td>\n", | |
" <td>53.54</td>\n", | |
" <td>53.24</td>\n", | |
" <td>0.008096</td>\n", | |
" <td>0.009672</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.015361</td>\n", | |
" <td>0.007379</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.009333</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.30</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>28</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AEG.N</td>\n", | |
" <td>Aegon NV</td>\n", | |
" <td>272700.0</td>\n", | |
" <td>19.99</td>\n", | |
" <td>19.91</td>\n", | |
" <td>0.011640</td>\n", | |
" <td>0.021026</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.004523</td>\n", | |
" <td>0.004541</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.014691</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.08</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>2007-02-01 22:00:00+00:00</td>\n", | |
" <td>AEIS.O</td>\n", | |
" <td>Advanced Energy Industries Inc</td>\n", | |
" <td>353504.0</td>\n", | |
" <td>17.77</td>\n", | |
" <td>17.43</td>\n", | |
" <td>0.025389</td>\n", | |
" <td>0.024691</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.052102</td>\n", | |
" <td>0.021090</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.085302</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.34</td>\n", | |
" <td>0</td>\n", | |
" <td>2007-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072926</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XLNX.O</td>\n", | |
" <td>Xilinx Inc</td>\n", | |
" <td>2112510.0</td>\n", | |
" <td>60.37</td>\n", | |
" <td>61.09</td>\n", | |
" <td>-0.006092</td>\n", | |
" <td>0.008086</td>\n", | |
" <td>0.000694</td>\n", | |
" <td>0.006681</td>\n", | |
" <td>0.003157</td>\n", | |
" <td>0.048036</td>\n", | |
" <td>0.011809</td>\n", | |
" <td>0.048716</td>\n", | |
" <td>-0.072078</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.72</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072927</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XLRN.O</td>\n", | |
" <td>Acceleron Pharma Inc</td>\n", | |
" <td>213404.0</td>\n", | |
" <td>25.52</td>\n", | |
" <td>25.59</td>\n", | |
" <td>-0.004292</td>\n", | |
" <td>-0.002728</td>\n", | |
" <td>-0.012540</td>\n", | |
" <td>-0.002150</td>\n", | |
" <td>-0.122421</td>\n", | |
" <td>-0.116672</td>\n", | |
" <td>-0.148892</td>\n", | |
" <td>-0.119486</td>\n", | |
" <td>-0.020768</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.07</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072928</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XNCR.O</td>\n", | |
" <td>Xencor Inc</td>\n", | |
" <td>135792.0</td>\n", | |
" <td>26.32</td>\n", | |
" <td>26.32</td>\n", | |
" <td>-0.004915</td>\n", | |
" <td>0.002285</td>\n", | |
" <td>0.000300</td>\n", | |
" <td>0.000300</td>\n", | |
" <td>0.024723</td>\n", | |
" <td>0.058729</td>\n", | |
" <td>0.015907</td>\n", | |
" <td>0.058702</td>\n", | |
" <td>-0.122284</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.00</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072929</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XOG.O</td>\n", | |
" <td>Extraction Oil & Gas Inc</td>\n", | |
" <td>600181.0</td>\n", | |
" <td>20.04</td>\n", | |
" <td>19.89</td>\n", | |
" <td>0.005015</td>\n", | |
" <td>-0.008475</td>\n", | |
" <td>-0.001818</td>\n", | |
" <td>-0.006887</td>\n", | |
" <td>0.019847</td>\n", | |
" <td>0.024730</td>\n", | |
" <td>-0.019209</td>\n", | |
" <td>0.020481</td>\n", | |
" <td>-0.080657</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.15</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072930</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XOM.N</td>\n", | |
" <td>Exxon Mobil Corp</td>\n", | |
" <td>9117830.0</td>\n", | |
" <td>90.26</td>\n", | |
" <td>90.03</td>\n", | |
" <td>-0.000996</td>\n", | |
" <td>-0.000777</td>\n", | |
" <td>0.002893</td>\n", | |
" <td>-0.001791</td>\n", | |
" <td>-0.006931</td>\n", | |
" <td>-0.000777</td>\n", | |
" <td>0.007746</td>\n", | |
" <td>0.000784</td>\n", | |
" <td>-0.057035</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.23</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072931</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XON.N</td>\n", | |
" <td>Intrexon Corp</td>\n", | |
" <td>1173606.0</td>\n", | |
" <td>24.30</td>\n", | |
" <td>24.98</td>\n", | |
" <td>-0.024880</td>\n", | |
" <td>0.015860</td>\n", | |
" <td>-0.014024</td>\n", | |
" <td>0.013107</td>\n", | |
" <td>-0.143763</td>\n", | |
" <td>-0.114184</td>\n", | |
" <td>-0.114247</td>\n", | |
" <td>-0.111159</td>\n", | |
" <td>0.003620</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.68</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072932</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XPO.N</td>\n", | |
" <td>XPO Logistics Inc</td>\n", | |
" <td>663044.0</td>\n", | |
" <td>43.16</td>\n", | |
" <td>43.80</td>\n", | |
" <td>-0.007360</td>\n", | |
" <td>0.005048</td>\n", | |
" <td>0.001357</td>\n", | |
" <td>0.002852</td>\n", | |
" <td>-0.094229</td>\n", | |
" <td>-0.084639</td>\n", | |
" <td>-0.060181</td>\n", | |
" <td>-0.081703</td>\n", | |
" <td>-0.010168</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.64</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072933</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XRAY.O</td>\n", | |
" <td>Dentsply Sirona Inc</td>\n", | |
" <td>949418.0</td>\n", | |
" <td>57.73</td>\n", | |
" <td>58.29</td>\n", | |
" <td>-0.008927</td>\n", | |
" <td>0.000687</td>\n", | |
" <td>-0.004119</td>\n", | |
" <td>-0.000381</td>\n", | |
" <td>-0.042950</td>\n", | |
" <td>-0.024133</td>\n", | |
" <td>-0.026262</td>\n", | |
" <td>-0.022666</td>\n", | |
" <td>-0.014616</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.56</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072934</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XXIA.O</td>\n", | |
" <td>Ixia</td>\n", | |
" <td>678107.0</td>\n", | |
" <td>16.10</td>\n", | |
" <td>16.00</td>\n", | |
" <td>-0.006173</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000999</td>\n", | |
" <td>-0.001859</td>\n", | |
" <td>-0.038806</td>\n", | |
" <td>-0.021407</td>\n", | |
" <td>0.002472</td>\n", | |
" <td>-0.017446</td>\n", | |
" <td>0.011636</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.10</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072935</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>XYL.N</td>\n", | |
" <td>Xylem Inc</td>\n", | |
" <td>646428.0</td>\n", | |
" <td>49.52</td>\n", | |
" <td>49.98</td>\n", | |
" <td>-0.005023</td>\n", | |
" <td>-0.000999</td>\n", | |
" <td>-0.003188</td>\n", | |
" <td>-0.001405</td>\n", | |
" <td>-0.012365</td>\n", | |
" <td>-0.008333</td>\n", | |
" <td>-0.013092</td>\n", | |
" <td>-0.008473</td>\n", | |
" <td>-0.030040</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.46</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072936</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YELP.N</td>\n", | |
" <td>Yelp Inc</td>\n", | |
" <td>2478410.0</td>\n", | |
" <td>38.13</td>\n", | |
" <td>38.66</td>\n", | |
" <td>-0.014219</td>\n", | |
" <td>-0.004122</td>\n", | |
" <td>-0.006915</td>\n", | |
" <td>-0.005483</td>\n", | |
" <td>0.076207</td>\n", | |
" <td>0.096116</td>\n", | |
" <td>0.044568</td>\n", | |
" <td>0.092791</td>\n", | |
" <td>0.072670</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.53</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072937</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YHOO.O</td>\n", | |
" <td>Altaba Inc</td>\n", | |
" <td>6432792.0</td>\n", | |
" <td>38.67</td>\n", | |
" <td>38.72</td>\n", | |
" <td>0.000776</td>\n", | |
" <td>-0.001032</td>\n", | |
" <td>0.005365</td>\n", | |
" <td>-0.002556</td>\n", | |
" <td>0.006769</td>\n", | |
" <td>-0.032000</td>\n", | |
" <td>0.015632</td>\n", | |
" <td>-0.030919</td>\n", | |
" <td>0.087102</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.05</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072938</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YNDX.O</td>\n", | |
" <td>Yandex NV</td>\n", | |
" <td>774764.0</td>\n", | |
" <td>20.13</td>\n", | |
" <td>20.50</td>\n", | |
" <td>-0.010811</td>\n", | |
" <td>0.009852</td>\n", | |
" <td>0.000031</td>\n", | |
" <td>0.008820</td>\n", | |
" <td>-0.021866</td>\n", | |
" <td>-0.022879</td>\n", | |
" <td>0.010694</td>\n", | |
" <td>-0.019992</td>\n", | |
" <td>0.056161</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.37</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072939</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YPF.N</td>\n", | |
" <td>YPF SA</td>\n", | |
" <td>982139.0</td>\n", | |
" <td>16.50</td>\n", | |
" <td>16.04</td>\n", | |
" <td>0.031895</td>\n", | |
" <td>0.001248</td>\n", | |
" <td>0.031856</td>\n", | |
" <td>0.001137</td>\n", | |
" <td>0.061776</td>\n", | |
" <td>0.014548</td>\n", | |
" <td>0.046832</td>\n", | |
" <td>0.013691</td>\n", | |
" <td>0.288102</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.46</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072940</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YRD.N</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>477150.0</td>\n", | |
" <td>20.72</td>\n", | |
" <td>21.50</td>\n", | |
" <td>-0.036279</td>\n", | |
" <td>-0.033708</td>\n", | |
" <td>-0.036985</td>\n", | |
" <td>-0.033805</td>\n", | |
" <td>-0.226288</td>\n", | |
" <td>-0.202522</td>\n", | |
" <td>-0.188744</td>\n", | |
" <td>-0.198861</td>\n", | |
" <td>-0.002232</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.78</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072941</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YUM.N</td>\n", | |
" <td>Yum! Brands Inc</td>\n", | |
" <td>1887055.0</td>\n", | |
" <td>63.33</td>\n", | |
" <td>63.93</td>\n", | |
" <td>-0.004715</td>\n", | |
" <td>0.005821</td>\n", | |
" <td>-0.000458</td>\n", | |
" <td>0.004688</td>\n", | |
" <td>-0.007522</td>\n", | |
" <td>0.005505</td>\n", | |
" <td>-0.000757</td>\n", | |
" <td>0.006148</td>\n", | |
" <td>0.012008</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.60</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072942</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YUMC.N</td>\n", | |
" <td>Yum China Holdings Inc</td>\n", | |
" <td>975755.0</td>\n", | |
" <td>26.12</td>\n", | |
" <td>26.05</td>\n", | |
" <td>0.004615</td>\n", | |
" <td>0.008908</td>\n", | |
" <td>0.005176</td>\n", | |
" <td>0.008616</td>\n", | |
" <td>-0.010606</td>\n", | |
" <td>-0.016239</td>\n", | |
" <td>-0.024282</td>\n", | |
" <td>-0.017832</td>\n", | |
" <td>0.018680</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.07</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072943</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>YY.O</td>\n", | |
" <td>YY Inc</td>\n", | |
" <td>659948.0</td>\n", | |
" <td>39.42</td>\n", | |
" <td>40.67</td>\n", | |
" <td>-0.028586</td>\n", | |
" <td>0.000492</td>\n", | |
" <td>-0.021919</td>\n", | |
" <td>-0.000865</td>\n", | |
" <td>-0.032638</td>\n", | |
" <td>-0.034425</td>\n", | |
" <td>-0.024839</td>\n", | |
" <td>-0.033550</td>\n", | |
" <td>0.067917</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1.25</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072944</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>Z.O</td>\n", | |
" <td>Zillow Group Inc</td>\n", | |
" <td>880085.0</td>\n", | |
" <td>36.47</td>\n", | |
" <td>37.25</td>\n", | |
" <td>-0.013791</td>\n", | |
" <td>0.002422</td>\n", | |
" <td>-0.003046</td>\n", | |
" <td>0.000575</td>\n", | |
" <td>-0.041272</td>\n", | |
" <td>0.009485</td>\n", | |
" <td>-0.018178</td>\n", | |
" <td>0.011732</td>\n", | |
" <td>-0.019932</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.78</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072945</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZAYO.N</td>\n", | |
" <td>Zayo Group Holdings Inc</td>\n", | |
" <td>1815509.0</td>\n", | |
" <td>32.86</td>\n", | |
" <td>33.34</td>\n", | |
" <td>-0.014397</td>\n", | |
" <td>-0.000899</td>\n", | |
" <td>-0.008173</td>\n", | |
" <td>-0.002174</td>\n", | |
" <td>-0.010539</td>\n", | |
" <td>0.013990</td>\n", | |
" <td>-0.013631</td>\n", | |
" <td>0.013214</td>\n", | |
" <td>-0.031742</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.48</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072946</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZBH.N</td>\n", | |
" <td>Zimmer Biomet Holdings Inc</td>\n", | |
" <td>973822.0</td>\n", | |
" <td>103.20</td>\n", | |
" <td>103.31</td>\n", | |
" <td>-0.002899</td>\n", | |
" <td>0.003010</td>\n", | |
" <td>0.000180</td>\n", | |
" <td>0.002130</td>\n", | |
" <td>0.007703</td>\n", | |
" <td>0.010253</td>\n", | |
" <td>0.020376</td>\n", | |
" <td>0.011304</td>\n", | |
" <td>0.115330</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.11</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072947</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZBRA.O</td>\n", | |
" <td>Zebra Technologies Corp</td>\n", | |
" <td>219792.0</td>\n", | |
" <td>85.76</td>\n", | |
" <td>86.06</td>\n", | |
" <td>-0.002094</td>\n", | |
" <td>0.007610</td>\n", | |
" <td>0.006517</td>\n", | |
" <td>0.005748</td>\n", | |
" <td>0.006573</td>\n", | |
" <td>0.016417</td>\n", | |
" <td>0.021937</td>\n", | |
" <td>0.017769</td>\n", | |
" <td>-0.059977</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.30</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072948</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZEN.N</td>\n", | |
" <td>Zendesk Inc</td>\n", | |
" <td>727935.0</td>\n", | |
" <td>21.20</td>\n", | |
" <td>21.26</td>\n", | |
" <td>0.000472</td>\n", | |
" <td>-0.001409</td>\n", | |
" <td>0.010045</td>\n", | |
" <td>-0.003731</td>\n", | |
" <td>-0.035487</td>\n", | |
" <td>-0.061369</td>\n", | |
" <td>0.001127</td>\n", | |
" <td>-0.056921</td>\n", | |
" <td>0.036856</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.06</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072949</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZG.O</td>\n", | |
" <td>Zillow Group Inc</td>\n", | |
" <td>353648.0</td>\n", | |
" <td>36.45</td>\n", | |
" <td>37.29</td>\n", | |
" <td>-0.016194</td>\n", | |
" <td>0.000805</td>\n", | |
" <td>-0.005519</td>\n", | |
" <td>-0.000360</td>\n", | |
" <td>-0.043307</td>\n", | |
" <td>0.001881</td>\n", | |
" <td>-0.011331</td>\n", | |
" <td>0.004831</td>\n", | |
" <td>-0.018969</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.84</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072950</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZION.O</td>\n", | |
" <td>Zions Bancorp</td>\n", | |
" <td>1938930.0</td>\n", | |
" <td>43.04</td>\n", | |
" <td>43.07</td>\n", | |
" <td>0.005842</td>\n", | |
" <td>-0.004622</td>\n", | |
" <td>0.011036</td>\n", | |
" <td>-0.004971</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.005838</td>\n", | |
" <td>0.015373</td>\n", | |
" <td>0.006796</td>\n", | |
" <td>-0.045221</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.03</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072951</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZIOP.O</td>\n", | |
" <td>ZIOPHARM Oncology Inc</td>\n", | |
" <td>1608829.0</td>\n", | |
" <td>5.35</td>\n", | |
" <td>5.37</td>\n", | |
" <td>-0.003724</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000536</td>\n", | |
" <td>-0.001868</td>\n", | |
" <td>-0.165367</td>\n", | |
" <td>-0.138042</td>\n", | |
" <td>-0.139597</td>\n", | |
" <td>-0.135913</td>\n", | |
" <td>0.051189</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.02</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072952</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZLTQ.O</td>\n", | |
" <td>ZELTIQ Aesthetics Inc</td>\n", | |
" <td>347830.0</td>\n", | |
" <td>43.52</td>\n", | |
" <td>43.62</td>\n", | |
" <td>-0.000689</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>-0.000515</td>\n", | |
" <td>0.000493</td>\n", | |
" <td>0.002996</td>\n", | |
" <td>0.002989</td>\n", | |
" <td>0.008213</td>\n", | |
" <td>0.003210</td>\n", | |
" <td>-0.048555</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.10</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072953</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZNGA.O</td>\n", | |
" <td>Zynga Inc</td>\n", | |
" <td>7396601.0</td>\n", | |
" <td>2.57</td>\n", | |
" <td>2.58</td>\n", | |
" <td>-0.011538</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>-0.006004</td>\n", | |
" <td>-0.001034</td>\n", | |
" <td>-0.091873</td>\n", | |
" <td>-0.078571</td>\n", | |
" <td>-0.077252</td>\n", | |
" <td>-0.077188</td>\n", | |
" <td>0.011703</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.01</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072954</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZTO.N</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>3146519.0</td>\n", | |
" <td>12.07</td>\n", | |
" <td>12.50</td>\n", | |
" <td>-0.029743</td>\n", | |
" <td>0.007252</td>\n", | |
" <td>-0.028460</td>\n", | |
" <td>0.006719</td>\n", | |
" <td>-0.065066</td>\n", | |
" <td>-0.042146</td>\n", | |
" <td>-0.078104</td>\n", | |
" <td>-0.043813</td>\n", | |
" <td>0.083367</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.43</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4072955</th>\n", | |
" <td>2016-12-30 22:00:00+00:00</td>\n", | |
" <td>ZTS.N</td>\n", | |
" <td>Zoetis Inc</td>\n", | |
" <td>1701204.0</td>\n", | |
" <td>53.53</td>\n", | |
" <td>53.64</td>\n", | |
" <td>-0.001678</td>\n", | |
" <td>0.003091</td>\n", | |
" <td>0.005060</td>\n", | |
" <td>0.002885</td>\n", | |
" <td>0.023127</td>\n", | |
" <td>0.028177</td>\n", | |
" <td>0.026566</td>\n", | |
" <td>0.028719</td>\n", | |
" <td>-0.016220</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.11</td>\n", | |
" <td>0</td>\n", | |
" <td>2016-12</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>4072956 rows × 19 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" time assetCode ... 10_diff month_year\n", | |
"0 2007-02-01 22:00:00+00:00 A.N ... 0 2007-02\n", | |
"1 2007-02-01 22:00:00+00:00 AAI.N ... 0 2007-02\n", | |
"2 2007-02-01 22:00:00+00:00 AAP.N ... 0 2007-02\n", | |
"3 2007-02-01 22:00:00+00:00 AAPL.O ... 0 2007-02\n", | |
"4 2007-02-01 22:00:00+00:00 ABB.N ... 0 2007-02\n", | |
"5 2007-02-01 22:00:00+00:00 ABC.N ... 0 2007-02\n", | |
"6 2007-02-01 22:00:00+00:00 ABD.N ... 0 2007-02\n", | |
"7 2007-02-01 22:00:00+00:00 ABM.N ... 0 2007-02\n", | |
"8 2007-02-01 22:00:00+00:00 ABT.N ... 0 2007-02\n", | |
"9 2007-02-01 22:00:00+00:00 ABV.N ... 0 2007-02\n", | |
"10 2007-02-01 22:00:00+00:00 ABY.N ... 0 2007-02\n", | |
"11 2007-02-01 22:00:00+00:00 ACF.N ... 0 2007-02\n", | |
"12 2007-02-01 22:00:00+00:00 ACH.N ... 0 2007-02\n", | |
"13 2007-02-01 22:00:00+00:00 ACL.N ... 0 2007-02\n", | |
"14 2007-02-01 22:00:00+00:00 ACS.N ... 0 2007-02\n", | |
"15 2007-02-01 22:00:00+00:00 ACTS.O ... 0 2007-02\n", | |
"16 2007-02-01 22:00:00+00:00 ACXM.O ... 0 2007-02\n", | |
"17 2007-02-01 22:00:00+00:00 AD.N ... 0 2007-02\n", | |
"18 2007-02-01 22:00:00+00:00 ADBE.O ... 0 2007-02\n", | |
"19 2007-02-01 22:00:00+00:00 ADCT.O ... 0 2007-02\n", | |
"20 2007-02-01 22:00:00+00:00 ADI.N ... 0 2007-02\n", | |
"21 2007-02-01 22:00:00+00:00 ADM.N ... 0 2007-02\n", | |
"22 2007-02-01 22:00:00+00:00 ADP.N ... 0 2007-02\n", | |
"23 2007-02-01 22:00:00+00:00 ADS.N ... 0 2007-02\n", | |
"24 2007-02-01 22:00:00+00:00 ADSK.O ... 0 2007-02\n", | |
"25 2007-02-01 22:00:00+00:00 ADTN.O ... 0 2007-02\n", | |
"26 2007-02-01 22:00:00+00:00 AEA.N ... 0 2007-02\n", | |
"27 2007-02-01 22:00:00+00:00 AEE.N ... 0 2007-02\n", | |
"28 2007-02-01 22:00:00+00:00 AEG.N ... 0 2007-02\n", | |
"29 2007-02-01 22:00:00+00:00 AEIS.O ... 0 2007-02\n", | |
"... ... ... ... ... ...\n", | |
"4072926 2016-12-30 22:00:00+00:00 XLNX.O ... 0 2016-12\n", | |
"4072927 2016-12-30 22:00:00+00:00 XLRN.O ... 0 2016-12\n", | |
"4072928 2016-12-30 22:00:00+00:00 XNCR.O ... 0 2016-12\n", | |
"4072929 2016-12-30 22:00:00+00:00 XOG.O ... 0 2016-12\n", | |
"4072930 2016-12-30 22:00:00+00:00 XOM.N ... 0 2016-12\n", | |
"4072931 2016-12-30 22:00:00+00:00 XON.N ... 0 2016-12\n", | |
"4072932 2016-12-30 22:00:00+00:00 XPO.N ... 0 2016-12\n", | |
"4072933 2016-12-30 22:00:00+00:00 XRAY.O ... 0 2016-12\n", | |
"4072934 2016-12-30 22:00:00+00:00 XXIA.O ... 0 2016-12\n", | |
"4072935 2016-12-30 22:00:00+00:00 XYL.N ... 0 2016-12\n", | |
"4072936 2016-12-30 22:00:00+00:00 YELP.N ... 0 2016-12\n", | |
"4072937 2016-12-30 22:00:00+00:00 YHOO.O ... 0 2016-12\n", | |
"4072938 2016-12-30 22:00:00+00:00 YNDX.O ... 0 2016-12\n", | |
"4072939 2016-12-30 22:00:00+00:00 YPF.N ... 0 2016-12\n", | |
"4072940 2016-12-30 22:00:00+00:00 YRD.N ... 0 2016-12\n", | |
"4072941 2016-12-30 22:00:00+00:00 YUM.N ... 0 2016-12\n", | |
"4072942 2016-12-30 22:00:00+00:00 YUMC.N ... 0 2016-12\n", | |
"4072943 2016-12-30 22:00:00+00:00 YY.O ... 0 2016-12\n", | |
"4072944 2016-12-30 22:00:00+00:00 Z.O ... 0 2016-12\n", | |
"4072945 2016-12-30 22:00:00+00:00 ZAYO.N ... 0 2016-12\n", | |
"4072946 2016-12-30 22:00:00+00:00 ZBH.N ... 0 2016-12\n", | |
"4072947 2016-12-30 22:00:00+00:00 ZBRA.O ... 0 2016-12\n", | |
"4072948 2016-12-30 22:00:00+00:00 ZEN.N ... 0 2016-12\n", | |
"4072949 2016-12-30 22:00:00+00:00 ZG.O ... 0 2016-12\n", | |
"4072950 2016-12-30 22:00:00+00:00 ZION.O ... 0 2016-12\n", | |
"4072951 2016-12-30 22:00:00+00:00 ZIOP.O ... 0 2016-12\n", | |
"4072952 2016-12-30 22:00:00+00:00 ZLTQ.O ... 0 2016-12\n", | |
"4072953 2016-12-30 22:00:00+00:00 ZNGA.O ... 0 2016-12\n", | |
"4072954 2016-12-30 22:00:00+00:00 ZTO.N ... 0 2016-12\n", | |
"4072955 2016-12-30 22:00:00+00:00 ZTS.N ... 0 2016-12\n", | |
"\n", | |
"[4072956 rows x 19 columns]" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"market_train" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "f08979fc0d98d06851efb2edeb073f7dfe0c4508" | |
}, | |
"source": [ | |
"### News Data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"_uuid": "05b8368f1634d92186d6c9d1f8861acf46985aa1" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>time</th>\n", | |
" <th>sourceTimestamp</th>\n", | |
" <th>firstCreated</th>\n", | |
" <th>sourceId</th>\n", | |
" <th>headline</th>\n", | |
" <th>urgency</th>\n", | |
" <th>takeSequence</th>\n", | |
" <th>provider</th>\n", | |
" <th>subjects</th>\n", | |
" <th>audiences</th>\n", | |
" <th>bodySize</th>\n", | |
" <th>companyCount</th>\n", | |
" <th>headlineTag</th>\n", | |
" <th>marketCommentary</th>\n", | |
" <th>sentenceCount</th>\n", | |
" <th>wordCount</th>\n", | |
" <th>assetCodes</th>\n", | |
" <th>assetName</th>\n", | |
" <th>firstMentionSentence</th>\n", | |
" <th>relevance</th>\n", | |
" <th>sentimentClass</th>\n", | |
" <th>sentimentNegative</th>\n", | |
" <th>sentimentNeutral</th>\n", | |
" <th>sentimentPositive</th>\n", | |
" <th>sentimentWordCount</th>\n", | |
" <th>noveltyCount12H</th>\n", | |
" <th>noveltyCount24H</th>\n", | |
" <th>noveltyCount3D</th>\n", | |
" <th>noveltyCount5D</th>\n", | |
" <th>noveltyCount7D</th>\n", | |
" <th>volumeCounts12H</th>\n", | |
" <th>volumeCounts24H</th>\n", | |
" <th>volumeCounts3D</th>\n", | |
" <th>volumeCounts5D</th>\n", | |
" <th>volumeCounts7D</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2007-01-01 04:29:32+00:00</td>\n", | |
" <td>2007-01-01 04:29:32+00:00</td>\n", | |
" <td>2007-01-01 04:29:32+00:00</td>\n", | |
" <td>e58c6279551b85cf</td>\n", | |
" <td>China's Daqing pumps 43.41 mln tonnes of oil i...</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>RTRS</td>\n", | |
" <td>{'ENR', 'ASIA', 'CN', 'NGS', 'EMRG', 'RTRS', '...</td>\n", | |
" <td>{'Z', 'O', 'OIL'}</td>\n", | |
" <td>1438</td>\n", | |
" <td>1</td>\n", | |
" <td></td>\n", | |
" <td>False</td>\n", | |
" <td>11</td>\n", | |
" <td>275</td>\n", | |
" <td>{'0857.HK', '0857.F', '0857.DE', 'PTR.N'}</td>\n", | |
" <td>PetroChina Co Ltd</td>\n", | |
" <td>6</td>\n", | |
" <td>0.235702</td>\n", | |
" <td>-1</td>\n", | |
" <td>0.500739</td>\n", | |
" <td>0.419327</td>\n", | |
" <td>0.079934</td>\n", | |
" <td>73</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>3</td>\n", | |
" <td>6</td>\n", | |
" <td>7</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2007-01-01 07:03:35+00:00</td>\n", | |
" <td>2007-01-01 07:03:34+00:00</td>\n", | |
" <td>2007-01-01 07:03:34+00:00</td>\n", | |
" <td>5a31c4327427f63f</td>\n", | |
" <td>FEATURE-In kidnapping, finesse works best</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>RTRS</td>\n", | |
" <td>{'FEA', 'CA', 'LATAM', 'MX', 'INS', 'ASIA', 'I...</td>\n", | |
" <td>{'PGE', 'PCO', 'G', 'ESN', 'MD', 'PCU', 'DNP',...</td>\n", | |
" <td>4413</td>\n", | |
" <td>1</td>\n", | |
" <td>FEATURE</td>\n", | |
" <td>False</td>\n", | |
" <td>55</td>\n", | |
" <td>907</td>\n", | |
" <td>{'STA.N'}</td>\n", | |
" <td>Travelers Companies Inc</td>\n", | |
" <td>8</td>\n", | |
" <td>0.447214</td>\n", | |
" <td>-1</td>\n", | |
" <td>0.600082</td>\n", | |
" <td>0.345853</td>\n", | |
" <td>0.054064</td>\n", | |
" <td>62</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>3</td>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2007-01-01 11:29:56+00:00</td>\n", | |
" <td>2007-01-01 11:29:56+00:00</td>\n", | |
" <td>2007-01-01 11:29:56+00:00</td>\n", | |
" <td>1cefd27a40fabdfe</td>\n", | |
" <td>PRESS DIGEST - Wall Street Journal - Jan 1</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>RTRS</td>\n", | |
" <td>{'RET', 'ENR', 'ID', 'BG', 'US', 'PRESS', 'IQ'...</td>\n", | |
" <td>{'T', 'DNP', 'PSC', 'U', 'D', 'M', 'RNP', 'PTD...</td>\n", | |
" <td>2108</td>\n", | |
" <td>2</td>\n", | |
" <td>PRESS DIGEST</td>\n", | |
" <td>False</td>\n", | |
" <td>15</td>\n", | |
" <td>388</td>\n", | |
" <td>{'WMT.DE', 'WMT.N'}</td>\n", | |
" <td>Wal-Mart Stores Inc</td>\n", | |
" <td>14</td>\n", | |
" <td>0.377964</td>\n", | |
" <td>-1</td>\n", | |
" <td>0.450049</td>\n", | |
" <td>0.295671</td>\n", | |
" <td>0.254280</td>\n", | |
" <td>67</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
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" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>5</td>\n", | |
" <td>11</td>\n", | |
" <td>17</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2007-01-01 12:08:37+00:00</td>\n", | |
" <td>2007-01-01 12:08:37+00:00</td>\n", | |
" <td>2007-01-01 12:08:37+00:00</td>\n", | |
" <td>23768af19dc69992</td>\n", | |
" <td>PRESS DIGEST - New York Times - Jan 1</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>RTRS</td>\n", | |
" <td>{'FUND', 'FIN', 'CA', 'SFWR', 'INS', 'PUB', 'B...</td>\n", | |
" <td>{'T', 'DNP', 'PSC', 'U', 'D', 'M', 'RNP', 'PTD...</td>\n", | |
" <td>1776</td>\n", | |
" <td>6</td>\n", | |
" <td>PRESS DIGEST</td>\n", | |
" <td>False</td>\n", | |
" <td>14</td>\n", | |
" <td>325</td>\n", | |
" <td>{'GOOG.O', 'GOOG.OQ', 'GOOGa.DE'}</td>\n", | |
" <td>Google Inc</td>\n", | |
" <td>13</td>\n", | |
" <td>0.149071</td>\n", | |
" <td>-1</td>\n", | |
" <td>0.752917</td>\n", | |
" <td>0.162715</td>\n", | |
" <td>0.084368</td>\n", | |
" <td>83</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
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" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>5</td>\n", | |
" <td>13</td>\n", | |
" <td>15</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2007-01-01 12:08:37+00:00</td>\n", | |
" <td>2007-01-01 12:08:37+00:00</td>\n", | |
" <td>2007-01-01 12:08:37+00:00</td>\n", | |
" <td>23768af19dc69992</td>\n", | |
" <td>PRESS DIGEST - New York Times - Jan 1</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>RTRS</td>\n", | |
" <td>{'FUND', 'FIN', 'CA', 'SFWR', 'INS', 'PUB', 'B...</td>\n", | |
" <td>{'T', 'DNP', 'PSC', 'U', 'D', 'M', 'RNP', 'PTD...</td>\n", | |
" <td>1776</td>\n", | |
" <td>6</td>\n", | |
" <td>PRESS DIGEST</td>\n", | |
" <td>False</td>\n", | |
" <td>14</td>\n", | |
" <td>325</td>\n", | |
" <td>{'XMSR.O'}</td>\n", | |
" <td>XM Satellite Radio Holdings Inc</td>\n", | |
" <td>11</td>\n", | |
" <td>0.149071</td>\n", | |
" <td>-1</td>\n", | |
" <td>0.699274</td>\n", | |
" <td>0.209360</td>\n", | |
" <td>0.091366</td>\n", | |
" <td>102</td>\n", | |
" <td>0</td>\n", | |
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" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" time ... volumeCounts7D\n", | |
"0 2007-01-01 04:29:32+00:00 ... 7\n", | |
"1 2007-01-01 07:03:35+00:00 ... 3\n", | |
"2 2007-01-01 11:29:56+00:00 ... 17\n", | |
"3 2007-01-01 12:08:37+00:00 ... 15\n", | |
"4 2007-01-01 12:08:37+00:00 ... 0\n", | |
"\n", | |
"[5 rows x 35 columns]" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"news_train.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": { | |
"_uuid": "0713c329f4771f72227f71a1d68c57aae20da881" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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iFXMAU107+rj8wWa/vpjpOpAijaGx9RgqmrZR6/M2m3x7YabrQFSaH31dVmFt4Mq96J3cjtpCb+c/sDZwJTLNFx2RAbtejmZY+R0Y6ZQGoPOZ3zHW0ed8p+kYSHSRyeXseOnJ2ZAnGpXmzX5XWPbkNCMrNOe7aorIR1v9r7Hy2Vnae/zKne5z0BWrfjZqHZmNWCTGo+NUbA3MSJSmsT/gDr89Pkn/i2vY0/orlfa/Pj7JvegA5tXpQ+83yqt/YgTXI/zY/fJmwd44DdgamPGwxzwAHsYEMvTKeg61/YZyJlYa24tFInTEEvYF3NGoOP/5TGFS+Fv9AUWWrSSRy0EmkwEgkWiOlxCRmkjzo8upZenA3nafU2XfAmRvJV3WZMbwj88NFj/0UClrYlOW3xv1wdrAJLvsyO9EpyUz2rUJM2tpNrVz3TufdvaurGs+sED3VxxzuO6dr3KdH5ONugeXkCRNV5XBpixbWw1TGzfneJrKTgc9Y8L1PR+Mqcj/heKcIUvhStgSXiffRCpLw0K/PFXM3XA0aoSprr3WfpGp3lwN/52oNF/MdZ1obD0BJ+NGWttnEZ8RhGfEKkJTvMiQJWIosaSMSQvqlx6DvkTzzkRBeBSzh+Dk24SnPiE1M1ZZntOBz1BiyWcV1Hdp3nbyg3e3G+wZsRqvmJ0qZQ2txlHbcqjWPht8WtLTZR02BtV5EL2dgKQrRKR6Y6brQBPriTgZN9baNzUzjvMhc4lJf0GyNFJjm9zu1fPcU37+crNa+a//fYmFVe7vm1SaydHt1/lrofrpg5WdOf9e+kGt/MpJLxZ+o4iecsJHu7KWFYHi7TaaIlNsX3mG7SvPqJVrG9/7QQCT+mv3ku4/tg2jp2o/vTh/+B67/77AS59QjfUW1qb8d/VHrf3nfbWV62ceq5VPXtyfTu4NtPY7uOVKgdZaGwuf9KeBZVdqmbemv/P0PNsbmxoQEhDF6A5L1eq+mNEd989baewXG5XI8Z2e/PvHaY31evo67Ls7Dx1ddcU85/u/YMK/XD39SK1NXuuVG1njj5zShYHj2qrU/fdiOGMqHScxI5yw1KcAjKiwlw3P3QBwMqrHqeA5dHaYy8vE67S3+x6xSEJnh7kq41jol6WN3VTWeCvGN9GxZniFXQB4x50CoK/LKuTI+cunExVN26j10US/MmsBWOfTkS9dPTDRsWZMpRNs9O1JC+uvKW1QgSRphIoSn8UPNd0wkCiiLolFIj4r14TPyqk7ZC/yOsbOl560snVVKs0Aw8s3Y3j5ZtQ6MpuBl9ayv80ElT4A93PsEpvo6DO8fDMuhflwM9JfbZ6jrx8AKJVmgPIm1pQ3sdYo1/tgbeNhjLm+Gd+EcCqa2qjUbXh+CQAd8cf7MDl2wS4mDFT8Js5ff4o9S0fl2v5JbCiue+czsHw9fqjdifTMTAKSoln+6Lxa2w3e11nqdYbPXZsyo1YHIFuRbn50OY/7/qB82NrQYgh9z25gk88NjUrtiscXAPizab9C32tR5shSWGvsX0S6LDPPuVz3zkciEnGp+7fYGZqRmJHGnhf3WPzQg54ef3O441iN/YKSsvWZTLkcyZsNq4OvHuY55/vkk1ecNSmKkanPuJL6DNCsSMWk+XMyaKqKE1xM+gtOBk0BwM15FXaG6seQAP/6dSctM16lLEkawZPYA8RnBNHFUfPxYEF4lXiJJGkEemJjZHIp6bJEAMx0HZVtDCSlNPatYzmM1MxYYtMDCE15UGRZcsPFuBkZsqQCz/Ui4QKHA75UKYtNf8XJoKlY6lfQGAXkfvRWbkeuR4QYK4PK2BhU52XiRQD0Jaa4mnXDNMf6vM2VU14snKhQYu2cLOnQpz5paRmc3nuLaUPW0aqb5vcbICU5nb51sp+EW3SpSbnK9jy69YJ7154TGRpHV9cZuSrHhWH+htHK1/+tPsvTe69o27Mu7XrWzaVXNi99QpVKc9W6ZajbvBLpqRlEhsZx8fgD5DI5tg7a7eS/6PQrQS+zH1DsnCwpX9WBiJAYnj9SxBvvNkj7g86kfqvwfhhIWVc7mnWqgSxTxoldnsRFJ7H8+z04lrWiev2yav2+6rGCF94hAJhbGtPJvQGZUhlHtl9XrnXr7rWZuXyIWt+3mVVtT55tciLNyGR0h6UYmxlSu3EFKlRz4JrHI/yeBLNhyTEiw+IY90MPtX6H/73GjjUKB1kLa1Nad6+NoZE+5w/fI/R1NOlpUnpU/yHXz8h3A9fw9J4i/nz3wU0wLWWUr/XSxuq5Bzm6/TqgXfFOyFA8EJno2igV57eJTnuJb8J5LoYu4/NK6g8zMnkmlnoKuXTFRmTK09GXmJApV+xGVTLrwPXIvwAQIUJHpK/WJy+MdUqrjDuywl5ESIhOf4GNQRWNfWbd24e5riGtbHN3kNv50hOAH2q4aW3jm5CdB+BZXIiyjybcXepzM9KfO1EvqV+6rLJ8ZIXmLH96moGX1rKz1ZeIKPlTrsZW5QEYfW0TlzrPVJZnvFGeZtboViJyFYUGs1Zye+FEAF4ERVGrkgMRMYn8t2h4Hj1BKpOxrHEf3JxrAGAo0aWmngObWqo64c+9d4LtfrdpY19JqTQDjHJtwvnQ59wIf0mfMxs42mkcADUssjfw0jKl6EuyVbN7Ua9Z81Shp+gV4SGlhoU9U2u25zevs+9sDlDcO8BT9+wNExNdfZV7z0JXLFF+lgA2Pb+Bs7EFgUkx7H1xj4Hl6wFwJtibOpbaf7/fN5+04vwgejsAIsR87npRpU6OjKAkzTEr971SxINubfeDiq3w49i9XA//g6OBEzQq3Dv8+5KWGY+tYU16OK9Rq5fJpYW+l5x0d16pfH0rcp3yPgeU26mti5IGVtlPepoeKooTe6O62BvVLfBcXjE7sTaoSi+Xv1XKN/i0JDrND5DDWz8qtyPXoyMyYGQlD7U+aZkJNLaeQG5kKc3zN4ymQavKyvLRU7ty88Iz5oz9R2vfLKVZz0CXQw8XqNUvnbqT84fvMajJPHbemJ2rHAUhp5zHd94AwKFMaZXy3Jj75RYA/jr+HS4VbVXqZizL3Wbx+E5PpdJcpY4Ly3d/nW+5s/B+GMiBB/MxMNRTlo2Y3JmVs/dzfKcnUwevVVMkb154xgvvEI1rPeZ7N+VaXzz2gMmL+qNvqFtguXLjwQ0/Ji/qR6d+DZVlQ75uT2hgNKPaL+Hg5iu8eBbCL1tVd1SGT+pEG7faaus8fFInIHvX99n9AKrUcdE499N7r/Jcr12eszGzMNYsfA5zoz9m7ePkHsXx/89/jaRx26oauzS0GklE6nMexuylrInmsGXdnX5h98svqGWhOQurWCThQthv9HVZjVSWikSkh0fIQtrbzcRCvyxGEss8+2gjJOUh5rpOiBArxx1abju+CRdwNdMeXeZmt59ocmIhE24q/u5b2FRideOhuSqrXc4u01qXkxs5dpNrHdH+9x6RmqByPapiC8JS4/nvxQ1qH5mDWCTij4ZDaGXrWqJKdFfHmpwI8lIpm35nNwBDSmgnPL/0+G0LL8KjVcrm9cv+XKyYqsi5MGvVUV6Hx3F85bg8x8xSmnNju99tAObU6aJWN6BcXW6Ev8QnXjXpWjObclwLf8F3Nw+wuml2ErXx1xQnM99Ua53nvHkxtnIzfvM6+87meBIbqrx3TWTd+63IABpaudCnTG12v7irvN7hf4evq7bicqgf//rdUirOAANyvC5pPmnFOUkaBqDRPEKEWOOxf2Sqt/L12w521Uv1IyDxOkHJN4lJ88dCv/xb8yl2qLs7aY6uIRZ90stdrHRwWKhW5mTcmNdJnsSmB6jEgpajsE/TFFfaQGJOamZcrnPJMmXK15qUzkZtNO9Yvc3gr9ppLP9yVg/OH75HXHRSvsZ5X8TFKOSxttd8OpEbe/6+AICtowULcux8FwQ9fR0VJTCLIRM6cHyn5h27PesV8+a11gBnDtyh+5Di/2HPqTRnYeecrfw99FQ/hgfUlOacOJWz5vWLCHwfB2lVnPOzXk/uvqJJe80JkwyMFH3lMrlSaTYw1NOqNAPUtRzMJt+eNLEaoyz7x7cP6bIktvj1Z0SFPZjp2mOpX45KZu0BuBK+kkexh5GIdNETGzOiwh4cjeqx59UYbA0VczWxGsO1iLWky5IYWn6Hxrnf7qOJq+FriUzzxd1ljXLcf/z6Us6kGZXNO2ntZyDR5XDbibhfWE2aTMqV8Of0v7iGGTW60bB0OY19qpk7aB0vJ4lvYiSLEFHVXLspoJmeoVrZzBrdSMlM50DAXWRyORNvbsfVzJa9rQv+YFpcDCjTkBNBXgQmReNsbElCRiqXw5+/s/nO/XeFF49e4X3Lj4ToRGQyOeZWpiz1KPimw5GpIwiPSyQkTvGQoiMWU90p+++wegXF+/P3T4OKR/i3aHtiZd6N3tC7TC2uhb/gQojq2kanJSvri4t3NcfT2GyTvbftonMS+2a+Ghb27H4BPnHhNLRyQSqTUbWULTFpyWz3u0WKNANDHV1l2w+FT1qTK2fajiexB0jNjCMo+SaORnnbJ3sEfw+AjYHmp8qWdtPZ6d+PGxGr6eqUbXaR+OZI09GoIWJR8e5y/T9irGOtVla9lDuvkzwJT32iojhnPew4G6srSQ5GDfKMV31wqyJVeqnSJlrb6Bnokp6aoVZ+6E3fus0qMehLzcqc1h3AEqZzv4Yc3HKFQU3mabWv1Uboa8Uuzj9nZyASF2437MdVwzSWl7Yx09rn0a0XAPla63+WnXwnirM2Greriue5p8jfchrKD03aV2PvhovKddVEftbL70mwVsVZIhEjy5TRvariO27lgW+oWD3340+JSJcxlU6olI2qeECtXV+X7NjsLWwm0sJmokp9OztV+/HqpXpQvVS2ScvICvuVr7+odFRjH01k2ThrG9dKv6LWvi7GpbnVXaGMTb+7h5NBXnx+7R/+aDiEtnbqD8vLGw7G3jDvBDn2RooHUTlydrb6Mo/W6syt3Zu5tXvzKDaIoVf+xic+jFpHZisd+943WeYkI69t5GzHaXx76z/SZVJGanCiLCw+t/34utFMrfUWttrXfecvqjkYBs3srXJtY26Cjbn27/Z3SUGUvd5lanE9/CUHXmWbNaZIs39znIwLvsGhiT5lar+zOQLf2CiLgOq53LuhjuIhvm/Z2sy7f4KjgY/4rILCVKydvStlTSzZ6nuT7X63Ge2q+A6vYq594+F980krzvaGdShj0pJXiZc58Vphn1zGpCUdHBYg0pJtPGvXODz1Ua7mBVFpPirXLxIvAFBdy3GlQP4x1HB0C6AjUnjuZ8pVwzuV0lPs0EWmeVMR1V2miNQnec5387zCdrN5J+1HcPVbVOL6GfWxPPYrjqXuXXuerzTS4cGx2DgUzxdgURk3qwdnDt4hMS6FHtV/QCQS8c2CvrTqWgsjE4N8jVFYpRmgYev87eRrIj9r/S5STNs4arf5btaxBp7nNNsB58Rj/208zz0l6GUk8TFJpKdLSYp/Y46Qi86dn/VKS1N/uMtJltK86cx07F1K5zneh0xxhqhbWq8/VczsWPHUgyl3dnG3+xxlnZGOHsnSdP586sHienk7Z/V2rsuvj0+Q/FZEgYJSo5Qj993mssn3MiueeuTd4R3Sw6kOR17fB+B21EsAFUfJojCuzlT8H74qdH8dPR3+mrpFef224gxw/XkATSu50GDWSnZ+M4RJi/ZpHOvoH5qd1grLqqb9cTDKfzbSXxr25MCrB6z3vsaYys2YeGMvAN2dqxebTO9yDgcjxUO8HNjf/os82+uJJfR2qcXel/eJebMLDVDeVBHpZeeLO5Q11awPlCSatcdPiI4Oi/jC9TLdnVeiI9LnVeJlNvq0Zqd/P14nFT7Ej0yu+gOVFd1CXyyk7C0qepKC7Q7oihW7jI9idpMhyzaHiE1/SUJGCIZ5JIKJClM4c1paa4+cUaq05rrQ1zEFkjVNw651SbLn1s/8dfw79PR1kMvl/DFrH+715tDVdQYBvmEa+2SkF4+t/ofA47grzH/cl1+eDlb+yw1Tc/Xj9SxynlikpqgqTVdOedGvwc90dZ3Bspl7uHr6ES99QomJTCQjXYpBMdtiayJLaQb4uueKdz7fh0pchubSJVkrAAAgAElEQVQHqoAkxW6/i5HqD/Xe1l+jK5ZwLOghYanxmroSn2NMiUisNK14O05yFm/bNwNEpSXmKldJsrBuXwAuhCqc6vXERd9ziw6NZUiZL4ukNAP0+86Nmq2yT1k2/ahu+lPDyZZp/x3n9sKJDF29C7lcztE/xqr9Ky6M3uyoLtMQbSM3srYhfvVSnJJeCvXF2sCE3xr1KTbZ3uUc7mXrKO89v2TZLh949RAdsapKGpAYw/mQ50V2WCxuPukd55zYG9ZhZCVFmK5jgRMJSbnPyaApDKtwXKMNdBXzXrSwnZrv8c3f7HpGpD7B1jBv5wGB4mV0pfNs9u3AFl9VZwxjHWsGl9+vpZcCSxtTXr+IyNUGOSEuWWO5rUMp/ONTGDG5M4PGazYf+NBxqWjLIS+FTfn6xUfx2H+HhLhkxnVbxrcL3OkyQNXESVev5L82iitCyYHXK/ipeu6fj5zk9hmJichWhnLaIocHxSidT7WF51sz9yBH3kS4eFdIJGIOPVxA/wY/k5KczqR+q1i6bRx6Bv9fpmX+CeGMuKpI3uJsbImeWAe/HFEx3o6v7GRkwZ3uc6h9ZI4ygYi+WIc0WfYD5LYWY6hl4azSZ3zltqz1Pq/VQfBt04u2pxUhDvUlupQzLk1wSpxSIc85dklhKNHjm1v/ARRLwpOBDmPUyjoOb02/73rgUsURHT0dOor7a+ipzugFg5ncSuGkvWvJQUYvUJWv/x/bqWinOGGxNDbk2Lzcw84VlSMdx9Ll1FoOB3gxtWY77AzVzc/i0lMx11M/2Ztdpwvz7p9Uhn3b2HKIMixbcfGu5pCIxBzpOJb2J1bR5dRaTnYer9YmPCUBG8NsnSsrWsb+Vw8YXL6+stzByJzg5DiuhvnTt6z2qFYlQcn/ApYA3Z1XKs0wHsXsor5V9pFCRbNO+Maf5lncoQIpzq5m3bgUupibkWuoYfFxB4T/GEmWRiKTZ9LJcQkuxpq9/7XRoFUVHnr6c9XjMeNna86Qdf+6r8bydr3q4f/sGGcO3Cmw4qyrn/efX1rK+92hHvO9G2O+d+PZ/QAmD1jNHz/uU1OcPyX6OE3mVMhGbAzKoCtWJNqoYa7dRCsyVLuj6ZVTXhrLl0zJjnajLaZ1zrB+74od135ER1fCgQfz6eo6A++HgfSq9WOxh0n80KlrWYa5tXuz59VtfBPCkKPI5vdDze6UN1H3rcjiQY+5eIQ8Zo33OV4kRuFgWIoyJqUZU6m1RsV2vGtbxlVqzdyHhzkX8pR0WSYWekZ0c6rFhMrt1dpf7vI9Sx+d4FqELz4JYZTWN2FcuTZ0dayZq1zvi03NRjH48l+MqtiCFjaVijTWfwtVH1btytnwr5/2ePJ5UaNFthlTTmfvLE7OzHZgPj4jW2l+HR7L2Pm7KOtgSXBEHAeX5W1ekB+cjS143PcHKu+dT6tjimAB+hId0jKzH7Z2txutMcTa0IoNmXf/JH3PbADejW1vfueISE3kTmQgIclxBKfEIZUr1nbO3eOY6OrjYGSOo5E5beyzPw/OxhZMrNaalU8uanUQ1JTIxCcunHXNshOvDKvYkCUPzxCcHKcSXeND4JNWnO9FbaZu6ZG5trEzUvUibWP3E77ximD5HsHf09FhsVqf0JQHGuM460tMSctM4FTQdDo7qidICEm+pwzPJlC87Hqh+IMrqNIM0Hd0Szb9epyoMO1KkbaU1u6ft2LDkmMEvYxk6uC1/LZD/QlbGxWrZXvp377krTGix+yxm/I1VpZTXGhgwUxHtKEtskMW5pbGxEUn8VWPFazYOwG9fDwEFAfV6pXlyd2XBV5rbVQ3b05184I5OckyZYg1ZBi7fUnhpPq23XdctOYj+JzcvfruohRo4ujTxbi9Md3oWWMWhx+pR7H5lOnjUo8+LgX/Me5oX52O9vm3BRWLxEpnv7ww1zVUmkS8a2pZOBfY2fBQoMLGeXJV7dFK8ss/P6maUxRFac4PWTbObzP4+61c3vgNAFFxxR/1yLvfT5x8/ZQ/n1zkRUIkjkbm9HCpSQvb8rnGJS6lZ4hPfDit7CoUu0wFmeNmxCsme6qfyO3wv6N8baijy4Peqo6dE6u14quqLfnpzlE8gr1Jl0mx1DOih0tNJlVvozaeWCRCJperOCcOKd+A37zOkimXU73UhxNRAz5xxdkrZicvEi/ibNz4TQIMexIyQrganh0Nw8FIPei/uZ4LcekBvEq8wpWw36j4Jh5oWMojotJ88E84pzGOc1u7nzkZNIXApOtcCl1EJbOu6IqNSMgIxif+OHHpgfmKtSxQcEQiEXK54j2y1C+ntHvODznTrN6/7kudpqqe+L6Pg/I1zuM7L5FmZGqNTuH/NJjyVbOV5dK25tg4WhAeFMOONec0Ks7aQpu9TZaj1+1Lz/LVHhTZ7LRFEsnLjrn3yBZsWXaKF94hLJjwL/PWaz76lMvlxZqufOg3Hfhh5IY811qbcpsXL5MeUdY4d1Or3X9fUDtdCH4VpXxdr7nqbpy1falcd5S9HwYWWM6iIpGIKVPJllfPw8hIlxL6Oho7p6I74Vw+/5TlixRJUCZ/70bLdpojfAgUP52azOPv7V9StoJN3o0LwfGgd5O9zaXqu09sUc1R85qYGGWbVEXGJlHaXPPvhrWBSaHTPXdxqkoXJ+0hFTVxs2f+T7sLS37m6O5cvdBOgxKRiEUNerAI9YRQb/PMXf0kzlBHVyWJyofEJ604W+iXIyzlEdFpvsokIVk4GNWjuc00jdE1+pfdTqY8nW1+PXgWd4hncare23palDIn40b0LbOZ/a9G4hN/Ap941TBOVloyWL0vtEUJebs850NBaMpDjgaqxxD1CFZNa9zG7icqmmXvRKTLEtnqq56q+VbkX9x6kyXs7bmKwrAKx9ni25kjgZp3IVvYTqWKuWYzDIBpvw7i12k7+X7EeuycLenQuz7SjEzOHblHeFAM7p+3Yt/GSxr75ty961H9B3R0JdRrXgmZTI7v4yBioxQ7jpVru7Bij+partgzgSHN5vPk7kv61p1Nr2HNSU1N55VPGPeuPadUaRNl/9wYOK4tm38/SVx0EoObzqfHZ03JSM8kIT4Z38fBavMCDG6qOEazdylN43ZVMbcwJvhVFH5PgvB/psjM98WM7hrnG/RlOw5uvkJcdBK3Lj6jq+sMylSyxbmCDdHhCTy5+xIACysT/rtWuB8cTdRtVol6LVy5e8WHHtUVn0HXmk7YOFoQFRavzKwHhbOD3vFqAd9X0/5w26pbLbYsP8Xuv85Tq0kFXGs6c+PsY2WmRE0pyr//4zMGNlKkoO7qOoPxP/XE2t6CO1e8OfafInHNiMmd2bL8VIHlLQrrjn2nNMkZ1W4Jx54uLtTDRk7mf7+Ho5d+QE9Ph0wNR+ZFZdVvJ5iQSwr4T4EP8R4j0xKJz0hhvKv29OeF5bu/Cx6yr6DM2n2KBQM6o6ejeNA20lPY9R9ZMZZWX/xJWrqUse7NqFzm3Tx0CHxafNKKcw/ntXk30oJEpMeIigX/IbPUr1BsymB+aGj1JQ2t8vfFUxi57AxrFaqfntikUP1y62NvVFdj/b3oLdyJ3EBFs05UK9UXiUixiyCTS4lJf8ml0MVcCfsNr5id9C+rOdlCu1510dWTsOjb7YQGRrNtZXb4p9WHJ2HvUlqr4iyRiDnhs4S7V58za9QGpBmZ3LygvvPbd5T6g4uFlQm/7xzPlEFrSUlKY+e6c8q6CtUcWHXw23yFXgNFXN6Jff4kNiqRf//MO3xV5doueD8IICQgioObr6jV/7hqWK4h+nbemM2Bfy6z/5/LRIbG8ep5GK+eq0biqFTDKV+yF4SFmz5XrjWAj9drfLxeq7TJy9QE4GHsBbUyqTz3EGKTFvVnxOQufN5xKZ7nnqqEnxv7vRt9NLzHZqWMmL1mBCtm7SU+Jom18w8r68pXsWfqrwMpV9n+vSvOoFinLKW9e9Xvi2Tv7PM0GAC9N86jkiIq4Zo4vPfWB6dUFjcfyj0GJkUz7sYW4jNSic9IQSwSM75y8SvO1Zu/+w2lCZ2aERqb7bxbxUFhM56QlMqlDQpTjcTkNI19BQTeRiQvTLR+AYEPiA0+LXE2bkJnx1811oeleHEkUOEp/z4fagQ+Pg4F/Ukvx29KWoyPipkTtxEZEU/AW+Yop3Okl/d+EsQfvxzjhV84VWs4sXT1cHR0VBXrc6cesX6lB/FxyVjbmvPZqJZ07F6boMBoFs7ay8sXEUgzMpXtBw5rzudfZzvZ3bjiw7KFRxCJYNbCftSqW0Zl/E5N5nHq2k8c3nebTWvPYmNnzvr/sk+ozp9+xJnjD7l7yx8nl9J8NroVbTrmfUwtl0O3Fgs48cbxs1OTeZSvZMu6f8chk8np1/lX9ntMx/tJEOdOPeLkkXvo6koY9kUbevXPzkL5+4LDnD3lles9ZmbKmDtjN3c8/dDV06F+o/L8tLi/ct6Nu74iJjqJ+d/vQVdPh6WrhuFUyHjdEakJuF9cTUpmBr2c6/JjTbdCjaOJnNEyPGR78mxnYWvO7pANxTLmpacvaFVVkR2yzdiVXPhbkawnOi4ZS3OjvIUX+L/nk95xFvj/wUxX+87mi0RFLE2x6MOKBSnwYeCXeI/o9FAs9ewFpbkQ/LJyKABPH73m2y82qSjMWRzee4u5vw7C2taM3f9eo1uLBfy2doRSuf32i0289A/nn90TsLQyISgwmuQkxQ6go7Mla7aOJSUlnV5tf9E4/pa/L3Bglyf7PaYjl8vp22EpKSnpam0HdPudcd924tC5mXjmcMj08wnlt/mHmP/7YBauGEJsTBKnjt7P1/2LRCjNUh7ee0W9huW5e0vhm3DulBc93Bso16CCqz2Hzs1EmpFJt5YLKVfRRrkGU37syVdTumi9R7lMTtfmC/jquy7M+20QmZkyjuy7rdLmi0FraNupJntOTuXxw0BGD1itcaz8YG1gyqXO2rP5FRfPPJ9TpXHRonQUhKnbj3FzwQQAXF2yTTMOX/RiZM/G70WG9AwprUb9yfyvu9OxqbpvS0nSZOgytbIb274rAUk+XD7qBChtT/3K8SAvTgc/Uf4T+P/kcexeNZvyuPQAjgR+xaOYPUhEevRxyV+EindFg12r8m6kAVkuh0KHAh5Q/8hiah6az7Tbqt7PjY7+whdXtxVqzoJS9cBcqh6Yy4QbH5fz6zrfSTgZVaahZVccDV1Z5zuppEX6KHgeVLDj9Wmze2Ntq4hlO2CYIvLN7RwhHp8+es2hczOxtFI4qzo6W1KpSv496bdvusR+j+mIxSIkEjH7PKZjaKTH1bdMpvacnEqHropISo1zOHFa2ZiRkZHJeY9HAJSyMGbgsIKnlN615SoLVwxB/01s7BOH79GrnyKc47TZvek7SKGY6ehKaNe5hsoa5MWi2ftp3LwSvd+Eh5RIxMrXWUyc1p2ZcxWJLKrXUoTIS//AExatnvRPkcfY8P12jeW3/RUmXBef+iv/ZeSwvf/7x4Es2XyGsQt20abB+1PeP2SWTO7J+AEtaNfItaRF+WD5qHecHYxK0c2xZkmLIVDCuBg3IyDpGpdCF3Ej/E/0JCZIZanKbI4A7eznYqFfvgSlLDwdD27kbB/N8UVn3jlIU5vylNY3ppTe21ntRBgXMItTYVlSvw+Xw31JKWKa4fdNRFog+mLF8ayBxIiItPcf4eJdIs0MRkfikHfDd0xqSgbLFh3m0f0AYmMVyYSK20hQnCMMoI6OGJey1vj7htG8Td5KvnkpIwwN9Th15D5hIXHMXToQQ6P8/+2UtjJFLocnjwKRSMRUqmyPXK7Yyc56GEhNyeCCxyMO7rlJaHAsyUlpBVLOX/qH075z7r935SqqO7e9CyfN4uSZZ9FCMcZFxHNoVfamSYU6ZZWvG5RXnES2rpr93W9qqK/Sf8bIDkWa/1Ojdf2KtK4PIRHxnLvpU9LifJB81IpzUHIshwLvq6Rj7Coo0v93dHJcQrI0imvhywlOvkOyNBIdkQF2hrVxNe+Oq5l2RxvP0ECGe+zGe9gUACZfPsrl4JfcHqg4yqv53wq8hkxi2Ond3I0IYk/Xz6hmaUODXasoY1qKyJQkLrqP0zj2kjsX2fjkFlYGxlzrr7CldD++TdlHKpOx9O5Ftjy9y+nen1PGtBSt9/2FtaEJD6NCuNLvS0af2YtfXBQVtizFZ/g0jdmdNjUfpnH+m275cyosDnq61MJC34hdL27n3fgD4Un8NdrYDOZC+A4s9OyISgtikMsPeXf8iPALbkBl5+BiH7eSY/7DHqalZtCz7WJ2Hv1OqUR2alKwGMLvg0PnFWYJt6770rvDElyr2LNyU/4SYvTo14DbN3xJSlSYl/Qd3JhTR+4pzU2y1qB2vbKs+1fxfTFvpnY7XE3IMuWIxbkfEhsb6+da/6EwY8tEloxYqbyeP+B3fto9pVBj9bP9XOX6t3M/59r+0mzN39cCAvnlo1ac29lXYbv/Dcx0s3faBMX5/xMjndJ0cFhQ4H6N7ZyZVEex6+MR6Muylm401GBS8W8nRTbIilt/5fnwaQDs6zYUmVzOtZBXNLMvo9bn2Mtn+AxTjZWZs8/oM3tZ2aYXPzRoS8Ndq7g1cAKvEmJVFPGjPUZSdvMS/EZMVxln4IUNPI5VKERVDyhCne1s/Tm1LZ2ISU+m2TGFo2S90s5sbzVape+8B8e5Hu5PVFoiHR2qsrBedpi+O1EBbPe/yZngZ7gYW7C26RCcjS2ISkviYMB9/va+gkgkYn7dHnR0KFhs0rdpeeJ39rQZo5KONmdZojSNgRc2EJGaSG1LR9Y3G6pst/H5Vf72vkKSNJ2GVmX4p8VwZV3VA3P5rnp7zPUMWfzwJNVLObCtlXqc6WpmBU+WUxLIZAm8Cu+ONDMcx9IbMDJoAUBiigcyeTwJycdITr2IfenVmBgqUs4npZ4jNFqhiHgHZu8450eJ9g50wNr8B8TiUoTHzsZArzYuNgcAyJRF4xtUI99jAdy89hyRWKRUmoMCozW28/UOoWJl7eYZermkejcy1ufcqUe066yQzePYA7yfBPHLn0O19tFGw6YVOXXtpwIp9z3dG/LP2nNUcLUDoEWbqkwYtYGs59ysNVicQ57rl73pN6Spyji53eOg4c1ZtuiI0tTlY6bDsFYqivOlvTcY6DCGrX6r0TfM307/kbWn+fPr9SplpR0sMCmVHS42LC4RW3PNseoFBArLR604j3dtg7WBad4NPwH+8m6tcl3FvDut7aZraV0yeMed4G7UVhKlYeiJjbEzrElb+1la415/KIyv2YQV96+y6cktHg5RtXFNlSrsA0ed2cs/HfohlcnIlGUffYpFIhIzNJsnXHIfx7Srxzng9xjfN8p2zj6pmVKqWCjCIlU0L5jn+642ip2wqgfm8rTPHJU6Cz0jnvaZo1Soc7LY6xSVTK2ZXbsbAM/iQpV150N9mHn7AKubDGJZw37I5HLEb375RYhwMbbE880utqZ5C8qeNmMYfHEj57tMVpZFpiYqFemGR37hce/ZiEUiHseGUPPQfLx6KWJC55Rl0/Nr9Dy7lsPtsyMkbPXzZGfrz7nXcxbhqQl8zDwPqkxl59eAGJ/X5YFMXJ0U8apDoiYq67wDnRGL9Knk5IuxQTsqONzDO9ChUDvOMYkbcLE5gquTP9LM7BCDErEllZ2DVZTxvGjZrhpy2V6G9fmT9LQM7B0t1NpsO/gtQ3u/SU1soEtaagYNmlRg0YrPsud+E96ue8uFmFsY02dgY/p/plA8D56dQacm8/hjyVEAUpLTcetbH2OT/O3Abl53nv82X0ZPT4dSlsaEh8bRukP+Ez+YmBpw9MBtfljQT1nm8zSYjt1rq6xBtxYLqFLdkWePgxgzoQPxb2Ukze0eO3avzb4dN+jUZB76Brqkp0uRy+SFdv4raY4l/8eUtnOUphrRobG4GWe/3xXrllO+Tk5I5ccei4mLTMjVtGPn679Vrn/YdZKG5Z15+6BuXPvidwIMjUqg97frNdZ9M6Q1Q7rVVys3MdKj17frCYtS/Y4a5taQrweph7ZsMnQZ1SrYsWnuEJoNW67m/1JSTnwzVxzmwm1Ve31DfV3ObZiotvZQuLUaO28nD33Uv8skEjFXt7xf35SPWnHucmYFd9yKL7nCh0xzm29IyYwlNv0V/gkXS1ocNXb4DyY+Q/GhNtaxIkOWwsvEqx+80pzFrucP+LmxIkNkc/syBCXGI3/zH0A1SxseRobmNoQanqGBzKzfBhMtdsbf1W3JKI897OgymMBE7em+dcRikjLSMdYtur1yN8fqDLu8mefx4cyu050q5nbKum88d+HZfQZGb+QV5/jGs9Q3UtlhtjEwJVMuQyIqvH+xnaEZoSnxyutDAQ8YVkHxg7bN7yb9y9ZTylC9lD3SHA8sOWUZXakZvz5SjVudKs3A0aiUUtaPlZjETZgbf0aWH7dNqZ8Ji8mOdGCk31xZZ2uxgLCY74tlXpk8BV0dhXOZjsQ2X32q1nDSqsTlpdz1OL8dzzzaBCbEETnREiNdXY4NUD9uz2uOrPopl47ze6tuKnUjv2zLyC+LFqP41HXV+d+WJ78Kbm7t1m3Tbmagqd+HrFTrGeiy8voivms9G6/LT9Xqfe+9UL5OS07D89jdXMc7Ld2tVrZxbD8NLd8Nvb9dj5GBHsfXfInBm5ODl8HRLPnnjEZFEGD68sNYW5hwefO36OpIyJBm0mncGv49eovPujWglNnbfivg8zKcJkOX0btdLbo2r0rtyo488Q/lrz1X3+n9aWP4rH/xeRXBGPdmfN6nCaC470HTN9N02DKNynxB1+qP7Rd56BPMj2M749ZK8UArk8vZe/o++84+eId3p5mPWnHe3+YrPCNfULNUdspOo/fkDPW+qWHhrnz99u7zh0B8RjDGOlYMrbCvpEUpFL3LV6dvBcUf5B+tslOEZu0UT6vXCoCXIxW7nFk20ACdXDR7Yze2Uygecxp30Nink0slvqmtOHa90u9LlfFzknO3uqjUtnTifs9ZXAj1ocbB+ZQxseRYB0VWQalMpvXvZ/LNPZwMeoKbc03qWjqTklk8ToBTa3Rg7bNLuJetyw93D/G4t+KHPjgllkexwXx/56CybW8Xxe6dTC6n+sF5uDnXpLyJFfZG5mrjljEpevroDwGp9DWpGQ8Ijc7eUTE3HqB8LRFn37tEYl1s8+rplMu70XskUy6nzd71+I1696mIBTRz8o43XeoXf+i0ZRfn8czzORObFs6/YMOj5ZSpVrhESz4BEYyasx3pGwdKz61F27GdNrKdUhEEKOtgydpZA7S2z5Bmsn95to22ro6E8xsn0mToMpb9e555X3dT6yPNlDHv6250aprt9FqtvB1/zHBXa/uuSc+Q4vMqgp5taiqVZlDc99Utk2g+YgUzVxzml0k91foWZK1OXFVETMtSmkGxsTOgc10GdK5bXLeTbz5qxXm85zYCk1Tt5bx6qh9PC7wfnI2b5N3oAyM9M5MMWSbbve8xo/6H90DyLhCLRLSzr8yZzt/S9uRyZblEJCI1MwMDia5an5NBT3AxtuDXBn0BWP74bLHI0rdMXQacX4+hjq7KsaOdgRm1LZyYU0c95ffp4KcqsgAqCvanhI7EHkO9etha/KKxXirLTjqS06TiUyM6NVnlxKEoaDg5/qj4x+MWzaqWpbKT4kFpy9nbrD1+ndPzx2BmZABAh1l/U7e8A79+7qa8TkxNU7bR1KckqdK4Ej/vm8bP7pqTWGlj7oHphVaaAX7beo61PyiUtfnri5658/DFR3RtUS3f7R2s1R/6swiP1m5i1rHJu8+2mB+uP3wJQL+OddTqssyOLt3x09i3IGtla2lKbHwK0kwZOu8gI2lBKXkJisDx9t/i1XOuyj+BksNcr+TDXhUUPYkEY109NdvmTxWP4Owj0ZxOeQC/NnSn/akVeMVk25ElZKQqX5cztXpTlkaitHjS01roGfE6OZalXqfp7pSd3nt4xSbsfHGb1MzsGLRnQ7wBiM9IUcoCMOrK1mKR5UPEwnQMsYlbkcsV74NcnkFiSvYPfEraTeQo1ig8ZjZiUclmPmu2ax27fbyYcP4wF14rjtq/PHuQBv+t5lygH2U2LgUgPDmRqluWc9j/Kf2O/pfrmIEJcfjFRgHwJCqc12/Mmtruzc4k9+2Fo2pzzb1xljUPbgCozHU2UPMP+YdGujSTZQcuAeAXEoWndwDPXofTv0UtlXbRCSnc+H0ibWauA2DCuoOcWTiW8d2bEpOYorzO2SZnn5hEVTtrUJzq/HH4Co0m/8mqo9cACIqKo9HkPzl9VxGizOtlKK1nrGXUCoWJhPfrCHrM/YeRy3fRZbbivdly9jZNp6xi9Js2Mrmcjj+uV9bnpHmfRnjI9uAh28OhuK18u2YM7T9rSc2WVanW1JVmvRrS8+suLDz2g7Jds14N1cYpCC+CoqhVyQF7KzP+WzQ87w65ULOSPfeevqbJ0GVsPuypZresif6d1BXOLOKTUrXWabIbLgn2n1GYSbiW0Xzapasj0ZiHIOdauU/ZlOdabZgzGIAWI1bgPmUTmw97FlHyovFR7zi/TfvTv3O2U+FC2rwv/vZui5GOJUMr7EMmz+RU0A8EJd/ByqASXRwXYyApVazzyeQZXA3/k5eJV0jLTMBSvzwW+uVoZDUGYx2rvAfQwo2IdYSnPiVZGkFcehAAnhF/4xmR7ZxhqmvLkPLqdmdx6a+5EPoL4anPMNdzooXNJByMtH+B/OXdmnGVFXbdj2MPcj/6P1Kk0ZTSK0O90sMpb9pa2a6H8x84GNXhSOAkEjKCcS+zEX2JKRdCfyEg6QZmuvb0dllb6Pv+GGhzchlhKYovortRgVQ9MJdRlZoyvUYnMmSZtD6xjOj0JErpGbG15Uhlv66O1THVMeAv70tcDHtOORMrZTSKox2+Zvnjs9Q+tIBhFZrwdRXV3fmcjhWV8fAAACAASURBVIhZUS3GuLbIl7yz63Rno89Vfm2oetT4oNePDL+8maexIVgZmDC+ssJcZkDZ+lwK9aX2oQXYGppxqP146h1eVOB1+lhwdXpJYLg7qRleGOm3xNQoO7yiufEAgiO/ICn1Eo5WGzAx7KzSt6zdGfyC65Api8FIvyVO1kVLiOMXXA9ppsLWP8tBMKfzoYW+IQNcazLAtSZlNy7Fe6Ti6Pv2EIU5UK8Kih2mSRePUc7ckp7lq9KzfFUa71ijdU5nU3OlfX+10upxit8ma652zhVosfsvvqrdRGWu0R4fhzmZno4EM2MDes/fjEgs4sCsEQAqzskAjSu7AGBlrvAnuf5U4Tha3q40R24+UV7nbJOzz5UnL+jRSHXnb99VLzzu+XBzeXYmzZjEFG4u/4YGk/6glIkhjVydubhkPA9eBCtjcgdGxnJkTnYEG5tSplz/XWGidsTzCakZUv6bNhjrPCJdGJka4vZlJ9y+7JSPlSo8K6YqksXMWnWU1+FxHF9Z+FB16+cMJjA0hs++/5d1u6+ybrfC5njNrP7Uq+qssY9VqY874kdoHgqvlYUxIRHxauU51yooLJZebxwFta2Vrq6EG9u+Y+H60xy5+Ei5vhVdrNm2SHM41nfJR6s4u19YQ3CKqkNVYob2J7QPiSRpJIFJNzn+ehoixOhJTAhLecIW316IEDO28vkizyGTSzkfuhjf+DMq5RGp3kSkepMpS6eDQ+GjIkSn+aEj0sNM1xEzXUcCk25irueMmW52OClDiar3fGpmHMdfTyciVRED1kinNDFpLzgS+C0A7mXWY2WgOVtRsjSabX7uyMn+0YhK8+V5vIdScQbwT7iAZ8RfxGcEkZoZx2ZfN1zNOuObcAZ9iRlhKU/Y6teb4RWK72g/Uy5jpc9xvOOD8E1QKBVORpZ0sKtNX+cmGEryZ3ff+9IvWOubsb7xV/meW1NkiwtdtNvpdXOqQbccO7tv08K2Ai1sK6iVVzC1YlWTgQWSI7/s8L/Ftlaj1I7Q9cQSdrb+XGOft2XJOX9+Zdny4jxb/M+zusFYqpoX/ri3KDQ9rTml8ZCyLZnoqjBTEYn0cLE9orGdTJ6Ko9VmrePr61ajgkP+UkdnkVsUjgoOuTtoAdwICQBgZ7dBKg6mkG0mIQe1uqIQnpKksTxrtyvnXLll4iwI+XnvisrgVnXYd9WLqX21m5HFJ6eq/N/SNPvUwcLESOX67bbxyalYmKifUvRvUYv+LWoxZ/tpXKxL8XmnRtQoo3AkNtDTJSk1nZHLd7F0lOI+ZXJ1M5q0DCmmhvqkZShORLo1rIJELOZJYBhd52zk9opv878Q74gsU4m/fxpEYnLRT9Gc7Sy49I/iYeOJfyhfzNnBVwv3sHRyL1rVV/9e/dhxsDbnVbDm8JIAkTGa/y6hcGs1a0wnZo1RPEz9tPoYHte9aTJUswPiu+SjVZz3tfmK9qd/42ynbGeR1qeWlqBEBeP462mMrnQSXXG21+xf3q2RI+NcyELa2c8q0vjrfdoDYKhjoUVJLNqPRzcnVVu0v7xbU8W8K3UsP9PSA7b4KhwE6pYeSiOrMcrysJTHHH39HftejVHuLL/Nf/4DqW05iMbWue8IPI49QL3SI2hotZag5LscDZzMy8QrjHE9B8Cx11N4nVR8SToWPt7L0SD18Z7FB/EsPoi+zvmz+17lc5yw1FjCUmMJSonG0fDTcG7LjWm39xOYFEOSNE3NbOR9sO65wuRhtOcq9rac/n+x5u+ahIw0XsTHYKijy4u4GJrYu2hst6J1d1rvWc9h/6fs8n5YqLn846I5G+BHfHoqvm9MObThGxulnMs7JjLXth8SHX/8mz3fD+O3/RdpX7uixjYLdp2lVjl7Grkq1vqnQe259TyQjadvse7rvsprx9LmyjY5+7SoVlZtzAtefpga6vNtzxaMXbmXzzs1UmvzOjIOC1NDxqzcy/5Z6mYO+ro6zNpygiNzRhGXnIqV2f/YO+vwpq43jn9jTZO6e6lRpKUU96ItbgMG7MeQDRhjMHwwYAzZ0OE6dBvuDsOKu1OkUNpC3SVt48n9/XFJ0vTG2qbG8nkeHu4998h7T9Kb957zigXuv41HqK87vmzbsByzYjz6T9+Ba1snAgDEEplR+67v54o7u6eg5bBVmL3uNG5Vcsi0ymBw10a4+zwe0fHpqOtLjb4jkcoMMispy1wt+qEnAr2dsfHgzbKIXi5qrOIMQE1pBoDrXatXXGNdWDKd1ZRmAIhwX4SLKb8ghnexXIqzwnQCgI6V1co1kkrhP1UeF1eaAcCFE4Th/iewM6YbbqWvQVsX6h+NnJDqVZoVNLL/CgDgwW0MAGjiMEJ5zduildEUZ4FMrFSaWXQGurg2xGDvNmDQ6EjkZ+NcymODV5sb2flh7wfSntGdQ41z+zlS3LmvKvGzdKmyOb8boe70p20VUxOWnHBYcsKNLVK5uDFoLKVsS+d+yuO1HUhnNReuJaJHkPG7+/jpT6Rjb87Bx2/Vn+/Fz/sHBFHGAoA7g8loNaUZy1DK89kZyp0/SDOH1WNUUQkYdLrSMRAAbi0nd6jWfUcmMgoLJtNLN6vtpXZevE7JNiXp0EC14ndkNqkUKyJqKNp2DCHrnPxlJACgjqcTnq2fguJcX0bGVlc4ICr6/WlgB633XBE8T0gln8vZeTj28BW2jSGfPYHeKtOfU9ejMLJP2eI78wqFsLbU7mTp6WJcE8zqQssQHwDAqHl7cXe3+qrvpoO3AAAbfh6kVl6WucrJ58PehrozkpieV1qRjUKNdQ7MFwsoETVqEk4cqlesh0Vjo/SdKijd1mxlkCrQHWtR8RKhTXYnc8O8iFl0Lph09T9KC5bq4cikGS8l7YVUlawbm47FvOAvUcfaAwFWbujoEowVjUboaK1OG6e6cDG3RQuHQNBqvN9/zeD72l3BYZhhWehw05ybqBYQINDq4izkSbRvcZsoPX5O9vj75mN0D62DqERVPP5xA1rj+8WHsOnwLWw7frfM/ccnZ2P6yhNISMtVK1++izSV7NHO8EgbNY2m9b1BEMD2Y6r5+5iai39OPwAANKmvbrNclrnq/eNWHI98oWZmlZCWi1PXoox2H6Whxq44ywg5ekWux/Pe5cteVlU4sqmxf83olrA180aeOKFcfStWd80Zlb/9rQ2FTA5szduNCnJE8RrLDX2p4GhwrixeRjOiXeWeDyqzkga21JTbpeVEmPFXrExoZ7hvRwz3LV/SCxMmjMm+D5W/7fxfYNDavQhwJbOz2luodnob1/PC5k/OaOMHGebMrAkLjhluPY3DradxlGs929XH8N5UU5fqyJbDt/HXSWrEipbDVimPS9oTb5g9EL9tvYDtx+6qKc8sFgPXd/yIkpRlrpgMOpbtvIxlO9V9tmg0IHLbRP03ZmRqrOK86vVFyAk5ht/aoVb+T1vNzkTVDRkh1VhOlNP2GADkhMJWq/psKNDKKQvdwK8qnaapXsWsJibzSbtKSyY1u5MJEyZMlJZt7y/pr/QZICwSYYjnWHT6qi1+3DhGfwMdXN59A9cOqbLm/Xaamj3z31nfKI/PzVRF/UjKyMPYRQfh426PlMx8nFg1ukwyBHg7lcpBzYzF1Flf2zVjOcEFLFuN9zOnUMrHDWqDcYPalLq/uWO7Yu7Yrlqvx2bnoOv2vwEAXWr7l/o+ru+kKuBVSY1VnH9r1B/veOk1RlEuSaaQmmJUKMtHvjix3H27chogtiASQlnV2P9owtOiGZL5T5Ateq+znp1Z+VduKxszOqOqRTBhwsRngEguqWoRKoU14/5EUT4fpzdfxOnNF/H72dlo3r1sGeA6/68dtv+8B9kp5Nb/kVVnMHBqL7U6bedvRh5fiJfLp2DK7jNY/TV5fejP/+Dmp1XR7HyTeUxF4e9gj/czp+BG3Afse1Y2Z+DqRI1VnAHgUPtxVS1CmUksekApu5xCxsItrx1usF1/3M5YCwDIFX+AnZlPufozBqH2X+F+5p8AAAJyygr085z9AID2rtXTXOFNfhLuZ7/DG14SMoU8vC1QOWDmiAs1OgbpCku1Jvo0Dibc1nitpNORNha9PIxzKY/xjX9njPEPh5SQISJygcZ02K0d62Bl41EaelGRIczHpMc78KEoQ2udMOf6WBaqPVGAsWUqzrq3Z7H/o/atbDeOHY61o6YsV6DNeSvEthb+bP69wXIYY56qM4p5WtJwGDq4BEMilyHi6nwIZVSlLsjGC9tb/KCzv7tZbzH1yS6N18bV7ooRBprLpAvzMPDmCkgJzdEPGDQ65gYPQjc3zQpY8c9f39+You6W5uPQ0NbHIPnKQpogF+dSn+B9QSqupb9Slne/ukhrG0OfD9WZK3vV/47LqjQDAI1Ow/jVo7BoMGlOsGP2XorifOanUWg7n4zff/W1KgHOoPBQ3HwSC38vR0xZeRwHl44ssxwm/jvUaMW5prMvbjAG+ewCi87Fw6ydSOY/BgAM9t1dzp5p8LfqiNiCqzgUPwJ1bXqiicMIsOhcZAhfI0P4BrG8q/jS9+/y30QpCLSOwDveRWx92xH9vDfChROMAkk6Dn0YDqlcCDO6BVw41dOJYlPMv3iUo3u1vKo4lngPI307Ieyy9kgsd7LeotOVeYjsvFBrnb43lugd60bGa4RdnoMbXX6vFJkA4LeXh3E25bFe2VIFuXrrGANjzlN15lneBzS290PXq9o/n9H+2qN6CGRiTHq8A1F5H7XW2RJzAfs+3MSFjvN0ytL64s96zdhkhBwr35zSqjhXN97wkvDNvQ1VLUaVQzdCCuWwQa2AT6HdpWKqGeTwTQcBANuvPsTsvqoXtR+HhEEilSEti1elSnPAstUY1bQx9j59jojAAJyPfoe3P5HRpSK2/YW4nFx0q1Mbl2Ni8Wt4RwwNJbNHvkxLx5C9hzClXWssuXoD08LaYEyLpmDS9c9pw9Ub0dbHG5djYrGoaxd82ZCM77/21l38/egp2vrWwrloMkukwqwjNjsH+56+wP5nL9DU0wMFIhF2ftkfdhyO8j4AoFe9OrifkITz3w6HLUd/SveAZavRzNMDfIkEr9IzlOOtvnkHDBoNP7ZtBQC4Gf8ROx8+xq4vv1DeQ6CTAyzNzHAz/iO+bd4EP3cMM2zSy4FJca4i2jj/iNsZ67ArpifYDCsIZWQyFxrosGSpx0N8k38GhZIMiOWFKJKQq1xJRQ9xPW05LJhOMGNYwN+qIyyYqhBFHVxnQSznI7HoPqLzzyI6/6xan7ZmmuOrViTtXKZBKOMhoegeTiT8AAumI4qkqpiqXT2qr5JhzeLA3kw9y1OOuBAAmVzBlmVBaWPB0P7A6OreCBYsc/DEfHzkZyK+MB1ZIv0pWjWRJy7CnOd7P8lCx8z6/RFq64MEfhbuZ8fgSAKZMlfTqq82ItxC0cO9CTw49nhXkIIFUQchlpM/SBK5DAQInZEojClTSaXZz9IF3d0bw87MEgUSASLToxCV9xHueuIwT63bB3mSIiQUZeJjURZiCrQn+jCU8s5TdSZNkIvZnz5DFp2JYT5hsDezBIPGQGT6CzzKiUUTez+t7Wc/36OmNI/274IOLsEolAqxJeYCnuWSjsA8CR9ZogI4sq009pMuzFdTmnt5NEVfz+awYXERX5iO94Vp2PvhBvhSEXq4GycyUWXApDG0PlPszCxr6Lem9PiH+lT4GCPDmmD+0cs4/vAlzv6k2uXK5fFhZ82Fl6sdCvkiWHKNF3WptFyPi8fFMSPhaWON2Z1Uyl9cTi6+b9Uc08La4GVaOgbuPqBUnNfeuouVvbuja2AA4nNzYW3ONkhpBoBBIUGY27kD7n5MxNijJxEe6A87DgdfNw7F+FbNwWIwEOLmiqVXb6i1Oxf9TilncSLfx8HG3BxbvuiDZl4ekBOEwUmONvbvja6BZOAAhfINAEMaNsCXew8qFecTL19jUIgqgVeRWIzDw4YAAN5kZMKBWzn+RibFuYqQQ4YxgVfwb/LPSOY/hbN5fXT3XApzhg2l7o20FZSyQmmGmjJszXKDhaVKcWbSzdHDczkkcgFupq9EYtF9SORCOLAD4GheG62dJ1TMjemASTdHd89lKJRm4ErKQmQI38CO7YvWTj/A06JZpctTGn5vSE3sotjOtWVZ4GyHuaXqr561J+pZq7LVlXf16Wbma9S38cKOYtvm3hZOaOtUD6P9u6Dbp1XDxa+OYnbQAI197G8zFT4W1JTGnlwHdHJpgFxxIXpc+w0AsPz1Ccys37/CZep0RbUSyWGYaVydHlLLMG/4Qd6t1c7LGnfX2PNUXbmV+QYyQo6tzb+nRI3p76U73m2yIAf3ssjVKgaNjlvh6inRNzcjY7K3vTQbMkKO3td/12qCMK2Ymcep9rPhxFb9YHtxHRHmHIRv/DobfmPVhNpWbpTnhuI7ua/NFI0v458jHQeX3hmttHzRPBhfNCcVrjy+ELaf4kpXZAKU0nJxzEjlsbMl+UL1z+NnGNywAaaFkXMU7OoCabGU6w+TkrFlABmLu1tgbRx9+Qr/a2RYcpm5nTsAAFrV8oJAIsGyqzextEcE7Ispn6ObN8HOh08gk8vB+KSQC6QSitIMAOOPn8aTSePBNWMBKF1mUIXSDJD3rhjPzdoKqTzVgtLJ19FY2bu78pxOo+HXi5FYENEJ9ZydUFmYFOcqQk5IQKcxKRn4NKEtm54hsOgcdHIrnVJXFkojoyXTGX29DVcSDe1bU72SZXVteqGuTS9Kvc+BHVpsTW1YqsDxZ5IfaVVSNSmDxbErtjp2Ke2ZQQpheWQSyMRqK9L6TDoqi4qYp+qIjJBjuG+HMoVa/PrOGuXxpU7ztdY71HY6BtwkM75+KMrQOLfxxWzJiyvNJj4P/EIq3iE8k1cEJ2vyRSRi8XY8+I1cODJWApSKIpnHQ1RaOn46e0FZ9kWwypxx28B+aLF+C2Z2CMPcfy/h8aTxZR4rhy8AAEw8eRZ3PiRgVLPGcLe2gkCi7tvgY6c5WZRULlcqzaVBThAIXL4GferXRWMPd8p4P3Vohw137uPLkCAEu6rvxr/7aTKuvI9FnRVr4WNni20D+8LbtuKTzVSfeGVloOHpBcrjdAEPA65tqkJpTJioOvSli65j7QGg/OEOvS3It/oiqajCZVr79ozyONy1eqToNZTSzFN15vva3crUrvgLj67smcXNa3bFRWqs08E5SHk86t76MsljovpiDBtnfRy6p4rk4O/ioDzeOncwlv11GWN/O4gOTam5FaqaAcFB4IvFWNw9HMt7dlX+U+Bnb4cmHh4YFBKEtz9NhiXbsEy1ACCQqNuCd/D3BQCcj36Hx5O+x4TWLdDEwx0FIsOeYQ3dXHHyFTVamD7W3LyL0c2bYFXv7hjWuCFlvLEtmmLNzTsYd+wU/hlCXWDpHOCPtzMmIYVXgG7b/yn1+GWhxq44ywi52v/3s+KQLxFUpUgmTFQZEW6hOq9zGcax3WPTDX9klFemU0kPlcejathWfGnm6XMjT6wK68WkGR6q8VWe5sRPvzf8n9KEIZqXjFYXZ+ELr5aYUa+fxvomahbxUQlo1LlBhY7Ru0k9jNxyCD5O9tg/cajatZkju1To2OUh0MkBVmw26q5Yi3a+tVAkluBJcorSec6MwcCV97EIWLYaXDMWpoe1xfAmup+7Clps2IK2PrVwJSYWi7uFK50DHbhcDN13CC6Wlkjm8dDM08Og/o4OH4qAZasx/cy/6FW/Dl6mZWBd356o5+yE89HvkC8U4UFiEmKzc7D7yTO09akFX3s7jGzaCM3Xb4FULsfJV9Eax6vr5IgXqemwZqv/ZgQuX4MOfr7IEwohlEjUzDgqkhr7dGfQ6GDRGXiVRzr4tHepgz5ehn1hTJj43HDlaN4+Ky0XU5/hSvoL3Mh4Xe6+yiuTYiXaisWBr6Vu84jKxpjz9LkRV5iuPJYSMoNtyTNEPK3XrnVZhM0xF3Dw4y0AZNSWY4n3wGGYoatboxprDmMCOL3lAr6YrDlsp7GwMmfj63ZNAABXXsWic5B/hY5XWjQlI1FwfMRXGst/vRiJvU+fq7UNXL7GIMVZ13j3J36n9Zq/gz1OaJFHV7/d6wYCAIaEUl+Q7LkcZTuF3XVJhjYKQTafujD67lPkkcqmxirOAOBn6YgQO0/9FU2Y+MwxM8IKZ2R6FH6NOmAEaUiMIRMAWDD1hzOqTIw9T58bhVLj7/yx6SxMrtMLaYJcXM9QxTsWyMQ4kXQfBVIBfgvR/oNuovqS9C613H3kpOlO9tVl8XawGKrdj84Ly24LXF249eEjJYKGOatGq3Ra2fv0OXYO+qKqxVBSo2d5S8uvlceFEiGkhBy2ZlwdLcrGzssPsfb0LTxfq/0tzVA2buqDH3q0Rmid6uWEYAid5v6J7AK+6ryBP1aP7lOFEpkwFiWTi4Q5B2F6vb4UZ6yBt1YoU41XFoJqZCdcneepumBezKbZg2OP9U0NS6lsiA/+0lDymX8k8S5WvjmpLL+S9gJX0l4gsvNCnTbVJqoHVvaWKMgpVJ5nJmbDyctBRwvtFOYV4dv6qpVHBpNqHnRlzhhlJI3PhelhbfDjybP47ugpeNvZ4N+3MbAzr5xwbJXF1NPnkZCXjyKRBK5WlvobVBI1WnHufmUN7vcgEyyI5FL0uLJWeW5MejSti7+uPDJ6vzWJpOx8ZBfwcXHBGLjYVp8vsAnjoFAGXcxtsLvVZFixND+ApfLKD9mUL+EjRZCjN05zZVCd56m6UMtCFRYqVZgHNyOZERVnoFcrDPRqhSwRDztiL+NEEpmJtdOVeZ9FZr3PnflHZ2Bax1+V51/VGodL8sNl6qu//Ui186nbqBmFey7fhek9w5Qrst1D65RprOpE97qBiPlkAgEAczq1r0JpKoZVlWSzXFpqdFSNutauyuNjCU/gb1Uxcfxcba1wY4nhKXk/R57GkSmmTUrz50dsYZryeH+baVqVQYBMe1xZdHENUR7vji97SEZjUV3nqbrhYq4KByUn5Dpqlh9HtjVm1v9CuRJtDN4ZITHOf4WizG7gpZQ+mVZIe2qG2HD6IMQ8iTO4j8zEbITTB1HKI0Z0oJTdnv89+jcLQvfQOp+F0myiaqnRK85/t/0Wi16cwXteOn5t2Adjahs31eL8/Zdw/N5L5bk2U42Gk1aDTqfh6erJ+P1wJE4/eA1HawssG9EDQd4ulPocM3LaZ+8+j0vPYtDQ1x1bxw8Ana55s3LZsWs49eA1xBIpwoL88MeoXigeW3zrhfvYeO6OTvm2/jAALQJL94C7/eYD/vz3HjLyC5GaW6DsS4Gm8a48f48/TlxHdgEfHvbWWD6yJ2q7O1Lqfbv+MKw4bKwZ3Qc7Lz/EpWcxiE3LRrPantgwtj9oNGDD2TvYdvE+nq+dgi+W/AMum4U9U4fixqs4rD9zG2KpDCfnjCzVPZmgkiNSbZlWp23uSXV643IaGUbqRNL9KncAq67zVB3hMMyUIeme5cYj1M63QsdrXyxknYyQg0Er+5rQ0lfHjCFSuSiQCColAYpM/ACC3EmwdLlbpvYWTv9CmP9LmdoeTNmG70KnIy8jX1k2vulMAADXmoOBU3qjSURDuPm5QCqRIjMxG/mZPJzbcQX3TmveAd70aJnG8pbzyFC1hUIRQmu5Y88Pg8skc1n5X+812H5wPDhc03Pjc6BGrzgDwNyQntjZZhRqWTooQ9MZi/lDw3Fu3jf4sZf+zEZyOYHQyavxKiEN47q1BEEQ+GrlPjVFU8HVqFg0nLQaEqkc47q1xPP4FDSasgZyOTWebcNJq3Hy3iuM6twU33dvhcexSQidvBoFApXd59iupL30o/dJlPZb/r0HAKVWmgHAy8kWoyOaY/agThjWgUxlu35sX+W/koTP24apO0+jRaA3xnVrCR8Xewxcthsz/jpLqQsArxLS0WbWJuy9/hQeDtZoH+SHW68/oGTCof+t2o+eTesi6mMaZu8+j8WHI9EpJAAfMnLR+7ddGvs2YTghdqoEBJHpURrrpAly0fNTNrzKwpFtBXoxBaj7tUWVOn5Jqus8VUf2t5mmPP7+4Z96HQZ1rdDnSYq0XlNQfEdCm9LMKuasuir6lBY58vGGR32OVjZr32p+ZuqDnzMagryZKMzojMKMjsWuyCEu2gVeaqCyXJA3E0VZAyGXJYOX4g1RgfZkXAVpjVGQFgK5LBkFqfUgyJuqta4gZxykwovgpQZAxNNuNmPvaovDadvBNKOu3/F5Avyz4BAmtZmDL91G4yvvcZjUZg7m9VumVWkevXQYajfWnAL+3sLxuLdwPF4un4Lk3HyNdSqSzHTtEWNM1Dxq9IrziFs7MKV+BABg7rPjWBjaD43tS68g6sLDwQZ1PQ0LhTWxZxt8G94cADCyc1M0nrIWMrkcIokU7GLero9jk7Fj4iA0DSAjgnwb3hwNJ61Gn9//wum5o5SKY8e5f8LWwhzXF6vMRL7p0gytftqAsNmb8XS1yiGCy2Zh0vZTuL1U3Vt48/m7aOjjVpZbh7ejLbwdyW3X3ELyhy8sSMuD6W0CMvIL8XjVJDCLBbRPyMpD70W7sGBoBLhs9axCGfmF2PBdP7Srr1qNWgFqWKJujevg6w6Nkckrwv4bz5Qr3S62Vlhw4FKZ7q0qicr7iCe5cUgT5KFIKkSaME/NkWzgzeWwYJrDxdwWLuY2cDa3RUeXYHhyy+Y8ow82XfW5zHm+F45sa+xqORGObCukCXKx6NVhPMkht1BbO9bBnay3FSKHJm6F/47WF38GQMYHbnVxFkJsa6GTSwNYMM3Bl4nwOCcONz5FWtBm33ok4Q7ShfkolAqRLsxTU9Te8JIw8OZyuHBs4WJuC2e2DVzMbSlppY09TwcTbiNdkKdRpuOJ93Er4w2cP30HXMxt4Wxug76ezUsxe1WHi7kNvvRug0MJtwEA4ZELYGdmiSG12sDF3BZZogJkCPNxkbhRLAAAIABJREFUNT0KmZ/C0Gn77LpfJV+YGDQ6Bnq1QphzEFzMbZAv4eNi6jNcy3ilnDtdK9s7WvyA4XfXAgAOJ9zBs9x4zKjXD1wmG/ey3mHDu3MASAVbIpdq7QeouM/Og+uAZH42bme+wbQnu/B97W7gMtnIF/MRV5SOD4UZ+CFQt92nhL8f1u4JAOTgZw8B1+EAeCk+YFv9CGu3d8p6HNtlACSQie7qXXEm5Fmwdk9AQVoQrNzeoCC1PmC7SnsDmgWs3d6jKLMX9EWQPy/cj1ldF+HxpRd6amrGu54HZuyagLrNA7TWOf+M/FvkiyUIdKXugFYkQoFEfyUTNYoarTi/5aUj1N4LALCs8UAseH4Kh9pTHQMqi6FhjdTOa7s7IjopA6m5BfBxVjnIuNlbK5VmBQ5WXCRm5eFdSibqeJC22jkFfHzdsQllnJZ1aiHyxXu1si4Na+PUA80xZfs0p9qTGZsT90mTFmaJLFAKxfv8k2gMaEWN4VhcadZGbTdHtb4UONlU/FZmRXA6+RFOJz/Uej1ZkANA3dbSxoxbYYozALRxqofbmWTWpywRD72v/w5rFhc8iSqKCovOwCi/zpWqONNAQ1N7fzzKiVWWvcj7iBd5H0vVz0otK4wAIJHLkCzIUc67gpKKM2DceVoTfVrrNYFMjAR+FhL4WWrlNUVxBoBJdXpBSshwLJHc9coVF2JzzAU9rbQjI+Q4mHAbBz8p45qYF/yl1mu1rdQXEGIKUjH2wWZKvSl1emP5m+M6Zamoz25C7e74+fkeAMCdrLeU75AT21qv4kyjKxRDOmQS1c4IiztUc4NSQGd8+t2i6/Z1YbLJXVo6U/NCS0mWXvgF39SfjMTo5FLJY+1ghc2PV8DMXHeq56WnrgEALNhm+Gsc1S5aLJZi0czDePIwDmZmTET0CsX3U7tS6kU0X4hFq4eiSXM//PTDbrx9nQxbOwtMmdMbTVuqx4aOiU7Fod13cOMK+bvct4P6i+Hg4W3w7YSyJXaKaL4QvywdhHad6uHC6Wf4+89rEArE6No7FN9NjtDYJiMtH/+eeoozRx+DRgP6D2mBISPbau27dfs6mDt5Pz7GZ+rt+79GjVacG36K4Tz+/h7UtXYDXyrW06JiKbmi6mRjgegkgMcXqpVHhFJTe/ZtEYSdlx/iyov3SsUZAHZffYzdVx/rHXvhV11x6sFr5BUJYGtBOi1de0kqGwPbhOhqahTOP34Ljo489QdvPteoOBtCrU8vHRbm6vZhusYzUTr+aDQCa9+ewYFPCSYAqCmDJ8JmqTl9VSaKcGbzXuzHpbTnWuu1dqx4p5/qPE/VDTqNhhn1+uEbv84YdGuFWhru4pgzWFgaOlxrPyP9OuEvLem4FXhyHXCwzXTQS9p5leBuxFKcT3mChS8PUa75W7piWr0+aGTnh51xl5ElKtDZV0XQwSUYy0K/xsxnu8veiZqpSvH5MIJlJq20Id0MCTJIsvP1GgDA3VOP8OLGK1z65zrys6ifgX+oD/qO74buow1XOi/PGY31F+4gwMUBzjbqSv+d628xf8ZBcLhmCO/REEKhBMcP3MfxA/dx8cE8Sl8XTz/DL1P2o0Wb2mjdvi6inn7E7B/3on14EOb8rkoJzcvno16wJ/xru2DnpkiMntgFzGKh8urUdzdYfk1cOf8Ch/65jXdvUtC5ewjSUvJwdN89nDz0AGt2fIPAeqr+/1h4EhfPkM/Odp3rQy6TY+emSOzcFKnxHq+cf4FFsw6jdl03hDb1Uev73J255ZL7c6BGK85/tiIftptaDAMA/FivZqTlNdeg8CmU7iKh+o/L1x0aw9XOSm+fit+LH/48gb1Th6JQIMJPf52Do3XlrcqWVGyLk18k1HpNHyxG9TTFL2vYq9lBAzA7aID+inr4JXgQfgmmrp5oYlOzsXrrTKrTC5Pq9NJbT9d9G1um4iwMGYqFIWVbNTNmiDJjzJMh16sKY8vlwLZCZOeFZW7/XUAEvgsw3kpXd/fG6O7eWGed0+11hzWtyM8uzDmofP0TQkj4ByERXgDHbisAgGneDYXprcCx3wy5NB5sS9Kkj8luCwn/CKSim6DRHcBglW53kpDngZDnQS6NJVejafoMM/TTqk9TtOrTFN/9MaLcfSlYde4WZvZuD5lcjjHbjmLbGNXzd/6MgwjrXB9zlwxUls1a2B8RzRdiaM/V2H9W3Qn+ZuQbirK5dN5xRP4bpaY4N2nhjyYt/FFYIMTOTZHoPaCpUZ0D71x/C0src1y4r5Il8sJLLP3lGKaM2YWzt8jvsIAvxsUzzzF1bm9066O+Kx7RfCG+7rsWu09OovR94NxU2DtaUvqWSmRgsqixsv9LVE+NxEAanl6gPE4X8DDg2qYqlMZwYlKyKGVvkjIAAIElIlA421piWIfGGv+V5Nch4Xj5kQyZNeOvsxBJpNj6Q/kVNEPwdLBBFk+7E0+oX/nerk2Y0Mbpt2/ht0aHvWUF0PDML2hydn6ljmnChCHQ6G5gcQeDa78TTHZrAADXfius3T+AZd5dqTQDAIvzBazdE8Bkt9OpNJM204CFI5l0xsrlwaexbMGxWw8601+pNHPstyjbcezWGvfmykifxvUAAAw6HW9TVb+/kRdIE8PiSrOCoIZeyM6krnhr2tSYtZCM+HP5XNnstMvKmh3fqJ136hoMAJCIVXHkl88/AQAUpRkABnzVEumpmp0liyvNxft+87LqnWermhq74qyIoKH4/35WHPIlxk/1WhFEvniPm6/i0S5IZd975fl71HK2Q98WqrBKDlZcrDxxA8M12Dlr4otWwVhw4BLep2bjTjRpA+rvWnF2scVZMaonhv6xD2KpDGbFtqMSskinmblf1ozdABNl40pcHFbeuY2YnGz429ljYadOaO7hqb9hDeV5r6qN8FETaHjmFxxtPwEBVtSQnCYqEmp0pv86F168w6C1e8E1Y+Hewh+U5XdvkDbkEc0N3xHx9tWeL+LVi0R06VHxppEA4ORiDW8f/Y6OD++813qtRdvaOLrvnsa+tSGR/HeTOymosYozg0YHi87AqzzSgaq9Sx308Qo16hgCsQSpuQXK1eBH75NgxWHD1c4KNuVI39m2vg8mbD2BTg380cDHDZvPkx7NJ35W35qK/O07NJy0Gg0nrUZ4aG3YW3KRXcBH5Iv3aB/shzUa0l0721hixfFrAIDODbV7GRub+l4u8Hd1QLNp69C/ZTC8nWzxOjEdl57FoG19H1hxyr+FZ0I/Y9suwNZbv+qvaCR2PHmM32+QocB87ewwsH4QLsW+x5DDpA1p7OSppbByNPG5IPkPZ06sSrj226tahGrJiLAmaOBNOodefROHzkGkI59cRi689RnUzOC+pNVEcWTrcYhUQNOSH8IYff9XqbGKMwD4WToixK7iVrVaztigdv7telVK0FXf9C6zYrpiZC/suvIQWy/cR2QU6cAX4uOmMQHKjP7tseL4dVx6FqNWrk0R7dWsHnZeJiM2VEY0jeL8NelLtPt5s1rSGBoNGhX8ikaQSo3WwXF7D6B62GbJpHIwmMa3lKps27Mv6tXHjieP0S2gNuZ1IOPDzuvQEUEb1gEA/o15h+61A3V1UaOY9vgALqeSoe/8rZxxrP1E5TW+VIxht//EsfYTMeHBbtzNjEU3jwb4PVTdXEpGyDHl0X7czXwPV441Aq3dsLLJEINlGHbrT2xo/jXOp0RhffQluHJs1OQAgF+eHcP5lBcIsfXC9lbfKJ3m8sR8fH//b/xYNxwznhyERC7D1HrdMNhHPeLD9fRozH9xAjTQsLzxYDR18FG73vDML3jacyH+d2sLPhRlwY1jq5Th1+fHcTaZdEQacF31DDWt0puoKros3g4WQ/Vs7LyQNFextSN9gCbMMDy1c34eX+s1K2vt2USrCjt7C6SlaI6Tnp1ZqLHchB6IGs69zDjiSuob5T8TJgiCIES5kwlhZm+Cn1qf4Kf4EPwUH4IgpEYfZ8eiY0RvzwnEX4tPEgRBEH28JiqvLR+/k5DL5Gp1REIx0cd7ItHDbTzRw208IZPKCIIgiK9Dfyam9/mDIAiCWDd9LzGj30oi6m4MMTT4J7VxhjearVWW/4XMJAYETFGe3zj5mJjaczkxqvkvyrJpvf8g+vtOIiZGLNF7b3KCIEYcO0rUWbeG+PHcGeJeYiJBEAThu3ql3raHXkYRvqtXEl8dOay3ri4eJCUR3Xf/Q4Rs2kAEbVhHfH30CPE0NUWtzqnoaKVM6+/fIxpv2UQErltDjDh2lJDIZJQ+Z168QLTatpUgCIK48D6GaLtjG1Fn3Rqi9949xJvMDIPkCjk9l+h/bZ1aWZFERIScnks0PP0LkSUsIAiCIDpeXEpMebhPWUcmlxMhp+cSe+PuEARBEB8Ls5THhvK/m1uIwTc2EacTnxIEQRA30qPVroee+YU4/PEhQRAEcSfjPRFyei6x9OVZgiAIIldURIScnkvsjrv9SR4Z0ejMPOJA/H21e2t1fhEhk8sIqVxGtDy/kNgff49y/+0vLCEKJUKiSCKiyKCYixheWqnuzYSJiiC3SKCxPDODR4Q3W0AkJ+YY1E94swVEeLMFlPIPsRlEeLMFREoStR+hQEyEN1tAZGcWlE5oPXKMGrjBIBkvnX1OhDdbQMjl1LrD+qyh3I++vh/fjy274J8JNXrFuceVtTjT6Ue9IYhM/Pcws1VlbNS0+mwsbp56glOJ65Xnw2aQ0RbuXXiB6RtG4tw/Nyl1lh2bgtoNaylXnEe3no9/ni4GAFw+eA/vnn3E+ks/Y0yb+Ri7cKDGcTSx5/lSDKytyuj15lEcVp6ZAUJO4Pmtt7h56gn+ODVNRw8q5ASBgLWrQQPwbZMmeJuVhWHHjmBIsGEhBc+8+2Q76O+vp6Z2Jp47g7Pv3qGNtzeaeXiABuDom9f44sB+xE2mZi5rsmUTCABDGoRAJJVi19MnCFy3RmPdtMIC/O/oYdxLTES4fwBkjnJcjY+Hq6X+CDb6mNOgNxzYpGPN6qZfYfjtrcprs54eRjvnOvjKtxUAwNvCQXlcGtw5tujlSZqmtXNWheFLE+RDThAY6N0UANDKiZz/ffF3MTOoh7LeMF/SaYxOo2NP2+8w9OZmDPZpjrPJz2HN4uB6xCxl1sabXWejydn5GOKjHtf6WsQs5XFxGUyYqG70XL4L03uGwfxTIrLuoeT31dHJCjZ2XIz8Yj1WbxuFoIZeyjZPHsTh6oWXmPYLdcf0t5+PKB0K5XICY4aQ8cDdPOwodRVmD3On7MOm3aWLJGQMuvQIwfL5J9Cj9W8YP60beg8knw0nDj5Aemq+0rHRhOHUaMXZgW1hUppNVCm7HizC6sn/wN3XGYMndcOgiRHY+8dZHN96BUferULPEWHoOSJMrU5JUuIyIBaR2aU6DmiOK4fvAwCs7S2VcT8V40QeeYDTSRsofWiiTmMfAKSNG79AiA/RKbobFKPTXzsBkDbKxfHXE70irbAQsy5dxM2PH+FuZYURoVRPbkM5++4dhgQ3wOIu4cqy+R07aa3vZ2+Pw1+qTB5+ad8BfmtWYf39e5jYoiWlvjWbTbk/YxBaLHupBVM9/NSznI8YW7tDucdo7FBLY/njnA+g02joe00VzcDHUrcDUX0bVcSbqNxENLD1VEt1zqRVD/MmEyZ0McRzLLJTcgEAl+SH1a7dnv+9piYAgMMXpmPSNzsxZcwuyrUe/anRq5q1DkB8bAbFofD8Xe3xjYeNDsOe7TfU2oyb0hVfDKUmWaoILj6Yh74dlmL98nNYv/ycsvy7yRHo1K1s+RXKQ574I04mjEUr58nws+wIJr3sPmNVQY1WnBOLctHhwgq1smtdZ1SRNCb+i0TdicGouf3x84A1SqX437238f3vgwGQK88WVhy1Oh7+zrh27AEatq0DR3c7TFs/Ak+vv4F3oBvsnDV7MyvG4ViW/QEzaeX/cGDtv+j6VWtEP45Hq24NtdZNyM9HZz9q1q8fW7bC2nvU9LxJPB7CdpKOSQ5cLhZ16owegeVbheSyWDjwMgo/tW0HW3P9931g0GCN5Q+TNWcj29yrYmzvdb3KB9l64nZmDAbWMtwZqTSE2nlDThA42WGS/sqfeJWnmp/G9j44k/wcMkIOxiflWUpUvTNUofAm4jOHwsVmBgoEl8AXP1O77uWwAbbcfiVaEXiZ5A+CUMXGZ9Ct4GY7D3YWqnjgir7ruj9GQta3an3TaGwEe8aiPMgJPl4labfz93M+Bgs2aWMulibibarmHYggz/egl0hAEp/5FQqFNyh1rTnhqOWoUgQLBJfxIWsk3GznIrfoOISSV2r1gz0/gEar0eqAUmnWRJM569VsnO8tHK92fe3Ob0o20UpOViF2HBqvv2Ixho/tgOFjO5SqjS40JS3Rd+3ktVkay43Rd2l5lLUVEjkfyUUPEWhtuH15daFGx3G+1nUGpgVFoK9XKC6GT1FTmqVF20ps0cshzp0AQVo9CDPaQsJbArlIe+pWEHyI8yZCmB4KYUZLSApWaK4mS4Mg1VevOQAhS4Ug1RfCzI66x8vsDEFaIERZX0Be4uFWHEGqLyQFy5XnkvyfIUxvDGF6E0h42p1wFLLKJZrTc8sERyBI9YW0aKfWPmSCY0o5dc1NWSHkPLX5FGX1hjCjAwg5+WCUi25DlD0YwvRQ3Z9hKSk+p3LRbYPmtEHr2rB1tMLm678oyzoOaIbOg8iVhJZdQyh1rGwt0PnLlnB0J7f1Og9qgRYRIXDzcYI5l40lR0ilZ+Xp6Wjbu7HaOON+055SGACOxKhWhNv3a6o8btW9Ibxqu2LIpG6wc7LWqTQraOHhRSlr5OamoSbgaW2NuMlTETd5KiJHjMKi69fQZMsmbH38SO842nj5w0RwmEw03rIJfmtWofuef8CXSLTWZ2jZfapOER5WNPkSkWlvcCyBzAaaLuThfLLxYr96cO3AoNEx++kRAKQz4Ma3V/Dnu6tq9bbGXANAmuR8fXsrZgf3BgBEuAejQCJEuwuLISfkkBNytLuwGJPqlS4BCffTSvuq12VPsa2J9PwVkBFFaOCVhAZeSQhwOQsmwxGJ2RPU6mUX/o2oRC8AcjTwSkADryQEe32AXM5HUs4M8ASXKH1HpzSh9E0QInzMGlUumV8lBYJO4yr7beCVBHMWGXa0gVeSUmkGADOmF2y4PRHsGaesW9/jjbKfkliwW8LH6R+1utacCPAElyCRpVLqp+b9Bi67kbK+szX5rHmZ5FOue6zuXJkzBvcWjlf+Kw8EYQr3V16S+eTvQmOH8v1tVRU1WnFOLMrBqlcX8TIvGb0j1+NDITWxiAJRVj/IhGcBQghClgxp0VaIcjSneZXy90OY0R4ywRkQ8nwQsnRICzdBnPsdCFm6Wl0aw1V5LBc/0Tq+THAMAMDkaM6qphxPGgcQEsglTyHK6kUZrziE9D0IWRpEOcMh5R8AIc8FIc+BtGgnxHlTAcL4ca2l/P0Q501Tyll8bioCadEuyCUvQcg+QpxNbsOLcoZBLn4AQp4PUc7XRh1PNafDNM+pHgSFQpz756ZRZaoqzJnUFSgOU3+YIis2Gxt7korYmrt3yiXD1VHfwopNRpB5m5WFdju2QVaFP1zLX53DlEf7AQAp/DzMenoYa99cNLg9k8ZAoLUrFrw4gRbnFyLi8grMenpYf8NSsLTRIJxNfo4mZ+ej/cUl2BpzDR+LstXqbHx7BT0jVyHs4mLICDkGFVsB/59vKxRJRWh7YTHaXlgMvlSMUf5tyyTL7cwY9IxchWbnFuivbCB+TgeVxxyzhnCznQ8AIAjVS1V6/jIAgIfdEih+5mhgwtWWfHlNyVO96Cpg0G0ofQNAgfC6Wt9lwcFSPdSoi412XwNvhz9Bo6lMfBh0KzDodgDklLrO1j/CyryTWl0vB9KUq0io+W/Pw06VldDFZgZsuZ+/jevzj4abqZmoeKRyMpOwFatmJkar0Xsz/a9uxKNe5AMwS1SIbpdWK88VEPJsiLJ6g5ClgmkxCnRWCOSSp5AW/QOWFfXhJc7/CTI++UPG5A4FgzsIhDwfkryfIBNehEx4EeYuD0Gjq+wGaXRbEPI8iHO/gbnLM0qfACAp+IPs05L6tqtYXWVyh4LObgMaoxZkwguQFm6AMKMlZTwFMmEkZEJy5YRlNQ10dkfIxQ8g4S2ETHAcAsFxcNzi9c6joSjnhsaFme1y0Bi1QMizlHMjzGgJc2dqMPWyIswMB2TpYDuehCh7MOTSdxDnjALDvCeYFl9BWvgnZKIbkAlOgMEpuU1bNhRzSmP6gcnpT5lTqVlTMLlfaW3PsTTHkXeVm8WuokgtpGbNyhEY9jLW2c8PA+rXx9HXmnc2DMXZwgLPvycTFkRnZaLHnt2ovXa1Roe/yuCnYg52JeEyzSgh1wKsXChlh8N+QHnY01b3S2qEezAi3IN11tEVGu6noB4671Nf+9LUKQtMhrPauS23HxKzJ4AvfgILNrnTI5PzAEDNJAMAHK1GQyJLQVbBVpTE3/kEpW8W0xMSaZJa32WBy1ZPYsU1053yuyQOlsOQwdPtHKyATuMCAITSdxquUndlvBzWI49/HHlFR2FrUTmZZiubeYfVdxiuz6uYhR4ThmFt5oF8cSLkkIJeTULEloYaveI81LcFrqa9RTI/F9/e+Qtf+1Ntw4TpTQFCBI5bPFjW88Dg9APLegE4bvEalFgZZPzDoNEdYe7yGCybxaCzGoHB7gBzlwegMVw+9ake89TMfg8AgJBrTl0JSAGQCjZFvgxyJUcxHsO8J+isYLCspoHj+lLjeMXlZXAGfLqXCaCzgsC0GKVsBwCETLN9Z+lRzQ3H9ZVSzuJzQ8jSIZdEG2k8AJDA3PUF6KwQmDvfIqUQXYOZ3QbQzVrDzP5vAICUf8CIY5Jzau50ReOcSvLnGHFOqzd7XjynlB1+9VJDTSoEgHtJxk3NWtfRCW8nklvLctN26X8SFkP7ClVxW2ZdWJlrzmLKZtWmlNHBLlXf2kjOna12npijywadQAZvHWLT++BNSiO8Tq6PDJ52h2C++BkSssfjXWoYXifXx8skf2U/JTHXcI8KisQPdd1Cjeb6vO8QOXeM8l9lczjpMFKFVNMZffwc9TOlLLYwFqMeUk0ctJVXNGUZt5E9uQMTwztfESJVODVacZ4WFIG2zgGQEnKc7DgBk+p1odShMTxh7mLYA0GxFc92PA0a3Z5y3cxWsZKo/kCis4LAsiaN5qVFO6j95pL2d2b2uynXFEqYpvFAs9A4nrpMf+hoB6PZABefG81ykHMj4c0xyngAwOSothBpdDJ1OJ1FzQ5JyD4abUyg8ua0OjO3fQcUiES4laCa29SCAkTGx6nV+/LQQSy5eUPtG8qXSBC4bg2SeTyMadIUZWWbBvvo6Rf/BQBTNJ3/KHRa9UswoY96Hi8glWUgKtFT+a9QeB2BrpGUupm8jYhK9EJWwTbYcHvAy34dfJz2wM5Cs+NrVKInYtN7gQYGXGx+go/THgS4nNEqS3lNTmoqcw5eQPiSHTj95A2eJ5RegVVw8cE8bNlbeavVSxosoZT5W2oO8amtvKIpy7gB1l0BALfTVyK+4Kqe2tWPGm2qMeTGnzgQ9h1qWTjgalo0dr6/hd1tR6vVYVqMhKHvBzLBKQCAMKP0cVWZFqMg4S2EhPcbmBbfqvcrJB1k6KwS26dEkfKwomINE4RxMgMZOjdyMXWVsqzQGN7UMqYPtSIhMtqYhmCsOa3OfNOoMc69e4fhx46qlV8eMQpd/lZ561uYsbDt8SOKkkun0TAytBF+bhdWZhmW3LyBJTepEQOODDY8y15N5crNaHRuV1d53nfkJpz8q3xOTQBga8bVa0Lx7FUi/th8CXs2GB5poCZRILxcqeMpTCfquT+hmIKUJC1/CThmDRDgor4Sl4O9GusCQAOvROiO5aJCJNVuumfBpoZsLAu9rYZBWEQ+k11qOWFP/CZKnXC6Zl+fimJi19Z4lZSOfk2D0OjndXi65Mdy93kq5RTOpZ4DnUZHa4fWGFZrGABg4/uNeJb3DGwGGz8G/IhAK9KpUywXY8LTCfDgeGCQ5yAEWAZg1MNR8LXwRYhNCF7xXiFZkIyNjTeCBppyFXdXM2qYvNJwLfMa9iXsQz2reujr0Rd+FmS0pOnPp6OnW0/sS9iHrq5dMdBzoNY+DicdRg/XHpgVNQvuHHf8XJe6El6SVGEq/nj7B0RyEfq690W4S7ja9dGBN7H9XRiupM5DS+lEBNvpdnyvTtRoxfl9QabyOMjWA6/zqG+SipVK4yNDyfTNNLozCHmG2jXi04OKYU6N3yuXJpRrvOqJESMY0DSEIKNpTjVuwvhoUlAfpaibqezq94XOPs4kvkIvryC1sgeZH9HMqZbOn/r/XdsNJz/gfh/NtsyJRbnodXEbzBlM3O8zFb3r1EG3C1vwb9dxavU02UIvDY/A0nDDo0Ro6lfZf0E2el3citcD9P+Q1BRCg7xqvNLMZDhDKstAduE/cLBUOYFnFWxHVsE2MBlOlSbLh8yvQaMx9SrNCthMahjI3KKDlDKpTPH7RytR94jO/gnIQCv2W5KYTdrcU8P5lQ2F0gwA6R8zddSsPERSGXZ+NxANZq7Glm91P7MMJbYwFluabAEAEMX23H4IUPkwjHo4Sqn4Xky7iA2NNiC+KB4LXy9Uls+rP09ZTygT4lTKKfR174tdzXbh20fqi3ClJaYwBunCdGxtshU8CQ8zo2Zic2MyWUu2OBttHNugo7OWSF8l2P1xN9Y3Wo/4onisiVmDybUna60rJ+T49dWv2NqE6kug4GXuIdSybIts4Tvcy1yPe5mG2fCPDqx65/sarTgH2ahCY51MfIo6Ni5G6ZftZEgIJaoSy+D2VzqsMdjkl1H6KZoGg0t9w6Z9WomgMWvDzE5fUovKUZoJPZE4DJsbEyZ0o299jEGj4WT4aK3XN7xDnFYDAAAgAElEQVS+icgeP6iFmmPRKsbyTFe/flYOWNK0V7nH2PLPDRw6/QhD+zXDmP+1Q0p6Hr6ftQ+5eUU4sIW0yVScj/06DJ3aqMfIPh/5EueuvERCcg7cXGwwaXRnEASBGQuPwMfLEZPHdkZtX2cMGbcN9nYWyMgqwJFt30EslmLo+O3IyCrAgJ6NMbRfMwwdvx1mLCb+3Ueuyl29/RaL1pzF3Mk9KeNWV9xtFyEh+zuk5s6Dg+UwAHQQkCEtj1xtd7M1TjxaQ6DTzEEQUoiliWAx3UDT87OrHipPjpwizT4cHLMQ5BYdglDyDuYsclUzp2gfUnK1J+IASEXZ24FU+NLzVyCPf9Lwm6mh1HIk/Yse/T4RbA3RgsrCa95rCGQCcBgc0AxY8W/pQK7o+1r4oha3FuQENUqKOcMcfCnfKPIBwP3s+8qVXmuWNfwt/FEgLYAVk8yQakY309VcjVYO5G6zr4Uv3vDeQE7I1RIlFSeuKA5tHXVH4jFUUa6O1GjF+e+232LRizN4z0vHrw37YEztsm8LAwCNbgdCngsaww00WulT77KsZkFa+CfEuePBcX0DufgJpIWkQsxgUzOe0Zhk9i9CGgs6U3uA/IpBs920ttjR5Z0bE/8Nhl79G6/z0hHZ4wc4sC2QVJSHoKNLsKJ5X/Twqo82Z9YiT8THq2IrtGFn18GDa4s5oeEItnNDyPFlEMmk6HB2PaIHUm3m+17ajtd5aTj5MQoAED1wDtqcWQuBVOXA1er0anhb2CFLVIQr3X/A85xkfHvzAKRyGfZ3HIF6ti44n/QG0++fUMpWUn6RTIpBkX+p9Tvqxj48zU5S9mEsrt5+i8jDqtXxPJ4Am5d+BTlB4MkLcmdKcd554CqNCuz634fgfORLdO8UjIlzDmD970Nwds9EvIxOxtjpu3H16DQkp+UpFXEAWLDqDI5uH4f9xx9gaH/SCfm3mX2xcNVZZZ2Xb1MQeXgqOg5YCVsrDhqHUE2oqhs23J5owE3Cq6S6iEpUyUunceFqM71SQ7DVctyOl0n+GhOb2FkMhqf9SuW5n/NRxGUMQFSip7KMxXBDkGc0XiXVVWvrYDkS6fkrEJPWSa2un9MhxGZoXlW1Mu8IoSRarX8ACPb6UJZbq3EYS2kGgG1Nt+Fw0mHcyboDf0t/TAiYgNjCWGyM3YiRPiNhybRUq29npkrH7ch2RKFUs8kfocOnqbSkClPxkvcSr3lkdKMmdk1AL6NrmwNbtXsvlotRKC2ENUtzwq50YTq8udX/OVFWarTiDAC/hJR/tUcBy3oexHlTIM75FmyHQ2XrhMZRxk8W500EANBZ+tIOU988Kxq5+DHorCBKuYxP3RIEjDQ3JiqUPP45xGWNgznLH/XdKt/hYt6T89jfUT1ebc4nJbne0cXo4VUft3tNwtXUGOX1iH834UZPcmWz6cmVeNR3Gl70n4lNb25hfD3NKxYnw0djyNW/caDYWLd7TULjE+qJeA52Ggk5QeBuxge0cvbBo75k+Ml6RxfjzYDZeJqdpJTNjs3F+aQ3FPlL9rsr7CtlH68HzDbQspTKkwTyR6WxN6kUH/xzDJas/xeebrb4emBL1K9N7qbRaTQUCVRb33QaDWy29ljaZizykS6WSDH+531YMJ3MjiiVaX7GzJnUAz2HrUezUB+tfSpkYbNZarKUlpL3XBoszduhgZf2KC3argV56o/yo6vvQLfrhgmohcyCTUjLW4y67vfBYnioXUvL+x2ZBZvVFGcLdgutsmgqr++heaGjgZfmOZbIMhDoes1A6cvGJflhXNh1FTQaDREjO+itP3Bab3y3QnNOhdJQmXbTitXWQZ6DMMhzkNIe+XzaeSwMWkhRmgHgZPJJ/BDwA+KK4vA49zEmBEyg1DE2/Tz64Ur6FYzz12xqVhqKy9/QtqFWpRkgV9fHPxmPDk4dtNapDiYXZaVGR9UwNopYwHLxQ9JZT4MTGCH7CEm+9sgRbHsy7bBMeA6EjAy6bubwt9b6ZnbklllZxys1nwLrS3i/lrggg4S3WGuz4nOjrZ60cItRRDRRM4nJz6CUhdiT4cM4DM3K3oeCHIhkUohkUtzuZXiaaEOh02golIgw5OrfSBeQcamlcjlFtkKJSKP8JRlz64CyD01brWXl2atEjBsehss33hitz+S0PNjacLB4nfaQT7n5fPAKhbjzKA4CYflCrpmgkpa3GBbsVhSlGQBcbA1LgWxcKieMY9dRHQ1SmgHAuw51bqo7UkKKWVGzMPrRaEx/Ph0LgxYCACYETMCi14sw5dkU7E3YCy+uKvvqCJ8RmPB0Ag4mHsScerp/05MFyRj1cBTkhByjHo5SKubRBdHKY0PKa1vWRlP7phj/ZDxmvJiBzbGby3zPvdx7KeVX2DeXHHfSM/IZzqAxMLfeXEx+NhkTnk7AnezyJcKqbtT4FWdjw3GLgyA1AIAcgrQGGuvQzbQHwqebtQYASHgLlWW6TBsY5l3BspoGScHKMo1XWsydH0KU1QeE7KPGSB7mLs8hTNecjlkxN9KibZAWbdNYh2lZ/jfbckFIIOH9ArksBcSnfwoEafVJUxO6O2gMd81h50zopKm7h9bkI7816YnNb25jkG8o2AwmrFj6HTmXN++L2+nxCLB2xJ2MeAzxK11iCENJKMyFPZuLqFztoagMkb+erYvOPspKaBD5A/v3OvJHqHhEjXYtaqNdC1X8XYXtcXG6dwpWa/fn8mHKa/s2qWzFb56YoTx+EpWAX1ecVpZt+vs6xo9oj9ZN/dXGUPSpaVwTuqHTLFAkukspJwgRXifrTlLzX8GzTs3LHmdGN8PSBks1XlsWsoxSNsiTXA3f0Ejdl0nhIFg8csZX3l9RyhTUtapbqnIAaGrXFE3tqGFBSxutw4xuRpFf17heXC+sCV1TqjFqCibFmQINHLdYAICkYCVkgmMgZOmgMb3BMO8DBrst6Ga6Y9PSzVpDLibfsJiW+lfRmJYTwLScAEnBSsjF9yGXvAKNxgTdrBmYFuP0jlcaaHRrmDtfg1x0GxLeQsilsaCz6oBls1yj6UaJ1uC4xUIufgJJwVLSHpoQKeeGZTXRaHKWHQmkWsxNQIhBSD+CwKfYxCbF2aj4Wzvie2v1DJeKiBpP+qkUto5uKiWwXy3Vy6K3pcoGUJuZhoIDJUwqSo5xt/cU5XG4Rx2Ee5A2wQ3s3BAzaK5W2UrKX/L61GDS6VfRBwD0raX5hbe607iBN6Z+1wVdvlyN2n4u2LxUe0ZME2UjyDMaL5N8KTbFAJkeu4Fn6c1WPje869a8FWcT/20+W8WZaTEGTIvyZQhiWU3TmJZbH2wHasxNQ8czFH2ptPVdp7PbaI2QobetWeMKtXOm0a01ymBQGY1b5jTj5Z1TEyZqGh3b1EHHGhIpo2ZCQ6DrDSTnzgBf9BhyQgwmwwFW5p3hbvsrTNaSgJU91R7YhInqzGerOH/ODL47G6N8eqObW+kTtZgwYcKEicrDjOkNXyctu2CVhBWni07nyqqEzjC9PFR3FKYmFQkBObKFMeDLssGmW8OFU31NmUyKcw0jrjAZPEkR1sYcMCnO1RyB+BXSeBsgkERDJPkIJsMO1ubt4Wm3AAy6Zrt3ReSBYPc7MGN6gi+OQkLObAgkr2HGcAPHLBg+DitBL5YCnAoZ64EvfoFc/mnkFJ2CnCiElXk7A9qS5PJPIi1/A4TSWLCZfnCz+RG2nG6g0TTH/TQkYoKijov19/Cw1ZwwhC+OQkreChSJH4MgpDBn+cOO2xtW5m3ANQvRKbNMXojE3LngCa5DRuQr5bbj9tHZrqTsQsl7fMyZDr7oBWg0JizYTeFuMw0W7CY6+ykPPOENJOf+BpE0HhbspvBxWAuWloQZhkRP+ZA9CTlFx/XOdR7/X+Twj0MiTQWTYQdLdmu4WI8F1ywYhqyGpvHWI6foGKSyXMgJPsxZAbDj9oGL9Vi97fniF0jImaP8bjtbfwcny6/1jmmi5nNJftjofdo4WSM/k2f0fk1UHFJChMdZOxCVu1+t3IXTAL291DNOnkggfTX6eW+vNPm0YVKcaxh+lh6wZllgcuDQqhbFhBYIyPA0gep4KZFlIrvoCLKLjsCG0wX+Tju19pHLP4eMgh2QyFSOaCJpAkTSBDzjn4O77Qy4Wmu2KWcxnBGV3BwSWZpaeR7/nN62MRlDUCBU94AWSt4hPosMnWRvMQA+Dqu1yl1WcoqO42PONBCEVK2cL34JvvglAIDDqod6bprNi3TJHY8JaOT1XqvSX5zotF7gi18ozwlCigLhLXyQJiLI3fjhkwSSaLxL/wIyuSqiToHwNqKSSb+Gxt4fUBHb+U8T/ShzLZFlIZd/Crn8U5/G1v4SFJs5CvmCK5RyxeeVWfAXgj3uaWwrkaUjKrmZWplImoDEnDlIzJmj8/tZVSQU5aDbpXV43W9+VYtiNPbHP8S9zDhE56fBg2uHnW3KHxKuKvn18DQU8XQn8DJRfcgXJ+LwB8P9KnJF8ZARYsgICRg07SE5KwOT4lwDOdhKe9g4E1UPDQzQaeZwsR4PNxv1tKS5/JOIz5qIfMFlEJBqzSKWnPcbAKCu6xnlSqucECEtfw3SeBuRkrdCq3KhUCCLtwWAlLxlyraFwvsIcN6j1u5D9mRlW2/7JXC0/J/yWnzWROTyTyKn6Cgs2I3gZGncH9kP2aQTLdcsBHVdz6hdy+WfRR7/DLztV2hqqpSbTrNAQ88XoBV7qCrkfpoYoDd+cFLuIvDFL+Dv9BdsOKqkEoWie9Cf67BsvEmNAA0MhHrFgP4pnXyh6AHepQ8EADxJ8PukPBuPj9nkCwrXLAS+jhvB/pSICQBk8nwk5MxCgZAaCUJBTMZXKBDeAgANSq4cqflr4WDxpdb2UcnNwDVrAG/7JWrf7WeJpNOoru92ceqfmP9ZKbKVzVDfZhjq2wwbo6/hcbb2v42aMs8NwuqXus1vuy7i5M2XyvOHOzVHDKouNPtmlfLYzcEap1Zoz676f/bOO7ypsgvgv+ymew86KGWUUkoZskEEFEUBRVEQP3Ei7oV74wBFUFERcaMyVERUEBBkoyAyC2WX7r1HdnK/P0KSphlNFyDyex4ecu99x7mjybnnPeN8p77SPCzyOTr7jwbgs+NDnbbvFXIb/5R+yv7yr+kT0rJS5C3lonPRRS7SBvSMPe6gNAMEeV+Ll6wjAKW1S9yOkdxuu53iKxYpaBf4NKIz5der7Erzuu8L2PWt1mx16FNet+JMu6fslGaADqEf0CNmPwA55e5L+raEzuGO5YWDvK+hQ+gCJGLnQUQWuXvGHrFTmsEst0UhLan9xu3cxTWf0jsu205pBvBVDMBX0XopIevjo+hDr7jTVhnN8/UjNui1M1smtIbWzbxQqTbnde4cvsxOaQaQiAPoELrAeq8bImCwKs2pMYecKLhiogIeQy51nSlBLFLQNXK1w7OdEr3buu3u2QbsSq2fDdrmten852xf57PNC3eMYvcXj7PstX+HtX33F4+f98q9JxytMpd5D/NK4q4uW6xKszs6+JozGmXWtKwoUWtwwVmcF2et5dssx4T/0zpez3XRwxz2l+mqeHDP21TqaxyOSUUSfh4yx2k99o9OLufX/G2suXQeu8oP886xxVTr6+zarLl0nt326K2PcGPs5fQPTmbOsW8p1JTZHX+t+zQuCXZ8a/4lfxsLTi6329feO5KPL3Huu2iZyyLDHX+/6jCXv8zHpeV6d3k6Lx1a6HJsgCUDXiNIbl856IE9s8moy3Pa/smutzIivOVp9abvn0d6dQZT4q+mq188z6XZ+0G5us8Wmvp8gPlaXhU1kEc6T2LiX8853OcbYoZzd8J1Hp9DgPIKNPpT6Aw5btsppM5LlvorR1ClXo9Kd4gA5RXN6tuQ4hpzLk4/ryFE+juvaCUVB7uVtzVIy+tFaky6gwLsivpyuyLC/0EKquaSX/mWWx9aV9eyLYkPecfp/jC/26jWbKFKvYH8yjfpEPqR03bNIcTnJoprviAtrxftAp8h3M9z601+5WwA5NIYJGLXlcPc0SHU+XeLTGIrYe7u2b5t+1cYzxSfuW37V9b9i4bcbv3cbeUr/HDZPdy4+RO8JDI0Rr2d1bTbSvPndt6B5KsqGRbZhQUDbBawR/7+jvX5R4jxDiJXVcHDSfYvU99n7uGV/b8iEYmRiSVojHr2j3sBudjzn9RuK19heGQimwqPOZUx5WdzLYBwLz8K1FUMDu/Ip4Nsz+9ze1eyMnu/VUapWMLBcS+ar59BxyWrZtqNd6K6mGs3fuSR9Xh/eQ7vpv/hcJ2viUnhpnibr3+3la/gKz2zUmLQ2slwkYu44lCF2cd9bOx8RB7abwPk5pSO1XrnOsbZ5IJSnNVGrVOlCGDhqRVcG30poga2gz3lR50qzQAGwcjHp1Zwf6cJbud99fBnHlcRy1EVsjJvM3qTweHYS4c+YWaP++kZ2MVuf2ffWIaG9aRaX0euqpgyXZVHcwEcrc50UJoBqvV17K887jAXwMuHPgEgSO5HR98YijTl5KiKALPCfklwEj5SpV2fvRXHXCrNAIEy10VgmkOOqojFWWsd9i88tYJqfR1T4q92ONac58NChbaaTcX/OCjNAP2Cmxr9a5mjeVW8LJZXk6Bpdt+G1Gn/BkAp8yw1mUlQIRZ5N3l+13L5YzRVYxK0HMofQGLEL26tlhY8kVsmCQE4M75rudvKquwOuYsXHDD7dFepN6DSOS+r3Fwi/KdRXPMFJkFLbsUMjKZqogIea7wjZjcSAD+vwc2ev7EgT3D/bC8acrtVMayvLDfk5f2/8maf8YyLTWVL4XG7Y9fGpvJItxFEKgP4/MQO5h62f5lcn3+E13qN44b2vfno6BbeP7LR7virB1bxSs+xXB/XE6lYwrC1c5lzeD3PpTRuOavPgYpc/h7zLL5ShZ2Mu0pOIxGJ+WfMs0jFEv4sPsXdf9pWTI5WFbIyez+fDbqVQeEdKdfWsSJ7X5PmdkfP4NhGr/PRqkLkYim7xjyDCBE/Ze+jTOv4/XiRizREbSwHQNwkX2Xz76ZA61VsbS4XjOL8Y+4mPstYCcCvQ99BKpJYj2XW5XPfnre4Zutj/HapfSWbUZH9URk1DtZGk2Dimm2P8Wv+NreK8527X6N3UCKPdrmZEHmAdX+u2nn53p1lh5CLZbyech99gmzVwSbvfJEKXTXPHpzvYKlO8o8nyf8O67bFmuwJj+1/12GuIk05t/89w+lcC0/9hIDAK8lT6R9iUwgr9TXc/NcLaE16p9bV589YfhuOB5BenUE3/wSPZfaETcV76BHYibd62JaKv81aw+KstSzNXsfEuMtRiG3BYM19Piwcqs5gV/lhvh3wqt19FhCcKttGUzVHC69Ba8hq1vnJJc2vptWcvnU689J8cc3nFNd83mh7naHA6nLSGqTGHEJvLCQtrz96YwmH8s0ZYxoLRmxNub3lZ7+QicV1xhnecnOBFq0hs1XnlEmiSIn+m7S8/oBAQdW7FFS9i1ikpEvECuu8zlCfUeL9vS5rwfyORWbagmjvQMbFmqugDou0NxDM6jPe+vmuzoPtFOc8VSUAN7Q3V7G8v+sw4n1DeOIf86pfoboKkyDYWV6/v2wqw9e+02TFeftoW3Gd+jLesWMRm656HKnY/HwMCjc/szuKTzE4vCPhXn4oJXJ+yzvEoPCOBCt8uLuz+6JBrU24lx86k4ECVRXtvAMZH9frrM7vjL53vsOad6cx+jHzqsaLd4xiVP+uDL33fQA6Roc2yy3D4lv86bMTmTrLPrVg94Qovnyh6cH6X/32Nz9vPYRKo6O8WmWVd9mGfZzIKQFg52ePIhE3zaP2913HeH7hambdN4Y5SzZRVmX/MrP+/fsI9FW66H12kIqUaHFusHSFxdIcKG/fSMu254JRnC1K0Zs9HrBTigDifdoRJPenQleNzqRHLrZ/y3G2RC8WiekdlMjeimNu5y3TVvFFX8elqRil81RSACuHvO2gbH3e9wWu3/GU27maQ3vvSDulGSDCKxgRIgQnFs+VeZsB7JRmsFmMnVmvG6O1lWYL9ZVmgP+1H221Qs84/BkzU+63HmvJ8wFQZ1CzZMDrBMntLefOlOayuh/IKjMXs/GSdSJAOYIg73F4yToiFvmQU/EiJTWL3J6bWNz8L7bm9BUEsy9jgHIUPorGy15Lz1hxWxOZJJLecVkYTdWcKL4ZlS6N8rofKa/7ERFSesVltKncItH59XXo7O/TU0yC++wClmsNUFKziJyKFzEJao4WjkaElOigFwn3u8Ohn+V6e7q8ei7pE+L6B3bomjlU6Oq4PCqJcKX93/TRqkKHv+vkwCjr539KsxCLRFyzwb78cAff1n0huHP71w7jq406AIIVPuwZ+xzvpf9Bt5Wv4CNVsHX0dJQS15ljWvI8OSNY4cO20U8wftPHlGpqmdplCPcmXupWhrPBjc99xe4vHueBOct57cvfeWPRerNvcHo2989Z3vgAbpg66zu2fPQg3l7mc+x75zscyijgaFYxXdu7/s13RW5xJWvenUZogA9973yH1778nWnXDWLJjFvpe+c7zFq0gRfuGNUsWZ9dsIrRA5N4dar5ZW7Z+r3MXbqZKx5ecM79pNv7Dia98idO1fxBR7+RHvXZUWSu9Nst8AbrviEbnmL75bOt29tKDjM0rLEKyC3n/PqlaCb1vxBSnbgeAAwMSeG3gh1sLt7LqEjPlmTDFOYSwGqjFqVE4bTNQ51dR4+7wpmy5Wr8lnJvpxuc7o/3ieJ0XX6rzRPrHUGOqojxO55kfu+naac8O1alhlhedvbVe+FpreejodLsCovS3C1qA14yx/lMpvMvZZK3PJkqdSEySQiR/vc33qENkYj96Rq5GuBMFpC3EDBwIDeZ1Bh7t4XzSe7mIAh6l/7clrR4XrKmv3iqdUc9bhvmdxthfrdhElQczO2JSdCQW/EyIT43OPgxe8m7oNalU6P9k0DvpllXzxe2F52kTFtr5+v77ald1s9d/CMclMyM2lLr554hsZgEgdWXO48FaC3evuQGutVT2J3xaLeRPNptJIcr8+nzq82nWeIkLudwZYHDvpYSovBl61VPANB/9Zt8enz7Oc/Ace/4QQA8OGEoU15dTFJ7s+98326u3aI85cPpN1iVZoAnJg9nzpJNLPrtb2bdN6ZZY4YG2OfVv3vcAAA6tAth77GWFa2xKM0Ak67ojUgkYs4S57nfzyYDwh4ivfInNhW8QmbtZkZGvea2faUuizzVPwB0DRjrst2BytMXFWdPOV1rUwAbc2Mo01U67Psmaw1LnPjLekKi37lfNnCHK/lc+fIOC+vNlpK9ZNYVEO9j+9K2+GQ3DAi08Mklz/F6+hfsKD3AXbvNfwRKiYL3ej1OnHdkS07BKc5+GAA6+cY6rBK09PloLs6UZoAK1Sqn+88l7QKeoEr9B6W1SwnxuanZxT5MgtYuQ4SFCtXqZo0X6f8Aat1RKlQ/YzQ5Lu3Vlzsu+K1mzXEuKa75nAj/ex32mwQVJTXmPN8NM5xIJWEAbt2AmuPeIRZ50zP2uLUgTHHNZ0QF2FumIv0f5HTp/ZTULKqX+ePs4y01Ky+1Bq01OM1Ton0C7bavXP++3Xasj9lg8lP2fsbH9WRxxt+8mWb7fYjxDkIiEvPUnhXc02UInfzCOVSRx9aik9zf1XVgclP4eugdTNi8kF9G3k8nv3AqdSq+ObWLh5LMmQW+z9xDubaOe7oMRSwSWd1LLCgk5p/2A+W5pAbH8GbaWr6p93LgKQ2vs95kRHbGfeT7zD2kBkWTGBCJwWTEYPLc9/Tz5xazdflOBozpw9S3bkUqc+2y1FQ6xpiNNhZ3hOZYgl3RP9n+9zQuwvysWFwtWhMfLzn5pZ7HMzWkWwfH312LvOcasUhGrM9Acur+4nTNZj6rGUpq8C0kWK3PAlW6bCp0mfxV/B51BrPrSt/Qe6xjHKg8DcAbh82uM14SOd0Dzo4+dkEozkbBljJnyQD3X+ZKiZfd9oQ/n6HOoCbSK4TXU+4jWhlmPTbryFdsLXEfcCERtd4ffFvgzO3AHc8k3caWkr3ct+dNkvzj6egbQ4mmgl3lZkvf4gGvuuz7Qrc7AViWvZ7fi3ZSoC5l2j+zUEoUrBg822W/5mB0EYzpbDmyJc9Ha1On249JaP0v2ZairOfXeqxoPL1iT7m0hKp1h+3aA8il0egMeZwsvpkuESsc+pwuvc/l3HpjATKJa8uaSuc8NVpDubPKHqe9iywVAka3/sTnirzKmQjoHdK6peX1xyRoAQj3s8/V6qswFw8RBIPT8yo5k2nEFQZjmUuXFUHQWT878wUP8h7DacyW/VMlt9Mx7CsXswi0dRK3D/tPYsTad1Ab9SQFRvH9sKke9evgG8pLqdfQb9Usor0D+XXk/fT85XW7NmnXvsRNmz9l1sE1vN9/ImnXvmTNxGE5Pufwep7c/SOZdWX0DIplZh/PM+s0xiUh7dl45WPc99cSclQVBMm9mZzQz3p8YFgHlmTsZvCa2dQZdAwKS+DwdS/bjbH68ge5Y/sitCYDH/afxDMpV9mdQ/3P9bcbWowt11kiFvNm7/FWX+yBYR2Y/s+PHKksIFjhw2u9xjE6xjNr37I3za5zK95bzYr3VvO78XtEotZ5XhQye7VGJrsg1JwmExncugH5rc2V0bP5I/8FTtea08sdKF/MgfLFABSpD/FDpr3BoHvQTaQG27LKpAZ2YGx0P55Ocp+8oS24IJ4oP5ltqcOVRdQVdQbzsvnCS55tspJ5oTKt4/UsPLWCI9WZHKnOtO6/IWa4S0t1fSbFXcGkuCt4I/0LtpceQG3Ukq0qbBPLc0PqDI7R+C15PlpCWd1yQnxsf9QCBk4UTTpr8zeVMN8plNSa/SqPFo0lMeJnO+uxwVRJYdW71Gn3kxj5s13fYO/rKKyeT632H4ymKsnVJikAACAASURBVCTieoGyFe5fVmq1u6lQrSJQeRXBPtfbHdMaMqyWVbHI+UuNRW5LRcZAb/uMKlXq38kuf94uT/D5RH7l24T53mHNeFKr3YXRZLY0NabsZ5Y+ZJeqzmiqIqfiZTc9IC2/L+2D5zhca4CTJbdZP/t7Ofc9VMqTUesOU6XeSGntYgeLeKVqLQVV75AU9btbOVrKiKiu/D3GeUrOxtwFJnXoy6QOtuqFDdtLRGJ+HD7N7ZhPJF/BE8nNT2HYmIyRygB+GuH8hTPWJ5inU67k6ZQrXfbv4BvK5qumu5zTU5cKV9c51ifY45eVxmgtpfki/y5Gtnudk9Xr2Fz4utt2PtIwBoQ5FkU6F0ozXCCKc6SXzXqSpy4m2k1gXn0sKdZ6BnZxqjQfqT7dOgL+y9hYtBsRIlZf+q5HirIrnu92J7UGFTf++SyP73+P5YPebEUpnWNZIajvM97c56O5dAhdwOnS+8gqe5ysMvulbrFISc/Y4+zPce7GcS6JDX4dkUhCcc2XqHXp1kpuDfGRO0bPtwt8mqKahQiCgQO5jtkpukSs4HiRo6JmoVK1lkrVWjLLHIvGWOgZ6zxQt77cGaWObg/nM10j13Ci+EYO5DqvetYr7pTT/R3DvuJUye1UqFZRkW3v+iMWKegUvoTjRc7jGwTBQGbZo26vdbjfHS5TFyZFrrGWJs8uf5bsckel6mxlzrjIv5/gqPPDfeAi54ZO/lfSyf9K9CY1R6pWUqXLxijoCZDHEizvSHtf19li9CYjD+9dSInG5tKyfIjr+hatxQWhOIO5oEe1vo5p/8xi1VDX6avqIzuTrF5r0jkcExAo0baev+u/iRO1OTzSZVKLlGYLvtLWy/XbEGdKcK3B7AbRMGizOc9HcwnyvoaA2COcLn2QGs0OBEGPl6wz7QKfPCdFNppCTNAMYoJmoNKlkV/5JnW6g2fKMyehkHUiyv8Rl/mVe8VmUKFaTUHVXLT6TCRifwKUI4kLmY0ICVJJCAajY1aWIO9xKKOSqdHuoKLuZ9T6o5hMKmTSSIK8xxId+CyNLftb5C6s/pCy2u8xmCqscof4TCTEd2JrXJ5WxVveHW95Mqkx6dRotpNT8Qo6QxY+ij7Eh3zoVvkMUI6gV9xpssueOlPQRkyAciRBPmMbTRXXOy6bktqvqaj7GZ0hD72pBLHICx95TyIDHsFX0c9tfzCXcxcEA/lVs6lQrcZoqkAQjChliYT43kSo7/+aeDUu8l9l3H2ureYX+e8gEyvpEdS0tH43/zn7rCjKDblgFOfvBs5kzrFv+aNoN6O3PsKkuFEk+ydQbaijUFPGbwU7KNNW2eUZtlgij1Rnsqn4H4aHX0KRppzn0xaQpy4mwSfabVGPC5l5x5cx77it/LEIEe19onig0wS6Bzj6Po7e+ghDQnsyOmoQcd4RmBBIqzzJ3GNmn6UXu7VubXkfqZK7d7/B5LgrGRU5gFO1ubyWbsvjO7xBlcLmPB8tQSzyoWOYa1/T3nHOyyi72l+f+JB5xIc4yhnofXWj/V31bYi3PIVO4YsbbdeQIO9rCPK+xumxHtGu4wW8ZB3xknUkzLdlpW8j/R90WfnQFZ5c89am4Zx+XkPoFrWhSWOIkNA+ZK7Hc9QnzHdKi6+1SCQlOvA5ogOf86i9J9f5XNyLs02NegMVqhXEhbReNUiAtJwYUmJbloXhXNC1v/OVrbNBQVk1hWU1pJ0yB5Bv2H0cHy85EcF+RIb64604f9w3a9VaCkqrKSw3B0mrtXo27D5OeJAvEcF+RJznPs1tgU8TA4NbiwtGcQZ4IvF/9AtOZtaRr1iW7ehf50zh+6zv89y9+w1mH/2G2UfNlZnkYhnTOo5nbLtLGbPNs4pabYmzTBBZqkKH/a2h9FXoqgmU+TlUUxQQyKzL58kD79MvOJkZ3e9x6Lu9dD/bSx0DuZ5Nup3UwNb9cvSVKpmeeAuvHv6MJdnrrPvdlc5uzvPR2qh1h8mrnEWn8G/bfK5zhbO0cW2BRn+K9AJzloEA5Sg6hn3WpP7/hXvxX+SJA1PQm/QAzOu19BxLc5HG0NQ1vQJqazHuSfvvjGcX2NyeBnaP5/3HXbuXnW0mv/QNBWXV1u3KWrWdvOc6N/O5INE/hiEbniLGOxTxmVXJJYOebKRXyxEJgtC6WdEvIH7JvJpx8b9Zt9dmT+KquKW0dbS4hV1FM+gf4T7QpyE7Cp9mcGTz0nKVaCuZsutlRoRfwpNdb3Xa5uqtjyIgtJpltqlM3z+P9OoM5GIZPw+Zc05kOBfsz0l06eN7thEEPVWajQQqz48l1mrNZkpqvm2y4nyRC5PzXXGuUW+gSv0bBlM5dZodxIZ8iH+9v6WSmo8oqZ4PiIgJfht/pTkXb41mMwZjMTWazVSrf0MmiaJz5AbEInPwc32Ls4CBQznxdI/NRNSIfcxgLCW7bBoq7R58vPrTIcy+Ml5W6d1Uq9fBmYxFSe32WVMiNpcrxDdaP//vxQncNuP8c6VqDer0etacOsaEruaCYtPW/szCq661a1OhURPk5VnRqjq9jukb13BzUg+GxXVolkwNZRCAyxZ/xuCY9swcZu9K+Pqfm3lh0GV2+46WldI15L8dw3D+l3+6QDAJhnMtQqNYqgY+6KaoS/3czueS1q6Cdb7TWCW4s0mt9vzMTnGRiwBMjJ2Kl0TJ4FDPKpKdC3SGHLT643gr+pBVehfldTYFv7ByJl6yrsilsWSVTqWizlbtrkbzB3Xav/BVDMVgLCer9E6n4+eUPUyg93WNKs0AZbWL0OiP4O89mlrNDrv51LqD1Go2ExX4AgARAU8jEbduMN/+TYdadbzzmYZKM8BPx4943P94eRkP9xnYbKXZmQwicFnWu6HSDPD1Ifcpej1lV8l8smq3e9xeY6zkSNVKVAbHOJlyXW2ryOQpFxXnJnBV3DKaa20+XP5pk/uc7Qw9zjJSNMQSfHeRprM3O4692XEO2SWqNZspq/uB06UPsC8ngdyK1zAJdeZj6k2k5V1i199SoALAaKolvWA4+3I6cbLYfpVgb3YchdUfUVq7hP05XTheNME6397sOLSGbA7m9uJQ/iDrfGDO83u8aAL7shM4UWyfPu9k8RROFE8io2SqVRYB80uhwVTuIF99ssufZl9OR9LyeqPW26znFlnqn39DWQ7kpnAwtweVqjWeXexG8PReNLw2wJljHTmQm0x2+TOtIs9FWo++wUN5q8cX3BR7d+ONzxFq/SESo/6kQ9gyArzHkFduW15Oic0lIfxHOkWsQYSUvPInrMeqVetIareP+LBvSI45Rq1mR4ORTeSUPYxY5EVsyId4QkTAdLpFpxMXsoDusZl2850umUy36KOE+k0jPvQrdIbsVilN/8hHtjR2h7Z7XuXybPHWzq10XvguN620xfmkfP4BPxw9ROeF75JTbc7icLSshFtXLSfl8w8o19iMG8OXfk6XT94lraTQum/Y4s+IX2C/Sjpt7c+8umMj8QvmEL9gjtsiMg+tX8X4FYu5+oev7cZ57c9NdP30PR5cb59dx9k5OJPBFfEL5jiM2evL+SxJP2CV19LOwh2rVzDhJ89WedIqllGg3utRWwC52JcdRXM5WGGLvdlZdpQpO99h3FZzfYl5x37xeLwWIfxH+SN3qnCwbIGQU/OH8N2JfoIgCIJKXyKszb5ZyKpZJ2zIuVv4+fRoQRAEwWDSCDW6HGHZiUsEtaFUEARB2F7wlHWsvwpfEH49PVYQBEFYkTFSyKndJByrWCLojDWCIAhClfa0sDX/MaFCc0yo0Byz9vv19Fgho+oX4c+CZ4X8uj8dZPgp43K352CZK79uu7A57yGrXD+fvkrIq90m7C2ZI6SXfykIgiCszb5ZWJ11g5Bft0M4XrnM6XjvH/9OuGrLw8KW4r1Oj+8qOyRcteVhYczWx9zK1ZY8vu894aotDwtjtz1+zmRoCSrtIeFY4Xi7fVXqTcKerFjBaNIIgiAI+3O6CXuyYu3aNNy2328UBEEQ6rQHhb3ZHeyOHcztLWj1OYIgCILOUGg338niuwRBEAStPsdufL2xVDCZdIIgCEJh1cdCer79c3i69GGhQrXW5Tk6k/Vgbj+hom61dXtfdldBZ8i3tj9ZfJfd+ddq9jjI4mrsKvUm67k0BU/uRcNrsycrVqjR7LSNoTvS5Hkv8t+mWrVeyCqZat2uUq0RDmZH246rNwknCkcLh3O7Cgezo63HqtWbhMySO+3Gqt/P0jYtO67JMuWUTReO5PUR0nLi7cbMKL5JqFFvFwRBEPIrXhNKqhc2eWxXXCmbKFwumiBcLpogfPr0N602bktZl3FC2Jh1ymF/98/eF/RGo92+/osWCFqDQRAEQWj/0duCIAjCExvXCEaTSRAEQfjlxBHhhyNp1vY3rFjiMO4Vy770WLYNmSeFnOpKp8fe3rWt0XNwJcPwJZ8Lz27+3WH/A7//6rCvYbvlRw8JJao6QRAEofPCd4Qqjcb1CdTj02NDhL+K53nUtn6f70/fbN2+7I9nBUEQhMHrnxQEQRB2lh5z2q+1uaCCA5vCiOhPrJ/FZyqk7Sp6iStjlwAQ5zuKXzLNhRQkIgW+shiPxg2Qd6RItYs+YU9b9/nL45GLAwhU2OfulUsC6OA/lg7+Y/nuZD8mdvrbToasGvdlwC1zdfAfy7B2trKx4+LNVrl2PkNYlXUtSUG3A3B13HJnw1h5qPNN/Fawg1lHvmLWka+Qi2UYBCOmBlX6fhnqOpL/Is3DW55qLTYS4X8v+ZVvN9qnpOZLQn0nY1k48panIDRwCTIJauRS87Mrk0TYHbP4BFuOW5CKbXmvI/ynkVf5RtNOxgl6Y4FdYZLOEUs4VXIXXSN/s5PFPOe91Gh34KPobSeL5RwEDB4tQTeX+vei/rUxV/IT46vob92nlHV1O9bWknVsLvmNcm2JS/eiexKeJDmgt3VbbVTxzEFzFhqLj+6R6gOszPuWYm0+CrEXyf69GR9zK75S1wV9fs1fyj8VO9Aa1fhJAxkZMZYBIZe5bP/Ivpvt5mxInaGG59LMQcHv9vwWcb2qqRuLV/Fz3mJr3z0VO1hTsJwqfQVB8hDGtZtM94DmlXH3hJcOPUCVvtxhf2M+zo/suxmZWM6c1EUYBQNHqg+yumAZRZp8orxiGR8zhU6+SR7JcKhqL+uLVlKoyUVn0hEoCyLJvydXRl5PgMzevcFgKrV+1hsLrJ+rVKsorJpFYpTZknw4LwlTvVLzjRXESYnNpbBqJhnFN5AQ/mOjMlepVpFddi9J0QeQis2Ww7Qc2zPfIew70nJiECEhyHcyoX6OQeHNZa1uGcvn/srCJ7/mu9k/ExYTyrUPXtVq4zeXNRnHeXfk1U6PSRu4NBTW1dLlE/v0pttyMhGfWS4e0T6BNaeOt42gZ1h0aB8f7/uborpaHr1kEFKx2O05tDY3JCYzcukXfDN2Ah+NGoe/om0zXdTobVb8ERE9yFObXTeq9Co+PP4r/QdOd9W11fjPKs7fnxpActBdJPiPxyTom9y/fo5jTT2fmxHRCwHYVvAYSUG3E+qV6nacYvUeAIZHL3A4JrgoK91wrgrtEavi7WQQt2M0ZM2l8/iz9CDf5awns64AhViGUqKgZ2AXbmk/mnbK/3ZQQFthnxvZs9LQOmMeKt0BuyIr9SsVAiikTfWFM3G69AGqNdsJ97vbZc7mliKXRKEzFLg4KoEzLwCnS++jWrOdAOVwfOR9zkq5clfnbDCWeFzYQ0Dg0X2TbWOKFehMWrs2PlI/kvxSCVG4L8jzXNo91BlsypPaqOKfiu10D+hNr6CBDu23lqzjx9yv7PapjSqWZi9kafZCZvX4FG+J8+ImLeVk7RHmn3zd7mW7SJPPpxlzUIi9mJ3qvhx4c4nxjkdXq0FtbPrzoTfpOF5ziPkn7V8Qc9WZfHDiVfxlgTyR+AYBsmCn/Uu1RbyW7lhMplxXyo7SDewo3eCgwNdp/7a+ABZUvIJYZM53bzRVoZB1OvO5xk5p9pTIgOc4UXg5ZTVfEOLn3AfagqVCpeUF9XSJvWtWtXoNIX530i7w1SbL4QkTpo+l+9AkHhrwLB8+/DkfPfYlM397nuRBiXj5nJtUYyPjO7IjN5vBMc5dzurTNSSU3268zaooAwyOaY9JEBCLRGzMymh0DKW0ZSnvTpSX8det03hhqy2dZVPOoaloDI76kr9CwX3rfuXnG25x0qN10JvMLnNeEltV2heTJ/HpqXVEKYNYlrWF+Zc4r7TZ2vxnFWepyAs/eTwFqh3IzlTI6h8xg3U5k+kWdBenqle47Z/gfx3bC54g1nck1frTiDE//DsKniQh4HpkYj/E9S5vpHc/9pfOI0yZSrTPZQDoTbXU6nOQiLyo0WcTruxjJ0OF1r3vl2Uuk6BrdrGStLzepETb+xkNCu3BoNAebvulFwynW9SmZs1pP38/UqJtCn953QqHUsBHCq4kKcqccm5uT8fUfP9Vgn1upFK1nvYh77TamPmVc6lQrbbm09UaMh3aiEVeCILWYX9TKK1dTIhv4+VS68sCkFPxYovmbQlyaQx6Y7FHbZ8+YLYYT4l/iD5Bg6z7jYKRx/ebi4PMTPnEad/6vH9iBmqjite6L8BfFmjdf7hqr52V2kJG7TGr0vxy8gcEy22K/u7ybXyb9RHPHpzaZtkmPjjxKgGyIF7tbstRLCDw+P5b0Zo0LDz1FtM6Pu1mhOZxT4LNR/iN9OkUa/Ob1H/+yTcYFDqSse1uxltizlJRY6jihbR7qdZX8tKhB5xeM61JbVWa430680jnVxCLbFbJjLpjHK9xDH5LCP+e7NJ7qNVsJS70E2tWjWDfW6jRbOJQbgKhvncT7v84xdVN//vuHLmBQ7kd8FVehkKa4LJdsO8t+Cj6cSS/F2KRks6RGzica1sZrVFvRGvIILf8MYymGqrVa1slV3TeiQIO/3mM0txy0ncewyfAm7oqFSajiWeufK3xARphvemHZvcd0zGRGds3ctvq5QyKjuPrMa6/pxZceS0PrV/F+syT3JCYzKxho5g7YjTDl3xObk01y66dyOlK80pIQ5/gzPvMvuSLxtxA6hcfEh8Q1CzFM6OynB5ffMDy62zFQ5ydw+cH9vDan5usMswaNoqbu/WwypNRWc6S9ANk3veEXdtVJ49a2wLojEZSPv+AhMBgq7xLxt3EuOVtl9bTJOj5+qTZgt7Z3z6b09SOVzK149nN8PSfVZwjlH35p3gWAfKOhHubg6+U0jDEIjn7SufSOeAmqnWuS25Heg9gb+kc0soX0DVwCscrzV+qBkHDtvxHCVWmEuyVbG3f3u8qDpZ9SFbNb0R3uAyAy2O+5PecWzAJBvpHvOIgQ3Kw++AWy1wyiS9D27We8uQJGr3zUsBtgUVpvog9SlkiWsNpTIIGscgLgCr17wQoRzV7zIbWVmfllBXSeKrUGwnyHufxuAppAhWqXwnyHgtAcc3nJEU65tJ2h7EZ1re2QKU7gLfcvJKk0Z/CS+aY/1trMgcK1VeaASQiCSJECAgYBSMSkfvVhVO1R3mg0wt2SjPgVGkWEFiabV6FSvbvZac0gzlo7rucT9Gb9Oyv3EnPwAGNnGnzeKDTC3bbIkRMiLmd73M+J73aMc/7+cLEBsGEftIA/GWBVOtdV5D9vXCl9fOjXWY4GDASfBJJ8Em0H1d5OQA+Cvtnw0L7UPu0ihEB5hUlP6/L8GtQFbK+EttQoe0e4/r3qz4KWWeS2tkyJdQfp7xuqd12Wk7rWDBvT3y4VcZpK14eMoKXh4yw25d210MO7ToEBDF/1FiH/Zsm2wp+9YlsB9gU5YYEKrw4cKdnRZtGtnf8rlkyznkWrIbncFdqH+5KdXSXciaXq7YAHzo5X6lYzPWJ3VzKXaY9QVrFMof9uXV/s9no/kVJEIzk1O1CwLyK1dFvFOO3uXYf/Gno827Haw3+s4rz4CjnPqRXxHxl/WzxDbYgFslRiG0/YPV9hrsEmt/2hrX7wMWMIsbGr7bbo5AEOuxrKIM7nM3VMIfzmHhzlKnFb/pw/hA6hX+NwViJj8L841ul/gON/jgFVe/SM/Y46QUj6Ry+hONFN5Lcbitq3WHyq+bSPuQdpGL7H3BXlNetwEfR0zpPWe0ylPIU5NJ2pOdfRo+YAx6NA/YFNQ7m9qBbuy2U1S4jxPcmSmuXEe53Bxkl9zShkIWJiqK+gJSgiF0AVJfdgkG3B//QH5HKkh16VBT2Qixtj2AqwdvvGUTiIKTy3ohE3tRWPIxv0PsOfRpSP9vE3uw4IvzvITrwBTc9bCRFriUtrw8GUwV+XkPpFLYIgF6xJzlefBMa/XEk4gAi/Vv2gxTqOxlfRT/S8nojFnmTFPU7+3Ps/Xgj/O/jVMnt7MtJsJMlLa8femOh3blazjG53WZyyl8gs+wRJOIAOod/7+Bb7YxuURtJy+uNwVRNuN9dRAXYChLty+6AgNG6vTc7jnaBzxDpf3+j4za8F+B5ZbtTJXdTrdmIWORDiM+NxAS91Gi/+nQL6MXhqr0crTlIsn8vt23bKePo4uf4PDrj01NvU6w1u7/c0/Epp21e6/4xzxy8iy9Pz2Ner7ZRnCO82jnsGxx6Od/nmCt7CgjNXiFrK66Puc3p/tvjH+H9EzOcHvuz9A82FJm/X2d0n3/enVPrYzrz7yIXsXGguICpa1by922u3SRUhlJOVjsaSip1WVTqsjyey18WQ7AiwaocL87czIS4wSjEMrQmPU/v/6rJ8jeH/6zi3BRWZAxHLvFjfIf1iBqxEJ3veMm6kF4wisQIW+BIgHIkAcqRFFZ/iNaQQaewRcgkEXbWx/Yhcz1WmgECva/iQG4P6zxZ5c/QGl+60YHPIxUHEeF/H5XqdZhMNYiQIhLJPR5DU7eYgNDfENcLlvMPMae4KSuIJyQq02m/gNCVgImyggRCojKpKb8Hv+BP0Gk3ezSvK8XM3+sy/OtZkiL973dQ/pTybqRE73HoKxLJSYxY6bC/sfkaHqu/7SXrZOe+42ycjmFfOeyr73LjjNjg14kNfr1ROeufe0NZ6tMrzjOLmjMauxfqgg4oo047bdvSQiu1BnP1L4tLgDsmxXkejHW4uvH8qkqJt8fjNYc4b9fVN5USb9RGFQcrd5Ma2K9N5Wgqw8KcB6VFetm+A02C0S4gcn2R7e8u0IX/87+dhPAfOJLfG6OpHG95X5KjPc85fJH/BqnhUW6VZoBYn4Hc3WUbAPmqPewqmU+Z9gQysRK52H28hQgxgYr29At9gGCFvdvRZxm/c0v8ZQAoxDLGRPdt/ok0gYuKswdcn9ByX97zhY5hXwBQofrFutxcH7k0jir1H8ilMWj0tmhgcRMUU3N7b3rFnrTOo5C2J7ndlpYJD4jF9hWWgnyuwyjUWc/LE7x8bsWgP0hFcX+rklxTPgW/4K+tQWluJEAkMstgNBwHwYB/cNsEPF3k34vFHSNHdZpYb/sAzay6kwB08OnirKsd0cqmL42HKiKb3Ke1CFNEuDwWpYwlo/aY1Sr+b6dcV9p4o385PoqBJLXzPNduY1iC5lrig3yRfzftvPswvv0XfHZ8KIkBYxgQ1vxV0vf7TGPYH8/QO6gj+yoykIrFXB7RsxWldc7FAij/MQ7nX8r+nC6U1X7n9LgIKSrtfvbndKZz+Pcux2kfPJv9OYkcKXDulF9W+53dPMnttnA4/zL25SSQUXovAAdze6E3FpKW158azV9klT1BVvkTHMjtRo3mL3IrXuZgXi+MphrS8pxbqE4WT0EsUqAz5lNY/ZHTNg3RaX5HIonBy3uKdZ9EmoxBf9Cj/hb8Q76mrnoGUnnbpdm60NFVPom25Co0xUPQ18yut/8x1IWJGM9Y8zVFZpcGbekYEFSYDMcQjDlOx1QXdMJQ90W9bbPiatIfQVd+F+rCJEy6XdbjhtoFmPSHUBcm2clgQVNyBYLJMdWZO95KNbslzDn2HI/tv4VZR57khbR7rSnf7urwuLvuVsTN+opum6qaDbOCOEPvJkORcCbDz4Xv0nARV3RaNqtJ7dVGPWPXfk56RZF1X4/lc8mtq+LBHT9Zt/8syuTWTeY4o3W5x+y2nfVpDZac7M+fRS+3aIzV2ZPYlN/6/t4rTo9mycn+jTf8l5MS0J4tI9/k3d5T2TxyFhuGtzx1qidcVJwvcEqqF3IgO5bsMvMfZ3K7rfSMPU6ncLNrQv1lcIsfcbvAp+kZe8Ia9KSUJyMW2S8rh/hOomfsMZeBeyG+E+3mMc+9mV6xGSSEfgxAj5h99I7LJiV6F35eA2kfModesRmkxqTj5zWQmKAZ9Ii2tDG7AdQPSAtUXonBVIZIJKdW8zc+cvObZlntNxzIjiWz5C6cIfcahUgcjE+ALcWSt//TSGU9CGnnPGI8KNK2DB4caV6uFEvi8AlwH9hQUbec9Lz+ZJZOc9uupTS8z/8WjOrlKMLW4hW+HZPWXH5VXzMXmd+jKCOPYag2/9BKvM9Emwt6DHVfYVT9gEgS63RMRfAi9NVn7ougQuprXkbUld+KPGg+ysgj6Gts1a70Ne8gEilRRh5B5mfzDRaMhWhKLsMr9GdE4qYtxSvESl5ONvu9KyXeFGsLMApGBoYM571eS+gR2HZLiqXaosYbNYMiTeOZKgrVrjMu5KnNvozOfKD/jfi5yaH9byazppwCVTVlmjrGrfuC5RkHOVpZTOryuczYY/ZTnX1gE4crinh97wb0JiP9fppn7Z+63Jznv/eP71KhVdPt+9mUaz1LE5j0/WyMgsC168yreEqJjJVX2qfUe6PvaGJ8AtiUd9K6PSginm+G38yWggxe2r3WbttZn/OFKt1pClS7Gm94EY/QmpqeWrg5XHTVuMi/mviQ9zmQ0w2lPJnEiNazJrQWOeXPIAhaqlRNS4/1n6HeC5noTNosk3YrIj9zEnuxvC8IWsSyFEBAJEvBpN+HYKpzlk/BzgAAIABJREFUNpq5j2IwIumZXLia35AqJ57ZfxmcyT4i8boKwZiNSBKHWNYVkdRJZoyySYil8SBqnl/w20fNGUneSPnkrFhZG8sA0VIKNM4t/PUp1blO12exWEcr41tLpHNKvE8X0qr+OdditDrxfraXxKOV5vvZNTCcMKUvvUOj0ZuMfHVsN0+lDqdrYBi/ZKU7Hef6DikEKZQYBBPHKosZGBHf6NwPJQ/h/UPbUNvlCrZfQQmQezn9H6BMU0e5Vm237art+UCAvAOB8k7nWoxzQq/g2whTus7E0RzqDBoU8pblxfaEixbnMwxd/vE5nf+HE2lO959ruc53gryvoWfs8fNSab5I44jsqhlalEsTJt1OTLqdSJRjADESrysxarch9bkTo2YTJt1fbsf1Cl2JofZDdJVPIZK2P7O3/g+w7bNI7LwAiTzoY4y6PTTH9SG9ej8qYx3TE984a64Jd3SwFeGo1JU5bbOmwJwJKNLLdUYTV8r3L/lLGpXBJBid7q9fNbFhmrx/KzfF3oX0TNXZpdmN5+T+t3Djhq8pVJtTPxpMtoDuIIUSqVhCXl0VGqM5FkQiEnO80v5lyXIsNcS8sqCUyKjR6zyae0qXPixI/5PpPYa5bFOl0zj9HyDYy5tQL2+7bVdtzweuiVvG4EjHgOn/An1C7ybOx3lKxsa4cYd5JXLIhqfs/o3b2vIc4J5wUXE+w7YJ957T+d87sN3p/nMt10VaRo/Yk6TG5ZAa17i17iJm5MHfoK96GUHQYdSsgzPKib7qacSybki9b0bi1UjCe5EP+pq5SL1tBQVMmvVoS8dj1KxFXz0LkcR94J1Y1hVlZBrqAtcFJFxhqWD35en32tQKXJ8En0Se72ZeJn/58IOUae0Vmn8qtrO20Jzl5pkkR1/u/sFmZeWlQ/ezpWSN3bH5J9+wqwbojqcPOlare3z/rQCkBFzi0Rj/BvxlgbzS3ZwSdGfZJhaeesuhTZW+gi9Pz3PYfz6TXVNBiMKbtHLnQZzxfsE8lnKp1VXjsR7DGBQRT15dFbl1VZjcVKuVisWoDK6V6AErP+D4xGf4KdO5IQnghd1ryK2rYmBke+v2X0VZTNm0lMuiOvJG36vttp31aT0u+uufC34YbKsvsP3y2dZ/9fe3JSJBaGJN5n8BUzeuILumksd7DWHaxp9YcuUkBkW1Z/QvX6I1Gnip30hqdFrGdkgCoKCumoE/LCDzdltFq+nbViMRi7kithMao4GxHZIYvHwBMrGE5y8ZzrRNP5Fxm/NcqYB1rv8l9kIsEnF7Uh8MJhPzDuygW3A4nxz6m9cHjiI5OIL08mJuX/8DX11xIwDdgsNdytVn2Qc8mDqInJpKwpQ+3JcygHKNimf/XMeDqQO5ff0P7JlkS9ReUr2Q/MrXCfIZT1xI47mGLwTKar8ht/w5ApSjiA/7/FyLc1b4L97nxtCW34oi+JtzNv+Lh+5zqzSPCB/DtdGOlcLURhXPHDT757/b81u7FGiecLByN5+fdl0QaUb3+S7Tp1mCF53xdupXfJ35IWlV/zjItbF4FT/nLWZcu8kuLdNeEiVv9fA8+42nbCpezeaSNVTpyu0s2/XxlfoTKA/hycSZdvst5+uqkmKdoYbn0swpAV3di2xVBnOPuS+60FaVGi/SemiM5ewrfZ8K7XGq9Jl4SYJo73sFvUMdy6mDOTiwk/919At/lkLV3+wueRuNsZT2vqPoF+5agXMWtDe5U+v6Oa84PRqNsZzJnXbZyaaUhtEv7FnClc7zx6/KvolqXRaTO5kLjuwofIFK3SlUhiLCvHpwSdiT+Mmcx5acD1iytrQ1F6yP87przVaPyV16Mm3TT6RNNj/8G8dPdWgb5WMf5PHhwb/48dQhO4UVzEtVq8beDsDNXXqiNRpQSFxfwoZzScVipvcaCsDo9onM2buV5OAIugWHI5OIrQqzK7nAvAx2R5I5i8PQ5R9zX8oA1uecZMaAy4n09qNM4zwIQ3Th3uqL1OPifcaciUNQgYflsduCx/f/D6NgJMEnkWhvm5XLYNKTp84iW5XBxuJVdPZLppt/66ZP6hHYl3m9lrIqfxl/l29DZ9LgJw1gePg1DAod6bbvvF5L2VH6B8dqDnKsJg2FWEm/4EsZ087sJ54a2M+tX2+xtoB5vZayu3wrawp/pFpfSZAslGujb6G7k2qHrUGZrtila4qFWkO1NX92axPnncC8Xkv5p3w7G4tXUazNxyiYCJaHkhJwCddETWyTeS/SeuwtfZejlbbKdmKRDLWhlKOVSzlauZRJHXcgFjl+t8olfvyRdx9FaluQ/cnqlZysXkmYVypXxDi68PQInobWVEm1LpsClXuXs5bSUDa9LosNefe6lM1CrT6XX7JusNtXoNqFrhWrt5oEg9Nr2hLOhtIMF7DibMFcpappGN0sSe4sNBdDGNuha5Nv0qx/NqOUypicmIq3tHkO7BHetmThpjPWlYmde9Bx0Wz85V5sucF59gaJOIAazWYyim91ONYlci1KuWN1MovlFnDpamAwlXM4N9Vtm6P5Q9EaMp0e81H0pVPECqfHLBRXL6CgcqaLoyJSXRSzEIv9UevSOF54tZN5+9MpYrmTXi0nPa+vtYJefRpz1ziQHWtt11y5m3OfLRhNtRzOS0UQHJdSu0ZtRuGktLRF5hDfycQEOy5VWziY3QEBA12jNqGQtW0wjERxmfl/L8fr19YUa/OZmf4EAgLv9Vri0r+5Ul/Oy4ce4Lucz5iR/KHdMaXEu1UslGPaTWJMu0lN7jc4dCSDXSjYfYOH0jd4qMu+hjNR7X2DL6Vv8KVu51mecZBCVQ0Pdh/cZBnX5Rzjq2O7mdLlEibE3cGEmDscju0qziZj8nNux2nsOvtI/Ty+F5cED+GS4CEetW1rEpbMdHnu3xzfg59cwXXx3c+yVJ5TVVrDrtV7yDiYRXVZDSKRiIAwfwLDAuhxaRJd+3du1fl6hz5GYuDN+Ejtc6BX6k7xW/ZkNuU/wsjo+Q790iu+QSb2trMYqwxFrMwcR4nmANW6LPzl9u4h3YNtrkxtnTKuXHvUwZq9MnOsS9ks/JJ1A9fFr8JbGtYmcqVVLGNXyXykYi9uSfgFWYP6DJ7yctpiZqTcwl+lR3n6wJeAiK0j32xdYZ1wwSrOp6rK6BgQwrb8TLqHNK0gwMDI9ryLo89xTk0ViUFhBCmad5M35Jzkj/F3A5BWZq9Y2UcRN52RsZ34ZMT1Lo+Lxd5OlSmAk0U3kBJ7tEXzu6Ko+gOXSjNAnXa32/46Q5YbpRncBW5JxH6cKBrn9Fiddhd6YyEySesXi1DKu2PS1mFs5tt5rWY7GSXO71VjcrfkPp8sGutUaQY4UTSG9qEf4+flPGinUrXKreIsYA4Yamul+Vyzt+Ivq7uAu6BAi6uEylB7VuS60LgyNpE9pc5T31mO7SpuvIT6f5Fbu5y/eefXfbmJr2d8T3G2++Iy0Z2juG3GRIZPavpLlysaKs0AgXKzsaBc6/p7s1vQFLttb6kt4PlU9c/0Cj13KUIbygbQJ/RxthU+41Y2H1lUmynNAEVqsw97e5+hzVaaAdKqzCkuPz65hj+Gv8GbR9rGGNaQC1ZxPlxWxJU/f8HcIddwbYLrlCc/nTrMY9tWARD/1Vtk3v40/SJiODnlSUat/Jzc2ipe6X85N3Xuwabr7+GdfdtYevwAAyPj+GZU05bgll41iR5L3iMxKIyX+tlbdCZ36Umnr98mUKHkn4kPOpXLHb9nnyD+q7foGhTG2msdg3OKqt5HKgklObp+WV6Bg9kJmIQ6MkqmkBD2dZPOxxMKK81BSCmxJxCL7FMBVdQtR2d0XUXsaMFwtHpz3k1vRW86RaxAhM3HsE67m1qN86BKgNIacy7Q7jGHkIgDrPtPFk2gTruL9Ly+bRK01yHMVknwaMFlaPWnmtT/VLHZ77K+3AZjKYfzzH5p7uRu7n0+VXwzGv1JFLJOxIW8Z1dV0nIOGcX/IyXmCOJ6JVKjAp+ioHI2RpPrZXDLPWxKWfR/KwVu8hjXJ6PuGADRytYOVvp3IZdIuHbtl+TWVbH2mqmEednSE85L28bXx/eglEpZfsVtRHr7tbk8v2al88o/65CIxDycMoT/dbYpmfduXc7m/FM8nDKU+5Nt2QA25p1EKhazJf8U357Yyz1JA5iean7BTFgyk88vu4kHtq3g6rgknu41wu4cLWPG+Qax6uq7kIslDmOuyTmKWCRi+7UPApBdW8nDO34ip7bK4dpM/mOxtVhIwhKzwaG+5dmy77W+V3FLZ3vXmUPlhdy2aRkhCm87WVZmHqK9bxCz9m3kcEUh84dcz2XtXJdWbw4PD3qeIzuPN97wDHknCpg5+T1mTn6PXiNTmPrW/+jcu+lBvJ6iN9ViMKmRNlDyvKURJAfd4dA+3u8qMmvWcqRyyTlVnJ3JFus7HMCtbNfELXO6v7XIU5ndvXqHOMrXFPQmS6VfAZlYyqhI577brc0FqziPS+jGuAYK85pxjjdpfMdkxnd0XL6WisX8fp19AY1gLyWvDRjFawNGNTq/s7nClb4cnGwLNEipZwl/ovelPNHbtrTpSq76ftM7JtxHkaqW/t/PtyrWm3JPcbi8iORgx9K39soUgIgecRkcyI6jRr2JnPIniA2e49CvuRhNZmuaXBrnoDQDBPlMcNO3xqpwuQry81H0xUfhvpBEj9gMRCJ7t5hOEcutLgbnIwppAolRG+zklkpCiQyYTmHV3Eb7N3afHRGsLyBdoxyPd43abL1eRwuG0S16j/VYuP9D1Gr+okazjdKaRYT63ebQ32I97xD6WaOyn012FebQP7J1n4MhYZezv3InAPsqdtIraIBDm6PVB1lwypxO6c4Oj7Xq/P823ty30arYNXQvGNu+G4+kDMVgMtFl2Zt8OGQ8V8cltZksCUtm0jOkHXtuMN+TWr0573S5VsXwXxbw81V38PGlE3jv4FZm7vuD53rZjB/T//qVneMf5sU+VzisHooQkT7xKV7cvZb+K+ZZzzH1h7nWMZ2df/0x66OUylh5pfn3xXJtLP2WjLzF6VgWMiY/x6dHHAPRyrUqpmxcyt4Jj1n7353U33qON/y+yO4+DYtK4MvhTXcDcpi3oIKJ0fe0aIx9f6Rx/yVP02NYN+ZumtHscRr6A3tCiML58xjmlUpmzVraqopn6+Am+4mT3+u2mDtA3rLv3/d6T2XIhqfYPNL8ffpz3i76hyS2WLrGuJiODpj86JeNN2rA6/PXUlGlorrWlhfSaPQsXVNrEuHty9pr76Tvdx+S9O07/FmQ7VRpFokULkawLSeXuyjD3VwkZyyTOkM21er1TeqbV2H70m9JZoyGSvO/gY4Ry5zK7e5Fw4In91lnyLI7UlhlzsAQ6ue4UmFBKg4CQO8k4C4+zJwpIa/iBad9dQazFdZPOdzh2Fv/bKHL13OZs3cbYI6K7v/dRwz63nn+8uUnDjFxzVL+Lsql77L5HCgtYH9JAT2XvM+Nv5mzOaSXFzNs+SdMWL3YOs5zf66j2zfvEv/lbF7ZuYH8umpu/d2+pPzqzGN0+Xouq043322ps28yr3Y3l37/KnMej+y72eFffaXZXxbY7LkuBKZ0saWn6+gfQqnGVtgmwT8EMBsxAI5UtF2wZ4mmjk7+oay48nbrPl+Z+W/p6Z2rqdFrrYVBHu1xKZ81UD5TgiORnIl5UTaIX7FYZ1/re5XdOdYfE8wvCn8WZjodsz71LdaWa9NSnt65ms8uu9FOlvrnOKmTLYA1WOHNzlZwg7mvz1NulWaRWESHlDh6juhOz+HdiUuKJiDMdbXGg1vSeWSw++wmrlhysj9F6r30CnmI8fGrmdxpl/Vf8zj7usC/iVifgQBU6Vr2HHX0jWL75bORnsl2M7OHo2tKW3BBWpw/PePre/WdHxEdEcCJrBIWvn4ziQkR7Ducw/SZK+gQG8KcZ69n+swVZOWVM3TiO2xZ+hhiseMX1WOv/8ih4/l89OpEOseHc8dT33D8dDHrtqaz7P07efS15WTmlqE3mJP/b/vucZb8spvPv/+LxIQIPnp1Iicyi/FSyLh1+iJ+nD+VkCAfNv51nFc/+I2XHhzNiEGJzP9mC2u3pNO5QzjvPH8DBqOJ8dMWWrcBhz4AXYPC2D3xQbfXxFfhaPmyoJQno9Ydbta1boz2oR+SVfogp0vMSplY5E182Gf4ebkOMAKorPu1xXN7KxqP4hcwnHeZKGSSKKf7xWJbYn9Xcntyn6s1Wwj1tX3BVNSZ/cJKa76gtKbp6cLsVxME6ivpVarfAPCW93Dad3XmMY5PmW7dXnrsAL+MnWIXBNuQ70bfzIgVn/FivxHM3L2Z70bfzP7JD7OnOM9qQ8mqqWTLBNuPso9MTvqtj7Ew7W+mpfQDYMHw6+zG3Vucx/Ep0+m0aA5jOnT14MydEyALYl6vpfxVtpFtJb9TrM1HjAS5WEG8T2cGh15Okn9q4wP9B6gfLxLs5U25RkWolw96k5HEZW9xb7eBJAe3fhxCQwpV1cT4Bjg9Vqxu3A891tezF6D659iQMKWvtfCIuzEn/7GYMk0dI6M7t9q1KVbXEuZl+5sLU9r//UUobW4yYpGIlmaxPZ2Wzcl9p+32SeVSFvzzFvHd3edXt3Bs90keHvQ8pnoGq/S/jpNzNI/YrtEey1KqOQRA18CbSQr6n8f9AEq1h5zuL1bvP/PpfM7zfO5kGxb5Ahk1G9lSOJNxcS0r8nb33+9ztDqX7ZfP5ouM9dyZcEXjnVrIBW9x/nTWLWxe8ijTnjdHRn/+/Z9sXPwIn7/5P4ICvPniLfMfyrbvHneqNAO8+8INrP/6Ie5+ZjGCAF/OvpUeXaPZ9t3jREcE8sVb/+ODl29i85JH2fbd4wCEBfvxx7cP89GrE1mz2ayUFpfVsHnJo4QEmb80Dx3PZ/OSR5nx/m/oDUZSk2L49bP7ePuZ8azdms6oKR/YbTfs0xQkYtdf7FKx85yurUGg97WkxuXg52V2QzEJKjKKJ3MgO5aiKteFAQScVyBrCjLxhVGhrCl4cp8NxiK7/TpDXovnjQx4EoDccvv8pVll5he6hPDFTvttnXAPT25fw0cHze4Nt3TtSbG6lk6L3LsMBSuUSMVitEYDE1YvplBlVm6MJueWnr+Lcrl0+ScOQbn16RlmfmFpaDFsLgNDRvBU1zeZk/o1s1O/5PWUj7k7YfoFqTSPCB/DvF5LuTX+gSb125R/0vr5n+IcugSaA5Je37uBt/pfw1M9h3NNG7pnWEgJjmJL/imyax3zbo/vYJ99wiiY3KYhdUWpps7uHBvya+ZhRsV0aXScnUVZrLvmnla9NuM7dOenTJsS+Gvm4Wado6fcf4l9DYQrpgxjjWapx0ozQGLfTqzTf8eIyfaZTO7p+USTZNEYKwDwdhIc2Fi6OLWhlP1ljtk2smrNK6zdgpwHap8tzlfZJCIZvUJup1hzmEUnG3d9dcXdf7/Pp/1sdStivM/Ob/75ZWprQyzKavdEz99ELTwxawVznr0eg9GEyWRCInH/vqHTG/DzUaDTmx3XRw1NIiOnlG6d7C2J3TqZ/1C9FDIKS6rpGGe+6RKJmIzsUrQ6g912wz5NwWgqd3lMbyxp0lj1MRhdj1sfi+IkYCSzZCrV6vUUVs2hvO4Hkto5C/ATcX77h52feHKfG2bkkEvboTPkER+6kADv5qVwiwh4mMKqtymrXUxMsC0dkCCY/T1dKfS7CnP+z95ZRjexdWH4jdXdnXpLoVhxKw4tLe5uF/u4cOHi7u7u7u7F3bVQKKVCS91d0yTz/RgySZqJtE0pcPus1bUycyRnctLJnn32eTdm1vfGgBsnMb5WY9yODoeXmTUGuyu/yeN7TiaMNTTRP+AkbnenDzeJzEpHNrcIaYX5yCvmQpvz529U/B0w0dDG6EdnkF6Yj2piYQuj3Buh7dWdiM3LwvbPzyTa8AQCXI/+gqC0BKQX5iOTWwBbHQM0t3CQKAOAE+HvqTJFtLdxRavL29HNviaKBDzwBALsatkLw9wawEXfBDVPr0Fvx9o4FPoGQb2VN85cTqzAIBcvHAp9IxGacaRNf6rPj+kJMNfSpcJD5KHF5mDaiyuw0tKX+mzEmf7iKviEAOuaiJSFrnz/jJfJ36HGZENPTR1+1WqAAWCYWwN4nFqNiKw0xOZlwlxLF/fajlP6GksLr1jkGFHT4GD6QfkrpvKYdXQSRi4fiIH25Hh5XJ6CFpLYaJOrn+9SN8BB1wfqLHLl4VP6PnxMl59KncVQQ3DGYQAEahuNA1eQjWvRA6jyOsale5BUNSXHFpP3EK+SV/wSY/MyHgkLzVp4lLgCe0NbwMOgB1z0OkGLLd/41RZT+0goSJdQLyrkK5favbz8Zwzn1HTSIxUSIdvjRAe3mIe+nRXL97BYTAgEBFgsQI3DRtj3FDSuq/hmLcTKTB9P336DpZk++HwBHGxNoKlBGsfC4/Igz6vI5ZU9zqiYXzpvJQMsOJjuR2TKUGQX3JOKtxXCZhmDx5cvSVSFNMrMM5slmWiHw7IElxdHxSKriuIfiilsluzv7oynN5BWmI9znclNTRlFBWh6egcamNso/T7rWvjC48hGHO9Er3KTV8zF8qYd0d7OGemFBTj85R2SC/JwNCQQaiwWtnj7o42talUCqlCO5Q19MerhacTlZeNmZ9HGZ1sdAzQwtcPekJdY08QPi97cospyigvxz7NL1PH5yCDoctTxofe/UmVzXgVQZYrY3qInzkcGYcnb29BgsbGwviitezMLB3hbOeF4+HtM8mxRqgevzc26Y8rzy+jp6IkZddrQ9mmjrY8rPiPl9CLiSJsBGP7gFIoFfKnPRsiOFj0x9cUVmGlIhlxMeir6bG7EhMDXrjpYDNIRdLHjcPS/exQGapq44jOyzLkGSkubAfLD9pTBzK58v48MMEFAgPORnaDJNgUBPgp4qTBQc0Im9xtkOXGaWyzH54zDCM44guAMySylZprSiY1CMk8gn5eIYkEe8niilb/78f9Am20ODlMbWmxzuBmoJmmOiUYtpcf2s/mUcRoJBYFg/Ah8CM48j+BM+TkdAGCU62PqdWMTd8QVkMmPsorzcSb6CbpYV6w2NvAfMJxHzTqG8KgU7F5OPgX296+PVgM2wt3RHKtmdIO+riZmjeuAtoM24+5RaWkWNQ4b6/behZamGjgc2alv3Z3M0X3sbujpaODQ2iHQ1daAd78N0NPRwNnt0tkKS8JiMREcnojVu2/DuZopNs7rhY4tqsNv1A7quDwU8b7JLBMQZLbBkiEbJQ0sOpKzyxaf5GB6iFJqIMCXkJkDADO98YjPWAwA4Asy5YYgVCFCmXnW1+wocd5cfwq+JQ9AYtYamOqVfYe7kXYfpOedRnreGRhp98b3VHIJzclMdgKJBz0l/zf6uHiij4unzPq9XMhl87M/DG1fezLOP2yoyDDyMDJD1HDRUnA2twgabDaKBQK8SopBHVMrNLG0w4JGkpKQ/g7ksnfQwEkKr7UK2eTkX4KuVleF9Xo5knHvlzuNQER8XWSlH4aJlUjV4FhbkedOPFmHoboWpfAQmegNB4sHEMZripcpS37Rc2ipNwaTwUAvx1rUuEqyrTm9Tn4ba2e0sZatT+5j5w4fO/qY+bL0WdfEGoG9pmBvxG3UMzVHfTtpI76jrRs62kqrC8j7bFwNTClFEXFKJkp51UO1/x+jV1duOAMA9Hd+jsC0bQjLOo8Cfir0ONXQ1HoRzDXr40XSYnzLuUbbzlq7Bay1WyCp4A1eJa9AAT8N9jodZabcfpe6kfZ8yZAQVRjORupu6GCzR2JsmixTNDKb80sYzi9StpS7j3k1+mFPxE1Yahri5PeH2Fa/4lZJxGEQ5Y3y/4XxHbEd1/ePr+xhVCop2bsQn7kUAOBkfkZq81hqzgHEZcwHALhYXIGWmugfigAfH6PtAQCmuqNgZbhAom1Ecl/kFoqWCktqC/MEaWAzjWWOTTxTnrxyeXXoEGY8lCVjJ953LbvICt0cKK7jXJrMgXSIZ2ksOe7SzDNd/8L3tjFaBWOdAVLlQviCHLCYsvR0CXyItgODoQYbw2WISZ8m93qq+PXh8RPBYpmU6n9EWcO5JBHx9eBkVTo5sF8deRn8SkuPxyuws8F49HyyEo/braDOH4q8h6EObWjbtL47B1vrj0E+vwgNjFxwNe41XPWs8TL1K7rYNMSQ5xsx0dUPbS1qo+P9BbjZehEGPluH7Q3G4XLsS3SxaYhBz9ZjpkcvROUlo7NVfQx+vh6T3LqgnZw2+hzpzY/itGeKFDxuC86o5vMxGY6cHyvLquqzioojOPNcmdp5GPRUXKmC+aM9zv91o1kcfa3OiEjqDQ2OM3Q1WkGNXQ2puQcpo87D+iU4LCuJNgywwGCogSC4SMnZi+zCBzDRGQoePxnJOTtAEDzoa3ZEVsFN2vfMyLuA+IxFYDH1YKjdExocMk1qPjcI6bmkF5LNkp2dyNn8IiKS+4IgivAh2hZslgn0NFqDAB/F/CTkFj4F8KsaZgJweQkgiCLqTBEvEmos6wpNBCI+z0Y6A8AAR2qe6ahp8wWfYqsjNn0GYtNnQI1tCx2NZhAI8pFX9IpKIe5odlyOIgoDAAMEwUVcxoIf4+mk6kus4idSzI8DSyzUJivvBDQ4nsgtvA8DnYHgC7KRnXcW+jr9UcgNhK5mZyRlzIKWRktExHvByeo1ohLbwNxwLbi8MOhr90V6zi7oaXYBi2WKmOTucLCUjtNNyVoOPc0uyMo/A1P9uUjP2YncgmuwM7uC5Mz5MDckDcewOHe4WIfQjo3FNMK3hCawN7+JQu4HaMn43uYW3IaOpmgnfnicBxwsnyIi3guuNt8QGlsNRrp/w0BnMNgsaalPeajKaOYTAszw6AkzDX2wGaI9NgJCgKBM+nA3AOAKeKihL9pwt+rLOQh++Mq3fiVZAAAgAElEQVR4BB+r6wzDuNc7SMPZsi6KBXxE5SXD98Eiqg4ANDOtjmam1fEoWVp9ia7NcMd2Sl9bdloO9IzLn9xGaDRXNtu/imQ3x7vdV7qsvHzNvoVHSRvBYWrCWqsu2lvSy4P+KqjCAPZ9uBDXvReWfzCl5I82nKsQYW+yEzmFD/AteTAKi8Mlytwsb0sZzUJq2UYgM/8qvqeOQ1FxOOIy5lFlnrYhYDK0ZSYTEUqQ8QXZVBY/cQy0uqKayVaZY9ZW90It23DEZy5FSvYu8PipSM+T9CSwmLJ1PSuDuIy5SM05RFsWEt9S4rgiDH7xeRaGugiRN88spg5q20UjJL4VinjfwOXFID1XMnsUk6kDTY58mTZb43WISZtChYVUM95Rjqup4leCIIqRmD4NIo3aYuQVPoGdGRmXyNEkN16bGswHi2kIBkMNBUWvAeCHYdoeuQU3kJ69Fab6pEHJZtPHsgvrmKnVRErmUoDBBIOhBgaDScVElqTk2Iz1pkCd44rEjBmwKsX3UHz8AGCoOwYm+qVTalA1LAYT3/OS0cjYFVyBaPPbgGfrcLLZNKX7sdY0lqo/xKE1XqeHYYo7Kc841sUHg+1bUeXnYyTDCLTY6ijgkw6BXF4hOEyWVJvScGnrDQxe0Ftxxd+E8W73EZ33CldjpbP9yisrL3cTVqjcGP/VcdAu3YOsqqgynH9Bdn94jfziYvxTX5TW1fPAFtQxs8SRzqWLdTbVGwNTvTEAAF2NVmUy1gy0/GBg5yezXFaf2uoNVWIcWhnMhZWB8k/PxjqDYaxDHzc3uvF87H6xWGVGa0xYIsa1WISrieQPs7XhUlgbLi11PwOqTwWD2Q/HPq+RWYfNNJI5blXMM8CAu9XDMrQTYaTdG0bav8+P4InNt3B4Lb2044WQ1dDQkr86MLTJYiTHpcOjvgPWnf/zYqMZYAOEAGCQyYTU2NXgYPmUKi/mJUi1YTI0pc5JlouW8bnF9GmWhXUI8KDOcYO6Wk1k550BwIKZ4TLaNiXHBgDWJuRDbFisE1xsIuSOS9b4C7kflGpX0YTnJMD/4RKYqJPOAt8Hi5FVnIdmt2dgRe0haGkmnWm2JCebTUO/p2uQxyvE2RYzoc7kYJhjW7S7Nw932iwBAOiyNeF9Zzb0OJo422KmVB9b64/Bis9nsSfiFjwNqtG2UWfK31i47OoszPEjVw0OLzpdbsP52FLRsv/ck/+9bJzEfzThShMTd7S6OwsNjUUyjqvrlC+NtzJUGc5lJJ9X/NN2HQPkIriOWpWEVnlhydngKQs+TwAWm97LZetigSmbpdNMl5bjX9ZiYA3lPUdlwf/udlxp+3uFL7W7uQl3OlacQSrLaAag0GgGgOQ4Uv4v9EP5M6n9inDY1ZCTfwlaGs3BZlnCWG8ycgtuQ53jAhbLDEa6o5GWvRn62n1RyA2ETomNp3QY6Y1HEfcTWCwzmZkuhXWy8s/CVH82ePx4CIgCfI2xgq6mL6xo0reXHBuToYX8oudQZ7uAw65W5s+goOjFj2vsDyZDHcxKWuWaXYM0LoUhEddbzVfY5mn7VVLn6DzUQqMZALrZNEI3G5EywRVv0Sqj0DhfX09SAaRkG0U09JVMTpWZnAUDM/oENIoIe/sNJ1aI1Bi8+zSVU1sZCJz9Ph69qu3Ai9S9SMj/iO52mwGQoRbj3e6DK8jHue/jkM9Lh7lmdfjZrC7newJZxfH4kH4aX7NvQodthhbmE2GjpVjR6+z3cUgpDKXGBwA97bbBXNMDBfxM3IhbgKTCz7DUrAVPg+5w1CVDljK40YjMfQINph6eJG8Fi6mG7rabYKROqoHdiJuPb7lPIK4oIvRoP0hci+j81xAQxehis45q87O5kxQIex0zJBdJ669XKEQVpeZZ3HfiZmRYhfW/K/AVseH10wrr/1fiy5tvRC/HSUQ32wlE+MdogiAI4vHlt4SfxVgi9H0UQRAE0dvpH2Ji22XE+JaLCIIgiPCP0cSwerOIKZ1WEoM9pxMEQRB75p0h/C3GEfHfkgmCIIjRTeYTBEEQUV/iiHcPgomkmDRiQPWpRI9qfxMEQRC3jj0lpvqtJoKehRKT2i8nvr6LpMYyxWclQRAEUVTIJfwtxxE+JqMJH5PRBEEQxJnNN4hBNacT//quoq7h7qnn1OuPT74SuVn5BEEQxKoxe2mvedPkI0Q/1ynEpPbLiX5u/1LnB3hMpV73c51CTO64ghhWb1aZPlc6/O5sU1lffwITfNYQnWwnEZ1sJxEHVl6RKPsa+F2pPoY1XUx0sp1EzB28syKGWOHcOv2S6GQ7qbKHoZCw2JrU6/jU8ZU4koqhNPPgc39hBY/m5xDxIYroaTaCaMfoRbRj9CLuHX9c6j72zjpKtW/H6EW8vvFeJWPbFtKKIAiC2BXakXpNEARxMXoyVS4gBARBEERywVdix9d2Eu2/576UaKdM2baQVkRQxkXqOLc4tUxjFiefl0HwBcUEQRDE+7STEnXSi74TB8J7ENncBKl2V2NmEhHZj2j7PhTemwjPfkAd7w71IXKKk0s11t+dKo9zKXgQE4kDQe/wMEYyVWjUGDL+LSIzHbeiwqCvronFz+6hlqkFljRvBzcjE6QV5GPc7ct4lxSPhpY2GFKjLjo5uFB9jAg4jxfxMahpao7Ojm7ILyYTR6QXFqDeITL7T30La5zt2p9qY79rLR71/wurXz3GjchQDKtZD3ObtKLKg9OSMejqGaQXFkiNVRYPYyKRkp+HBzFRVJ+T6zeDNof0rsfmZKHP5VPg8nk45tcHbkaijUPiZY2t7LC1nZ9Un8/ioqHF4eBm72HQ5nDg7uWAMxGkRI+f+VhcTdqJ71/icCVhB/wsxmHRCVIYf9Od2cjPKcDb+59hYKKHhMgUHHi7HAApeF+ziQtGLe6F/u5TMWpRT+x6tgijGs4Dk8nA7hdkrO+x4DXoaS+SHFxzZRpGNZyHva+WYJr/Gqy5Mg1nIjYi+FUECIKAmjoHqy9PhUsde8rjbGJliCNBpBfn9olnaN9f0rvh2cwV//quwrrrM/D5RRjtZxz6PhIjFvZE+/5N8eDcK5lzsf7GTBACAoGPQlCnZdlTQAvRZHHge5uMKR/v7g0/W0/k87gY8vggwnNSsLiOP7rYkXHps99ewufMeOTyinCj/d/gMElP/dGIV1j3+TYsNfVxvT05NyFZSRj86ADcDSxwpMUwAED3ezvha1MTDxPDEJ6Tghedp2PCi5Poalcbm4LvQ0AIqPayqH6B9Kx96S5ScynNuBQR/onUrV57biJqNHCUKHOtrVwGswNP5ymu9ItCEAT2L79c2cNQCnPD5YhKbAsePwHmRvKzSv5ulHYerrdaoLjSb4BjrWo4m7QPs32X4fWNQCwfuAnLB26CjoE2nOs6oF5bT1i7WkFTRwN8Hh/ZqTnITs9F8POveHLhJQiBpCDYrsC1sHAww9fX4chOU26jYINO8mXZ+IJi6HLIONrovFeoYeCPoIzz8ND3oxJvmGq4QkCULukKHQww8CR5Kyw1PWGs7ghttmxFKmXRZIlkXOsY9cWHjDMQEHwwGeR9kycohC6HJmNiwUf42tCHROXyUuCk600dd7Fdh4C4OehdTX6ymIpi4ttdeJcRAS8jZwyxbwMvI9nSkKqiynAuBa1sHdDK1gH/3LsGX0c3dLCXnqD9Qe9wodsAhIz8B0l5uTDXJgXoGQzgmF9vcJgs7P7wGmNvXaKM2E5nDqKHaw3s9yE1Pe13rcU/XqRBZqShiagxU2G/i/7HYsnz+9jazg9b2/nB88AWdHZ0Q11zS4wIOI970d+o97DftVah0Sxk6oMb+DrqH6rPvR/fIGrMVBTyeGhxfA8if/RTY/8mAAx8HjFRqux9UgJq7N+MzyMmSvSpzmIjNicLNfZvQtSYqfjXZxVm7x8DY0sDKpuUmS15wzAy10dilCgJipauJhKjUmFgIrlUmhSTDnsPcmOSnZslor7EAwC4RcUYs7SP3GvVNybnp7iwmBoLAAj4BFhsyRTs3KJiaOtrgVtEPtS06S0p+SbqUxc8Lg+rLtF/3joG2lD7kflRUegIg8lAfk6B3DrKEpQRjy/dF0BAEOhwazP8bD2hxVbD2dakdnP1C4sow/lCdCBlsA58tB/HWo7Ax4w4pBfl4X2XOVSf/3txEh/SY/Han4yF7HR7C260J/WbN3+5j6Cukoals54ZrrYbDwFBYNiTQzjYXHaYy5fuCyjjWYiy4yoNJY3m/wrndt1HppIGRmWjq+UPXS3/yh5GhfA7zYOq6KTWD3wen7YsNzMPgfc/IfD+J9pyWYwpZaptQLZsnbUWaVC763eCoZodivg5CM2+jXaWc/AsZQeSC7/ibqIoQ6qbvuIQJUWMc7sHAgQC4uYiKvcZBjoegz6HfjO3styMX4TY/LeobdgLumxzFAsKJcr11eg353a2WYED4d3RxHQskgu/QF9NdsZlHbYpcovLln34fsIiRObeh4Cg/y7QIZ4AZcCzNTjaZCqYDAYEhACzPh7+KYaz/NzRVZSaAl4xbHTJWC2h0QwARhpalHdsdO0GMNfWAU9ABvSHpKdidO0GVN0RnpLxX/LY07Eb1Fnk88+Y2g3wNI6UJnqVGAs2s2zTW9vUQqJPIXMe38Yqb9EN4phfH+QVc2nL6ppbUmUl+xR+PgAQH5kCfWMdhL6Pos4dWHweGclZYDIZ8BlCxmN9eh6GzZOPUMfiWDuZYX7fzchIzkLi9xQMmdUVz68HYvXlqbh7+oXS1y0cy7r/iRRArJ3Mcf/sS6TGZ5Ae6DF78e5+MNLiM1HMLabtZ+7BsVgydAcsqpUvm5WqcdIlx8NkMNDZpia4Aj4IACOfHkG9y8sl6lbTESXDSSzIBgBci/2E/1X3lqh3L+ErutrVpo6/54pSfjczk87G56BjTI3hZUpUqa9B2XEpQvjw81/myPqAyh5CFfhvzoMso/lXwcPAH1+zb6GOUR/UNOiG4KxriMwlN56663VCMVGAthYzJf5UAQMM+Fovw1jXOzgZOazc/UXkPMBI58uobzwEFpo1wRXkKdXOQM0OFpo1UV3fB97mUzDQ4ajMup8zr5TpwWF/WBtE5NwpldFcEiaDCSaDQb1uaap4g6wqqPI4qxgHfUPa8/+7fQVP4r5jZC0vWOvoUaEYdJhp6aCQV/qlHxaTAd6P5av9nXpgwNXT2PT2OZLyc2Gvr3zmPStdkUeXxRR5XZPycmGpI9LbtNDWlVkmr09xToSQnnTXuva4kb4HADBuVX8Ymunj4HuRyH/NJi6o2YQMbXHytKXqChGGYxwKJL0ATXxJj8H8I5Kb4c5FkZs82g8gPfrrAkhZoI23RXqr+16LVDF0DbXRrl8T6lgYViJOmz6SnmcmiwljC9mf98oLU6jXLbqINn+IK2qc+LqOet20c12ZfZWGiBzSe88nCFyL/YTJNdqi851tuNbufwAg4d1lgiHVvoNVdewOfYJxbiJZvY7WHrgYHYhpNUkdXFtt+u+/kG85qXDUNQGfINDYtPQbSpQdl9T7fo7D/3zoFUt87P6ROjdkqi/6T+wgdf7e+TdY84/0j0hL/7qYtU25TaLC9wuI3oiiAi72r7iCywcfS9Wr19Idy46Ope3jxokX2DTjJG0ZAPgMaIqJK6VXW+iuVd75gGj6TGflhVfMx+ntd3BknaTRaONkhslr+8PDy0Hic6Ib68ytQ+Ddhd7J8PDyO6yccBgAcPztYhiaSt9/1v5zDHfPv6Ztz+awcPrjcmhq029eFB/HpitT4FrbDjvmn1N6HlU5D7sWXcDFfdJqOIYmujj6ehGYLNkOlPJcw5+Mi25r7AztgLGutwEAL1P3UeEYRuoOUGdq42BED1hq1kYeLwWJBZ+pjXPBmVcRVxAIAHibdhQ6HDO46XVQWLbjaxsYqTvASM0e4Tn30c6ybCto4miyDHAxehK02SbI4SXBUpM+K2ZJWAwOonKfUZsNjdUd0dd+LwAG+trvw/avrWGm4Q4OUxMJBUHU56QsmdzvEBAiG8jPdissNEkHzN7QFujrcAq6HCsQECAs+yYeJZKOHXFvMwB4GlRD8zvTYa9tjqi8JOiwNXEq+jEIgsCRJv+ioqgynH8S1759xbuh42GkoQUAWPD0rsy66YUF5VbsaGhpg41tOuOfe9dgqqmNa73Kn9bUSlcPCbk51HFiXo7Msv8qxUU8fH4Zjh7/a6+48k/GUE0L576/x934EMTlk7uQ3fTMERD7Gfl8LvQ4GnLbexnbYcjjg3DWNUVUbhr+cm2OSR5t0PfBHlyJCcLt+C+Y4SltbIoz7vlxjHZrgbvxIRjjJiuRCiAgCCQUZAEAUgtzocPRgAaL/nZFN66KgsGUNtzLw7TeWxD2kV46sH4r+rh2blGxXKMZAAKOP6M1nH8V5g7eiQ/PpPcAxEYkY0bvrbjybR1NK9Wxa9EFmUYzQBr2k/zXY/c9+tTJ4qQlZSE7PY/W4ARkz6MqCPsYQ2s0A0BGag4WDN+DJYfHKOznZ1+DfQ167f9fB4ZE3LKA4EGdJXIMdbfbgosx/yAq9ym02EZoZSEKE3mQJPruvkwlM9cKjWN5ZbbaDZBWFIGI3Iew12kGF7225b6KbnYbcSlmMnJ5Kehrvx+B6fLvG0KeJe+AlWYt6KpZAgSBmPzXeJt2DF7Gg2Cs7oiaBl0Rlfcc/GIuetptL/W4onLJ7ywDTLSxXEQZzUKEISUMMOGq5wMQAjxKWomXKdvRyFTkDMvk5qHFDy+zrdbPW+H97Q3nsb7r8D0siToOCCu/LIwi3IxMcSMylDbGWR5Co3ng1dPI5YrCGFwMjbHv41uMrEV6H3d/eE3FOJeVG5FhmHDnCj6PmERt7Csvy1u0h8ue9ejj7gkAGHj1DDR/GPglyz4kJ1BlpUXcCwsAp8M3lGPUPxeOOlslG/nKQ5cas1HMJW/6egZaOPV6IQDgWWdShqpnNZEHe31DkS64+HnxDXZ3O4q8YJ+7SUpgOegY45UfuUzpb+tJnb/Qht47dbPDRKn3ooPJYMBay0BiY2BpxlUSxxrWMj2XpfGqtu7mhdbdRN/PiZ3XISyobJrgG6efRNjHGGjpaGDJkTHw8HIAISAQcOI5Lu57iO6jWkm1iYlIwujW5EqMc00bbLoyhfIoFuQV4cvbSGyZfQbe/vSfr/i1ins3K8qzTMflg48po1lNg4Pjb5dAW5d8aFsx/hAeXX2PLs4Vm3BkzILuuLjvIdr2bIC/5nal9joAwOaZpxFw/BliwpMQ9CIcno3l3+fDg2KxeNQ+iXkEgLjIFOyYf452HlUxD2lJWZjoRxpiPce0wag5XaiyV/eCsWDYbrx58AUbpp7A5LX9ZXVT5msQUsznY+GpO3j8JRK5hVwY6miivpM1Jvo2g7URvcTcnqD1Sl8nAHyOSUK/DcelzgetV6zZTNe2pYcDto3qJredeDKRkolFWAwOetptU9iuNGV+NtLSgaWBrm9DtWoY5iSS6mtgMkyszA69q+2i7Ssk+6aEF5kAgUMRPeFlPAgA0NL8H7QE/eqIMoRn3wIA9HE4Rbs5sZCfIXHsqt8ZCQWBCMo4AS+TkWD/kLFcUbv8UrBl4bc3nCuDcXUaYkTAeTjvWY/m1tVw0Fdx6sg7fYaj/uHt0OJwcKP3MOwOFHk7bvcZjmHXz2Ht6yfwNDXH3b4jcCWcTCPb+OhOJOaRG0feJMbBftda/FWrPuaIqWfQ8SD6GzTYbMx7chsMMPAwJhLDatbDhHr0G9qUgc1k4sWgsWh6bDeK+Dyc6tIXNU3MacsaW9riy8g/LyFEFVWoipsnX+Dqt/USGuEMJgO+A5vCdyD9g/O5XaIfxy3XJY1LTW111GvpjgNPfm2ljx3zRckqLoVKhs/M2j4Us7YPlRmyoEpkGakTV/bBp5cRiIlIwtY5Z7Hrrvz41eObbqJWE2esOiWp5mLtYIqlRyomvCHoRTim9yEVcqZvHizxMAcADdt44NibxRhYfz5unX6p0HAu6zV8iUtGn3XHJM4lZ+Xi+ruvWNKv/BvmhOhpqcPd2hQZeQVIyizdRkph28ikDBSVIQTyv4iA4ON63Bzoc6yRz09HWPZdDHY8obL+c4sTAYDWaAaA7OJYWEHyO+1tMQdh2TfwJGk1WllU7j2uynAuI0IFDHGcDIxwpQd9SISzoTHeDBEtMYhnBQQgZXwLy18Mkn3TKqmSMa6OSID+bOhnhI6aTAXOCwgCDY/sUGg4e9s6wNtWFHs6rk4jiX7NtXXwbOBo2rayykr2STf2iiImIhlXjj5DjxEtYWFrpLhBFRXG1sb9KnsIvxQ+A5rKTKwjCzsX0Q/Nu8dfUa+Fm6qHVaFkialHyHo4AABzGyMkxabLLK9o+k/sgNWTjiA6LFGp+iUNzopm1gDR8nhJo1mIkZkorvv+xbcy6wkpyzUIjeYtI7uiVY2KU6exNTbAmX8HUceeU5RfhRRvey8oApMO/B4SjJXJeLd7EsftLZXP3KsMHKYWeD/SttMRl/8G7vpdacuic5/Snv+ZVKlq/KHwBQK479uIxc/uY+Ldq3DcvQ4Xuw+s7GH9dDbNPYsrR58hLSm7sodSRRUSjJxdenm1Hn+1Qu9xZOzjnIE74O/0L94/oU9b/Sty6/RL6rX/MNkx7h36KJ+FriLQ0pMf71/Z8HmkIhODoVzM/cs7nytyOBVqNFfx52GpRYaSJRcG05ZH5jyQ2ZZPVL4iUpXH+Q8lsoRHd3Nbv0oaSeXy+U1UZQ+hiipo0dbTLFO7EbP8UaOBIxaO2ANeMR+zf3gfPbwc0HVkS7T0U40KS0WQGJ0GgDT4qrnSL9MCgLWjaYWP5XtoImb23VpuDWU6xY6fBUEQSoW1pMRnyC2vzGuo4r+Hp2E/fMu5h+fJG9HVTjJxiom6K1KLQhGWfQMuep2o88+TNwGA1EbCyqDK41xFFVVU8ZvRqF0NTN8sGRYW/DYSK8YfwovbpUsc8TMpyCeXZznqbLneUg0t2TJwqqCogItxHVapJPEIk6VapZXKoCzXUCBDx76KKhRhqkFuoE8p/IIsbrREmaMuuaL2MHEZHiYuQz4vFfH5b/E58ywAwEpL+TwXFUWVx7mKP5a05KrwjCr+XIQKH8VcHhaO2It3j8gNxYtG7kWjdjWwcP9flTxCaYx+eDa5hcXgFhZDTYNeeSc3O79c76PIIO7mNh0AGUu979FcqVhzcR3oXxldAy2c/rhccUUVISu2uOR5HQ11PF8+nraOLCWMLdefYfedl5jg0xRj2lduqE55EF7nsNZe+Ndftra8vM8jKjkD/isPSp3X0VDD06XjwZQhi/nvoau49UFa5hEAOnu5Y2a31jDQlg5DElceCVo/GVfffsGsYzek6t2ePwoWBrLzNSgPAwwwYaVVD/m8NOir2VEltYwG4FXqDgBAWPYNhGVLjqO20SCJ41GvNiMkOxZP2q3G/m+3McKx4qVg/1jDOT0lG9sXXkTg83AU5HNhYq6HTn0bof/48msjVqF6kuIycGbXfbx9HIrUxCxo6ajD0s4Y1g6maOFTC43bepS6z20LL1TASEmuHnuOm2de4XtYEtQ0OKjb1Bk1Gzig65DyaQgTBIHz+x8j7FMsgl5+Q2Z6LnR0NWDnbA6vlm6oXscOtZtUfEpRZbh24gXuXXqH9KRsiTlr2Lo6ug5pVuZQhCpKB0eNTSWneBrwEUvH7K/wmNay4tnEGed2k8ogbx58QdNO9AkZvigRYsUrlp1xLFBO3PfJLSKZrYPP6GUM03+Th+6czPI9YJSWa7OHSxx3Xn6A9jxLxXrnvxONXGzxMiwGB++/lWk4P/j8DQDgaiWtPfw89DtG7yQl5LrU90BLDwcU8Xg4+vA9vsQlo/bUjfi4bjLoFmyERrOVkR76NasNayM9PAqOxKXXwbj2NgTX3oYolPC7+Ooz5p28BTM9HXSs4woNNTZehcfgQ1SCioxmkpGu9PrjAJno5EiEH4r4WdQ5TZYhBjpdkqz3ajP2NPwbLe6QicxsfpKW8x9lOAuX/nrWnY/8XMmc7MnxmTi84SYOb7iJQRPbY+Df8p9K/u23HcFvowAA2y7/A8fqinPGd3afCQGf3LQhT0/ax2W6wr7o6Da0OcbM7SKzvKz9/gzta1lM6rkFoTQJILIz85GdmY+vH2Nw79I7AOT8Xg+l17p88zAEyycdQ0Ee/U7dqf3li7Qr+mwB8js01Fvau1PM5eHJjSA8uRGEnUsuo1mHmpi7bYjcvkpSWMBFn/oLKf1lcbIz8/HpTSQ+vYmkzg2d3BH9VPAQSAgI+LrNoI6V+RyUmbMjm0idTnlzVoXqaeYjMkR5PD7YbFYljkaaRm1FKXF3LDgv03C+fuyZzD609TSRl12Atw9D0LZnA9o68sJVwj+R311dAy2ZdcSN618RL293vH1IrjAU5BZBU6diQ1uE2JnQZ0SVdf6/yO4xPVF7Kil1GJ6YBmcLY4nyrPxCTDl4FQCwb1xvqfZCo7mkcdylvgfOvfiEhadvw3vBTjxaLK24Fbh2ElhMydWTDrVdMalzc7RZSMYSP/4SiRbVZWdtnXfyFl6umAAtddXkfygrg52uKqyTUJAOhlg22UI+V05t1fFHxTgbmOigs/tMCaOZbinw6Obb2LtS8aRUUbF09ZxDa4BpaqmVuq/vYUkyjWZV8PZxKK3RzKJJZ/v01if0qKO8zuTHlxHoXmsurdEsi4owmgdNbK/QaFblnFVReg6tvoaE76kyy7PT86jXiozmmo2cqNdpSVlyaqoWdU3yu5KakInQD9FS5c9ufARBEDLb9/irFQBSYo2ObXPPyn3/mg3J65blrb1x/DmyM/JoyyqCsszD0iNj0aANuQrXw2MGuIWy440v7pft2atC9TCZDHBY5P/e4M2npMrH7j6PYj65WlIybOLEkw8AgE513Gg9yj0b1wQAZOQW0L53SaNZiM/nZnwAACAASURBVKmeNvU6MDJB7vgn+jardKNZWQ42ngzvHzrrPg8X4FjUg5/yvn+UxzkjhUz57FLTBpsvTJQqP7ThJk5uJ1Ndn9v3CK/uh2D3zZ+jJyyOsh7e6PAkjPEhM0NpaKqhQy9670p5+60MQgKjqZu9ppYaZmwciEatq9PWzUjJwfKJR+E/WLbua89R3ug5ylvi3NwRe/H2Mblku/bEeNSob1+msRYVFGPuiL3UMZvDwoUPS8HmSBomAr4APevOR2EBFwV5RRjXeT12XJsit++8nELMGCTK3sRgMLDn5lRYO0irCmRn5uPto684tF469qy0lDSax83vhi5yPl9Aes7Of1gqs27AyZe4d+md3Dn7HclIyUZyXCZS4jOQn1OI9BRyST8mPAm3Tr+EqZUhtHU1YGJpIKGjqypObr2Nk1tJbyiDwUD1evbQ0ddETESyhEEt7nmWxaIDf2F4syXIzsjDoAYLYGVvAltnc2Sk5CAzNRfFRcU4/m6Jyq/h3OeV8HMk/y8m+a8HR42NOs1dEROeRKluzNk5HMvGHqBtP2BSRxxZFwBAlHWvbnNX5OUUUob4ihPjMUvGKlO3kd7YtegC1d5vSHNoaqvj5Z3PlG7zmjN/Y1rvLSq6YvnIm4fIL/HQ0dOknYfFB0djUIMFSEvKQldXMiuonqE21DQ4yEjJpiTrAKDbCG+p9lVUHPv/1wuDN59CbqG0M+dTNJnpeFTbhlJlBx+8AQAMbFmnwsamKAnMX+2kx/WrYqquj4dtV/709/2jDGchKw7TJ+gYOrkjZTgDQMy35J81pDKxeLxoc8rklb3h4G5Z7j7zcgql+q0MHgd8pF6PnddVptEMAIamulhzYhx4PNkxjRXJ8W13qNdMFhOzNw2SMpqFZUv2jcC0ATsBAFGhipMn7FkhufKx9uR4WqMZINNnt+5SFy07l0+OhxAQWDfzNHXMYDIUGs2A9JzJw6dfI/j0a1Rpc1YRfPsch//5rKEti/wSjw1TJTNrrTo1AbUqMB6dIAgEv42kLSupuEGHlo4GZm4bSsnZxUelIj5KZHwbmqgunlEcFpsJ93r2CHkXBYAMdXp9T6TnymQx4VTDWm4fDdp4SLQR17Jmc1io08wVhqZ6yEihj1W2d7dEVAjpebt6+IlEmaa2uoQXuKJRNA/y2HL9XwzwEsVp/0xPeRWyqWNvBXdrU4TEpeBLbDKq25gBIBORCenWsIZUu7Qfm2LpPNUlySviQltd2vGVXVCIV2GxuPUhFJHJ6UjLyUd2QcWtxv4X+eMM527DWkBbV7Z4/a6AfylvKwB8ev0NNRv8euLthzfcRFxkCgCgfks3tPRVjXZhr3qim6wq+y0tQa++Ua8VedKFVFa85mmxNMdXPi8HkyY8Q0jNBo7wauFKebp3Lb0sM/xhzdSTVPw2AKw4NBoe9aopHA9deIgsSo61pKeZzWbhypcVSvX1O83Zn0pA9EZwi4pxatsdvL4bjLjIFBQVcmFqaYiW/nXRsK0HapTifla3uSuuRa7Hphmn8PxWEIq5PFhWM4G1gyl8BjSpsOvYcJH0FJ/bfR+XDzxGRko2GrWrgRlbh4DNZlEKIbJYfHA0stPzsHHGSUQGxyM5PgM2jmYYMcsfjdqRBkkzn1pSRrGQHbdmICokARtnnEREUCy09TXh7V8XTTvVQu2mLqq9WCWQNQ8tOteBWx07me0MTfUQEL0Rn159w5F11xHxOQ4FeUUwNNFF3RZu6D2ujUS2yV8ZnkCguNJvxJG/+6HBzC0Ytu00Xq4gszKKK1VUM5WMC88r4pYqJTiXx4e2WGh7flExGs3aKlGHyWDAwlAXTubGCI5NKsNVVBwPE8umBuNtMZt6PeDZGhxvOo06Php1H4PsW5d7bIr44wznMXPkZ+OyczaXOF4z9SQOPZwto3blEBORjBM/POOaWmpYsm+kSvoVj7tVZb9lwcreBGGfYgEA144/R+cK/JEuD59ei4xFbV0NuUazkKX7R1EbNS8eegLPho5o2qGmVD1xoxkA6jRVvXfS2Fyfel3SaFbT4OBS0DKl+/pd5kxZAqI3lqq+Yw3rUrdRxfsK6ahBZv7c+mwpBk/xweApPuUeC0A+XE1e2x+T0V8l/ZWGnqNbo+do6R+6YjmKGUL0jLQxf4/se9j/lvbC/5b2kllu726JjZdkKwwomqeyzmOflstx+pHoNycmMgUzRu0Hg8HAsTvTyzQPNRs6wnd4S3jL2GwpC1V8n1VFfPrvoWSiLBpqbDAYpEEr5Po78oGweyNpb7O2uhrM9HSQnJ2Ls1MHwc2qdEmAhEbzjG6tMLBFXakY6dKkKf8ZhGUHlKmduOGcVJgpUWarVfGJk4A/bHOgshgY61Cvk+Mz5dT8+RAEgdGd1lLH8uJIS8PCMQclNs+pqt+yMmFhd+r11gUX4OMyHbE/POy/Ese3ikJ7hk7pJKembA5vvKmwzugypF9WBhML0nAuaTRr62qUymgGpOds5eTjqhlkFUrRrFsDdBjiDZd6snfEV/H7YetgiuN3ZyiuWIK05Gzw+X+Ol/b2R3r94d+ZLSPJkLYVF+4jOZvUFrc3M8Tivh1o649oWx8AsPfO6zK/56CW0kbzr4gmy0jmnwZLX6o+m6kBb4s5EufGufhiT8RN8AkBDkXexbygIz9l7P9Jw7lhK/fKHgItL+4Go7PbTOr47LvFKuv35Y94QGsHU5X1Wx509DVRs76kAfBXhzXwcZkuERpR2bx/JrqZN+/oqXQ78U2X38Okl8hKxtd36lsxgv8m5uQGNXGjecfVKWX6DpScs4dXA+HjMv2Xm7M/lfkn/8G/u+n3b1TxexEcGI3Niy/JNHx7t1iG7Mx8dGmwCFky4pZTEiUVOLYuu4LszHycOfAYWRl5OLDpFiJCErBr9XXwivm4fekdIkMT0bPpUuz4oSo13Hc94r6nIuSHUo54mxF+G6TGogqeh36XvpbsPPD/sFANAPD2IMOmjj8OxNzjpETn/vGy9xUNbFEXAHAj8Csy8wpl1itNSAcA2mQmlc1Ap0sy/wY5XcUo18fUXz3j4eAJChGb90Kij162zdDM1APbwq6hjqEjHrX9OdKn/0nDWXz5+lehIK8Ii8YepGSY5m8fKjdWu7T9AuQu/L23pqmkX1Ww5sQ4TF3TT+r8gbUB8HGZjkHNluLkjnuVMDJ6DE2V3yxlaiVf17SkMV1Rcm4mFvrwrz5L4pyds1mZ+1NmzvKy6aWSxDm5+jL62Y1HP7vxOL9ZesnuwennVGjC8RUX8XezeeisNxRz/FfJTHyRlZaDKa0XobPuEJn9AsCGsXsw0OlvAMCzy28w2HUS/PSHYULTuYgMkpZHu3/yGQY6/Y2OGgOl/gDg/OYA6jUdHTUGYoxX6T2K4u1LvmdJhJ9X1OdYZKXlKPV5AUBGUiZm+61EF6PhGOL2Dzb/vR95WT83qcZ/EY86dpg4vysCzr2hLR81pRP0DLTA4bDw+b30d1Jem97DW+Dz+2ic2vcITu6WGDPdF4e2khucHVwtYOdkhppe5ANwNSczjO25FcwfMmbibcwsDaTGUh42DCNX1UbvPI9/D13DrQ9huPwmGCO3n0Wbhbvh5yV7g7g4WfkigzI1R/nNkHyBABl55L2pqJhXqrbloWsDMixD+MAgLg1Hx9mpZGa8FvN2oMW8HVhx4T62BjzDkrN30WnpfnhO2YC/dpyT2b77msM48/wjopIzcDMwFE1mb8PVt19UdDWVQz3jEaim0xwROXfBFUhmBfXQs8VEV3/UNvh5K3F/XIyzMqip/3qXLR5/3KiNB5q0l46BKm+/177+fNkWRbTtVg9tu9VDQT4XE7psQPz3NKosLTkbh9bfwKH1N7Bw93C5yhu/GhoKDOGiAtm6q6rk0AbpMJHO7jMxYVH3MscoC+fs4qEn2LX0skRZWnI2enktgLG5Pv5e0kNqzi7vvI1t/xwEAPiPaY+iAi52TT+KA/NPYWXAbNRo4ipRv7fVGBAA6revhRpNXHFh6w101h2Cm4XHaPut5mGD3lP8kJaQSfV7JfOg1DWkxqVjesdl+PjoC5r4e0HAF+BlwHuYWBtRdQR8ASa1XIDQt98wZddomFgbYXHfDSjMK8LO1ytg6Ujul+gx0Qe7ph/FuY3X0fMfX4n3Kcghf+RXXpd8eCkNxyK2ICY0ATN9FG+mObX2Mu6deIrWfZtKfF6NfOti8XmR9Cafx4evDpmkh8FkoLFvXaTEpePanrsYteznxzr/F8nLLYSVrRFtmYamYh1dJosJAV9AbRYu2Ub4MM7nC1DN2QyEgHTKiKdrXriFNNIe3vgI15rWEm2+RyQpPRZlaFfLGeM6NsaOmy9w60Mobn0QKaEs7d8R/vWryzTwZMXntl6wW+J4ejdvDG5ZjzruuGQf4jOkY6dfhsVItVWUUa+sLO3fAZdek5k8h3jXU1AbcLMyxfPl49F+8V5k5hXi+ONAqTp0ihzv1kxEvWmbEZ6QhsVnRCGGWuocBK2fjKmHr+FmoOyMmr86bS2XYH9YazxIWIIO1vSe5XRuDozUKkYNSJxfz4L8CRQWVEx2GUEZ481e3pe8WUxfJ+3RK2+/to5mVGbFXxFNLTXsvT0dyycexZMbQVLlC0cfqNQMh6WlIFe+/A9H7eeqTdg4mErEkO9YfKncm/u6DW0OOyczBJx6KTVnaUlZtHO2axoZgzZ9/zi0HUCmJ2exmQjYfx8rh2zFkbDNEvWz03NxMWUfNH+skpjbm2Ln1CMIfx8F57r2Ev1y1DnY/U50QxX2W5hXBA1t6cxqHx4G42DwesoAzkjKhK6RaP/Dg9PPEfr2G6p52KDjUFIHd+3teZjQdC5MbYyl+rxx8IGU4fz0MhmraGhe9sxqJtZGEga9PO6deIq2/Ztj+oFxAESf18vr7yXqHVwgkiM8EbmVGt+b2x+hVZUqvcL59C4K965+wIS5Zd/bYGljhIc3g1CnoRMVkiVO7+EtEBGSgLtX3mP4pA54ICYnKSToTSSqOZsj+EMMvDvVkmijpqb6JBjjOzYBi8nE6acfkVVQCBNdbQxr7YWuDTxU/l6/It0bSm8Sp0NHQx235o3CqosP8CQkCln5hdDVVEcjZzv81a4hbapuDouFC9OGYM6Jm4hNy0JhcTHqO9lgxUByb05te8vf2nBmMkhzNZ37DVwBD2pMafM1p7jgpxjODEJeiqbfgLG+6ySWvZUxrlb/ewL3L4t+SOjalCXltnjKa2WNvIK8IsorzGAwsGDnUDRqU/6byOhOaxETkUz1+7ulPX73JBRzhu+VOFfa61BFAhRftxmUp+bokzlKh/l09Zwjkc2r5PchIjgOE7puoo6vBK+g1YYuC11qzJbIQrjj2hTYu1pIvae1gyn23ppG10WZUDRnMV/jMar2NOib6OF07A6JesIQBKEn+cHp51gxZCtWXJuJem09peq27NUYc47+LdHvtexDYKuxpeq6N3DGpsei+MwNY/fgxsEHOBm9HYZmsudzbINZiAyKxs7XK+DgKZIE66gxECOW9EXfaSKZwXObrmP3jGNSnnAf7cHQ1tfC2fhdKC8lPyNxhJ8XXTldu44aA+FSzwFbni75pR+ofwecTy/F665TYKiuJXU+vM/cShpVFb8SQo95RXm1/yvsDW0BJoMFPY1l6GXbDM3vTMdQB1EW3QxuLqZX71nh4/hPxji/fihfIxSAxK5UgaDini1KhlKowmg+vu0OZTQL+/3dqNfcFQFhq3H5s2h5miAIJESnyWmlepq2Ey2JPabx2MhC3Gi2dZSOKXbykEzwcOc8faxjedEz0IK9qwX1niOmizyicZEp2Dr/vMreSzhnzTuJDF3xOTux6hIAMrRBFknfJZVVShrNQjLFUhML+y1pNAsJeR1Oe16e0QwAJlaGAICUuHTpshIe4J6TyM/15iHJ9MYCvgDLL5c9vrm0uNZXrOEsfBCctnfsH2k0n/z2DqFZla/QU2U0VwEAB+6T93b/+r9PqOGvSGQOuQFdj2OLXrbNAABeRs74y6kj9TfO2VdeFyrjjzOcCSWM3Nws0eYlSztj2jomFqKl1cRY6R9OVdDLawH1eu/t6Sr5EYuLSsWRjbdU3m9lwVFjY+w8kWdPfKVAEQxm+b/eQ/8VSdAdWq9YVo6OgX+3U1hn28KLZeq7tPT+qxU8G4qMq2snXlBeeVUxZ4tk1jrhnMWHk5kUD8w/JXPDW1ZqTqnfT9ivrM17ZWXeiX9g5WSOed3W4M3tj/geHIuBjmQiA2GYiTi2blZYP2Y3okPiAABHl5IPJcoYs6rCzFZ6CbckKbHkg0w1D5uKHk6lsPZjlcJLFb8O6688BgAsH1A2OdPLh59iWKuyJQupaH7WuOLyX+FuApm8rY6R6PdlUz1JlSFdzs8JM/vjYpxXTjmOWRtl/2B++xIvcTx9Hf1GGI969nh4lQzKP7v7gUIpsoPrSifmvWzCEUp9YOiUTrC2V/yDpwyj2otCAlTZb2WiLxZ3qqUjHasqC+GucACICk0oU6iGuLe4sIALHo+vMBvenGF7qNfte9SHt18d2nr1mrvi3Y9UwTweH9/DklDNxZy2ripZfWwsYiNT8FcHMn303BF7cer1QugZaCloWTaEc2Zub4ovr8Ixfv0QdB3fUWX9C/ulC2EoD+paajjweT16mP+FxX3JpVbvno3x754xtPXX31+A3lZjMK39UpyK2YEjS8+hYSf6ua9MjH940uMjkmDlVPHft5/F+7RYrPl4H5ncAsx4fRmaLHKjW5dqNdDPkdyU1fPuAXxIi0NbK1fcjSf/97pW88S6RqTe7oe0OPS8ewCabA74AgG4Ar6E51hAEHA9swy6HHUU8XngCqQVS+a/DUB6UT5uxH6R8jrn87jwurgOPAEfllr6iM/PgjZbDefajYCzHnmvnvX6Ki59D0Inm+q4HP0JADDMpSHm1qXX/hUnoygfDS6txxIvXywLvAU2k4Xc4iKE9p4D5g8HCt01trZ0xp4W5N4a59NLcb3jGLjqi5JJOJ9eio89pkOLTX6m019dxvmoj7DRNkBsXibYTCZCeokSU5z89g5z31yH1Y9rBIDgXrOgxvzzM4mefREELTUO4tKzsfn6UwDAgBZlvw90GdIMXYY0U9XwVMrBB2VPHrc3tEWZ2jnrif4Pmt+ZjgHVvDHepXOZx1EW/jiP86NrH5AUlyGz/H9dJDMluctIZ9p5QGPq9dePMXIlncb6rsOpncp7OXzdZuDJTXIzlb2rBfqNa6N0W0X9Cjn/YanK+q0I7l9R3nO8btop6nX7nsqlegYAbz9ROvGdSy6XOcxj+nrRw1UXj9lyx/75TRTePRVpP09Z1Udm3WUHRqF+SzfqeKzvOqVXN3g8xZnV5GHjYIq/l/Sgjvs2WCi3fkhgtNJz9vWHJqwQ4Zz1m04aJ8eWq9a7LuxXPDxGVawbvRtsNguX0w/gcvoBmUYzAOj9eMDLTBHt4p9/6h+Vj6m8sH48+G0Yu0dBzd+LusY2ON6a9EatatAFx1sPxvHWgymjWZwpnq0Q3mcuwvvMpYxmAKhtbI3wPnMR1GMGgnvNQi0jK+wMeUaVtwvYjuGuDfG++zQE95pFG46x2MsHW5vKjrMsFvDxtfccPPL7G+F95iKPx0Xvuweo8jORgQjuNQvrG3fD5fajAACz6ihetRLnbWoMPvWcicDu0zDctRHaXt8u8xrD+8zF/QT6cCY6HiVG4HzUR4T3mYsHnScgvM9cCaMZAOa+uY7wPnOpa9zQuDtqn/99NneXh0Wn72DG0QDKaG5VwxGzuouyY/7PfwNO77yPaf23o099ctW5IL8IE7ttQs868zDebz1Vd9aQ3fBxngYfZ8m9KIvGHEQXj1kY0mIZEmPI37W0pCz0rb8AE7tvwhuxcFRh3RWTjlJ16Vg89iCe3gyCf/WZEiu7//PfgPDPcehaczYOrL0ud1yXDz/F//w3oJvnbJzb+1BiXF08ZkmMq7Ros00xyvWxxLkn7VZjhGMHTHq3G+3uz8Xy4NMyWquWP85wBoDpA3fSni8pzWXvZiGzD1aJ1MrzRu2jrffuSShtggtZJESnSYSTzN8xVOm2yvaro69ZYbrAqmL1lBPYuuACuEWyhdwJgsCj6x8kjMTSaFC71xY9FPF4fCz93+EyjbW1f12JMa2bdorWSCMEBOaNFG2OU2Yj4d9LJH9gx/isQ3ambB3d5PhMLBx9ADkZ5dfa9e3XWOL4/P5HMuvGf09Ves7EPe6AaM4catoCALJSVZtaV9jv4cVnVdovQCpvWNDEqMvCxtUSAPDtI6m9y1FXvTKBKmAwGPj4+AsCDvw3wxrc9JWbU3sdI+RyRbrB0bkZ8LdTThlBHswS4XM5xfQqPDY65KpZSmEubbks2luLHsi7VquJmLwMxOapJktuTUNLaLI5mPX6Km15Qr70/3dDUzsU03jn/0ScLYzBZjGhocaGn1d1KnugOB9ehKNZB08Mmkh6TzlqbNT3dseUVX2grqGGiGAy3GvRnhHwKXGfLubyUFjAxbztQ9FjREvoGpC60FP6bMPImX6wtDPG/L/2S9XNyy6k6sri6KZbmLVpEFZPkcwKu2ryMczbNgSO7lbUuA4/niPVfueSS3CuaY0ZGwZSWWuF45q1eRA1rtKgztKHu74/+jqcoS3XYHGwqd5ojHHqhPiCigmrLckfFarRe3QrnN3zEMlxGZTChZoGh9bI6TeujcIUyiNndMa+VdcAAIHPwkV9qrOljAcGk4Feo7xxZvcDuX2OKJHZpuSxImSpdYj3k5tVIKHwoYjdN6fSbmCraK4df45rx59LnNPQVJMpFzhmbhfa87JQ0+BAU1udSjX+LSQBPi5kzLeaBltCS3nKqj5o36O+zL4OPZiFoa1WACA1Trt6kjcNFotJm/2LxWLi6BPpG0tJzKwMMHVNP6yddhIA6TVV5P1VJecDl1AbVPesuAqvFm5yw0XKO2ezj/yN1SO2o6PGQLh6OcLCwQzfPn5HbGgCAHrFCGWYfeRvLB+8Bec3B6CxXz2w2Cyq3y1Pl8DVq2xxxt0ndMLOaUeoeGkGgwGXeg5YcnEaDEylJcA2PFiIAQ4T8HfzebBzt5YqLy0FuYVI+p5KxSUDpIKGqa0xTK2NYGZXtlCsyxkH4G8wDBvH7cXWiQfQ2M8LuRl5CHzwGYvPT0Uj37qKO/kDeZcaiz73DqK6gTk8jawQlBEPSy3Jea5lpFhhqbwk5GfDUksPqz+QCaAsNKW/a/IQhn0ApKELACGZybDRNpC6Rk1W6cwAI3UtBPWYgbVB9+F8eim02Wp40WUyNNnkQ+KrlGgwGQx0CJBUznHUpd9P9KdxYfoQhXWyM/LQbbgoVIHNZmHIZDJ8rVlHTxxafwNOHtZQU2dD30jS2GVzWAh+F4XhU33QQCwLsp6BFjr0aoAOvRpAV/88uEU8cNREdZceGKVwXDuu/wsAUsb6nluS9oSaOhumlpISmye338XBB7NgZm0ocV44LoB01nCLeFBTZ0t5j8tKZF4SJr3dDUM1HXS2kv0brkr+GMNZS0cDQ6d0wohpvujltYCKH6YzmodO6aRUGEOvUd7ITM3BuX2SnriSRvP87UPRpH0NxH9PU2g4V0HCYDJoN3LKMsCW7B2B+t6lT5V+PnAJetSei4J8Ub8EQZQ6AYmZtSEuflyG7rXnQlzBkc5ortXICauOyl7SL0nbbvVQp6kzBjVbWqoxqQJNbXVsODMBk3uTUmZjfdehRn17rD0xXqKetp5mqebMqpoxxs3rKjVn3r0bw7t3Y9w/+QyHFp1BxIfvsKtujX93j0ZT/7Lf9Lx7N0bz7g2wesQOvLz+HtzCYqrfshrNx1dcxIlVF6FvrIt67TzBYDLALSzGq4D36Gs7Dma2xlK603pGOlh+dQamtV+KVTfKHv8nZFHv9Xh//7PEOaHsHFD2Bw01DQ5uFh5DwrckrB21Cy+uvYO2nhb8x7RHg461FXfwB/IoMQIjHp3AY7+JlLHc595BqXrBGYnwMJS9WlleQnrNhvvZ5WAzmehpXxsP/f4udR+fMxPh9MN4/phO7uupbkg+EPe5d1DiGgHgUNhrifb5PMW5DqZ6tsZUz9b4lJEAz/OrqLAVLxMbCAgCt3zGlXrc/xWMzCQfhPatugYNTTU0bFNd4b4kBoOBS5+WI+xTLBb8tR99x7aBh5c9AODjywgAQMvOtcFkMiTq+rpMx9qT46m68iiLSrGALwCTRR/EUHJcqqLFnRmYV7MfLrecp7iyCvntDeedP56QxDn7dhEyUnOxfdEFvH0cisICLkwt9NGpbyP0H9+WphfZjJrph1Ez/XDp8BPcOPUKOZn5yErPg62zGboMaopOfRtRda2qGSvUb66oJB6/U3IQALj+lfSQ3734Dq8efEFSTDqS4jKQnZkPHT1N2Diaom23eqjdyAnWDqYKepPP+Q9LkZKQiRd3g3H9xAvE/4h1tnU0Q71mLrB3s0CbroozOqlrcihN4oCTL3Hl2DPEhCdDQ1sNdZo4o4aXPboNK9uGB2MzPQSErQa3iIcT2+4g4ks8vrz/jrycQugZaMHR3QqN23qgZgMHhZri4hJ+yuBex07h96dR6+pSc/Y1MBrZGXkoKuJJzFnJEBA6Wvdritb9msosb9WnCVr1oU/QIstYZLFZmHV4gsL3nrzzL0ze+ZfcOjnpuTi06AwcPO2w8/UKqfKOGgORLCNe8MaBBwAAI4uyJz0RsjJAOeO7LJ8XAFg6mmPdvfllGtuvipOuMVZ+uIPNTXpAh6OOYgEfHCU2pdlok/N1My4Ew1wa4llSJALT4tDARBTyNadOB3S/sx9fes0CnxDg5Ld3Kh9/3QtrcKrNUHiZ2Ja5jykvLqKDtTvUmCz0vnsQi+p1grWWKHRM/Brnvr0u0baDtRvGPT2DHc16o46xNZYF3pIoP/ntHdIK8zGuejMwGQzE5mVJebL03AAAIABJREFUlNtoG4DFYOLflxexrlE3ZHILEJ2bgYeJEfjbo2z3x5/FlGdXsL6p4qQ09+MjkJifg37OdaAKMzD5/+ydd3hTVRvAfzeje9NNi0DL3hsZgshSwE9xoIhMBVEQEBQn4kBUQFFRxIHsqQjIRpZs2asUSlndezdp1v3+CE2bJmnSNm1B+nuePiTnnvGek0vy3nPeEZdB134t0Gl1TB3yA50f0Yelzc1SkJWuTw2ekZKDt587J/+5QnJcBt5+7rh5OBt8FvJylMTfTMXRSc6V8zG07BRmVFeQCIa6lhjd63NefncQO9YeZ9Kspy3Wy81SkHcnK2qhXEMn9uGxhm/x2POdaf9QI25eSeS5Vx8xyOUX7MWJ/ZG07BRmhxXTc7B39eSnuOcToNRQw3+VpTc+4MmQyXjI9UecC69NYnz4N1ZalR1r/Z7P3E9Lr55l6nNj7DdkqVON5C+cj1ziiLPUjZt5F6nrWnF70crg7P5LTO//GQ8P6cLbS18zuibqRPq76FMVl1RKf3p7JX/M38bzbz/ByJnPVJm8NRgzdN9yIjITkQkS5nT6Hw8HhQNFUTUsxVjWijoG/72Y6zlpvNakGz2Cwtly+xJvtiw6oVwWdYIvz++hrW8orzTuwhfn97DkoaF4O7rwwaltrI42Vab3D5hAiKsX+RoVLTd8aTR++Dr9SVNh2bTjm9h8+yKuMgfyNWq0oo4gFw8ODnzd6rwLo2ocGDiR6f/+xdm0WN5p1ZsXwotOc0rOcXSjzjT9fbaRTFOPb+Jo8k1UWg0Luz7DB6e2saH3aFxkDtzOzWD5tZP8efM8uZoCugXU5+fuz5kokF+c28PK6FP4OLoQ4urFlx0HEexiWwKp6qLeytlsHzCG69npXM9OZ0hYK/ycjU0l2qyfT6aqKKSti0zOpSHTSnZ1z/HxK0uY8ePI6hbjnqBGca6hhgqyN3kj2xJWA9DMsz2j6lYsG9+ia1NIU8Wj1hUgCAIzmv3JvMhRqEUlbzfRjzM3cgTeDoHkaTJ5vaE+K93ymzOJzY9kVP3ZBDrV41LWYY6lbTaqs/j6OyQqr+PrGMLYsHkm/S6/OZN4RRR+jnUYXV+/02pNcdaKWr6+MppAp3oMqzuTRdemkKC8joBgkP+ziCGG+UxosBCpIOW7q+N5v1mRQ9/NvIusvPURfo51GBs2j8Opf3IgeQ0j631GsHMYicobyAVHFl57nUmNfsZd5m1RJntQaNfcvk9Luj3ZkQKFiiObT3LuQAROro58vv1dmnQM59LRqxzbepqII1e5eOQKUH4Tihrub945sYUQVy9ea2ocJ9zWLISFivPOR8cTdp/YFNuTeitNT5eGNWjLJx37GdU59fQkfBxdmHBoI1tvXWZDv+G08a24T0N1UtWKc3nD0ZWGveymrfGfjKpRQw33MuPCv+bdpmt5OGAoM5r9CcDUxr+Z1Ovu9zTtfPqRp9Eflbbw7M7rDRexOe47ALbE/2BUJ12VQD23Fkxs+CPd/J4y228Lz+68Ev4NPg6223DuS17JC3U/xNcxFK2oYVz419RxaWIkf/H5+DgE4in349k6ReET01UJLL/5IRMa/GCQ7WzG30xu9Asrbn5Ivlbvqb8rcTFTGy+pdKUZ4LExvRAEgZO7zzP/1V9YOHUZ5w5EAPD1vpk06ajfxUyJSWPd3L8MSvOw9wdb7LOGGkojUZGDl4PtkYNqqBx6hzRgSsvuOEllrIgyPUHwuZNe/cN2fZBJJOyJsz2cXw33Pve8jXMNNdyvNHTvQEP3DkRmH6OxR2cSlNfZl7yKLHUqAH0DRxnVOZq2mVH19PbPTT3M2xcnKK9zJHUjSl0eOlGLRCjdJi6tIJ5DKX/QO2A4QUH12Z24lD6BZQ+xuCnuOx70/R+ecj885X5oRQ0pBbF8eVlvEnEibTuNPDryv5BJOEvdrPRmHyZ9P4ZJ34+xWq80++IaaigLX3X6Hx02fcVvV//Fy9GZs2n6sGTfPWg5LnQN9mVyy+5MaqHf8X+9RTezu9CF+Dm7MqpRBzbfjGBaqx5VJWKlUNVmGn1rf86+hE9Q6/IMZQISnGReyAQn8jQp6MQiJ365xIUA5xbkqOMRRVOn/KqkRnGuoYY7bEtYzd7kjcxttdZ65bsMjaiikXtHHg16mZkX9XFD5RLjLIu+DqUfJRbv42zGHpvG9XYIwEGi3yHTiVr8ncwnFLKGr0Nt4hVFuzZSQUbvgOGG3WeAROUNZMLdFRf51IXb5N+JKtL9zg70/c60c0No7dWFYQ9Mqm5R7jm8HV1sMsmorPY1QLfAuhavmbNrDfOsRXykfWPT3w9EZe9ArctDIkgZHr4TmWA5K3B0zt/sS/gICTKeqbvKYr2qokZxrgIe/X0pl9NSuDnu3ncgqA6qav32JW+q1P4rwpzI4Si1+XwWMYSnQ01tqGWCA1vjf8RB6mxRuRxU+zV+jp5GSkEMAU51GVP/C0O/X10ZzRuNFrM1/kcy1cmMqPcJAJvivuV85n62xv+Io9SFNxoZB7CXCFLebrKaOZHDCXCqy/C6H9s0n+0JP3MyfQdSQcbToW8yqPZrXMs9w6eXnibIOYwx9b/ASerGJ5cG08i9E0+GTCnjilU+Q177hdULxpgks7ifydfkVLcINdwD9JEUOc4OHNeHSQvHVrjP0U30D2pBYYHM2vJOuft5+/g2dg80luf1Q5uY8+AA1l8/b1I/RZGLp43mNSqVBgeHGrVLqc3iRs5+Gns+TrcA6z5BYe69yVTd4kzaEhTadJylPlUgpWVqnAOrgHtFcX5w5SL+fnY0rvK7a1evqtZv2rkhAGXecba3c2AN9wbj313Fws+GVrcYdxXrYxZxPH1vzY5zDaVSGYpz8T5368xnmbPGkzuXcjY13qgs1M0LragjPk+/q9zBP5TWtYJ5t20v/k2O4bndK3ipSSfebWs9N0S/Dh+x88SHpdYRRejf0Xq9e5ntsVOIyz9ZZme+X652J8ilLQNC7B9dqizUPPrUAMDSi2dIyL1/d4tSCxKqW4Qa7hEeH/OD2debf33VXPX7iuPpe6tbhBpqKDd/9huBVhSZeGgjUVkpjGzUgRcamGbRrLdyNj9fPm54b4vSbCv3wwFWguJsudsmKc7ZUZLyUaM41wDAobib1S1CtXI+67j1SjYgFItmuiNxLSfS95OvzcVR4kyYW1MeDx6Op7xsx0w7EtdyKuMgWeo05IIDDdxbMrj2aDzkZYss8W3UeyQqY+gT8BTdfB9FLnEAICY/ml9vfI5MkPNs6Cs0dG9pU3+7EtdzJvMwCm0eCm0e7nJvGrg1p3Ot3jzg0qDMc7yVd5Vb+VEICOWeYyHxiptsjl/GrfyoCq29OeyhICcob7Mpbim38q+iFbX4OwbRzrsHD/vbllZeqc1nY9xvRGSfRitqCXKuQ//AIdRzbYzUikNnZaETtXbtr+Qc3WQetPTqRP/A5yo8x52J6zievpdcTXaZ1/5WfhT7kjdxM+8KSq0CucSBAKfaNPPoQA+/AVYdamu4u5EKAj90f7LUOuObPcjCS0eRSSQMa2A9eVYNxsgEJ1RibhlbiYa21c09b6pRd9FcFvZ5nD51w/kzKoKvThwmT63i2cYteP/Bnmbb/HL+JEsvniFNkY9cKqV/vQZ80aOf2boAXxz/h7WRF8hVq3B3cKRf3XDee/BhsyYNB2NvMf3ATpQaDZPbP8hzjVvy7OY1nE1OMDE1uJ2dxSdH93I49rZBjsfDm9C1tnkHq8K+C7QapnboxtAmLam7aC5Auc0YFp49zu9XLhGdmW72esl+vzt9jHknDnFz3DQi01NZFXGODVGX8HV2YVyrjjzfxFjpKjnHYDd33n/wYatztGX9AFZdPs93p4+Sq1LxTKNmzOhi25P/pxGvkqk2n/mtNMyZcRQ31ejq2486LuGsvv29xT68Hfx4r8kCi9cL+en6LK7mmNrUFSKXODK7xTKz146n72V9zCKDzIVmKMWZ02oN5zOPsfzWfJNrpZmrzL/6DrGK69bEt9oPVGyOhRTO7YuWqzibeYTVt0tf2zcafkmw8wOl1rGFh56Zxz/r9ZlLk9Ny8K/lblJnR+Ja/k7agJ9jENMb69f5vQsjKNApzfbZwacnQ0Itpyq+lH2SdTE/kleKLXGoSxiTGljOHlm4XraYFc26PIEMVQpg+lkW6JS8d6HsEVQ+ab4YZ6lrqXU+vPRSheZYSEnzq4qsfbY6g48jXrE6JsBzdV6jvfdDAMz6cgv7D0by6YzBdOqgT//++bxtXI1KJC+/gBWLxyK/k9HNXN0xr/7G9DceY+IbK3jqyfaMHdWDK1cTWbR4P6fP3gLgo/ee4KPZm9i77S2DDD37f8H+HdOxxIZNp1j0634EQWDUi90Y8nRHoq8n8/q0VYSH+TN6eHdatdBnL1y19hjHTkRz81Yqm9frTXDmzN/BpYg4tDody38pPRNnSSrDVGOQ+zCUeQVA+U01KhtbTDVOHYvm3Ykr7gpTjaVRXWji9SwdfCeiEQuQS/Rh+JTaDLbcHk2eJgmp4MCw8P1l6ndvwodcz9lLkEsbHguZj2BDZOStsa+TkH+Geu49eSTok/JMx278J3acN0RFMH73ZgTgyYZNicnO4pfzJ1ly8TTXXn7DqG6bpd+ToVTQLiCYDkG1yS4oYG3kBdZGXjCrmBUqpv3rNcBV7kBsTjarLp/ndnYWKwYaZwabtGcrm65dJsDVjb51w5h97B9mHNpDx6AQk34VGjUPrf4ZZ5mcR+s3MJLjmUbNmdOzv1k5Alzd6PNAGJ8c2cfyS2cqsmwAOEplvNC0FR8f2QfA250ewkFqfcdk/skjzD91BBeZnJb+gZxMjONyWorVOR6Nj+GFLevMzrEs6wfQ4OevUeu0PFynPp6Ojiy+cJrFF04zKLwx3z0ysFT5y6M020K+JtegNDdyb0Vb7+44S124kRfJvuTNAGSoUlh840tG13vLbB95mhy+vjrdIKNUkNI/8Dn8nYLJ1WRzMGUbicoY1LoCpp0bYlU5XXnrW7wcfHkieATrY38yKCQ/XZ9FVM4FQl3CeMT/SVbc+gbNnfA/x9P20KmWaXr6X67PNijNrjJ3evk/gZe8FoIgEJt/g3/v7OIBdPPtb9K+OMUfXqSClDC3ZrTzfgiNqDaZYy//J3gs6PlS+/srfhmHUncAIBPk9At8lgCn2kZrD/DV1bcqHDlFq9UZ/Xv6wm3692xmsX5KQQK5mmxmXX4NtU6FgEBb7+54yWuh0OVxNuMI+dpcnqg90mIfpzL+MXogq+MSzoO1+iCXOHA+8zjns44B+hOEWZcn2PRwVhHsvcMMpc8xR5PJjoS1FOiUZZ5j8bUHCHKqQ7h7c7Sixqa1B4yU5nbeD9HUoy1yiSM5mkwuZp3gcrY+3m833/4GpfnXpf8w6sVuvPfWQEa9spjFyw+y6NsR7Nh9waDUTpi6kgXzXjCpW6g4Azg5yti5earh/bjXl7Lqt3EEB3nRs/8X9OjeiLnuQzh99hZtWz+AUqlm6JDOFudy+UoCGZn5Rn0CTHt3LVs3TDaSC2Dx8oP8vcX4IWvrjnPs3zEdnSgyZfpqvv6i9P+flY2ji6NBcb6beK7f3FLfF6LTiWRn5XO3bWVezlzH5cx1ADhI3Hk+bCc7Yl8jT5PEiAZHOJ7yFefTl9DSZ6TNffYIfI/rOXtJyD/Dr1d70Dt4FnXdHrJQW2TjrZdILbhqaFvd/CcU5903r/Hvi+Pxdynaxdh07TKT9mxFrdMilxQpgmdGvGbSPl+jpumv37DhagSDGzY1lJ9LSQRs383ddO0yA+o34vs++lz3n/foh0anI/znr0zqOsvkJv3ma9R0XfkT669cNFIq//enPgtZyb77/77UJrlKY3SLdgAGxfnFZm1scg5cE3ne6rqYmyPoH15KzhHKtn6v79mCWqc16n9+rwHUXTSXv65F8tXDjxp97iUpqTjtSlzPrqTfzV4rC2cyD5vto6lHOwYEvWDYAYvIPmWxjw8vvWR4bU5h7OTTC7WugHcuDAf0P+jTGs7BRWa641koU6E8zT07GmSIyrmAh9zbsHM3u+Vy3jz3HAB/J/9pVnGOzNHbpj1Yqw9PhbxkdK2lZ2eDrMkFcfg7Wg5/dyJ9v0FptmWOe5M30tNvoMU5Agal2draA/wZ9xtP1h5lsS9rpGflI5dJiYxOAqBL+zCrbeZffRu1TsUHTX/AU26c1W1w7dLjRYuIRgrl7BbLDaY2AK299HG5dyf9zs7E9WSoUricfZomHpV3jOwsdTVZ68I1Lo9zoLU5AnT3faxcc6zI2gP8Fb/c8Nrc90MnH/MnXbv3RrB89VGT8pDaRSZIKSnZZutmZOTh7a3/TasTaiyzk6OcFWuOMnxoF0Jr682P2rZ+gEcGzGHtsvF88vlmvplj2XF1z/4Ixr/0sFGZWq2lb+/mhvf/G9CGy5HxNGkcTPu29Uz6qFvHFwCJIHDm3G2LY1UVWSkVDwmXUaBg2tEt7LWS0OTGC7ZH7Zjy/uP88t3f3L6h31jKSM8rtb6rmyN/7H3b5v4rG3d5CIPr6hXnLTGjAchS3UQu0d+bnfzeYN2NQWVSnKWCAx18x3Ii9ScA/o63TRlu7TP8rjDV+E8ozoCR0gzwv/AmTNqzlTNJCRZ3LAtxkekVxagM413IZrX8AXhhyzpWDny21D7+jNJnFCtU+gqRSWxPzugikzO0SUu+P2Nsb3suOYEgN3eTvlcMeIb2y36gOjjywrhytzU3x7Ks36Zrl9l8LZLGPr4m19oH1uZkYhxfnTjM9E6WnmArlxlNf7R4bWTdqSy5OQ/QH3U7Soy/BC5m/Wt4LRVkFndZ5RJHhoSOZ23MQrLVGcyOnMQnzRebrdvKy3JyjqF1JhpeF7fPLjyet0R3v0dLvV6a0gywNmYhYPscgVLnWIita380bVeFFGc/Hze2L5uAg9z2r9BMdRpTG80xUdxs4efrRWYJQ0LHmyiUhfQJeJqdifpj6l9vfHFPxSQv7xxtMb2pyNoD3My/Wq52j/RswpCnOuLh4WxULpjxALNU1xxdOoeTnaMgMMCT5b8WmUkMerQVU95aTXpm6crZQ10bsWrdMV58vigRklwuZefuiwaFetOW0yz4apjFPm7e1ida0ulE2rauuOnT3UDb3/XmVF0CH2Bkow44lLL5YiudujekU/eGgG2mGncTcokrng6hhvee8qLPufjvhVKTUea+W/m8SF23nhxNmU9s3r9W6w9+YCk+jvWt1qsK/hOKc5Cb5V0olc70OPFccgI/nz9FXG4WsTnZZBcUHu8Yn5HIJBK+7zOI13b/Rd1Fc/FydOLJBk35sKvp7sKJhFiLMtT19OJmVqZJuQh8f/oYe25HG+RQaTVm++ha2/SLydfZxeKYlY2tsWtLzrFAoyFHZXqcVpb1230zGoDI9FSDCUtJLqUl2yRfZVCaQ1tzz46G10nKWOq4GCfNWHHrW8PrFx54vdRxOvj0NCiVCq3lH8qSzn6e8lpk3dntDXezbF5QGj9fn11uUwCtWHSP22uOhVhbe0eJEwU6JTo7ZJ56fsJi/lhUNtvMoHImiCm0A2/t1YUOPj1LrVvPtTE38iLLNU51UtzWvSxz3Jm0zqYQkOVde4Aw16bcytMrz9nqDJudVl8e1YP5C3bx1/ZztGlVhyFPdaRDO9PdW3N1535m6pdQiJ+vO2v/+Jee/b8grJ4fvy7U7wROntCXKdNX88E7pTs6tmwewsWIWPoMmotUKuH18b15rF9L5s95nsee/Jr69f0Z8ULXUvto3DCIF1/6GaDMNs725PCf//LlSPuZJTX1DmDlIzVhJgE6+k3mcNIsDibORCpx4nrOTq7n7ARArcsHIFsdg69Tk3L17+kQSv/a+s0MpTaL6zl/k6tOQgTc5P54ykMJce1kl7nYk/+E4uwssz3u8I4bUbyyy/ZEFwPqNyL+wRxmHd1PZoGS3y6eJjE/l4V9jL+Y8jVqCz2AkwX5eq35lRtZtj2pOUnvzY/K1jmWZf3MKd4l0eqqNyWnLSi1+SZlmmIpRhu4NTe5XhoiotEuQCFuUg+j95Z28spChiqFkxn/GGw5y0Kc4qbhtb3maCtOUheLzmFlJT3LuiJfHHtEuwh1sW4S4uPgd08qzmWh+ByTlHFW61d07Vt6dWJv8kYAvr76Nh80XYhEsO00cfKEvkye0NeorLiiuXbZ+FLr/vqD6cnIydM3mPHO4/h4u7J561kyMvPx9tJvpEilEhqGB1iVa+iznRn6rLEddN06vmz70zTZ0OcfP21SVqDSVKvCrFKq2b/2MHNGGTtiO7pYzkBnC50Cyv+A9V8j3GMAyYpzRGVvASDUtTtu8kDUunxEUcv59CVcz9lJmHvp/iy24CT1pKnXvZFa/t7UxspJZFoKr+zaxKjmbU12jS3tXAK83LI9L7dsT4ZSwcqIc8w9cYg2S783spcOdLW8652mMFaQItNSeOyPZehEkcgxk3GSFX0Mnx7dzy/nT5r0kZB378VYrv/TPJvnWJb1C3X3BODFZq35pFtvO0pccUJdbD9K0lG6cm8t8gDoFQLtHSetyOwzZu093eSeRu8ronjOaPqjwUlqze3vWXP7exwlTrxU/x3quTa2qY+zmUcMr+01R7Bt7e0ZKmzZVyM5deE2TRsEAeDsVPoDfAO3FuUap/gO/V/xy43sba2hE3U2K3jVSfE5AmajwFgirSDRap3yrn0hIc718ZT7kKVOJ0eTyVvnn8dR4kRLr86lRuKoDLRaHU5ODjg5yhEEgQuXYvH0cOb4iess/GWfWTOQysCWgFzFo2dYYsui3WxZtNseIgGw8OQXFWqfpizbA3FZuJfMNArpEvAuXQLeNXvtSNJsQl270cKn7NF17mXu/m9UO7Lgjl2tOVMLW/B2cmZC284Mb9aGDKXC6NqzjfQ7Z9cyTKM1pOQb/0dccOY4OlFkVPO2RgolwJ5b0WbH3nMr2qTvQpMFe5KnVtmtr7LMsSzrN6FtZ6SCwKqI6g+EXhJ3WfniDpcXj2JxiVNV5hUIuYUU3OUbz5svW67GTVa0i12gU/L9tQ+Zdm4If8aVboMMkKZKKuOY1ucIVb/2ygI1Hm5OxCZkEJtg/VSl5AOMrZR1vYqjFu33/7kyqcgcRawrcOVd++J80HQhT9YebXhfoFNyIn0/084N4e3zwwzmT5WNVCrh+6+H0aVzOK1ahLJ+xatIJAKdOtRnyaIx/PbjaOud2IEli6w7VVY1Dz3dmdDGpftXlIafsyubb0agu9tCW9yldAl4h3a+pgEX/uvcVzvOHYNqsyU6kqsZqTT01juW6USRxr+axrEFWHD6GK38A+keUtdQphNFVl02Vdjqe+l/3Huv+43osVORCgJ5ajWzju23KMfayAsGJb5QDpXW1Ca70M66ZN8v7/yzrEtgke4hdTkYe5NR2/9g61PD7dZvyTmujbxg1nSjLOsX6OrGoaFjeXDlIgZvXMWGJ4rs0Q7F3WLvrWib4znbm6ra7SlELGara0ssTHsgESTMbPYzWlHLz9dnEZ0bYVBeDqfu5HDqTqY1mkugU6jZ9mWV09Y5VvXaJ5bw4m9Qz79SxlFqix7Snw0dZ/QgYQ25UDGzHNEOtuC2UHyOAC/Vtz1qQVXS1bcfXX37cTbzCCtvfWu47zWimk8iXqWWQwDvNPnWSi/3D7t16xFFkevnbvHz9OWc2m05ZntF+XL3DNo8UrGThQ/b9eHv2CjCVn2Oi8yBTv6hJhs/AD90H1yhcQAy0nKJuBCLk5Ocdp2tm2BVF5mqG2yPGYdKZ5qwZESDI2Za/Pe5rxTn4c3aMO/EYfquW2JU/scTQ3lm02qT+hpRx4tbfzcplwoC0WOnmpRHvTyFBj9/TdhP8wxlzXz9eadzD2YfO2AkR2MfP57dvMbIROSPJ4bS2MeXZouNv3gH1G/E9rCrbIm+YtT3kRfG0mXlT9YnbgPLBzzN1ycP882po0YylTexCsC6x58zmWOQqzuXRr9uMkewff1A7xC6d8hoeq1dbNbMproU56omu5g3cy0H63aN9kQqSHklbAYAWlHL/Ktvk6DUh6Wae2Uavo6BvN34G5N2vo6BZRqnOudYGt07Fjl2vv35n0bv7Unx9XKXedPYvXWljGOOHI2pU3NlUPKeqMo5lofWXl0MIQCLx55OUyXxeeQkpjWai+zOSY9OFG12pi7JtptXeKxuI/sIDdzOyeTRTUt4t31PXmjcmts5mbx5aDtRmWmcfn6C3cYpjiAIhLWuy+c7PzCUFTfhePj5boz8yHbTnELcvF3xMJN0qCJMOLTR8Dpfo2JfvP1PdccP/ZHrUUUnLA2aBBkpzo92+hhffw+W/zXZ7mOXlUOJHxOds4NOfm8Q6FKTIbGQe15xLk2xM3ft3EjzXw7XzSjCk9t1YXK7LmZqm0cukVqUZ1yrDkbvOwaFWKxrrnxB70Es6D3ITG37MaV9V6a0L92TemLbzkxsazmwfnFKm+OmIU+aOHqVZf1Av0td2ud/Oz+ZMf/OZXfPLw1lTx/6CEEQWN91hk1zqE7yNDm4lhK3GDCKDtHYo/qUDakgZWqjOWSoUph1Wf9/LNWC7WkH7x7sv5OQ5F6aY2lMHmMa89peuEjdDK9PZhygiUcbu/Rry26ythKSnJij+BzvNdp5P0Q774f4JGI8Wep0UgsS+Sl6Fq+GzwSg/pI53BxlPtlRVTP14DYuDZts9L57cF3WPlq1yUsatK1P1Ok7iZQ8nAkOL9vDdGVRlvjM5WH6q8sMSvOYib359bu/TeqMevURfl1gWl4d3Mj9G0epB429TJ1D72fuKxvnGu4uKuKkZgt1XPx5q7HxTsbv3e5u54ziCsTV3LIda1b2etqCt4Of1Tr+TkU2iPfiHAv5+1Ck4W/GvL+qZMzo3EsmjnTlpaR5xN2EveZYlTweXGTiFnMnu+bAzfokVWFL5qDezuwMAAAgAElEQVS9Yze76MK/NF3+NRfS9A+WW29e4amtK+nxu/70UK3T0mzFfH65dMLQX8k2PX7/iRvZ6TRcNo/kfNMjdIDPTuyn0bKvuJWjPzUYsHkpJ5JiCVsyh1s5mYb3888eJmzJHLPjRKQnWx2nPNRv9d+I+1xWzp64gaOjjFnfvsCzw81vUjVuUXreiapELnFDJliPK36/UaM412AzOxJOMPn0D5zPvM5Th2YCoBG1DD40k7fO6r/0r+XGEZufwsRTCxhy5FMA9iefo+/+6exP1medS1Zm8ObZIhOTwYdmmtSZF7meRw+8w8N7p/LdVfO23Gczoum//21eOaG3UX/z7E8MOPAur58ue0xPezgP2YOX6xd5LxfPomaOf9P3Gl47SCoWgqmyMOe4VVz5vZfn2LtbY8PfT5+/UKljhTjrI4bkarL5+qp9sopdz7tcaqKbHE1WufvOUqeXuU3hHAG7zbEqKR7tpTAd+ZbH9dEGoke+ifSOuUaQqzsRL07hxZ36bGynk+P4Y8AL7HvqZY4k3KLXhl+4NGyykYlGyTa3cjJJyMvh6vCp+LuY7tardVo6BIRwZfgbPL1Vn3l26+MjaO9fm+iRb/KAu5fh/ZQ23Yge+abJOH9cuwhQ6jjlpc+LPezW173Gmp3TaP+gZbOuFq3vnnB4DwfNIk+TjGglAtT9Ro3iXEOZmN/2VeZGrufVBv9Do9My8MB7bOg2k9mtXmJXoj6NdEpBFt+1m8DaLu8DEJF1k109v2DWpVWcybiGv5M3HzU3Dl9TvA6Ai8yJ7T1mMy58IBMbPmlWliU3drKj5+f82EF/9Din9Vi29viMcWEDbfK0L05zjyJTkMN3UjdXB6EuYYbwYTpRy6Z482nV1ToV62IWAfrYxG81/rrSZUspSECtKz2GdsmdQks7xBPDPwFsnyNQJXMsC3GJmTw+ZiGvf7iOZ8b/XKljTW442/A6URljNSSdRlQTe2fXsyTFwwZ+ecXURK2Qjy+VPztoeeJI23OO9iSlIIFTGf9Yrfdj9MeG15YSuBRoNXg4OFKg1XB8yKsAtPbThzOUCAK5ahVxuXqn02BXD4ttAFr5BlmUJTY3m8be+tOfcC/bsiWWHOd/9ZtaHae8tOpZvsRLdwP1Vs62XqkUXFxL3wDQ6u6eiB7HkuciEWQsi+rG0qguJn/3K/e8jXMNVY+n3BWZICVRmUGBTp+wQypIuJGXQH23QBp7GEdTaOyhf4J2lMrJ05hPPlG8DsD5zOsMPfqZSV/Fae5Z1+j92+d+4fNWLwF6hxxpGRxyimcC+zPuNy5mn6SJexv8HIPJ02STWBBLWkEiI+paVjTsxectVrDo+qdE50ZwMGUbh1N38mjgEPydapOnyeFQ6g7iiyUR+bT5b5UuE+gzpn0RqX9Iqe1cl9ZeXfB1DEImyMhQpXIsfY+RXO1KSY7ygGtDwtyaGs0xzLUJ7X16ohU1JnNs79MDr3KmS64sXpy8hL1r9OthLcWxPRgf9iELoz8C4EDKFg6kbKGxe2uCnetSoFMQp7hBckEC+Rp9zPdhD0wy2sUt5JWwGUw/r49Eo9YVMO3cEB4Lep5ApzokKm+zO+kP1Dp9GLumHu2IyD5ls4zPhr7Cuhh92vNp54bQwL0FXWv1BQTSVEnEKm7wQrE07+bm+PP1z9CIapM5gn4n+3LOGatztCfZ6gxW3/6e1be/RyJIaePVlXC3ZrjJPFCLKm7kXuFg6jZD/XbeD/F0SFFiEJlEQp5ahavcAUepjMn/bOHA02PZeiOSoY1MbfYnt+7KxbQkfos4ySOh4Ta1KUk9D296//krq/s/R0yObScHJcd5IuzeVW7vZlKTs/H197B4fd3SQ1UoTekMCP2lukW4K6lRnO3MuJNzWNTeevpXe1HoHLcn6SSPBLSvsnEBQlx8GVW/P1E5cexOPMnLYQO4lV/+eKzFic1PIVejIFOVi0JbgLPU9Cl97e39PBnSjcic23T1bU64ezBXcmL4/PIalnQquzPOh81+4qNL+hTKUTkXiMq5YHTdswxhwCqCRJAyPuxDNsT+ypG0XehELVsTVpnUkwpSPm+5skpkKkmc4qZRBsCSfNZimVXTipJzjMq9SFTuRaM6hXO8m2ybC3nqsTYcOhFN2AO+vDlrAyu+Mc3wZk/C3JrybpMFrI35gejcCAAic84SmXPWbH2pYP7rXSpIGVNvOr/eKEoUsS3BNKrQhPBPkElkZVKcO/o8zIGULSQpYwHz/49KU5zD3JryecsVLIz+qEJzrCx0opZTGf9Y3IFu6dmZ5+sYx7W9NsLYgfnsUH2a+UIFeFC9onTFfes0oG+dBgDM6z7AYhtbnA3/flIfZ/nQM0UnB78PMDYpKvm+5DhNfSonxCLoQ9VVNzpR5EpmCk28K2+exXF2ceDFQfN56+PBPNzPNGvq7RspLP1xH8GhVfNbYw2ZpMa+2RyCaEv6n/uAoUc/ItDJh6/aTCQy+xZLbm7nctZNvmozkTC32ow4PgtvB3eu5sSwovMHvHJyLsHOvmSoclja6T0Anjs6E6W2gI3d9Ec5/6ScZUPsP4Y6Kp2GkcdnkVKQiYvMiU3dZvPL9S1siD3AM6EPM6reYyZyRefG4ShxYOzJL/F2cGdl5xmsi9nL8ps7+ar1BBq463dkSyrOQ49+RI4m31Dn7fM/Gs1HFEWeP/YRUkHCys76CBPm+q0OzmRco413kQ3YomtbGBc+sMrGP5i6jSOpu8jT5qLRqfBx8Kexe2s61noYf8fyB9cvL7sS13M8fR/Z6nQcJE40cG/BE7VHVtsO7NnMI5zNPMrt/CjyNbno0OIu86aRe0v6BDxlk4NgSXYlrudGXiQ38q4gFWTVPkdbUWu0JKVkExJUtclXAPan/MXJ9P0kFyTgKHEi0CkUP8dguvn2J9jZNuerJGUcWxJWcCvvKmpRRX3XJjwV8jI+5fgMi5OryeLPuMXEK26RpkrGXeZFgFNt2nv3oK13N5v7KT5HAX0ynAZuLco0R3uRo8lif/JmruVeJF2VQoFOgYPEET/HINp796Crb8XTDt9rRMUG4+H6HAHeX1W3KOWi6dq5KDRqQzQNW80wKhJ9o1+Hj4zeCwKU1MLsmWEwXZXHJxc2EZWdaHBQNcf2Xrafpp5K/YGLGSvuijjO2rQnEdUXkAVeQ5f7LRK31yt9zBrFGRj172f81lHvlLUr8QR9A4vsXR89MI3tPebSZ/8UdvcssrF89sgM1nX5GFEUOZd5jdbe+l2CJw69Y1Ccf7y2kVfCnzDU2Rh3kJnNR7MuZi/HUi/xVZuJDD/+Kcs6vW9RtujcOHLU+Yb+AfYln+Zh/7YMPvweG7rOAowV5+LzKV6ncD7besxha/xRHqzVjFqOnoY2w+v2N+m3uhjz71xSCrKo4+LPgnaWd6hqqKGqGTjqB7b89ioPPTOPf9ZXvulODTVUNjci4vhn40lSEzLpN7QLzR9sYL0RADoS0saTq/gLQZDj6vQoQbUWwl14QmQOnSgSkZFEcx99OLx6K2fzTdf/MeCBxhbbhK/6osJh6+Ji0pnw4k/k5xX5jDi7OPBwvxZMetd+m0S/XDvAgiu2hbY7O+ATm/v9J/FDbuTsrnbFWZv2JNJaG9AkNkAWeA1RsQnB+X+VPu59ZaqRq47jdMocajk1p5nPS6h1OUgFJ+IUqfTZPwWAEXX7k6nKZdXt3RxKOY/GShxTQRDI05q3263rGmRUJ9TFH7VOw4XM69R30+9cPuASyGcRy3i3qeVsffXdgg2vNTotn0Us57MIy44zxedTyA/X/jTMRyeK9A5oz+DD7/F1m4k0cq9DnCLVar9Vya8dy594pYYaKpMClbq6RaihBrugyFWy5bd/WPzxBkNZs05hRorzmQOXAWjTo4lJe5AQVGsRmbkdScn8gFzFZm4mniHEbyMyqf2dCu2NRBAMSnMhtZxckAqVGzehdqgPf+ydzt9bz5EQl4F/oCd9B7VGKrXvuD9c1UclkglSuvk3QCZI7dKv2kwWwepA1FzB6CFNUjUmLveN4pykOMHB+Cm08Z1CqlJvRykVnDiU8CbBTv4s6VQUBqzv/jf4vNUrvBr+pIkCWhYcpcbpbnsFtEOhLeCTFi8ZygpfDzw4nS3dv8AccknRxySTSBlTfyDP1bGccCHYyddoPiqdhs61mhnNx0nqwLaH5rAv+QyN3OsQ7ORL/6BOpfZ7v6JVbEGTuwCd9jqCpBaC4InU5VlkrqNLaSWiTGqNzG0qMlf7pTD/r6HO+gCtcgdOASesV64AioR6JmVSx144+Pxa5r6WfjWSV99fjU4nMv69ItvghbOqNolEDTVUhFP7Inj/Wevpwff9/i+71xxlU8x3ODjJzdbxchuDl5vepjoxfTw3EtoBEOjzLe4u91byjDCPqjEPk0gE+g6q3IROOlFH78BmzG33nM1tVkX3AWBo2O67PnKG4PQoolafrRZdJrqcz5A6bq/0ce8bxflwwnSeDtN7qxYqzhJBTpLiBEs6HWbUv5+Rp1GyvPMHfNZyLN9e/R0XmaOR0mqNZ458QJ5GyfNHZ7L6wZkm1989v4jfOr5LSkEmMy8u5vt2bzDi+Cyy1LksaGu7gu4mc+bRA9N40Lc5M5qNZG7kavYkneLbq7/zcYuXWNLpXUb9+xmJinRDnZLz2ZFwnAVRf9Dcsz4P+7dhSad32RJ/xKjfGkCR2ATEohMFUZuISCK6nHmlKs6a/NWIumzU2R8icWiLRG7qCFIDaPJXAKBTX6zUNZI4dkXURCPqMkAsPaSeNYIDPPnh0+cZPW1ZuZVljS6dS7GtEARHWoRcQhDurhjVNfz3KVSaPXzcWLD3Pfxqe/Oo3ysm9V766Cl2rznKijlbGP2B+dCgyRlvk5W3DIBaHlNpEBKPKCqIjm+OWhuPj3vl253aA1tMMLoG1q18QezI522fsV6pGEPDdhu9f8DtYXoGGZtu7kt4h9u5ByosW0WRes5Dl/sVgjQEXd4vSH1MnZwrBfE+Ydutp0WdqBVFURSPJc4URVEUNTqluDtmVJXJ0P/AVFGj04p7Ek+JA/95q8rGtScFGZNERWKb6hajStCpo8T8+Lpifny9crVXJLYUNfmb7SzVfwtV5geiIunBKh1To9gp5sfXFQvSRlfpuMVRa9PFs7dCxAsxjUWdTl1tctRwf7Lk041if99xYvSF20bl/X3HiduXHzSp3993nDi6w/sm5dfjW4tXY4LEhLTXLI4VFVvHJpluXLglvlBvvNhbeNrk75nAMTb1cbezcN4Oq3V0Wp3Yt/1Mu4zXasv7Yo5aUe72++LfEaOzd5qUH0/+WlxytWq/t+8m7psd594hS1h3rRP1PZ4gSxXFtluDyVHH8EzY4SqTYftDcwHoFdCWXgFtrdS+O9EqNiFIqj6CQHWgUejt/uTuk8vV3ingnD3F+U8i9/wYOR9br/gfQybxplWdmOoWo4b7lL/XHQOgfnPboyclx5pmg/T1fB93l6dKbefmbBotqjgF+QUMcn8RsZxxCsa2msqNC7cN7++GMHeW+HP1MQQBxk3pZ/Z6XEw6owd/Z7fxBASmnlrNok7lC5XZM+gzs+Ud/SbT0a98v4v2RJvaF6nvLsN7Xd6PSFxNT03szX2jOMslrgwJP0FU1lrkEjfqeQzE0yGsusWq4S5G1N35oZAEVK8gNdRQQw12RJFr3qG9NHwCPE3KrCnNAIE+Cy1ei7+WyIiGFYua9OXuGTwXMg6tRu/IH/nvNRp3tJzS2ha+u3CYf1NiUGvNBwdY0+cFs+XWeG5kN9YsOcSGVcdMQs492uljdDoRqVTCtmMflKv/khx7dAadtn/EmGO/sqjTSLs5B94tiNp4o/eC1NSXpTK4bxTnQhp4DqluEe5ZRF1GdYtQdYj5+r8aaqihhv8YXn4e5GUrytTGJ9BUcQbQ6bLJU+62SYkuTnpiJtMemVmmNubw8vekaZdGXPhHnzDnyOYT5VacMwoUTDu6hb1x1yoslzlGvfYIa5bofa1++mYXYyf1BWDeR5vQ3Um1Peu7YeXqe/JJ0yRZ7nJHvB1cOZV2kwd3fEI9Nz+Cnc2fGM9vr88mWqDNtHlMR6lXuWS1F4LMWFEWVUcQnMzv5tuT/7TifDH9J5vqNfcZW74BxHwUiS0AnVGxg9dcpM5PGTz5nYNuGK5pchegzplnUl4cdc48NLkLkLtPReY2weiaTnWCgvRhIKrMtnUKOG3RlKJQHkffzUjkLVAmtkQUc0zqFZdLkdjMRIEUdRlmoxRYmo+ouY4yxUy0DsEN58CzgPmn4PLIWxHUWR+iyV9mpvxt1Flv2zCmFkWC8Re2IA3Eyf9oqeMqEuqBIMc58CrKpFaIumzjCoIc58BIwDRUkbX7Qer8BA5eX5uUF96HzkHX0Cr+QpVp6pwqc3sdubtlp1VRG4sypReI5sOzCYI7ToHnS5SarhHY9hlW5N6/Wzh32/ho3EnekEZBeyzWv548jBzlAVrVieFyfBdUGmPzDpnEm2YhJde4iKSsr0nMMp+cwtd9JLW9bY/dagm1Nom03GUkZZmP0BDgOZlAT+N414Xz8vd4FQ/n3lxLGmzSrr7fMtydHzbbrjzroVRHcSWhl0m5q2MnwgN+NykvHKtlnRsIZn4qryb2Q6GKMBmz8DOuys/MUpva3jPxdR9jUv7E2F58P301V8/cpGGbuhZlAZjz6m8AvPjWIJNrcanPk6/UO4kVKs5p2XOQCO54u5d+ZD4k+GWTsj7De/D0G4Oo07g2MgcZfSS2ObaN/vR5pjyk36Vd+8VGRn9aPqfdtr/PB6BL4AOMbNQBB4n9d2h3nviQP1Yc5adv9CYGB3ZeJDUlh07dG/LOp0/h7OJgpQfz7E+6XOp1tU7L1exErmYnllpvzfXSTWtAn1HQU16HgXV+K5OM9kZaaxOaxKLfE8Gpb5WM+59WnGUSF8NrqeDA6ZQ5NPR6DmepH3F5B0lVnuXROuW3h1IkNgNAkAYjdRqIRN4crXI7qsxpSAsqJ9+8Ju83EFUI0hBkri8iSEMQdemos2eDmI8yqa1VJUSnvkBB6uMASJ0GIMjqolMdRac6h8zN+MvOyW+7Ia2RKGZRkPo/BIknjrU22SSvruAQBekv6sdyHozEoTWC4IombzE69SUUCeE4B12ntID55uRFl44mf52JvBVB5j7ZKFKGOudLtMptyN3fROo0oJSWhUgNa19cZpsQ1SgSwgAdMreJSKShiGI+6uxPDNfMfa6F9wPolWSpY/c77fT3g1axEbXEE7nHTLPDqjKno1X8gUTeHJnLcEQxH53qGFrlDjS53yKRN0Nq5stIq9iMKnOS4b1E3gKJQ2cQs9EoNoGoRGbWk75ojRALUCRaTjRgaa4Vufftyc+rDvHy0G4s33Cc3Qcvs+zrkVbbFLdrLqlEl8aluLZotCnU9V2Eo7wBOjGPG8nD0egyiIjrSNPa/5q0iYzvToHmJgAOslACPCYhk9YiV3mElJxfqe1tH9tymcSH9Nx1CIKcQM+38HTujYiG22lvoFBdIClrPh7OvXBxaGPSNj13LcnZP+DpMoBAz6noxDxylAdJzPyS6ynDaRl6A8FMWu2yrodCdZGriY8C4OLQihCfLxAEKfEZn5Cj/Ifzt+vRso59753iMro4tiY97w9Ss3+2+TPzdR+Bu1MPQCj1M7uePJQc5UEcZfWp4/sNMokvBZob3EwZTVzGTNTaVIK8phu1GTi6B99PX82kvp8T+IAvv5381Owcfnx3HXvXHweg7cNNTa7nKw/QICSeqNiiXANebi8Rk9y/VMV51awNRu8D6/mzPPp7i/Wt0bxb0feITqsrpaZ1mnoHsPKRoRXqwxpPDXsQJxcHvp29BYC3P33KbAruslCWBCalUTypSVz+Mf6Oe8Mk0cnSqK60832tZFMTfrna3S4yFeelhgeLvZMgC6yc04HS+E8rzo29io489saNZUh4UazYxt7DDeW9atu2M12cIkWuNw7ePxvKpc6DQMy9sxNtfxy8fzBbLnMZhiKxKYgKtAX7kDo+bLYegDrrPSQOXXCstdLqeIK0TtEbg6mGBEFmW7rbQqW5pHIsdR6MJn8t6qy3USa1x8n/EAjOZZJX7mnecaG8CBJvKL5jKXG/828tm+db1Fd5UhYLJoqfzHWEYedd1CUjSPyNrttyP2jyllpUnLWKP3D03YBEXkypcR2BtuAAqvSRqDLGmVVGC5Vmk7aA3PPzUmdpoIwh2Oxx79uTVZtP8PLQbsQmZPDNzGcrdSyNNsXEmbBZyHnO3Q5FrU0wqZ+vOkeB5iaCIKNlqPHn5+Hcm2DvGXaTTRDkNK1tGoe7YeA2tLpsLsY243bq6zQOPmhSR6NLI7TWV/i4Fu0suji0Ri4NJCbtDWIz3iHUZ45puzKuR6HSXLJNff+VJGf/QELmbBKz5hLoab/ESyVlDPCYSIDHRLt+ZoUPGq6OHQgPKFJGHWQhtAiN4tztUJKzF5gozgDLzs5meOt3SLyVahSG7pspK/hmygqjun9cn292jjJpbZMyqcQbrdbUkbA4v31gHDasIkqzvekRXL9KxhkwuB21Q32Y/uoy6ob5W29QDfyTMAM3ebBJubs8mH0J75iErqtyRDXajGGI2qJddJlf5YfJ+08rzsXJLIiyUH61XP3p1BcAjJRmA4KbXimoYLzYsiJ3fxN19sfoVKetKg+2KM0VpdDsQeo8EHM7yjKXIaiz3kbUpaPKmo6Dl+Vg/FUhb3Xj5LfLbLnU+Sm0ij/QKncjc7HdKaXwfrBGScUXQOrYw2J9dfZH+nYO7cy2rQ7Kcu/bi2cHtuPZV39m3Q8vc/ZSDN6eLtYblZNAr7fMljvIQlBpYk3Kryfr75OmtU9Xmky2IJV4ABh2Uc1RXGkuXhaT9ga5SvMnd2VZD5VGH3HB3amn2Tb+Hq+SkDmbpKxvcHXshLuTfXbJquIzu5miNzMMCzB/curp3JcsxS5ylYdxc+pqdM2vtjfbkheyc+VhE0W5kNphAfx8dCaCYP5EUKONMylLTJ+Ap9sIm+cw/MPKfegsK6ujzvJW65526atfh49sqvfK86YOlCWdB6sDd3kIaQWRJuU56jh8HBtabW+8O2yMVlTxW5TehNNZ6k2XgKnUce2CVChKsqPQpBOR9Sdn0pYAMLrBXqM+NKm9q0RRLsl9ozj3qr2Itdc6UM9jEM5SP27n7iZXHUPfUFObVnsgdRqEVmFqN1eZGOw7rSjsgsS8k4e90eTqHypkLiOt1tUqd1i8VlXyVjeCzPxOh1CYuraMzpm22PtKy+FIobmT6MDB88syt60sbL337cn4YQ8xfthDALRuZrvZRXnwcTXveFWomJZEq8sC9Pa0VYeOlJxfyVHsp0BzE60uE10FPw+dLs9seVnWIz1vHQC13KxnT0vLXWk3xbkqPrMc5T8AnL9dt9R6CtVFE8UZQBAE+g/rRv9h3Wweszj+3l8azDSiYkMBLQIywkNul96wGIMn22IGVzWs7/siYw/8zjO7lrOmzzCkFh4Y7hW+vryTKU0sf8enFeRyLDWaAbVbmb0+oM4vHEh43ySDYIhrV3oF2XiyaAG90izQJ/gzHnAzf/85y3xoV2sM7WqNYUlUbxZH9TJSxgXBrUIylJd7XnH+80IEjzdrjEqrRRAEnGTmp+Tl2BBPh3BuZP9lKPNwqIe3Y5NKkUuo5JzpWuUOtMptd7Kh5YCYbepUZglJ1aQUFXUpABSk2ZBy1YKDGVBl8t7LiLostPlL0RYcR9TG2Hw/COUKtae3IRRkdcvRtuJU6N63M9v3X6Jv9yaoNVqcHM2nI7YHUsG8snW3oNPlEpnQA7U2uUrGK8t6aHX6KAFSGx7AC+vag7vpM6voA4wlPF2HkZ23CqXqLKAP3Vbbb12Z+nCtxJOaspKUn0OPoPpsvHmJluu+opN/qFmd4ofups6s5rBXWLnysvT6IY6nRrOm+6tmrztJ5bx39ndaeocS6mKqswhI6BH0KX/eHEKOWn+64CYPolfwFwhmnNVtRXknckdjz0EWleaStPB5njNpS1Bo03GW6mWVuE/RR9JwqNrU4Pe04jx0+TpWvfgsBRoNKbl5PLdsLUcmjbNYv3+dKkrHCAiSioRp0Vi8osp4Ba1yZ7ESCYLEHSR+CIIXovaWddkE1wrIVgbs9GVdZfLeg5jeD3d26G29HyzsftlG+b84y4M97n178tr7a/j+0+dQqTWkZeRRO7DyQjMJEqdK67uiXIxthvbOg0uw94f4uY+huGlWWZwgbaVs66G/T0XKl2DDEjpd6eHcqvIza2bFvEMiqbzv0FD/bZXWd1Uz4dBGw+t8jYp98dEV6k8qrdzvyKVztzFiWlEUjD0bTvLI4PZGdZp5mdqhF+Iq0/uZzL+8k3ntzEciEZAwuK59k8rsS9CbEHYLeNPmNu1qjeFM2hL2JnzEgJBvANAp7nxe+UWh+KReC+wnqAXuacU5Lqtol+laajpujmVzNqpMRDPOH7a3NbV/A9Dkr76jOAg4B0VT0m5Yk78CdVb1PuEWR5AGIGqTcPTdhkReOTv79zPF7we5xwfIXEeVuF6594OojUWQhlRa/8W5G+/9hJQsw+ubsWmVqjjfrehEpUFpbhZyvopNQ2zD1bEDqTm/kVdwwqoZhqtD8Yyud+4xEXMuGhRoqvZBzRyC4IgoFiCTlscZufIQxQIEG51/I49H0bhTg0qWyDZuvPBOdYtQJtYs2G2kOM9/a42J4vxUnQ5W+/k37brdZSuNJMWFCrQtyshbFUqyOap2y8jOHJjwEn1/XELLL78ju6CAXa+MrG6RDGiVf5m/YMNOtFax3Wy5OnsWAI611mPum1ynMvVsrxxs27mR3Ul9qckzHw2hhopR/H4oqTRD5d0PUhe9M09VKqp3z71fxIZF43h+4q888vx8cvOq1hHYGh7O+njFqTm/Vuo4SvUVw2tzSqmsGzkAACAASURBVLNCVf4fSHvh5aKPP5xsIc60eMdMTCpxw9+zKMSWg0y/U5evOmOh54qFPStJeT6zIC99fPm4jLI5kmWl5fDPxpNlalMWrsXZnsHt+8kVjwX8yzv/fefx4uxa/y8juup3bUd0/ZgRXT9mSNv3efoV0zjlTlLr+6MFWvOn3DpRw574aSyN6mL2r7y4yQMBSFRYjmdeksK6HvKizRpt1lT9X+YUNEmt0CRXjcnGPa04X0hIwt/NlZbBgaw8eZZnllSdKYZEro9pqcowZzukRbRgKyd17GN4rTMT61nUJVNoK1YS4Y63qSias+cU0So2lypzRSl0wLI0t5LIXEcCoFVsKT3rYBVHH/mvUF33g8OdcHPagv2ImoodZdpKdd/75sjIymf1d2M4+Ps0unYIq/LxS6Oe31IA4jJmkqXYaaaGDqXa1Fu+rLg4tDS8VqgijK7FpL3B1UTryRSqAlfHDohoScyaS0mF90KMfrezcdA/SIqZhfl56M3+opOfJa/AOOZyVGIZYrTbSHk+Mz/3lwBIzVlMZv4Ws/0mZM42KVv0/npmv/wLx3dVz4NN8bjLkcejUFbgwfP9QbNZ+0WRicXYL18sd18bb14iU1W2jIploV+Hj3h3ovkIJmWh7zMdWXp4BrUCPFl6eAZLD89g7elPjXafC9mTGGGmB2PC3M2Hw9sZN5HYvCOMaHAEiSBnRIMjPFl3LX5OzRkWXv5oFu189fftlpjXOJj0hdX6OlHLlhj9Q23bWkW5FqSe8/R/Xl8jCziH1N007GJlcE+banyyax/rRlj3lK4MHH23okioh1a5HWVyN6TOA5HIW6BV7kOr+AOp8+Nmf8wFaZEzVkH6i0idHkPqPBBRE4065ytAROr8BFrFRpO2cs8vUWWMRZU+GrnnLKQOndFpLqMrOIomfyVSl2fQ5tvXFskSyqROyD3eBcEJUZuETn0BBy/TeKuOvtsoSH0MZVJbBIk3EnkbBHlT0GWgLfgHURuDxKH9nZ3E/wrinQcgQNQiapOMPnd7Ufx+kMgaIveaAwho89dW8v0gIPd4B3X2bJQpvQGQODyIxKEt6LLQFuxB1CZYz5oo5ha91Cbp7ZUF845C9rv3tYaHOFFUgqgEoXy2qM+++jO7V+rjWatUWrDi45SQOZsCzS3UmjjU2ngACtTRRMS1Qy4NRi4LxkEaTLC3fcJQNQray5WEXtxMecns9dBaX+Ektz0BjXkEHGS1UWniuJrY706JFPHOw7+f+0uk5PxSwTEqTnjABiLi2pOU9Q1JWd+YXK9T61sTcwdHWT2kEi+0ukyuJZlGyAj0nEpi1jy7ylmez6xl6A3Ox9TjVup4bjHebLsgL2MThH/vKMyd+pYt30DxRCcVYd6+j+gnH2J4P8h9GL8nL8bT171M/cx44guObzW2735mWvkfaqYc3oxEEIge+rb1yuVk5HjTXeHysuL4TKt1vr+yh5fDe5q9tjlWf5oyroH56ynKi7jJ9LvDTnfSa3vIQ8lVx7M1ZgyP1ylfVLJ6bkXhTq9kbeFK1hbC3HtT3/0RPBxqIyAhRx1PliqGcxkrUWiK4oLXd7ewfqISnXI7Uuf/lUumsnBPK85v9epOv0VL8HYuSpyxZviQUlrYF4lDe3Sqk4jaODS5i4yuSZ3MK84AMpfn0OSvAUCr3IZWaexcIXebbFZxljoV7Vars96jZBwKB88vUVSy4ix1HnhnBzkZVeZk44tmFGeJvAmC7AFEzS1EXQbagr1QsNek3r2OJncB2oIDiNq4O8HY72Rb1KWgTO4MSBGkAQjSYLs9JBS/H3SaqxSkGn9hOHh+ibLgMOIdJc2eyFzHos6Za4iGos88WXpqcYCCtGdAl41OG2+kOOvXCASJB4IkCKnLU8hci1LyVuTeV2W+gU59Qb8OxdLH61RHUCQ20Z+kCG4I0iAca621OgdDe51Y7LX1Y/vUnCXoSqavR4tam6yPRqE6C2A3xdlJ3gBf99Gk5iw2e11WIQfmIur7r+JmyliD2Uah0qx3FHyJtNyV6MTK28WzlQaBW4iIM7X3dHFoibfrk2bbhAf8yZUE07jgdWrNt9mGtyyU5zMTBBkP+P7ArVTzkRNcHTualCkqsMPr4zHVap307NIfKCRmnObGtnyDZdHf4+hsW8rpvxbu4uhmY3OTWsEVt7Fv4Olb4T5KIzikciNuFaeRRxBXshNYceMIw+qZmjF8ekGvozzk38hse5ngiPJOmEQnaVFUGld5EJmqitlFd/Ady4nUouRz0Tl/E53zd6ltWvsMN3qvTS3KaitqE6CKvmfuacV5/oEj7Bw3strGd6y1Hp3mKurMqfofZcEBmetoZK4vo8mzbKcm95yN3HM2mtwFaPJXIOqykDi0w8HrO6uxd52DbqDO/gSt4g9EUYHEoRNSx27IXMfae3pmcfD6Dp3bRNSZ09GpL4IgQyJ9oNSnPCe//Yi6bNTZHyOqL6DTXEeQeCBx7ILM9TUkFd71qn506gh0qtJsBrWI2ni7K7GF94NOdQKdOgJB6ofMdZThfpC5jtGn7a4EnAOvImquoy3YhyZ/FaLmlv5zdeiMzH0SEpnpl3HpawSiTh9aTihmO2sYr5z3vk71L6KZRA1FY2YAGfowfmVg7vtPMWHGWlo0Cmb1phPsX/dGqfVbhJrOyRr1/Us/1m0YaO5Iv4ja3h9R29u2JAzlxVFWn0ZBln/wWoSaJpmyNi8wzfJnS7vS1kMuDTTbZ2k4ycNLbeNVZ6BJmbUxKuMz83IZhFedQTbXDwkP4PaV8jmw17KD4gywNX8VUx/+kMjj+uRk6YmZDHQtSvAU3qbITjr//+ydd3gUVReH393NJtn03kkChF5C770XAQVpgoA0EQREQAEVKSrSpAkigoL0IlWK9C69txBKgEBII71u+/4YspvNlmwqxs/3eXjI3rlz78xkMnvm3HN+JymdL7vMIiEmSdPfEJvC814FOCcB9kWb4Cq1lBTaWL/N/pOrZ+7jV0YbavHZQm3F5M1NR1Jj71fMu7OfeXcM50718K+DWGQ4ajfI4S3uxgvyghWdevJX+Me09V1ITPptXK0MG9vmEuzyPoF2Lfg7eiHhKfrl53PSPWANLla6tQ4kboaLhhU1IrVaXbgaPcXI9hu39dq6V6/yBo5EH0XyT8iThAIRhkoW/9PpvHgNe8eYX/2pODkaJvzBtgo03xC5GzOJV2lnaVzqZIHnvxk1hmoexqsc/lvoenIqu5u9TkA5N5fVDSYgMiQvYCYqtRrxGy4o8PvNa1hJJPSunLcl6v8oWtIz5IWmgz1pzi56d65FzSIoSnPw9F1mLtlPm0YVcbC3Ztzggi+7R8Um4WBnXaQ64Dm5dPQ2X/Vewvpbs3HxLPwCUy9iBuDjZt4y/qfNp3Lz1N0Cz3lQsQWRuGDPl9LrZyECHhWRukaH+jPo2K0WY6fov3Dlh67lJ7L7vv5Kb04mXN7E4Zf69tKvDYdSyyXA5L4x6bdxsxbsqs2POpOujKOMfXuaeH6JSFR4LwHpygQeJR0mWR6JGrCTeuAoLYWfbX2T+ymj26BWhiGSlEJsPwVRttXJoqJEG8615wtqDekKBSq1mmAfL5OhGrHpN4lMuwg5Trmyy5BCP7achvOq05dYevwcawf3pIqPJ03m/Iy/ixOxyan89YmgiNBy/koS0tI1fdov/A03OxsiEpI4On4oGQoFHRat5mVCEv0b1GDrpVtcmzoagM//OMDsHh30jqPh9z/h7+JEpkLJjpH9uRH+ksVHz3LtWQTrhvSiope7Zp5bLyI5PG4II9bt5E5EFBKxiOtTxyIRizhw+z6f/3GA77t3oGPV8przqeztwbohvbj3MhprqQXdlq7l8LghuNsXrfby/dgZlHedanZ/cwzn+PRLOFnXMbo9i/9Hw7kwaHFkAsdbzyu08d40R8+GMGPhXo3Bc2Dt6EIbO3DpfEJGjMXKjIz4ks6VW89ITs2gWb2gQhmvKA3nbsN/5vf5A3C0l+Xe2Uwa95zPrIndCu38zaV3hQmkJKby7ZaxBDctmPewoNw7H8rohlPyte/KWwsIqFw4spgp8kyGndiGg6UVy5sZrvxYUNrXnY6NrRXbj02ioH6Evw/dQmZjSY3GuZe//jeifNUXiYtWFEIZPwqJ09Iin7dEP5Uvj9fGdD1PSKTXmk1G+16LWcijxF1UdH6/UN+SzMXL0Z4rX35Mg1k/cW6ykMCxYWhvVGo15x49Y/qeIxwbLySEZPV5+ipeY1QDTNi6n2Pjh7Lq9CWGNKmDp7223OTlJ8aXojcP70tyRiZnHjyhcVAAKwcIVY+qTV/Eza/H6s3zx0f9qDR1AbemaWOYrz2L4PrUMVSbvoiOVctrzgdg57U7VPRy52VCMtenjtHsc+FFNyq5fcfliPco5TCAss7CEt/1yA+JSz9HDc9fcLKux7GwygS5fE4pB8HDfTSsAq0CQ3iS8DNRKX+RIn9ARdeZeNnlPej/UkQvMpVRuMpaaNrOPe9AA1+hxPfZ8JY08jvGvdgveZGkjZHN8marUXHxRXfS5GGUdhqNv6PwkhWTepRb0WMp5TBIc15FSdeTU5kVPARvmQsjLy5hU+MptDs2iYW1PiJNmUltl3LsfXGB8va+XIgN4S3f+pyPvcfqRwdZUe8TQhLDqe1SjvfOzmJFvU94mhJFZUd9T8Pax4f588U5fqwzmmSFNl6s84kv2dv8GwDWhx2lR6kmfHVjNXNrCmESA8/NZUntUfT/+3t2N5vBe2dnMbvGUJLkqQbnyY1Rf+3h0OOHVHJz59fO7+Aq02beTTp2kD9C7tC/SjBj6jbA2VowYgKXzuf3Lj346MBuVGpY1qELLQOE5d4bUZF03Sos83/bvA39quqWmL0ZHcnA3X/gIpOxr/cALCXaZ0Tg0vncGT6GVut/RSwWc3aAEHs9c/E+o+EZO0LuEujkxHdnTnArOkrnWHLO906FyoyqLXhV9oTe44sTQthDheVCEtvHdeozob5QXSsiOYlFF//WnP/XTfXjb/+JzF95hH3Hb+PpZs+4wa2oW124J8Z/+wfnroXp9D25aZymcMT3yw9y4MQdmtULYlCPBpTx18afXr8bzrRF+4hLSMXX05G5k7vjY8B7+tUPe0AkYuY4wcv3PDKe8d9uJy4hleb1yzFlZO5l52/ce87UBX8SE5dMp8GCw2bFt+9Rpbw3AOt3XWTtjguIRDBpRDua59AlnrrgT05eeICVpQWtGlXg8w/bcu7qY777SQjbmDx3l6bvma3C8yQiOpFRUzfzKj6FZvWCmDFO66Vs3HM+I/o1xcHOmkW/HaNiWS+WzdA6jYxd7+xsDpnHxC7zmNR9AaUr+zJ2wfuUqeqHWGxcbEtiYXibSq1fGl2ch8JVFeuX45BqK+H3I5gz6EdCLj5ApTSeNxBQ2Y8p68dSJjjQ7DnMoca2BShe5yuUXq+vRpJFfvWexwxaiYWFmNSUDDrUMx2O89fF3HMdjm4XQt/2rjurafvip0H5OraSiFquu1IhtmpnpGfhUqIN5713tEv1qy9coaKH8aD+0ITN9Cybe/JSUZChUGBvbUWGQsGJicN0tolFIlIyMnnyKo4MhaClmLNPFt93b0+DWT/RqKzwEBzatC5Lj51jeLO6rP7AdFlrOytLnsUl0G/lZuysrfi5/9soTDyYclLdV8islUmlOucD0KV6RUKjYqnu56W3n0Qko0WAVrD8RtRHVPNYhFhkzeWIvtT23kgNr1VcfTmIUg4DUarTCHAUjLEAxw8JcBQkoY6GVciz4fwwbi7VPJZgJfHk1LMGiDGedFLR9RvUagWV3L7XaT8WVslgSIhELKNFwE0uRvSgLEVvOANUyWGAZqoUOkbp/HtbUb1eTVGolfT2b87xyOv8cO8PplYV4t4CbT354d4f9PJvjiF+e3yQ2cFDcLdyxMLIC2aKMh2JSIxULDw+5ColT1Ii6XpSuwIQaOvJ4PPzWVJ7lMExTPHRgd2MrF2fpe276NWeeGvLOj5r0ITvW7ZjwYWz1Fy1jLBR2uv/IC6W28OFl7fApfM126p7eBI2ajwrrurHWFf75UckYhHXhozS2y+LmaePc26QblXSqWM6sWT1MSoFCcZTmya6sfrvbNugGSdw6Xya+weypksPXqWl8f7ubZr5Flw4y7dnTvBF4+Z0KVeRLuUqGvU4N1qzgjVdemjO//NjB5ndsni+LPLL4tXHKV3KlSPrhN9LTJw2KXT+Fz2YvngfLRuU1/O4vjNiBWMGtWDSiHbcvh/B8C82sGHhB3i42nPm0kNm/niAA6uFa6gXBvT652mL9iKVSpg6upPmWDbvvawxTkPDzCsRXr2iLzt//pBOg5ex8+fhWEp1fy9+Xk6aY2nccz5l/N1YO3+g5vPS6b01hu/DpzEANKhZmt0rRhj0OGdkKug56hdObxGO8/b9CNoOWMKh37WrGlv3XuHn797j6PqxOtfU1PXOoqP7CJ3Pj+8855P23+v1y8n+6OU6nx8+L49KrT8+QDm/vOdz+JX3ZvHZb/O8X2HRo3TRhnCF3Dbu4MoPWUZyXEwSznlUJDGHXU/6EZ/5mIHlzube+Q0gcd2IIqo+Ytk7qNK2g1qOxX+qGqb59tBxzc8NA/35rJXxqlBSceHfVOZiZWFByMtompULNNrH38UJKwvTv47n8YkcGPsBTjZa+ax9N0Oo5utJs/KmBeeT0jPwd3Hk6rMXrBpQsCUoc84nCxupbjB/XNrfiF/Lf3nYtidN8Qxn64bYSgUd3KiU/fjY6b8EiPMhGZaYcRur1zJwjlY1SMrIXc/SXJytGwJgY2G+0H9hYax0sFoNB1sKX34SkRiJSMx3wYOZfWcz68OO0i+wlebzx5d+5HArQ/qZao3RYcxw7h/Ymh6nZ1DHpbzmeGbXGEpNZ+0X/3fBg7mfFM7Ii0uMzGMclVprLOdcybwVHUkz/0AARtSqy89XLyJXKpG+9hB/EFxb09fceOqkzAw+rd9Y89nDxpYUuRxbqTbm9Msm+i8aC1YdAeDQ6/jMnIZzaSdtkpFYJOJWtGCkbbt3m8HZjnN0nQZU++VHvmhs+GUmiwsvwmlfppzO+ddctewfbzir1Gospdp7yc3ZzkRvLVGxSbRsINxjVcp70+et2mzbf5WR/ZuxfvclPh7QTNM35+/aytIClVrNodP3OJVtVUCVI0yvXKBh/dq8kt3DLJGIefL8lc72GtlCCcr6567acORsCC3qa5ffq5T3JjUtU6dPbHwK3u4OgO41ze/1zg8qdTLuTt9iY9WwyOYoTr5vULS645sOFL6TZUzXHwi98Yz9YQu4fPIetZsVXrJ9suJloY1VFIgsKiGS1kCVshKRdQfEdqYTtAuLEm04nx2r6wE6/yRcJ3whO238fuN0xASaeL+ZGEsHayuqTV9EqwplWdRHPzHgwNgP6LhoNeHxCQb7pGRkMnztDvaPGcTLhCT23LjHsKZ1aV+1HOO37uPiF8Y9e71+3oBcqWLHyP6seL870/88gq2lJZYWxkNWvnm7LTVnLuHqV4bjNrPOx1FmzeFxeYgRz5a9m90ArOO9lbD4ZTyKX0yrQEHk/9iTygQ6jsTXvjdqdabeULmjHV+tVhlsLyjFmep2I/4xfjZuRg3CyVX6cOnVfQJtPXGxtOdcXCh2EmuGB3Xm06vL6RfYiutxDxke1BkbC8NSWoNKt2Pe3a0srTOadFVO0TeB+MxkEuWp/B1zlzRlBjKJFd/e3sD6RpM5FnmNrr4NuR73kEA7L7r5ab9QLUQS0pQZJCvScbcynpD0c8eu1Fq1jMTMDP7o3pdgT92VjMCluhn7N6Ijqe0l6MtmvzIuMvPjUN8pry0J36VcRQ48vE+PitpEY1up/mrFxA9NG6ydg7SGj4tMRmKGIAG2J/QeyzpoFRAsxGLSFIavdXa2h9zhwKNQvfP/p/PJBy3pM+ZXZv10kEkj2tGldf68em+3C2bghN8Z2b8Z1++G64Qm5GTv0ZsMm7yeNfMG6Py9fPJBSxrUCKRxz/mUL+3Biu/eQ2riOWgu566FsWLjaZ6/jEeZbSUvMiYRV6e853scPHWXft1Ml0oOCjBcZtuc673twQ95PiZDSMROONnpVy39D8M4uxbuS8yYrj+waNc4OpUWDMZ549az8bKuitK2pxdZePcgyYp0k2Nd66yvvuQoDSA2o+CFkoxxOWYldxN2ka40r6gawNDyp3Q+S5x/NtKz6CjRhnNORmzdxdUJhg3IvU/eBmDzA/2HUe+gwi/Xa2H3ERZ2WjH63nWr07uutsrW6c+0Rn/rSoK3df/YQTpj3J0xTvNzUnoGr1LSsLSQcOnJc6r7eZGSkcm6c9fY8uF7Jo8l+/YmQQEcGKv7oMs+TxY9alWlR62qms+dqgnJIxemjDR4PhW9DD/Ec1LX+w8uRfQiwHEoD1/Nwd9BOBaJ2JZH8Yvwte+r6SsRybCRliEm7QQSsfDAUaMkXRGBXJVAqvwx1hY+iI3oqVZ2n8uFF90IdBxJUuZtRAhfkKnyMGJSjxGWoJtE4GzdiAevZuNoXRt3G6Gwh7tNW0Jip+Eqa0ayPIRAR8MFBoqD6k6Cd3tjIyGJJmeiXTuv2jqfG7tpDb/f6k8AINhZuNdGl3/b4BwDSrdlQGkhK/loqzma9qz4ZoCRl5Zo5l7+4E9GBL2lSSLs6tvQ6DxZnmeZJHf92ytDhPus4ZoVLGjTkQa+2kSvnGEUhcHLlGRKOQjGfGRqMq3syuSyBzTNtrQ+6fsdOp8BLIxIPHnb2+vMZy6etnZMbdKSwcG18rRfFiHPtMUrKpQqfG1vU2xaLFT7+nL+Hg6fuceiqT3zPEZUTBKeboKHVSwWmVTiCK7kx8ThbWnccz4nNo3DIptucIOapTmzdTxRsUm06LtQE7aRX47+fZ/l60+x5UfBgdBuwBJSXnuHHe1lxCWmmtrdIJ5u9kTGJJnsIzGghZxFbtfb1jGXaj1molQZquT5/4tcpdCEsBUHkc9eIcr2YmhhqTv36IvrOBVlWn1KhIi3/GoY3NbZfyXHXkwmLuMhzlaFWx117cO3yFAmFGgMVdI81JlnwEL7vJY4Fr1jocQazrtu6cvXZMXcGqIojOPixMvRnhtfCzFrb1XXLsVkGbLG+HvSmzP06vns0muzkZamjregC9kyUPd36CJrTAXXaZrPzfwva37OCt8QIUFm4UcV99z/OKwkHppj8LDVJgBlxSy72egmVnnZdQV0q05V8/hR87MbrV63aRU1Krv/e1QizOWTCu/Q/thkytn78mOdjwt9/EsRz6nj7QtAm8CyhCdpv5yDPbzYEXKXdyoIHuIUeaZBb3BecLGWMXTvTq4PFV66/wwN4cd2eZOL+mRIa7P7zmvVgaZrV2rmW3jhLO9X1f/iOv3sKa0DtV8I4+o1InDpfJytZZrzvxsTTSU3815a3xQnzodqQhn6dqnD14v26mwv6+/GifOhejHOpbydOXI2hNaNKnDnwUvGztzG76/jhqeP7UyPkb+wd5X2+ZeckoGdrfBS5u4ivGgfXjuG5n0WaIzjE+dDqVreB1dnWzxcCyd8LyklnQBfoahFcmqGxmgGsLaSolKpufvgJZWChJWTpy9e4e+jWwQj5/lPHN6WFn0X8FYrwXlx58FLs+XqcrvehYmnyw88i+qIm9MMJCLd62lZwvX5M1VKjImO5cw9OBF1id+f7KG5ex1ORF9iQEAXmnvkrtBUUJbtn8hbQcK93TP4C1Yd01UmORUVgqNUxol2QnuDAzMYGtScoUFCWFirQ9/jamXHzODuBsf/PVRISn6Wcsrg9vzGPken39Uxmjv4zstVds4QqtRfsfAsvBBMcymxhnO3qpX02s6FGRee3/ygrkHj+U7cr4TGb6aN32pspd6Feoz/YR6xaSdRqlLJUJqXqPNvRq2GhjOWYWkh4eQX2lWJwpSFKygtPIJp4RGce8d8cjUygqH7dqJSqxlWow7vZguZ2NWzH3POnabC8kX4OThQ38eP71rkrttZdtkPKLN9CX5x4jAPPhqHhVjMlSEjCXkVQ81Vy3CytubO8DEmRtLSdcgyzc+1qwXw9SedzdrPwcqKLd17a+brVq4iM5vrGt7LO3Zl0cWzjPprDwvbdqJDGcEQujZkFCuuXdKc/w9tOpo155tErlDSbfjPxCWm0rh2GbYt1S0n3f/tekyctYPmfRZQp3oA86cIX+KbFg9m/sojzFi8j2b1gvhxWi9NTG+rRhWwtbGiy9CfSExOx9/XxWDohsxayrIZvWk/6Ef+Wv0xcoWS75Yd4NLNpzjay/hxesErzXZrU51zVx/T4r2F9OpUi8E9G/LrVm0i+pmt45k0Zxd/X3mEzNqSTi2rMGZgC832NXMH8PPG0zrnbyERs/PnD+n+0S/ExiXTrF6QJtkvN3K73oVJ5CtBeSk8Sj8hy1RyYPZy23/Jza/WaS63z9wj7HY4MjtrPAPdqdLIPLm9/U/vMfbMbuQqpcl+OVU1Ft5fx44mCwEYENiFd05/kqvhrFapkSuMz2Npmbt55urlyJ8PTDuRNjTROs8cpTLiMrUrIEfbTqLG3q+4EPuIeq76q2xFlRR4PlpwSFVz7k199/w7XyROi1FnnkVkqV8VsSgp0TrOADtv3SU0KoaxzRvpSEjlJHuIhp20FJ0DtgOw63F7upbez5YH9Uu8V/o/Sj5bzt9g+k4h6Wzr6H5U9imc5KX/KBr+OnGHR09jGNqnMVJp8ctc5oU3GarxH/+RnbZibejIIdVWEz3zxqh6k7h/6aHBbda2Vux4tQYLE3+nWRJ0Cxt3pVtgFYI2zObMO6NwtpJxOTqc9w5v4EavT7GX6oabnY25ToCtN74yD8JTI3mUEk4z99p648dEJdKv8wKzzsUcObr54zdw5sANbOy1yfPrzk3T/Fxj71c6scsDzq7A3sKapfW0pavbHpmDg1TGH80KDT4g7AAAIABJREFUT4c+N1aHtkWhTteLV84rynh9o1vi9KOBnoVLifU4AwzZtJ0Vvd5GUrUSsw6fICQ6htV9jStGZBnGl6K1+oxeNg0RIcbfPnctz/+AKpMXcHuWfkz0fxQOvepX54cDp7G1svzPaP6HM37mNuZM6Y5EImbJ6mOMHlQyNJX/w3zq7ZnHhS4TCjxO470LEItEnOr0Se6dCxlzKnaq1WrSU3NPwJbZ5p6fkFcy0jKxkhUs3Aqgs817ZKYbT7JNT8mgo1Uftr5ciZOH8fyC1r7l6BYorHI5WlrzKj0VT5kdDT0DuN17AlU2z9PzOB+N0i8ZfTL6CgBfVtbKy2YZzf6l3Rg2ph1Tx2+k14DGVKjiy7kTIZw8chulUsWfZ74065zlmQq23fgOsYl495vx4VRzElRdgp39WfvojM52iUhMWHKMWfMVFhZiaxRK08mK5lAcRrIhSrThfOHpcySvxdqHNqxDq6W/muitfXC4WlXRa5dJXIvgCP/jP/LOua9Nx63/xz+Dq7fDNQla/d6u94aP5j/+yZzpPI6m+xa+kbk7HVrOgXaGc13+WHaIy0fvcO3UPdSq3Befc+o4A8Ql/YhSpZ/k5eb4hVnHF/EoksAqpTi++Sx7fzlE1JNoLGVW1GhZhcHfvofMLncpUqVCadJozs6MXj/ww3HjxUfKOWptARsLKQmZ6TqfDZHdOM6N4DqBfLuoP1JLCdbWUkoFuNG4RUUat6jI0LFt6dV2LrevP6NKcO6VLwdP6kKvGl/gV9ZT07Zwp+7L2Y24pxrDuby9JzmJSk/ExkjC9uWYZdhLfSnvqBuKcztuA46WgfjZ5i9EwkHqlyclDaOo5Sjj+qNWamXzLNxPFHzcXCjRhnP/2sEcCX1IBXc3hm3ZyaB6xrPN/WybE558DF+75lyLXczzlBPYSn1IUQiC5Mny8OI67BLLmtOXc+/0H//xf0KPTjU5ffEhZQPcmPjtdtYt+k+W699I96MrCUmIYnOLD6jq7M3g0+u5GhvOhuYDqeTkxd34l8gspLx16GeOdRyDu7Ud56OfMOzMBoIc3NneSj/G+Pqr5ww9s5EgBzc2Nh/EhegnVHLywl5qxcSLO5lb923m3TrC6tDzuFnbcbyj4fjmnPPsfXabzqUEx9DhFyEsvXuKR0kxVNouqOLc7a71ZHbxGYVCbjqWNzuGQhxCw32wtqxBeuY17GSdUCijSM+8gr/nX2aPu3LSOs7vvaLXHnbrKTuX7MfGQcau+N9NjpGzXHftttVp/0ErkmKTeBrynF0/HtBsu3nyDjHPX+Hm65JzGABepmrVTCo4eXAy4hENPP1Nzr8mbDcDA7ua7JPFnJ8Gan62d5TxKpt6iqOTDYtXD2XMoJVmhWp83Hke224ar3AoFomYf/cA/UoLBm4Xv5p8dX07jf6ayZSqXfgz/BoqtZqeAYalD2/FrcNTVlPPcL4TvwWlOp0+ZQ4Y3C83Gnt+yo4ngzkTNZ/GHvlXtVHEtCkWQzknJdpw/rx1M+RKJc8Tktg/fKDJvo2953IqYhwXoqbT1HsB9pYBxKRdR6FKZ+vDhqjU5j9A/l9ZfPCfWT3oP/55GIqnffSiLnKlfuUsJ7sBeDrnXrUsO89jBpOcZvih7eY4GRf74YiMyBTmdpxyRRiPIgx7UsQiG8r5PQBg1IDmyBVKIqMTi9xojoqfTlyScb1SkcgKL5d52Mk6IRaZp1+dkn6U6PiZZMgNyVWJKe11DEtpOQPbdHmVuJTktAOkZRp/sXa0fQ8vl9wVaDIVYTx+fe193FZiLxMKUjyPGURy2kGD+2T/nZgit3vG1cFwjGeW4Vtlx3fcfmcKvzbpB0DlHd9y+x3Bq/oyLYlb7wjG29dX9/EwKYYbbxsvyxzs4svFLhO4EhuOGqjnHkDfE6vZ2HwQl2KEJPf94Xc1Yxpjyd0TJufZ0Xoo5f+YqWMwA9w8e19jNNdvX50pq4ZhaSWlo/sI9kcvJz01g9iXCXwzaDlhd1+w6d5cHA2okIhElpTy2MfDFxXwdl0JQGrGaVLSj2IlraLX3xCGjObspCam0Vbc02gs9O6lBwi9/Ejz+fM1o2nzfjOdPh8vHkIX+/6kpwha6oMrjWXry5VY2eg/I3aG3WZBY8EIHlChFgOPbuazGi0ASJZnGD6G58fNNpyz4+3rrFdNsEIVX7P3t7CQ0DFQN3Ryf5g2hvrn+h9Qykb3BWFoUHNWPjjBl9f+AATjemzFvBVRylDGIRblP7zG1aocMgsX7sbv5EHiXwwMMvy3nRsiUdEV9zFFiTacJ+4+wMlHYSzv2Y1AnHLt39RbNyjfz64lfnYtqeth3pLSm+SHA6dZdeIidlaWnJ82itpTl5Au15Xf612/OlPfNi2LNfWPQ+y+ehe50vCLwoEJH1DKVXstq0zWT2Qw1DaoaW0mdmqm154fqkxewLmvR9Jx3m/EpaRp2m/PGseMnUfYfP6Gpm1un050CtbPmN528RZfbz+k117Ww5Xd4wbotWefO2sugAbTl5GUrv+wzB7nvfzoeZYcOotUIuHaN2MM7iOVSLgyc7TBWEOlSkX1LxaZnMPYsWbN+ee1e3y+eb/enENb1OXjNoaremUoFNT9eilKlenS6wWPaVcS8sz4smN88u8kpu6glPsmrC1rmhxJrU7nfrhpjeWYhFnEJMzCz309ttZ5iztOTNlKxKuxRreLxdoH9dGzIcxYuFcjE3ZgbdEk14Q88wNM/47U6gwiYkfj6vAIN8eJuY758tWnJKRsMtFDxeOXzXO9htlfPEyRkLKBxJQtlC/11Kz+AGkZF7GXdcr1/LP/Tgxh7j0Tm7gAX7dVRs/Xw1qYZ9iZjfzSuC8KlQrV68JK1Z211+F+YhR1XE17KPscX82i+kI+jkqtQiIS42xpg1ylZG2z9wE40uFjJl/ew66nN7jzjuHvqJoufgbbc2P9PEGibvfzH5EaUG+wtrHCt4wHP52cyqJx6+hTcaLBMA3RaxNCKtH+fdtYNSEiZhAu9oX79zCs2qf8fG2eXjzvgd+O6XzOaTRnsSdpnSYpMS05nTmDfuSrLbrezgpO7oQlxWk+N/MW7puspEHQl6IDmBM8jvDUSPxs9EMhchL+JBa/ACEcpF7jcvyySP97ylw2XBLUloyV3K7rql/Z9uMKbfiofCuORd4lyN6TQFv9Spbno+dzL14wrCPTrrImVN+R0Nz7G722vPBemR2sfdCZTFUyK+83xUJkTaB9M2wtPBBhPGa7jps2LEYkrYriZRAiSaCmuJrELX9GeF4o0Ybz3K4dAFCoVMw4eIztN25zbYJhaZOzLyfTyEt/SWP7o1Z0L3O0SI+zMEnOyKTK5AXYW1sxoWMzrC0teBgZy2+nLrP5/A0iE5NZOsBwrfaqUxaQpaEiEYvoVqsyLnY2XAl7wZUw4a03u9EMsH+C1pPWcd5vem1ZOMjyXhLbFGPX7aGClztv1azIz8cu8Cw2nuk7j7Dl/A2+69metEw5M3cdZeKmfTqGs1oNo37fyYl7jwEY2KQ2wf5eXHwUztE7D3kYFWtWguOOy7f5cpvwB9ihenn8XZ248PAZ155GMLyl4XhWuVJJtSkLUanVjGhVn3Kebuy/EcKxuw812wzNKxGLNe23wyPptXSD2dcp+5yVfTx4r1ENUjPkzN57HLlSyU9HzlHJx4PWlfXF62t9tQSAmT3a0b1OFZIzMuk07zdikwW5osJKAs0ymr1cfsDRto+mXaVO5sHzKqjVclSqJJ5Eds5V7SG7AeTtsgh7m7cRibRxh08iO5OeeRWA8Oh+lPMLRSwyr3KbUhmjMZp9XH/C3kb7d6RQviAy7kscbLXl4Gcu3sfxLUVb4vVZ1LtkGY3OdoPxcNb/sopP/p2o+K+xsW5qltEMaIxmmVV9/D22k5XroVS94sFzbeGj8Oh+Jn8nHk5fExU/HbFIhofzLBxte+lslyue8ShC0GdVoyAmYa7Zx5iecYkHz6sBKmRW9XG2G6TzO0lI2URk3Od4OH9nchxz7xm1Ot3gPXMp5ikBdi6aQhOVnLy4FRdhdL5var1Fl8M/835QXW68ekEbH/0X+2cpcbhY2fD+ybXsbzcCgCUNejLy78383Ej4G7kQ/YQJVVtha2Hcs7cq9G+deVY/OE8NVz++uXaAHoGCNriFWEyqIpNEeTpeMkHO78F14QXGkNGcmSHHMptm9NgF/Tmw7jS/ztjO4Km6er8qtfCscLIbQnj0u3i5LCY5bR9Si7wVyxg0ow/9vtRP7L9x4g7jWwohC2G3nzGxzXTmH9ONT454FGn2PIFVShF2W/Don9x2Tm/7gc76YTWP+03m83P7eJ6SQG13P8ZVb6rXZ9H99Xpti2tNMngM82fsYsEqoUBNj36N+GXRIb76ZANTvnuXlOR0Rg/8xezzuXT8Lqtm7SEsJIL9YQv44v3lfLt2RK77SURi2ngZXxGo7z6e+u7jWfugOW7WlWnr80O2fS0RiQquILTqfnOdzwp1Og8Sczd6sxvOYsfZiB1nF/hY8kqJlqNLk8v5bM9fhEbHsrL32/g5Gc+UPftyMmKRlAaewhvaxahveZS4k1a+K3CXmfZy/RPI8jgDVCvlxaaRfXW2q9WCYQyGDZ5Bv2zl4qNwHGTWLB/0NsH+edeszumNLSoMzZPVdmHaKGythC+Stxf+TmhkrE6/Wl8t0RTCMXSca05fZs7ek7jZ23JiynCjcwPUL1uKX4e+q9cnJ1keZxCM4Bvf6nsss8Y9PmU47vbGDbnIhGRaff+L0eM3NKZELGbth730fqfZzyXnWCuOXWDRwTMMaV6XTzs00dm25NBZlh89z4hW9RndNn/JHzk9kWV8LiKVGF6CzN7XxroppdwN67o+iexEeuY1AMr7PUIkMvyyFvayDRlyQRRfJLKivN9js4/TQuJJWZ+rRvtn59jZEG7df0GlIOG6t2lS+AUfso4vL8eV21hZmDKIX8QMIylN8EqWct+CjXUTo33zOrepebOHamRR2vsUlnk0xLIoinumKPnqyl5m1jJPD7wg9CjzCalJ6Xpe5I7uI5i981OqNy6v1+7kZs/Gu3N12tMzr2BtKeQWPXpRHaVKUGcI8nuq8UYbIrsc3dBZ/ej9ueFKpiAYzMOqaV9Qc4ZsZB/L0PbsXDxwjSmdvjWrb1Hwx7q/KVvBixp1tZ7grz7ZwIUzoTr93ulTnxHjO+Q6XtfyE9l9fy4dA8exP2wBbwWNz1XXOS+cifyWJPkLOvgtzb1zHll5X/8FxBxyStipUn4DtXaVQGxXtM4MKOEe5/oLltO3djBLuude5auh5zdsediA+p7TyFQm8ihxJ46WQSXCaM7JGAPGjEgkeJGVKjW3n0dSxVd3yejiIyH58Zt32+XLaC5u7KwMe1lss7UHeboRGhmrsz3LaG5Q1vBS6YDGtZmz9yQxSSkm53exs2F+37x/gb3X0HBhkEA3Z8Ji4rjx7KVB729BeK9hsMHfadachrjyRFhhaFFRfymvecUyLD96nlvh5ntycsOY0Qwgs6pHWoYg55SafsZovywDCDBqAAF4OE3jWbTg+VSrDcckGsPb1Xx5owWrBL3tQ6eECphFYThnYU6scV6QWpjO2HdxGKkxnNMyrxTYcM4/4nwbzVA890xhkKlSciX2GYPLNSiW+eydbElNMiwH9vhOuJ7hDJCcoF86PMtoBijtfZ60jHNYWPibNJpz8vaYTia3B1bJXV3CXMrXNh2yU1BCksKoYB9odHuP/vphc19+35NuzWdpVE1sbK348NPcjWbQlwd0fl0gqLCo5jKgwGWxjTG43PECj6FO24kqSfsihNixWAxn44EkJYAbn41mcmvz4mpFIgm9gs6z5UF9dj5uS6+g83Tw31jER1g0NCoXYLB91OtY1hXH9DUlsyhso62oqF0699g9L0ch5jArXvtVsvbBvnSg4XCV7CHGaZnG5YvWfdgbZ1vzkqyyM+mtFgbbW72+7o+jXuV5zILOaYgnMYIUUGl3/czygNfhOi8TkvS25QcrqX6Vz+yUcs/u9TEcy6pSJ2t+9nbRjwfPjo11E5zs+ms+K5TRuR9k1r5Wjc3uu3vVSL7+5C0mftiOiR/mLbkmr5h6ocgPgZ6m4yqzx5qnZhR8bqt8ll8O9Mp/vGJe75ns5OWeKQwsxRIauAdS2r54ZFFb9BBUFNKS9Y3nFV9tM7iPvZPpkCeRSIaNdcs8v+gUhoazuTiaaViuCblE0IbZlF4/i4U3tB7O+/HRPEiI1et/K+EBn11fQERaDJ9d/4GrcffMPiYraykHzk/lr4tf89fFr9lxfBK5yG5ryFlye+leXc3xbU8vokY/qOBUVAi19n3NOycWo1Qbzx9wkJbC3bqq0e0FQSyS5OtfdpSJX2Dh9QBEMiy8HiC2NxweU+jHXiyzvCGi0i7r/ItJu0ZH/62IEBOddlXT/m+hfhnhzfzKE92l0MhE4QvE3D/GfwKmwhmyEL/W8Fa9jjY6dT9Ms81aatzjUa2UFwCns/XPSYBb7smmeUH6uqqlIpdEvKKY0xCNywsvX/tv6Csq7LsutDWroO+Nzg+Otu+Z3J493hQwqLwRl7RK87ODbU+97TmxtW6j+Tkx9Y9c+wM68dfm0HvUSmpWLUXTekE0rReUp33NxdY6yzGgJjS8rEG93PwgFpvvmVIojcfzmotEop+AZA5W0sr5njOv90x2zL1nSirvfy4oQHw3dKVOe9ehLVEpVfSvPokN8/Zyes8VugcKoWfdhrfSGychZZ1em1otJyX9cKEer6mCJYXJpehwKm6ay7RLhwwalC9SE2n75wq99q9vLWNO8DhaeNRhTvCnfHNHv09RkFVye3/YArZe/xYHF93vzW9u7qbRAd28iJDECEZfXIdKreJxcjS19+Uue/dPRWQhrMSJpEKVRpHIpljmLdGhGrlxP96wR9nHtqnONg+ZfmnMkojMUjBAUtJ1K0BleWLtrQs3ga8okVrk/Z3OkPqFIWwtBQ9HQlrBKxeVVL7s2oqNf1/n293HqOzjQY0AIQa155L13HkRBcD4jvmLQcuJtVWNPPVPSz+LNIehk5S6S/OzuUoOWcgVj3LvBNhY5S2e28XRJteKbAXFz32T5nxV6jQePBe89zKruvi5bzA78bFA5CENJiX9KCnpx8iUP0ChjESlTkepeoVKlViEB2iY4rhn+nyzjvvh0VxZXnh5HxN//pO5H+YeflgQJBZiLK2ljPhON5nzo1m92b3yGLER8aydvUdnW+9P9MMHklJ34GjbX6dNJJIS+WoMZXzuFNrxJsQUz/3T8+BaAB68NwmJSKSjpgHQwsewNz3YqTyZKjmWYikZqkxqOOknhAJkZiqYNn4T9++8ICkxzWCfLMzRcf5jxTF6DNeqwBzccp52verr9JlYuaPO596nlgFwrfNMMlUK6u2fzrrHZ+lfOn/5LG8SicuG1///hjKmPVhUQGJd9DkC/2rDuYl37rqh/yay4ll9XXS9SQFuzgAk/ssNxbIe5i1zPowSltoMhSn8P3Fk0lBaf7+Sfst1k/FEIrgwzbA6TX6wEOetdLjcgIdTrjBfxiwnKpV+bKYhJHmsHvo8Mp6uQ5ZpPu9eVTQVHyuUesHLV+NJSNG+7KdlXCQ0XPC2lPL4Axsrw5KDxUF2JZN/EsVxz2z6sj/fbyo5qkzZ2fVsicH2/dHLWfr5Rm6cuU9CTDJt+zZkyNfdDfY1hEqVhJrCrYuQvaphalIaNvZ5D6Mzl55lqyPJ4wvx1Coj+ObOCs7H3qSxWw2+qvKhwX5dGmvjcZ1cbLG0KpgJtnbBAR3D+adp2/UM586+2rybDKUQnjirpuCYsBQL829+cv6NGs4Pkw5xPOIb1AZC9dysyvOW/zIsDOnyazzMIiRu5hfdKSgl2nCeefAYX7UTbprUTDlrL18j2MeLBgGGkwkylPFcj11MhjIeH5vG+Nm1xkpSuEvyxUFaplzjXc7OurNCIky3mrrLmzYG+v4baRikTQg8cOM+HarrJ7gARL9ODKwdaL7Q/L+RI7cfArBmeC/qlC66a5H3L9GcX1oqjewVgKtD3ipNWVmajrHOL7tXjUStBlUxhN94uczHy2U+MQnzSUhZjyJbidlnUT0Qi2SU83tY5Mehi5qQZ7r3jaW0PK4Oo7GxaoaFxF3T/iSyA+mZN3IOUIQU3j1z7cFzJq74E4VSxYYv+tFz+u+cXDjK6GrDtDUHaVGjLJN+2Uu/NrUY/bbxxMrQ5zF8tPAPktMyaFEjiO+HColyJ2884rMVf9KvTS1GvNUQqYWEXw9c4LcDF/FxdWDzV+9rxvjtwEVO33rMo4hYjs0XSmtHxSfTe+ZafN0cWTfZdKiUIUbN7mt0W3T8F8Qn/6Y9h3B9b76P6296bcaY2fsHvtpsPKHr2MbTOp+7OQ7QqGEUhSiYtQGdZnP4srK+SpMhDlz4utDCJn1Lu+t89vTTdwZZSbTf/59f3QJAR5/q2u1iC56nFkL563xwOnIO9xL2mOwTk3Gf1aFtCLBrQlsf41USi5MSbTjvuHmHu5HRLO/ZjSl7D/IiMYllp89zfaJhb9mfT7qiUAnLIy9STnEtdhE9ypwszkMuFI7eeUjnGvrJNtdexzY3rRBodN9Lj58X2EhSqlRIxP/s8PiN564ZNJxVJVd9sdD5/s/jAEVqNAOo1aaXJHMi0StoIUYkskStFkKQ3BzzX6K1MAl9HMWwz9ehUAqG8+k/JuSyR8FxcxyPm+MnPI8ZolNJT6VOIy5pJc72+jq0RUVc8mqdz/ayTvi4rTTcudgp3HsmNjGV2cM6M2z+VkZ1a8zl++HUrWDYQXP61mPO3A5j7oddGLt0p0nDefgPW5n6flukFhI2HtV67b9Zf1izv521FR90qMvZ22FMH9ieNQcvce9ZFBVLCSs5F0Oe0bpmEG1ra593H8zZzLgezTh75wlnb4fRqEpggc4/O872o7GUViI2YRZKlb5qj6VFELay9ibHsLa10lTxO7n1b1QbVHqFTbJY8KF+xcwfhi/n0xUjWDVZXz/ZFHGRuecInI80vlIRk25YjWlH+BHe8dMWHzsUeY62noYVUgozuqt9r/r8Pn8//ca2Z8tPh2n9Th29PgmZqTha2hCTkcSpqPt62+VqVZ497IWBSq3M1WjOzpPk0yjU6ViYUMcpLv7Z1k8uKFVqNrzfi3d+Xc/BkAdsfL8XZ8YYfus7HD6YJt7z6R10UfOvifd8DocXbancouCzzfuJiNdVPJi+84jGKKzg7a63z6qhgrj8wBVbaDB9mV7VwYj4JLZdvGly3jZVhASoXj+aX6CjuFnQT4gNvPT4Ob+d0k38lCuVVP9iIQDfvlu0Kgglgaz75VZ4ZF7CWPNMpjw0907ZkFoE6rXlVlHwTTDqq00c3/Ipp/+YwMo5/XPfodCQ4Ou2mgqlXuDioHUSRMVP5WmUcT3cwiYqTlvNztG2r0mjWaUyLf9YFBT2PdO2dnlsrS3p26om955GGe2XIVdwaM5wmlYrTcd6ptVEgnzdOH/3Kc52Niwdow2HODhbu//208JzeeX4XrSqGcSaz/tw5Iq2xHh8Shrvta5Fn5baXAJHO2u6NqrC90M7MfrHHfk9ZYNYSLxwtO1PGZ/byKwaUs7vhc6/AK/cnVFLL+gWrWgv7c37ZUexefZOjqw7ye5lfzGp/UzainvqKH+0HSAUzdi/8ghtxT3ZPGcXOblxwnhs9fR3TYdvOlhacz8hht/uXdTblqFUUPePxQTYOettW/9kn87nFQ8N60NPm9+HjvVnMH/6LmKiCh633XVQU+q3qcLK73ZTrX4QPT/Srxw88YoQitfl2EKUahVTqnbR2a5Sq/CWFf/K+6+hLTQ/t/b5hqHlTxn5dxJ7qSC3ujq0bbEfpyFKtMe5a9WKfH/kJM42MhLS0zly/yHWUimtyulrNSZmhuEpq6vT5imry5nMJ8V1uIVG15qVaDPb8JfUpemGve0NyvrzZbdWfLPrKEnpGdSeaji+7d261YzOu6h/F6pMXsC9iGi9sttT325N7/rVjexZfLSrWo7bs8ZRZfIC5u07ybx9+g/xvg2Debu28apJxU3/5ZuJiE8iMjFJx4CtMnkBErEIDwc7vBztWTeid6HO+8277fhy20F6G6lUGOjmzN7xgwo8T3LaAextuprd31DJYye790nLOP96vEPYyd78A7RqeWGJeuK32ylX2p2KZb2K/RjcHacgs6zL85iBABo97OLESloRLxfTRRcyzUy2K0yK4p6xel1pz9R7prujNmEzNz/eL58KsaZ3n0ZS+6MFXP5JN8lQBKhex/fWHbmI3yf1wd9D13DLPl92Lt0XtPt/HmeeoohSkXvIkSRH0rab4xSzxs6JfyVffIK8ePFAG3L08nEUK014kGft/4I67Wvw8nEUN19rp2dnwcmZjGv2FeNbfs3uxLXI7HQ9k2G3nnL7jFYmrnJD/RXJ6z3H8fv9y3x98SAzLgvKIItunmbRTSFcxFpiwfFu+pX5fGW6eRweVobzJR7ci0ClUnPwz2sc/POawT5ZmJMcCFAh2J8KwYbrFvQv3Yh1j89SY+9XmrZeAfqVb1t75V+9Jj9EpAqrKzKJCz1Lr8dSb5UxOyJ6l97Chkdvk6qI5XnqRXxt6proX/SUaMN5Zsc2Op9TMjNJNKKs0NrvF67GzKemm7Bkp1SnczX6B1r7/VOWFs1nVq8OjGnXmAkb93LreSQO1lb0qFuNT9qb1qDt2yCYvg2CeRwdxw8HTnH1yQtSMjIJdHOmW63KRvWhs3N71jjm7D3Jnqt3SM2U4yCzpnagL43N2Lc4uT1rHMfuPmTRX2d4HBNHGXcXgv29+bJrKyyMLAm+Ka4+MV5JTalSExGfpLfCUBAUShUzdh7hj0u3cLWz4e1albF6Ld+XLlcQm5zKrit3CIuJY+CKLawZ3iuXEU2TmLoTb9dlRrdnFdowhYP76+CcAAAgAElEQVRNdyJihZfCF7FDKe/35l94f5gqVJWc+4X5iVNFwZt+iZBamCNbWPwhUkV9z6hUapLSMkhMSScsMg4fF3ssTchgGmL88j30aFqNTIVSU9LbGNaWFiiVaj6Yu5nm1U1rJSenZfI0Kg5rSynPouKoU15fFz82Ip7+1fOme5uz0qC1Zf4VqdbcX8K986GMbpi78T18zvvUaS941H84MYPNc3axcpIghRdUszTDZvenarYCRF0d3kckElG1SUUsraVcP34bhVyba+Ho7sDsg1MNzjWgfG0GlK/NmpBLHHn+AJVaTXOfMjTzLkMFJ/3VXICFtT6jy6nRms87mxjWDV/3ywmcXGzp2rMerTtVR2ZTMA3r32b/ydUz9/ErozXcP1uoXf2aULkjtVwC2BV+lSFlm1HdWTe8aMczYVV2dIXifYZciPkJgB6Ba3IxmrX0CFjD2odvcSnmF3z936zhXKJLbu+7e58Ju/Yjk2qD3y+P12a2b35g3sXtHaS/LPNPI3vJ7aIuef0feedAxGV2hJ8hNOkFLTyrM7WKNiEnNOkFyx/sZX7NYUV+HM2OTASgiXsVvqs+yGCfrNWCd+tWY3r3Ngb7ZO+Xn/stp/yXv8dOZFb6no6cfW2tW+Hnrq8NC/A0sgtpmcKD3s1xIq4OBf87yD63n/t6g97ufzrpmVd5EqmVYDJW0trcstc5+1talKW09ymj20UiKUE+N41qQ4e9bEmGXKsXnpeS2+YcpymK4p75t9DRXd9zmhs5DWelMhrJ6yRQtVpOctpuxGIHbK3zZojNHriEw2v1VwcrNSjPwlMzjcY/5yRnSW1jHFRsQSQu/rje9nWnm+1JNoeskttFxZpQ4W+xnMNbNPLM3+qCIX4LbYVSLdcrn50bK+83RSKS8kG510o2ajnKuP6osyVLW7ifKLTjNEaJ9jh/tvsAdyaNNbq9JBjE/1H4yFVKzsXepal70VQ8MsR3dzbxddV+tPbU1ywuZ+9TLEYzwMnWczkfG8Ku53/n2vfzt5oXwxEJPI16GzfHz3B1+ETTplKn8OC57hKhMaMZwN9zj8ZYi0mYS1zSrzjbD8PVYTRZi+JqFKSkHSY142/iklYitQigjPfZwj+hYiLkmQ821k3wcJpusAJjfPJvRGaLNc5+fYseCaBErZYT+rwyFUqF62xNSNlMTMJsHQWQ4iYv90xMwlwy5PdK/D1jDssmbQKgasNyTFv7EbaO+Ssc8SgimHJ+wsvNg+cBwsuTWoGH83zsbQxXbzXE52tG8/ma0bl3zIW6HWrQdVQHdi89YLTPhqfL34jRDDBtXh8Gd1/CkNFtaNyy4Go/k5cO5NqZ+9QwUCK9MBhY7ixqVJyMmMqa0EaIRVJa+8zFx8awE8Rc7KW+xGeGoUaFyMxUuyypOnup1gGgiGlTLIZyTkq04VzV2/NNH8J//AO5lRD2Ruat61I0D6+iQq5QQjFIFdrJ2pGcdpCYhDmkpJ/E0iIQsUhGQspm1Gpt2XMLSe4xwi72I3mVJIR9KFWxxCR8z6ukZVhJK6FSJZGpCNUZ899Aavppwl62xkpaBZlVbcRie9RqOWkZ53Qk3iwtyuDqYNyRUNg42L5DYkpWeWYVYS9bvvboikhOO6hTfc/bdSkRsaOK7diy8/94z+TGnQuCdOGUVcPybTRnRyhvLsbPbQty5TMSUzblyXAuTEYvGcLfuy4SHa5fGrvvlO64+xVPWXNDiMUiYqISmfHZFlzd7fEt5WJUy/nbxbknHP/9100ObbuAb2l3TajPL0cnF+oxixDT3PsbPOK3ciF6AYeef0IN12GUc+iMjUXeNPqzsJd6E58ZRmTaTbxkwbnvALxME551DtJsKlCq6HzNX1BKtOH8NC6eRot0pWrOjtUKj/+bQjVKKqFJLxhz5SfK2fswoUIP+p+bq/GK/vniPDOrDdD0bXZkIidbC8tOG54cZ33YUVKVGQQ7lWFhrQ91+n1YthP2UhlL7u+mgoMfP9YeybnYe8y+u5XYDN1s5awxAVY+PMDGpyeo6VyWeTW00l1PU6I4FX1bZ8zxFbpT2s60MffhxcWEJAklot86KSzB/VTnY6o4BpAgT6HLyWkAVHMKZGltXcNhQcgOLr0K5VVmEs3dqzGpsm4s8bRb6zgVfQsfmSuzgwfjI3PVuTYikYjPKr5LMw/jCZ2m6Lbwd45P0VehyVAoaDhdiEEb1abghTV83VYTHt2flPSjpGWcIy3jnF6fQK9DWElzT9h0d/oSW+sWPIvWXiuVKlGTBJYTiVg/A76kkiG/TYb8tsFtttYt8HMvXrUbb5fFpGVcQq4IAyBDHsKLWP3l/yDf20jEzm/McP5/vmeM8eSe4CV2dje/9LohpBZCUlpEzGB83H7HyrI6VlTn5auiKQZkLhueakNK1Gp1rvHjxcXUT7VFjGKjk4iNLljuyqfz+vLpPOOa24VJJaeeVHLqyauMUPY8HcS12F8AaOI1lbL2+lUlTdHY41M2Pe7Jn88+prnXFMo5dMx1n73PhBWJpl6fa9okTotRZ55FZFm8xVtKtOGc3UgGOP7gsc7n7Abxy9RzpCmiKe2glWJ5krQfawu3oj3I/3OGXFigMVyz4m/NwU/myt7mMwDY9PQEA8/PZ019rRbr1menWF53NIdafkfMa0O5gWtFdjT5ipm3N9LCo5peqMZn11ZRzt6XIy1nEZIUTqujkzja6nujY7pZ5f6l8nPdMZpzO9xylqYSE4Cj1JaTrecSmvSChfd1JaGW3N9NoK0n4yq8AwgvGFmcibnD5Ou/saT2R0yr2h+VWq1TbCH7tcn+smEu+8Z/wJBV24iIT9JTR8lOwyB/RrY2rEWaFxTKSPzc16FWy4mM+4z0zBtkyO8jtfDG2W4YzvZ5C2OxsW5ChVIvSM+8Tkr6cRJTtyOXP0YstsXSIgg7m47ILOshs9LXNM1JQWNoi5oKpV6QIb9LfPJaUjPOoFBGolanIRLJsLQIwtG2J052A80eK69z50YZ77MolC9JSt1FXPJq5IpnWEjcsZN1wsNpGiKRdkXDnPEsLQKL5Hdizj3jbD8c0euvxN5/Cy8AmxsuNzVsicUvyIuwu88LPE5WdcbUjNP4um953aoqnlLwZvJPMZrBfKUMcxnYeIZe25ozhpMeC8q5qLmEJOxAZuFKrzJ7kElcUKjT2fywE6nySKq5mPccArCTemEhskahTufEy++49up3OvotxM5CP4rgxqsNmmRCGwtXZBJtkRdV2k7hh1St00Di9GM+z9B8SrThnJNPdu7l2gTDcmxnXn6mV+wkwL4j2x425d2yeQtQ/w/z2BF+lk7eWq//u6Wasu2Zedc6uxe1j39zloX+qbM9QyXHy1rwDJlj4P7x7AznYu8xp8YQACrY+6FQ61a0y+uYBaGVZzBjrvzE45SXfFqhO+XstXFbX934HbFIRLCTIKuYs0JZ9mvjZuWAUq1CIjJfKSTAzYnDnw8lIj6J2XtPcOHRM1IyMnG1taFBkD8VvN0Y2CT/2fI5ySpCcSE6gvoexg31vGJtGYy1ZbAmPGH/03t09NXXzd3z5A5dAgomtzTn2jE+q1H0iYNpr0Ygc9E11qyklfB0/q7QxzWGWp2GWvWKlOh22HsZ9nAnRdbD3lOQvrOQeOFs/yHO9obLDOcHtTqN9PjPkDkbls00bxAFiHS/4nLeM8bY3HC5xnj+NzLoi25M67+M5PhU7JzyH6rhYNOL0HAfvF2199arxMXY2xRMiec/zCO7kZySmMbBrYUrR3ktdhX3E3eSpoiljH17BpbTjf23EFnTL+goax80y5PhDDCo3CFW3W+OGhUJmeFsevSuyf6WYlveK7NTpy3LSFbLryOSmhfyURiUWMP5wtNwBm/czpIeb2na5ErjOpQestrci19HRaesuCE1IfEb8ZDVKuIj1efm83pU883bDf5phyZ82sF4BSpDRCb+hIN1M2SWVV7PWwdbqzoEuMxGInYkMnE5EQkLqOZ7AYnYUadPGbflms9KVZJOH3OJy0zWMUDNNUZVajUtjn5GG6+aBNh44GmtL87uJ8vbSsHLdKHC1Xd3NmvaOnjreiTzOmZBqOIYwKEWs/g79g4tj36Or40b6xoIHnmFWomrkWuV/dpUcwwkTZmZ72PwdrJnYb+3cu9YCLxISWTg0Y3c66NdZptz7Ri/3rvAsEoNGB/cHJVaTeOdS5CIxZzu9jH1ti/iQnfBwAneOp/rPcez4u45Ft88xaY271PVxQu5SknNbQsYV70pPjaG78/w5HgqbprN/EZd6exfCYVKRaOdS6js7Mnqln2ot30R0+q049OzuzV9vriwn11ht0hVyBlYvg4yC8FzevZlGGlKOc29yzL3+jF+v3+ZvzoPw9/OmX1P7/Lp2d142ThwvOtHZCgVtNqznIjURAaWr8PXdUpG0R2RSIZI8mbL0YtEMkTighVlyEhegJW9+atc/0/Ub18dC6mEnuU+pftHbRg2w7TRYgxPl4V4uizUaXMp1gTVkodCruSv3VdZ/L0gw1mukjc//q4Nmbt7MxxHJxt8SumXzzaFrYOM32b/yTtDCi/p+3nq39Rx+5gy9qYrQQbYtcjX+EPKn0ChSmfbk/dJlhtPIm7h9SVBDvrHoM68gCp5PmLZeygTv0Utv4aFl351xMKmxBrO9fz9OPjRB/g42Gva+tYyXoCjqfcCDjzty/UYrb6ig2VpOvpvMbpPXrn2rDw1Sgm/tLDYMQS4/MCLhNlEJ62mkvdhrCz0tY5vPq9FNd8rAMSn/YVSlUhs8lZ8nCbwOOYjqvlefm3gLsTGsirlPbfpjaFWZ/IiYQ6+Tl9y7Vk5apQK5WH0BwS6Libz9VLaw+hBVPO9RLo8lOvhwdTyD0OhekWNUiFceRpILf8wnT4KVSxPYsdTzfcSgKZPXmjoVokZtzYwtKwQ/3Q2RlvRydbCish0/XKtAL8++os+/s0ZWU4w6p6nxeRpXiuxlEyVbmXETt512Pz0BJ9VehcLkSRP4xUVYpGIxm5VONZqNu2Oa5URKjmU4m7iM4P75Lw2C0IKtypYUeFj68Cypj102vY9vatjSG98cJWdHQbjKTOu6+ltY8+tXhOptW0BV94dR5s/f+ZWrwm8SEnkeqzhJf7YjFTu9fmc8pu+x8VKxpDjW7jT+zOUahU7Ht8C4ErMc02fzv6VsJVacqvXRFbcPcfwSg2Yc+0Y9+KjiExL5p3SVam8eQ6LG7/D5Jqtqb99Eee7j9WMoVKr+TsyjN/vX+bM2x9rxshJ0stgZE6zAUsyU37DxnWt0B5ZB5njHBQZJxFJPLCyG0lKTE8s7QaTmfwzysxrOPiEAZAa2w8L61aAGEtboQpqcmRDrOzHocg4gdSmJxZWLXTGTX01CAefp6jk90iJeRtrp1nI0/Zjafuepm9O1MooUl8NwNJuJJkpazTtWXOJxE6kvhqud1xiizKoVUlIZUYK4KgVZCQvRCytTNqrkZr9DXZVxZMS0xVrhy915kqJ7oBanYG141TNXEr5bZTyuyhfx4RLzIifzw2lWsl750bRL6A7u57/xfSqE/CTCRXN3js3kv4B73IvKZQPy7yPrYWNyXZDbHi6g5vxd2noVocd4fuZWmUcpW2FGOLef4+gX0B3/np5nI+DPqCSQzkA+p37GFcrJ9p5tUCpUtLNV9+4mDHgJ702kVhEp4HN2L3yGNt/Osz2nw7j4GJHULA/VtbGE4an/v6R+Rfs/5gup0azp6n+asmrmGT6djRdLGjN8mNcvfDIrLCOYa1maX6OeRn/P/bOOzyqoovD77Ykm94bCRAgEIr03pEuRXrvoiBFBSmKoFgQUEQEsVAURHoXkN47CNKkhh4S0nvd9v1x2d1s9u5mAwnt430eHnbvnTszW7L3zJlzfofhUzsXfLJWaBdsW52Lxv7mISO2Ipc60CvEWGkxS5OMBAn2svwdbZrEIcj9hN9wmfJNdFk7H3seBeGFNZwBE6MZYHLLplbbtym+kvDkdWRp4gl0bIinQ+FWj9N7ZHU6FR6OnYhKnkVy5j4qBh7henR3KgbmX4oUINjzc65Hd8PTSfACxKevoVKx48SlrUCtTUAuNV2JSiR2xKYuJdD9Y7ydBf3g0j6/o8MYipCRI5RtdVCEIpXYA+BoJ8QA65/nbpOSdcDwPHebghDmGmRi9F5IMsagl3IO4FqKEGOnQ8fyO/sN53wd3Dmay8iedXVDgcYt5ujFibirJtJwIc7+NPSpyNzrmxlbTihYcST2Pxr6PJsKgodiLpqEXGTl8hz3Kt6Ezy79ydWU+4S5CoL1aepMnOVKk/cmXZ3Fi0yomw/vH93EDw2EMtGdQ16j+rrZrGk5gMpeAWbtVVoN7x/dzPtHhTK7Gp2WyPRkQDDMLRnO5dwEnVmlTEGqKocsjbCokkmkXE+OMWsDcDb2ARqdjtMx9w1G75ADqznWSUhQydKoCfMQMspDHxVF0PchlUhIVeUQ4uJJjlZj0kdudNpE5A7ColIwfgWU7j8gt2+A3OF10uO6YO88Aidv4cYiU1QmLdqYsKnOOY6jl2m1Na0mGoVjDxSO3UmP7YDcp6lJvzKF4GDISv0WJEoUys4olJ1Ji2mCs6+4tFN2+mIcPZcgkfmjcGhFakxjk7EApPJQq/MSRSLH3mUcAJlYr1yXk74QR89lSOUlTMYCcPRchFRuLAoiU1REInUvFINZz66HB+ldvBMdA1tRz6sGc2/8xpeVBI92ZfcKvBHwOm8EvG5yjaXjlvBX+tIxsBUVXcuy5v4WJoaN5GpqOO0DW9IxsBVNfOrx9ZW5zKwsLLTVOjWzqnyGndSysXt8+3mbxk5JSOPsfsvlql/x5Mz81Hgve2t0CxbP22PWpnrtUvx7yrZKmyXLGX8nqzcuxxt9nm6SXFHgICvIznYeE1b3dO6JL7ThnJfG8xZyaLT1RKMybo+3JWULpX1+R6vL4H7CZEp4zeZm7CAqBR5DIfPDTm771qdSUR4HRVlc7Oug06nIUoVzIUKI39HpVAS4mW+FVQm+yrl7ZahWPHeCpLG2jVpj9O7qDfy8/+duo9YkiF5TECRIWFDrfdocmEyoSzHeL9uJH64LMUqOMntGhran+f6PeM0thMGljIL5HYvV5WT8NZrv/xgfezeW1Blr4pHNj74lmjHx/G+8vu8janqGGuKav648iHX3j9DmwGRcFY4MCGle4NdUELoe+YrY7GTD88Z7x9OzeBNGhrZHpdPQ5ciXJOWk46pwZG51oyenmV8VmvlVYdKFJZyIu0qwkw8/1hCy1HO/N92DGzI4xLTQQO4ETP3jgiYPPi0WNhFKAVdc8y3/9RiPo1zB1V4T2XL3MpW9AnBSCFW17qclkarKRiGVMaFqM4ZXMBqOAY6CVyIuK93iOA5yU6PCUS70q9FpCX1k7OZt8yA9CZlEYpgjwLFOo2m0eT6H3xyJo9yOy4nRBDm5cSMpVrSPN0tWJF2VY9JHblwDbpEW2wqt6iqOnksMxrPc3lgBVKeJAkCVsZLs1B/QamJM+pDbNxbpWU1KpHkJXn2/egNTnbUbO2djXLJWfdvsGkOPWXtxcH0kcyXJXcrYdCydNg6J1NvCvMTQkRHfD82jIiXWUGVsJDvV6MXTjwWYGM1FxaYHO/i15jcA+Nh7cT31JheSLlPZvQIyiYz+J0fzUdgoKrqVM1xj6bglOhcT1AVKO5fkbKLguFh/fxsXkq+wNXK36DXWjObnlcWTlnNo3Qnqtq/B2zP7I1c8H7uABeXbq0twUdieCHnu9G3e+aAVXfsKv2FihnPL9lVY/KP5cTE++XkQANfO3aVc1cKv3rv0Rn38lNVoEzTf5Pif4U3wsC9Du+DFhT5mQZB5rUQdUwepsjPazA2gUyFXFr0M4gtrODeat9DsWHRq2jOYiRFHu0rcjnuX9EfaqlKJExmq/7CTB5GlEo+7kUqEbekctenWvOSROL9EoiDQ/SP8Xa3L+9yLH08Jr9moNfHIZeY6la7KpgBkqcJRaaIBSM06hqtDE8Pz3G1cHBoangOGNgUlzDWIHU2/AgR1jNz0KN6YHsWNN9jcBt60yqaJBrnP2WIIzqwyRPR4t+CGdAs2jxUv7uTLwtqPr4ErNqf1DSdbbN/cr6posZTc5K38dzf9Etsif2Za5fniF1iYx/PAF2d2s/zGWRRSGa529hzrNJpmW34mISuDTa0HAbD25nk++2cnNX2C6VCiAiub96PSmlmMr9qU6t5CyWBXOwfKrppBi2Jl+alRF/Z0GE6lNd8yvmozfB1sK916vvuH1NrwA2Huvix7vTcz/t1ncj5dlcMn1VuQrVGTkJ3B5jvGBLntbwxl2tm9nO/+IbMvHOT9o5vY1vYt0XEGH1jNnvbDicpIYfOd/0wMfgAkcpx9dgGQElnSapiCKnMTzn4n0Kgukh7bzmI7AInUDRf/i1bbACiUb6DKWIeDq7AolcrMjW09codm6DTRSGR+Jl4dW8eyRFrM6zj7CrtNYsa+6XzfxM75HSQ2ysVJJE+uT5ybQKU/2doc7KXGMsn+SmHXYXw5YeG77M464nOSaOxTx+pxS8RlJ1DcUXCy6A1iPwcfvivZnSDHQGuXWiRvtb/ngVUzBAfKhjnb2DBnG7s0a54r9Qtbea9sH5Pvg55tkZZ3l/VGsyU8vGz7HQO4ePImS77dRvt+DVjw5Wb6ftCa6o3yX6A9KY5yH+Kziz6WOD8k8vLIfU+CLgepS8HKxz8JL6zhfFjEs1x3zrP/gcjRPKSMjxADWCX4ElFJs7gTN4owf6GS0YWIaqi18ZyPqEAp78WU9VvDufvlKeY+AYVc/IdRLnXj3/ulkEvdqRh4DKmJxwfU2ngc7avh6dSZCxGVqRx0wayP0j6/cfFBTRztqlI5SIipVsh8OXe/rOF57jalfRYZnmu0KYY2r3h2lHCqxIhQy0bz88ynNVryaQ1T7/j+Dqbxkt1LV6F7aWNmtL+jC5d6CNv4A8sKiZx9ylSjT5lqhjZ2UhmXelhPANMrapzvbpQzPN3FuEg6levx+e4fEpWRglKuQPUozKKKVyD1/ARvjrPCnk+qCzsV46s0ZXyVpmbjALQKKsvoIxuxl8kMfeQlI74f6uyjSKQuOHr+ZvU1IHEjJaosTt7rUTi8YbWps+9B0qLroNPloPSYg9xePFlI6fELWvUNUqMqIFWE4ex3BDA1YFMii+MaeA8H109IjxNih+1djO+jfiytJha5fT3bwjNy4eS1mtSHlZDKy5m8Lv0cctKXIpWXwNn3MPauE8lKnkxO+gqbxnJw+/LR+6DCxd/2368crYpbaXcBOJ90GV8HLwIc/JhS4QN6nxhBvxJd2fxgB99UnoyvvTfxOYksu7OOMNcyHI8/Qwv/RgAWj1vjjzvruJfxgL8id/HFozCQoaX60PP4cLoFtSdLk0WGJothpfMvjvEi8SIazYCo0QyIxjfbyp2bMfk3esTkgb+y+aqwC9KsUw3eDJtgeP4kZKrjydYKu6VqXSZJOcbQkSxNEqmqSPyU1SxdbhMqbToKaSHJFkoefQ66rDw7YkWDRKfT6fJv9opXvHx8/V83BoRMw8s+EKXMhX8TdxOgLE146lmqe7bCUebKvOvv8Hbp74nMDKeUcxV+vjGSzsEfcj5xHy38BzHn2hA+DPsDgJlXejGx/CpDvznaLEo5VyEhJ4oLSfup6dkWZ7mHyTjH4zYyvvxys3HEuJ56mo0R3zGxvFAu99srfRlV9he+vzaYD8ouJkubYTLOK17xiheHFfc20tSnPoHKl78ibkupMXypSY/6TF415hnOpnDY/GA/KSpjyFj/kuaKRa1rfU63fvV5+/2Whud5VTW6Nf+G1JRMm5IDPxuykE9+GoSdg4LszBymj/6DqYuG5ntdfmSoYzkVO4e7aftFzzfy/yxfpQ1rpKgesOZ2LwDaBf1AgGP+6mZLbrRArctmQJkd2EnkIJJ3pVPfRPIUwrZeWI+zGLbEOD8pWl06VyOE0soVgp9cQP5l4/J9YZvRRdmaYO98vGjPGLUuhyBH47bW1gc/onsUF67VqWns2wsf++Jsi/yJrsHjic9+QO8Sn+Fu54t/QCn2PFxiU79bHsxlYIgx+zn3OHpyj2MrLf0Ho5S5IJPIuZdxhZPxm03GecUrXvFikfd34f+BRl2sh688CWN3bycyLYVstZAov7F7H6vtQ5ZPRyaREN6nYNv+o8/O4NOKw3j79FRmVR1nsd07H7RiwZxdrPvzGJ9MNy4eYh4m8/v8vRzaexm1SsPU73rZNO7nv73N528v5sTuSzR8o0qhGM0ghGI0DZjGlnuDUEidzGKcn5QLCUIFxVDXNjYZzQBVvQbyT9wC/o3/nVpOrkgdB6B+WAapc64wVm0CEtevCnWuYrxUhnNq9uNr2tqKWmNZa/AVLzY6YFJFQe5PipCs0qvEZP56MJcjseuo4FYfrNzY1Frx71/eTZ3c4+jJPU5DH9sSWBVS0xX3q82jV7ziFYWJTqtDIi3aMApnD9tjeguKq709TUtUQSG1vUDU4/yKRmbG4GPvgUIqp4xzMBPPz2FmFfMk/q5967FgjpDXMO1jQSkn/GoU/TuYamHXa2x7nPJnC99ClaNGYVf45pynfSipqsKv5JmiEnK6ijnmX91Vj7e98J4k5txG6mOU9JM6jzU81mkiCmmG1nlhDefNl66YHctWq0VaFi528tIoZAE4K4tWkeF5IT71V6KTviDE72+Udk+vMs+zoFPQB9xKO4ePfXGc5e5IJTLupl+iud9Alt2ZTEOfbvx0YyRdgj/kQuJ+mvsPIEUdT7Iqhh2RCyx6i9oXG8mR2LVU82iJXGJnMs6ttHPU8GxjNs7jkHcce1nhJke9Ak6fv8sHX65FJpPy18LhuLu+eo+fZxp0mwXA0XWWvYDPC32KF64Gb3609RnOwElv0mtMW5PjD+/FMbiGaWLzD7s+oqPTg8MAACAASURBVGy1kkUyj6z0opMQ23D1Mofv38XTQQlA2zJl872mWWCZAo9T3NEfgDBXodrr3QzLxubO05/x4H4Co/ovICM9G72/Q+loR7PWr/H+JNuLUqlVGib2nk9cVJLhWGGW3G7gZ7uaVUGIyxISC0u6NLX5mkBHIaY6Nsto+8n9w03aSGSPl0BbUF6qGOePt+5ievsXozrXi8LViFC0ugybDecXKVTjFa8oKKcv3OWDL9Zip5Dz16LhuDgVfSLKs2L11jP0bF94pdefBS+S4fw02bvmJLNG/s64HwfRvKepxnhbH2OpcalMivZRRV5r6hxanbkcpFRiOfErd4xzvyndGPh5T5vnXhCuxscS5uVjc/uQ5dMJc/dleztxpRxLZGmycZDZo0PHiDPTmPbae3ja2VYp90kY2OCLQjWUbSVHm0aOJhVnhanefpo6hVR1KgEO1uV3l9xoiVqXxVtlDyLB9t2ARdcbIZXIGRIqHnv9tHhhPc56Nl68TMeKYeRoNHzWxjaR+VfYjlaX8ayn8IpXPDfUqlzi/8YIm7tk/wtvOL/stNjzDVKJhF3NC1ZafOfyowBmRvPqOYL6U60Wlfhi5SgAzuy/zOQec9n4y146Dzfdab35oCxanbgMbGiQZa+rf4gvD28L6hGrZmwsMsP5UkwMl2KMKhXdylsviNMwIIQjUbfR6nRIC6D04SATwuYkSPi5hmUZ0sLG0SX/hXud7Z+Trc1/N/5cuy9tHvds3M9cS97IwNBjhmPv/TuIUJcwrqRc4qfqfzLj6hQ+ChPv080umPjsG0RmnLU5XEPvaXZTBBuOqR+WMfE667J2I3FoaXZtYfNCG859lq1hRf8eZKvVxKal0+uP1Rx73yjor9NlcyVC2Dop6bsBR3vLSQj3YvuRlrUfb9dR+Lp9bHLuemQN0djmgiQHqjXRRCaOJyP7FDKJM3JZIP4eX6C0M9Xy1enUXIkogZtTN4p5GsuDJ6Qu5mGSsLIMDTiJQh6U+you3w/Cw3kgAR5f2zwnS6Rl7iUpYy0pGdsMx25Hm0tghQVdt+JVEFaRqZm7iUmeQY46HHtFGI52NfH3mJbvHDKyTxCd9BVqTTQaXSpO9g0J9PwWmQUN18v3i1E+6C46XSaxKd+RkLYUH9exeLsKld7uxw0hPfsYdrIgQvy2I5GIFw3QoSY68XNSMreh1aaCRIaDohIeTr1wc8o/hEI/7yzVZRSyILxdR+CibG1x3olpy4hK/IgKwfcBqeH9UmtiAAlujh1ser9e8YrCZNWWf571FF5hA3taTKDV3oJrt9+8eE/0+JJpgr6y3mgGqNFMkFncvuywmeGs1aVZNZAt8dvlObyhFBL11CoNOVkq7KyU+n5cApydaRBse2GQP17vRWxmGqVXzOD1YmVoHBCCXGpenKVvqHUpNksltwub0ErBtC05hmIhPgZJv4X7jPZL9b8/Q6vTIpfIaOgbilxSOIVm0tXm9lAr//a0D+jGiLOCVGItT8tVDCu4d+Fw9Ez2R31Oz5A1KKTKfMfcHyWU9S7rZlmOU6f655XhnB8PklMMj8PjEnC2N02WkuSSK7kfN4hyxczjovWkZQmu/7xGM4DSrhLp2emCIfUY3HzYlGzVDcNzLamoNFHcjm6HVOpCWLGrueYsfCQpGZtNDOf4VOM2WULaIvzcpxqep2T+DYCHc//Hml9e7sUNeOI+FLIArkSUQKczrnSzci6RlXOJhLQllA08g1zmL3rt5fvBkKf8bmrmdq492I6jfS1K+m4SvS41aycRcUZZn5jkGUilLsQmz0ajjRfmoL3ClYiSooueuJS5xCTPND2og4zs42RkH+dBwvsWF0sJab/xMPEzk3nnqG8SmfAh8KHVeQOkZe7nfvwQk/dL6HdJvu/XK15RmCSnZrJw1dFnPY0XhsXhh+gTUpexZ1byc+2BXEuJYsDRBSysN4RMdQ51vEvT5eA8fq0ziCW3jvBBWCva7JvF3hYTAdj/8ArN/MvTdt93LGswjAFHf+Xv1z80G6fJ7unMq9mPzRFnmVSpAzKJ+RZ3re1TGVK6Md1L1MLb3sXinLUa8wjNzPRsALz8xavERt2JMzsml9leETc3CnsFY34dxvfDfgWgnWMfdmvXPlZf1nBUiOssW6LUcqMq0b4H4ex7EC7aTm84Dz09lUW1ptLh8Gib+m9d63Nq1C3N1/MKR4d77KzejJ3V2+J5rU5LC/+KzKphm0oHwIqbguHZp/Rult6wvYT3/Yy7Js//SThOc9+2om3LubXncPRMsjRJLA1vxdCyh632fTv1ACkqIfHvNQ/htehyTgOgSZ4AgESiRKKwTaHjSXmhDeeDo4bS6pcl3E1IZGbHNuwaPsisja/bRGKSZ6LRpph38IhslfDHIZGI/5EFey81ea6P480fHXdje5GtuoG9ogyl/U0r54VHNSZHfZMbkbUJDTxleqVOZfJcpTGu6hPS/jAxnJPThR8cB0V5G+dlndzGof61FjQ5MCFNiG8uV+xyrpLesUTEDycj+wTXI2uIGqGX7xcHtDg7NKO4z5+5zui4+qA8GdmniYgfRpDXr2bXRsS9Q7liF5FJPQ2ygQ8TP0Em9TKMdTu6I5k5Z8hWhWOvME0C0RvN5YNuIskjop6cvs7kM8hNRvYpHiZOATCbd3L6OqKSJludNxgXK7nfL4A7MV2tvl/PggbdZrHzj9H0GLmI5NRMw/Gj68bx7YLdbNp13nDs8zHtadEgzKyPLXsvMuPnnWbHSwZ5sXzOYKtj68faeegysxftJS0j26TNxl+G4ettNBqWrDvBwlVHOLR6LDKZlNYD55GWbnqNQi5j38oPRLdnNRotjXvONjnm4+nMpgXDzdrmnatCLuPAqjEFHhMgR6WmRb+5aDRa0fN6Cit0RP/e5nesd8eajBrQ1GJb/Wfzxdy/zdrk/WwAzl+J4P0v1qJSaUTn9ffvI3FzEfdIZWWr+OnPQ6zf/q/J8fcGNaN7u/xvohNmbOToPzfNjr/TuyEDu9YVucKcdHU2MokUO6nxdpqtVVPZXdhSvpsex4+1++Pj4ML4Cm2Zc3WXaD/vhbXE2966wkRlj2AqewSz5u4pepSobXa+f0gD3i2bf8himcrBXDphahR++IZQOGPWVvGwDzHVBrUmEsFZYHucqp433m4h/FP2QZWtoqW0O3/e+gm/krbHJOdH741ryNYYnRG3R5kvSHJzu6+548wai2pNNTzO7WG2ZkgPerfwQkptSQ6cUb173sus0qe0aWn3Es7NaBpguuu5P+pj7qWZ2jOedt4Gb/OIs/1o6We9wmkF965cTloPCLHLQU51qOY5CG+HckiQkJhzm7isaxyLmY3mkT1UwtlY9VdiVwupsgdStyffZS8oBf+2P2fsGj6ICxNG06mSuNHo5tQd/cvUaBNE2yRnCB+ei/LxBb3FSEpfSXqWUI2rpO9ms/MlfQVJMpXG1CCyZMADKGSB6HSmN+CsnP8stH62eLm8Y2IEymU+BHv/buUKLSDcPIN9luQ5J6GEj6D9mJKxlZSMraI9yKSegGliio/re4bH7k49AMhWXTW98JEihlTqYmY0A7g5dcM7Vz+5EbzKiM7bzambybytkff9AvJ5v54ddyLiTYxmgIiHSSZGM8C3v5r+CAOoVBpRo1nf729rjomey8sXc/82M5oBM8NMT2R0Mss2nDQzYAFUag3f/CJu0EikEsqG+OJgX/CtZJVa81hj5qjUvDd1jcFodnd1NDOwXZwcaC6yKHkeEDOaQfyzGfXpaotGM8B7U9dYPPfhtPVmRjMI8dli373cnDp/R9RoBliw8ggZmbbJm75VpjEt93yDg0z8+yFBYpNUpForvAe2ZOtLEF9s2RqWW6qSYNTnZBkdNLcvC/ch/xLeotc4OJrfl/w8v+d+TDsyc06To7pq8s9WZh/8wvB4QOgozuy+QJbI38vjsKF7b7b16m/4V1RUcbddPi4wyLPQxl02ezuqHDUVa5Uy/MvLk4ZnOMjczY7ZSc0XeD2DB9LEpyXlXSvRyLs5nYtZ9oQD1PUxXVxEpJ9ky/13+f3G6/x2oxkb7w7hcPRMg9EM0NTfdFHwLIxmeME9zt8fPMaYJvVZcuosW/67yved2hHq42XSRiELoJjXDzyIH8292AGE+JkbL3EpcwEI8ipcke/IBGHlbicvjUxq/uWTy3wNj7NUVwweY3enniSmLTOc0+kEuR6pRImHc3+TcIL07GMWPaHPGj9388pHMqnlTON7cYMA8HAegETkq6m0q4ZEYodOl0NE/DAqOJouOKQScWkwTxejKLyzQ1MAslT/4Yq57I9WK57oYo0c9S2b552ZcxalnbgnrKDv17Nk2KQVHFk7DokEouNS6DJ8AT1HLaJn+xq8N6gZ4XdjGfjhUjPDdvmmU/z05yEA3h/8Oj1yeQVVKg3N+nzP4jXHCA3xpVEty7JQzfv+QMkgL0YNaEK96sabxda9Fy1e0+u9xQDMmNjJpO+OQ38mPimdLXsv8tG75otnqUTC798KOwIx8al0Hia+a2CJX1YcNhvz2q1ohkxYxpa9F7l5N46FM/qavT6tVofSQcGeP40lwSOjkxk8/g/SMrL56ctelCoubuQ8DnrPdXJqJm8Mnm9yrCDoP5u8OweWPpuFM/qy7/h1RvRrbHI8PjGdjm//TPjdWDIyc3BUmhpuR07f5NxlYfu2U6sqjH/HGNv4zqTl/LXngsU5JiZnMOZLwXGxY+koE3UUvbe8Zf+5Nr3+hJx0klWZHI65Roba3Ngu7uRF54NzWVh3CEtuHua9sJZEZyYTlZnEzP+28WaQ8Dfww9Xd1PMJtZqUdjbhLtsenOOTSh1Ezy+9eRSlzI7OwTWwl8lxlosnj73zZXf+WrSfN4NH4+SqJCNVuMdUqhdq1lavqlGprvm56ARBqzgi5k2zc9Zinx/ciOK/Y9eIi0jg8olrOLk5kp6cgVaj5aPWtiepWUIf9hHq4cXW8Gtci49jbJ0GT9yvJb56bZTJc2vxzQq7wokzBti4+CB/Xbce43445hqNfG037HOTO/kvN8WdGyMVyRPqGTzQ5r6lEhlDyx7mUuJaTsTOtdpWJlEwsMxupCKLAG3676BLNPabS9e5qHihPc6LTwgJLHcSkljapxu9/lgt2s7NsQsAmTnmngmdLvcPXeF9oXPj5fKOxXN2j8pDpmT8ZTimj1XOyD4JQHzqIkDwnns4CzdwjVbYmklOF7wxjva1CnnWT4be82sNHabxvGmZewHwdbNctcnbZYTFc/aKvN43889T+sgQ1ZqF7kgexZfruHy/GInpy0UllvKS23Nty7xjk2eLnn+c9+tZ4qS0M3i3/LyNxv17g5oBUKaEj6g3VG8013ytuInRDKBQyDi8RjBUPpppOR4cQOmgYPmcwSZGM0D75q9Zva5Hu+pmBvlfi94lOFBI3jx0Sjym8UkQG7NcKT/DmJfDo8yu0WoFv+PsyaYJqYF+bnw/RTg2f9lBs+ueB/SfTV4sfTZhpf3NjGYALw8n2jQREtPEjOCJMzcCwsImt9EMsODrvkwZbTmJqMvwBQBsXmAuKdi6cQWCA4TPxtpCTM+Aows41+5LjrWewq839lPONcBMoWBjk/fwtndmXIW22EnlTK/WnQClO3Nq9qWZv+AwmVixHd72zmxrZvnGX92zBFNeexNprvjm3Ioa/7wxlaFlmuBl72zRaAaQyaUMnCQYu+kpmeh0OuQKGd/+ZR7KsORrYbe064gWZudCgyIt/rPGoHLv8e3g+fw+ZSUnt50lPblo1JtmHDtMx9AwPqrfmG+OW4+jzUu2Rs1/idFEZ+bvTNkYsdfk+e7oE6LtJFIJv8wW3217HD6eP5BzR69bPN+rZB1Gn/7T4vnHJdipEfV8J/D99Wl8f30ac25MY8qlMXx8cTSzrn3OpIuj+fLyRJv6quTRnaFlD9Ov9BaqeQ2ijGsrQlyaUcWzH038P2Fo2cMMDt0najRr4tojdWiNNu1XJPat0GXtFRmh8HmhPc6Dalen+U+/sXfEEE7di8DT0XJmpp28JDnqO2Rkn8LR3hgbFhH/LkCRKhdEJU4kKtH6l0itMd48HRSCZE5yhqAEEp8qeLjcnXoZPNcJqYvxcfuQ5AzBwPBwKpxkg8JCaWfdgLFG3nCF3DjkUSGx9TpbKB901xBTHJUwgagEIenA1+0jgzpHXrJUQpiMnbykTfPOUonfiJ/k/XoWVK0QnG8bPy9hW16l1qCQy0jMdXP85uMuotfkdrZlZasshkf8/JX1bUAxivm78/5g8fjCRrXKsGLzae4+iAcKXgDBGvmNaY0SxcwXVEGPjLrouMdLVi5qHuezsUTNyiXYcfAycYmWjZchPcUTmNo0qcCX88RDRnJUwiLU21M8pnhIj/p8/sM2flt7PN/F2KRK7amz4wvCXANYWv9tq22fJ3qNaUuvMW0NYSQSC55uT19Xhn3VnXI1Qp7m9AqFLmEVkD2qGti5XAWbrvknNoLuu4w7vu+/1pAPKjcCYNzxrWy5c5lrvSeYXLP87t90DjIqjiy4uZaWfuYx8jtOfkrrWp9zYNclNuz/yObQGkvs2yA4D7f9afQMf/LzIMPjVgGvsTvqP6pum4JCKiPE2YdApbjC05ya1suR50an06BFw5iyxgIpq+4voVewcex1EQUz2B1k7tTwKph+tk4TAbJAkPkiUVR6aqEbL7ThPK5ZQ8Y1E4LFaxcPYve7lpOKSviu4UZkbe7HDTRR10jNFHQrPZ0HFdk8vVyGmSWi5cVObh6blJKxhQCPmWi0CTja1zFJzktI+w0ftw8NSYRuTuKGyLNCLE64cLASASiSZV5QSvoK8e4xyTNISl+DWhNNTPIMYpJnEBpwHIW8eJ4r9Kvg/CIT9ectxSa+WIU0vDwsFzfQI31Uqld/Yz5x7rbhnL2V8rAVygRwOTyKE//epmld8Upfeo9gQahb1fKNXyEXPkeNiNpAUaEf0xp7jlyla1tT6avdR4Tfr3rVn09D5nE+G4CDJ2+w79g1ElMyiIxOJi09m7SM/KvK1apsu9xYXsSSH3MTHWc5qVxPy4BKtAyo9NhzMPZjXWP4YMuCJa7ZiiWDWU+nYZar5EbGDSA9a4/oOWte5/pvPp0d0m3h1+i2fiVZajVj6zSgoo+v1fZ1N8wjOjON8h6+fFO3HR22m+aYfFGrNetvmTs/iilN+/W19zJrA/DeoEXI5VIy0rNpU/tzq3PZedo8dC8vuY1kMYYcX2R4rNJquJ7ykOsp5lJyBeVk7PdcS95gEsqRrEo0aROXHfvE4+SH1Hn4o/9Ho0noi071H3K/c0U+7gttOBcExSPZnNzqGqpHXl65rPCyeMWQy/xwd7J9NQeClJ5Gm2x47uVi1KdW2lUhM+d8nite6KgbEzTaRIu6x2LhNkWBr9tHhtCLe7H9Scvax42oembKFvrFTI76rk3zdlA8+Q32ecAWoy8vYglyYjgqBS9zSlrhluJ1drLPv9FzQt1qIZz49zazF++lbCk/XisnlJIdMmEZ125FAzCyf5NnOcVCY9K3mzl48obJMRcnB7w8nHB1ceDBwyQLVwo4OhRMcszWpL9X5E961h5CgyIJf1CCMsUEObI7D+tTwu+A1es+3zjB6vknZfml8/StVIUJ9RoxoV4jm6+LzkzDV+nM32+Iez4d5eI7YHOqTzBR0tjU8AfRdtf+K1xlpL0b/mHW2OWG5w3bVjExpgtS1KQgiOk4p6vTDaoaAKWdHy+uuiBInR4ZzsoeoOxR5OPp+b8xnAGkEme0ujS02lSkUhdSHxX4cHPsXKTjZmSfMjF8bcFBUZ7MnHPoVSYc7Y3VdZR21UQM5xcfucwXtSaGzJwLODuIGwVZOZYTfoqK4j7LLEoQ2smNXj9b5v28xaI/TSxJiuUlI1PYRXF1frG88IXJR++2ZtikFUTHpTD8kxVUCA0gOjaF+CQh7r5siHXP2YuCVqczGM3FAz0Z93YLihfzxOdRCMWmXef5doF1dYzMLJXV83nJnWQ4fUKnAs74FbnRK0Dl3jHz9fiGxLRf8XSxTdu4KJh98ih9K9kun5qbJoHmu7/5IUHCd1XHcSj2DPW8qohqbAOs2mFdDq+grF+wn6XHPmVI46/4fuMHhdLnrgfi6lG5ic+6ZnZsTNlPWH1/KQk5cXgovOhVfFChzOd55KUwnNfc30iPYKPxO/HCVGZWnmrWrrjPUu7EdOVBwigCPL7jYZKwVSKmZlAY2MlLkaO+ZQgHKQgezv3JTDhHSoYQoyeTGrd+PF2GkpC2BJX6PiAsCIoaleYBSh7vh8hWgrwWcCemExFxQwkLuiHaJi3rAAD2CvEt/KJDhrCIsaxZasu8LUna/T9Qv4bxhmQtflmfLFfHSmjFy46PpzMbfnmH1gPmkZaRzdWbD/FwdWRg17q80awSQf7mKj0vIsM/WQFA59ZVGfe2efKZLbsOZy7do2LZgMcav3Htwo1n/39DryKkkBlzHhztGxIVN+iZGs6hnl7MO33CLDBuVK38tbkdZI9nFpV1KUFZF+thQx5ehXuvjo5IwDfQA08fV0JfC+bNsAlsvvrNE/UZlfEPVTytxxqnqiLJyVMQToLEJMa5IFxMXMXZ+N9QaQWJUz/la3QI/inf69QxNZH7Pv0qpy+F4Vzc0TRRKTo7WrSdo73wR5OauQcYD2gNlfqKgjIBh7gfN5jUzN1cvl+M0v4HsFeYSvqkZGwlMmEsYUGmmbFuTt2ITPiQ5IyNZv3qvZyxKd8D4OHc16xNYRMRN5wKweJlWgsLR/taSCWOaHUZ3I3tRQmfVSbnrz4QVBqcHBoatJELi4TUhai1sfi6TSSvGodg9Op1Zs2N5jIBhwiPaiw67+SMDUQlTjLM21KM8/8Dzo7GUIkPp61n/hfm1ay0ufRulUVQgvdFIfxuLIPH/YFWpyu0Aie24pTrc9JotMhkRRcGdvmGsEjq2b6G6Pnlm06JHs/NotVHGdCljtnxE//eFmktoFDIUKk03ItMoHhg4enq/r+h1QkJv+7ObxER2w1/z7mkZf6N4pFa1LNiVeeej33tsutn+aKWeE2HT06JO8GW3vmL84nXKOZo3An6sJzt0myPS48RQvx5n/dbM7HXfGo2KRxd96r5JOmlqSNJU5nGsI89/zZZGqO2v1Qi5cdqf1jtZ/2dASTmWP47zc2i60LITe4qgxK5uUTi0+ClMJx/DF9AGecQPOw82BK5na7FzDUl9Tja1yMj+zipmULhgSCvBVb7jk/9lYTURY/ioU0Th/Tb9zKpFzKpCyV91+cpiywh2HsJ9+OGkJq5k5sPm9r8mvQr+dTMnTg5iMdoJaUL8nuFVWpbjCCvX4iIHw5ozMIViqKSXVjQDa5ElCI967BoeIS9IowSPuKyg09KXMp84lIsa3mH+G0TPW4nL02w9yIi4kc+k3m/SHz1YUcmf/cX5y5HsOKv0/TpaAxdUak1NOstLAY/GdnmWU3xuWDPkauGRcSV8IeElfZ/4gx8W5HLpDSpE8rBkzd4a+KfLJk1oMjGqle9FMfO3OLr+TvM1DimztkqWuBGz9fj32TSt5vRaLTMXryXsW8Zk9g+/maTVWnBzQuG88bg+fR+7ze+HNuB1+ubxmMmJGUwa+Fuvh5v+V7yCgj2FeoiuDr1Ji55OrejhJDCMkFF62QpKmbX78DYY1sIWT6dTiFCPsrVpBg+OvE3uyNukJCdweqW5gpWmx/sZ0OD75/2dOn5SCKwTa+6tOkl7k1fd+80c67sIk1tffdGHw9tSbs5NwGOtcjWJJsca+DVlK5Bffng3FvMqbqYeeEzrPax+nZ3UlXGWGkPuxC8HEIJTxEvChXoWIPIjDNEZpwl0FGQMpXYN0H9MAyJvdFGknkszHf+T8pLYTj/WWcBmx5sI1WdRm3P6pRzsbwKKe6zlKsRxm3+/KoFqtT38i0wotHGo9HGo9WJfzGDvX8DNEQnTScl4y/U2mikEkeUdjXxdHnLUJTDEmLx0Xby0uSob+Lk0MAkzrawcXXsQAXHDiSkLiY+9RfUmhgU8qBCr7KYm/JBt8jMOcfDxE9QaR6i02XgaF+fAI+ZyGWFV/AhN54ub6O0r0l86i9kZJ9Co0kAiQQ7eUncnfri5WJdZspF2dZk3lmq/1DIgvFyGYaLsk2RzftFo1m9shxdN44G3WYx/4+DzP/DXIu4a5tqvNHs+UmifHfySh7GpRAbn4reIR6bkEaDbrOQSiX4eLrg5+1SqDJsw/s2IjjQg6/n72DoR+KyTsGBHqyaWzD5Jlv5evybNOg2ixt3YsyUJ8a/05JOrQonbOvbj7vQoNssLlx9IKpwof+uiNGkTiiVw4px4eoD1m//16yCYP/OdVi28aTotW4uSpbNHkT/sUuYMnsLU2ZvefIX83+IQ65iTqUCn37+SWHTOaQSnUMq0WfPCjbdvgTAzvvG3eC/33iL8h7m+QUTwwZzPumazRUEI+7F89VHa7l9w7g7XqacP3UalWPAsKZP9iJyMfr0nxyOMY9Hzo0ECe2DLMu8ilHapQ2lXUydG3q3YoCD4Diq5WG54EyGOs5gNJdxbUVT/ymGc5YM50oe3YnMOMPlpA0Gw1nqNNyQIPg0eSkMZ4BOxazXRdcjlTgVyFPq7zGtkDSeZfi5T8bPfbLNV4jNc9+DcDbducTcBocKYU62cTMlnpZbo4HO3OozyWpbW95bW9oo7apa9PBa6vNmSjylVgg6ji2DyvJrY3Ovh0zqanF8pV01grwKVhXOvI+CzdvDuX++OwZF4dl/1hxdN44jp2/y68rD3HuQQIlinlQqF8jYoS2QF2FowONw4arl91+r1REdl2KTbJmtqDVamvQUCuV4ujvStmklg3xfVraKxKQMth/8j/uRiYz8dJVoyEthcHTdOOYtPcCOg5fJzMohyN+dksHe1K5SstDHmbtkP3/v/4+sHBUe+F1cWQAAIABJREFUro50f6M6fWyQLNMvVn5Zfpgtey+ikEvp0b6GYSfjzMV7ogVmAEoV9+bounHsOHiZ5ZtPce9BAlKplBLFPGnTpAK9OtQUve4VRtIyt+CsNK9iqNUmk5A6BzenISjk+Wu+P2+saFEwFax9MYIe+99RRwzHPi5vvqhNTsygRyvxSn/h1x4Sfu0hyxcdZM3u8bi5i1fCLQiHY67hplBysJVw36674wuGlmnC0DJCEvvru2fgZe/Ml1UKJmebo00jR5OKs8KYW3A/4w4Ag0NGGNQ16nqJ75YfjfkOgDbFZhHkZB5mJUagUgjnephpLoygU51HoijaHKzcSHQ63dMTLi0i/orczr6YQ+hyhVL8UNX6NsGLitFwfnrZ4BnqHFaFn+Ors3vyNZyfJfp5XkiIIlOt4tfG3fK/6BWveM74Yu7f7Dx0GYCDq8eKLiQu34ji7Y8FGaqnHQP9isJh1FdrOHftAWWK+zCgY21er2NbwnO9Pt8ZHh9fYa7SMPTTFfz3aLEgdr4wiU36FG/3T9HpskyS1G9H1UStiUQisadMMdtiWP8fmDjiD86dFt6PytVL0KZTdTy9XYiLTuHvjWe4cikCnVZHtVohzPjpyUOkqm6bwrgKbekXIhQJarJ7Ot2L12JUOSHE41ZaDF0OziuwbN2ZuJ+4lPinxbCOxbfnEebyGg28m4qeX3enH0k5dxkSus+sdPei640sJAfqWHS9MTKJHYNDjRUCNbEt0GnuIJEFI3WZhMShJUXNS+FxTlYlM6fq9Me+Plutxl7+UrwVRYKj3I4hYbX56qy40P3zgn6eB6NuseLG2Wc9HYvMXXmQ1bv+5ejvhSMf9IqXC73RvHhmP4ve9wqhj6ci8QohzEYileDtnn8Rn6Kiw8hfqVkxmCPLxpCWkY3SgsKMGMdXfMii9cdYvP646PlFXwje0twGdlGRlLaIpDShyIZU6kYJv93IZUGoNULZ7dikT0hImYOn68v/W7f5wX5SVOmG5/1Ltjdrc+70beo2KsvUWb2QSE2TFlq2Fzymn41dyYnDlstoF5S+IfUMj90VjkRnGWOTSzkLYSdfX9rCpErmOweWSFeLCzDoeSvEuqJK6qPEwrxGszU0OqHap73MxXgsoTcyH6NdokkaiewpGM7P157oY+Jr/2QFTCp+Ny/fNmHf/sDIjc9HHJyDTM7Qg2uouOZbdkeY/oH9evkE1dbNpvq67+m7d4XJOX0Yw8rwf6mw+ht67llmcv50zH3qb5pHlbXfMemUeKnavMRnpdNzzzJCV84wGU+t1VJmpelips6GH0yOfXp6J5XWfEvLrb8y4cRWm8YrteJrbqXEM/zQOiqu+ZZdEQX7gXnv6CbKrZpJq60LuJdmvbBCUfFe7yavjGYrTJmx+bGu+3rOdpPn67acJTPLtmIX1trm7fdJ52UrgX4vh+Tc88acZftJSc3Mv2EREpeYxifDhBhRZ0f7IlUuKUoU8pKEBglGsp28JPdjhC1/qVQwbnzcp5GcvtTm/nRaHSnxqSTHPdk/PQmZmRyLuMeuW+HsumU5WVRPyPLprLtlPVa78prZZsdGn51Bfe+qrI/YTT3vKtTzthw28Pns3mZGc97zhUmm2qhzXsLJi7MJd03Ol3X1Z1fUJcPzA1GTOBL9FQCb7/YV/Xc//Qh5WXrnF5vn5GEvqK6otBk2X3MzVTCQ/ZSVDcd0qismbaT2rWzu70l4KdysmyK3sSZiE+4KVySP1gKzqhRuxZxSXh6cvB9RqH0+LutuXSC898dIJRJCV07HXibnUo/xAJR08eDfbmMBWHjlJG3+XsiON4yJbS22/sqSZr243HMC0ZlphuOlVnyNm52D4dprSTE2zUUikfDn631QSGUm48mlUiSARqdD9kgOIDYrnXkNBb3tr87uoay7t2HelxOtr2Bzs/rmOX5q1NXw+k91eR8Pe+vxYHsf3ODtg2tZ1aIfcxt0QqvTIX1aMgWveCrk/Ti7dagu3lAEa22f9GvyuNf3G/M7fy181+x4jkpN6wE/AvBWj/pPMrWnilar460py4mITmL6mI7UrFicen2+4/iKD8nMUvH6kLkmoQW37sfRd+JSk2Nz/tjPlgOXUMhlDO1Wj26tTMuR1+vzHUeXj+Wtycu5F5WIv7cLy78ZBMC0X3ey8+gVVGoN+04aF9x5wxm+/GUHu49dpWKZAOZP6WHyOzH00xXMGt+ZPcev8vOqI+jQ0addTYZ2zf9zSMvIZtKcLVy+KYRRNOovqDBUKx/ET1N6Gua/fOZASgV7m7wH+35777mUZ7TLJTunkJchW3UVnU5FbtlNtSbOah+rZ25i0cfLrbYpKLu1awFYe+USb1erWai/9akqc6WXmKx4fOw98LBzo4xzMF2PjmV9A3MDu7BJTkjDzdMYInPhRDiV65pqk2+8/w99H4VqtAyoyKHzpsmC4anROMqMEpRl3YxKMkk5t3G3C6GCu6m83+Wk1STlkZFzU4hXzRWjlvfbbI/4kM333qFzid+R2eB5PvRQcPzV9RllOCbzWok6pg5SZWe0mRtAp0KuLHolnJfCcP65etF/QR+mpKHSClq+SZH5Jzu4B94vsrnU8S1u+CGYWrM1U04btSVbBxuzet8uX4fp/+41uXZPe6NCh59S+IPL1qiRSiQc7WT8QpZzt60ymWcugzXveIua9uTdw+tY0Lg7G25fZFC5WrQrXh6AdsXL02vPn9T0CSbM3ZcKHn42jQfwcTWj7NTUmq2Z/u8+vqlrvi2Wm3cPr0cqkVDbtzjAMzOaZy7Zw7/XHiABVk431fmsM2A2n77Thq8W7sTX05mH8ak4Otixf4Hxc0lIzqDtaGFlL5VK0Gp1nPxjrM3jf7FgB9uOXMbpUfW09Mwcts8bjqebo2EOAEp7BRqNlhy1xqT/OgNmc/T3DwwhBFqdjjfHLOKtTnXp1PQ1AL6e8zcyqZTa1UMIvx3D2/0bodZoWbLqGKEhvqzaeJqx77YktJQv7fv+yIRRrYmOTeHk2dvMmirEpXce+BMTRrdh4hfrOfTXeIuvJz4xnfFT19G3Wx2Onb5pOJ6To2buwn2MG2n0QLwzdhkLZguJmNN/2M6EUa2RyaTExKXyx+rjJm1b9ZjDxNGCR1Dfb0pqFsPG/cnIIU2Z/PUmZn7WlTrVQ3iz/3z696hH5MMkvDyc6NutjsV52cKqeW/Ra/Ri4hPTLSpKANSqXIIhL5Dh3KDfbCa904oOTV/jtw3Hee/rtQXuI8DHlb2/jUal1tB4wBxKB/tQrXyQSZt27/7Muu+H4qS04+i/twzHPxnWmrEDX+f1IXNNjFM9//x3j/e/Xsf4t1owZXgbTl28S4O+s80M6w9mrKdnm+rs/W00mVkqbj+It2nuzo72zJ0kfL/1C4YXnfSsvTxMGIlUoiQ1Yz1K+7qEPwhBbzir1LdxsBNXbLh05CqT3phGpg1Fbh6XUE+vp/Jb3y1YCA/oXbwNky7MpYZHBdF2Hp5OzJiygY++tJyMN/n95bi42lZldXyPH/lh8xiUTvb8NmMLOh0mhrNUIuG7KzsMhnOHoGpMOb+B+ju/ZFKlDmyNOIdWp6N7CWMibqCjabKen7IqoW4dTY7FZF00M5zlUhn/Jp3G3yEA+SND2Mde/L5ezLE2AEk5d/n9xuu0D/4Rf6W4l16r07Ds5hsASJDiJDfaJhJ5eeS+J0GXg9TlI8tvVCHzUhjOeRl2Zgy/1ig8TcXtV6+Tkp1N50rCH4PeKFZnH0KreYido7FGek7mBqTSoi2H625v/KPydjDG6Wl1OsqsnE7HkhWp4R2Eo9xO7HIzYrPS8XZwsrl97vHeO7qJow9vMySsNoGObibnmwSUYvB+oRjIhBNbCe/9seFcNe9iXOk5geGH17En4galXb3Y3b5gZclBeP0J2flv96i1WnyVRV9hMT8mDmrB5gMXWbVTPAZ77e5/Ob50jOG53pAF2HPyOp/M38rCKb2oHBr4WONvO3LZqqGd99zgqStYuvUUA9sLP3RDO9dj1Ix1/PKJ8J2fPH8bMQmpBqMZYMe+/wzGbrOGwkJOLpMytG9DAJrUL8uiPw8TWsqXUiW8OXP+LmOGt6B7R2MRjI1LRwDQokl5q6/nq9nb+O0HYQGy+8Blw3E7OznubqY3n4ioRH76/QAjBjdl+95LfPx+WwB8vV3M2gYHetC8UZhJv+OmrmXlr0MB6NCmChM+X8fBzePJzlEbPNY9315A3251LM7LFoIDPDi6bhzRcSnMXXKAs5fukZGZg4ebIzUrl6BMCZ8XTvEhKlZQHenw6HsypEs9ggM8+HSe7Qo0AD3bCt8RhVxGqwblOXH+tpnhvP2XEYbHDarZXj559DTBkO/0urAVXPs1oQrcyQt3qFO5pKFdgLcrbRsJ9wKlg4IKpf35f0Ufx6zTqQgNeoDeYM5R3eBGhPAbVTpQXA5tTOMposefhAadajNkmlERY+K+nSbnTw8x38EpCN+dF1ez6h4sLLpb+denlb/lxeyqneNoV+9L9u+4SK36ZWj4egVc3JQkxqWxb8cFrlyMQKvVMXfJUI4fvEZe7Yb6TU0LnCzY8xFvNZ2Gk4uSgePfoEZj0/O/1hlMsKNpgZ+hZZqwKPwgk8+tBwTj+v0w8RAHS8l/xZ0bm8Un52hzuJ1+g9vpxuq5XYpZVicZFLqbJTeEBcfW+6NMzkVnXjQUPMnNW2XN5Us1Cf3Q5ZxAYlcPqfMIJHb1zNoUNi+l4ZymTrN6fvX5i3x/2PQLUfdHcRkyjVZHYqYQD9ejsqm2bFbqDzh7rzc5ZqfsQlpcV5ztGxZ02jYTn2U0FKMzjfFcO+5fpbizB3PqG7cqxp/IPy7by96R+Kx0MtUqlHLbtwN33L/K3/eu8E/XDwye57zj2Ull6DCtCKdHKpGwoHF3Rh7ZwPZ7V20eNzfRmal4OeSf5COTSIjPSs+33bOmY5PXzI7lqNTYKeQc+Ef4QXpcoxkET/JXi3YxtFNd/L1d820f7OdOeoYx9rfL65VZtNGYlHT4rG3eVJ0OPvxsLZeuPkCl0tC3q2CIz/6yB0M/+IPB7y1h2IDG1K1pauhI8vEWJSQaP1MXZwerbVs0Ls+uA5cZMbgplcLMi9Tkxs3VuJOi7zcpOZPGHc2lpDw9jN8//Y2uIPOyhJ+3K9PGdcy/4QtARHSi2bHi/rZv7erZcuAia3f+S2RMMumZOfTvULswpmdC3qS6xBTTeOhyIbbvjv0/4ONuLtdqpwjF1ak3MqmHId45N9dOW443dvZwwunR31/03VgAHJyMoQRZ6eJFcX48OZ1ytUzDFGwxlEcf2cTDDON9dP6l46wON5c8y1CrChRSKEbP1rNQq7XC3I6Fc/qY+Pvw3qBFosd3nv7M7NjMlSMZ1OhLM6MZoJaXeY2HUeVasOHePyTkCL9Rc2uZF3TJj2CnRgQ7mRq21oxkMeQSB0Kcm3A7zdwYFqOSRw+zY7qsv0ATgdRpOLqsrWgS+iP3zz+W/Ul5oQ3nD859zJyq0+l70npxirx0rBDG9dh4jt69R3icsM0Wl27da/lh4wbUCja92WrUV0TbalQF8zAVlH9i76PRaZFJpHx5ZjeOj4zd5JwsSrt6AUIc1ruH11vrxoBSrkCj09Fo83z+6Sokrd1KiafUo74skZwjbLHpjeZ++1aYtVnevC8fn9xGhxIVTY7vvH/NEFYyNKxOgQznT05t54tarQ2v/1SX9/O9Zk6DTow+spEL8VFU9hIUCVJysnC1ezyjpqioImIUazQ6UMD5G9YL8djCgYWj+WntEYZ8vpL45HQGtq/NiB7GRV7b0b+QkJxB2eI+lC/lz5Xb0fh5GW98Xm6CkZiemYOT0o4ctYYP+jTJd9z+Ixfz50+Crum18GgOnxBiTOUyKUvmDUKl0tCy2/cc2FwwabU6NUKIS0jD29OZk2ety16NfbclF688YN2WM3z3hXWpwnMXjRrg+n5bNC5Pr841cXUx9U6LbQUXZF7/D4iJnuaXEJeRK1kzK1tFl/cXERLkxR/TBZmuj7//q1DnCEL409E/rYc+Ke2f3m0zw8bk1ucRPw/Lqh4TW5nmILl4OrMh7nezdi2l3QHYkmpeBCgzLYu+Jd8lNUFwlL3fYDI7claZtGm6bDEZKhVlPD25n5LM4QHmtsLUmq2YeW4/a28KSYF3UhO4k5ogOm93OyWnuporRthacjspoXCcN21LjrF4bPud/Hfb97V8emEN1mgeKCQh3kjZzqGHM9ChNWvjbV+WjsV/EVXg0CRPRO73yA5zGYcu++kof73QhrNegm5utZl42Rm3I/IzpJUKBVNaNDU8LzPze8Inmn8R88PZay1JkcHYOfZAKvVDq40hJ2M1Lj62KVI8Lsub9+Xdw+s5EnWbnxp1pWWQoP/Zu0w1DkbeJGzVTAaH1WJB4+5UWiMutp6XW30mcSjqFrU3/IBKq6FrqcpMri5oPYaunI7m0Z1Pr8xxq88kepepRi3fYGpv+AFHuYK/33jbbLwaPkF03/0HN/PoP+doNdTbOJe4rAyaFyvDyha2r3oHlatp8vr1iYG556mf64SqzRheoR7tipenXZ/yDDu0jv2R4ZRy9WJ1i6IrVf7YWHGwVgjxIyYh1XIDGxnRvSEjugvGcvPh8wkJ8qJt/fIcv3CHhOQM/przNn6egrH89perzK7/fHhb3v5yFXUqlaBFnbL0blPD5Pz+jR8ycNTvREQlEhTowdJ5g/lhWi/e6D2XUiV8GD30dUPbDz9by5nzd3mtfDFmTCmYCD/AiMFNGTbuT+LiUxnSR6hUtevAZb6aLYQA/LHmBK4uSrYuF7YC53zVkw79fqRbhxpW286Z1pPmXWbj7qY09PvOgEZ8/8se/tp5nmqvFadXp5rUri5etVNsXv/P6MMecrPy7zOGx2KJbwvWGncFj527TWJKBn99bAznOnz2Jn3eKFjIip1CBkCiiKpGWIgfV28/mUfxSXFS2vHv1QhD/HXu9+B55GHCaPw981elykt6sqmjSsxozk1GaiaOeRasSmcHNsT9zpjGU7h05CoatYbOnoPYmLDE0GZ1l574OQkherEZ4karl4Mj39Rtxzd12xGyfDrf1mtHt1KVRdtawtaS22Ie48fBFuO4MDgT9xMuimImCYMA/yWuwM2uJEFOxrCUf5NOUc3duAO04+FftPG3bccs1LUtoa5tCzw/mdscdOpbSOSl0Klvok35GplPiwL3U1BeigIoeTkSd4KG3uJ128V4XMNZT3b6H+i0sUik3tg7ma8ybUWr0ZKRmoVEIsHJzbbkgOcdHRC2aibXek0slP5Krfj6uS7CYgv6GGex5MAVXw+gdJC3ybEDC0ajdFCg1mgZ+OlyYhJSWT9rCM5Ke/acvEareuZbdJb4bfNJBnWsjVQiQa3R0mL4fL4c0Y5G1UpxNyqRHhN/Z2zfpvRsXZ3T/93jvW/W069dTUb2MN2W08den1g69olVJ17x/8G4bzdy9N9bFPNzJzImiff7N2POH/sNSXLNh8wjIysHN2clqRlZTB7Whi9+3m44P3X+3+w8eoWKZQL4LzyKUX0ak5yaxYjexu+mLUl3O45c4fOf/qaYrxsxiWkcWmqUhtx74hqT525FLpOi1gjer9z9Df10BS3rlTPEWj8uluZ5+0E8fcYvMXkPpi/cxc4FI1E6KNh++DKnL93l/NUHRMYm06BaKfy8XBg78HVkMinbD1/m6u1oHsamcOhMuNn5wuZGRCChQQXfCdN7kgHenT2ILh+IV/7Vt1t640cCS1sOkTm66RRTuwhOm8/WjaNhFyHBrdWKJUyo14hyXt4M2bKB3X0HW53X4xrOJ+Mv4CCzt7nkdmGhVmmY2Hs+cVFGadWlRz81PE5XZzPk+GKupYhXz8yNWBGUpTfq46esRpug+SbH197uhEaXRa9SRmGCvIbzhgcrChy+UVA0iZbLbcs8bJfHKygvpeFcUJadPUf/6gWr1V6YjGw+jVuXxKXu5u76mNAqxZ/yjAqHD45t5q87/3Gm6xg87AtnIfAiG84zft/Dxv3mGqGbZg8lwNs1X8PZ0P7ARX5ZewS1Rkvj6qX59J02Ns9hzoqDbDv8H+lZOXi4KPmgT1Na1jX+2K/fe57NBy9yLyqRwR3rUK9KCLtPXDUznKf+sp2dJ65yfMnjLzhfFi4mn+A1N9sX6gC/357O4JCP82+YDzp0SKxtUzzHREQn0X3M4pdCXeL/lcIwnLemL8deKZ6Yrm/33f7PqdxEXKlCrE+9HB2ASqPhQWoKJd0LHlNvK9OvLDY7JlZyu7AZ2OALE0M5L1W3GRMwXRVKqzkjB1ua/x5ZMpz/DG+CVGJHn9K72Rezg3UR5qE0vvb+TK1oWRXoReaV4fwE6HTpJEeJe/tslaPrVnYs6cmZdBjShM7DmuPq6Qw6uHDsOt+O/J3M9GxWXJqJh0/+iVyveMXTotk7PzJ1WBua1CiTf+NnxHsrtnDy1n1+G9KVioFFl9D1LA3nCee7800Vc1m3iMRkev2yilA/L34fUrSl53v9spILEQ8BkEklXPzCtuI+rwznZ8ve1Sdo3jP/7+3eNSfJysim3aDGZuci4wfh5ToRe4V19Zu8WDJyLbUbPe8tOo607iDoFzLCkExorc+XiRFtvuWnHZblOqtum8KeFhPxti+YotTJ2O+4mmQ9R+r1wJkmCYJ5Pc5PA3VMTeS+/zzVMeElqRz4rMhK/Q6J1AUHlwk4uH5k8s9W0pMzqVS3DCOm9yKgpA9Orkqc3JTUa1uF304JWyebFuwrqpfwiv+xd9ZhUaVtGL+ngaE7BGkQA8UAURSxc9fuXNeO1V07dq1PXXVX11rX7rUTu7ELsJGU7hxi+vvjyATTMAPI8rsuLznnvDVnzpzznPd9nvupp1KUlHEQ1MJNdcEagi8Q4taHGBSVsTH54Dmd9pXNTsOiN8ORXEpoBieWROO3d+OxI4aY7Vn5fiK2xyzF4jcjEJkv7bO69O1ofCiUf+OPZb3Hkrcj8Vc0cT+JyH8kOva+4Dm2fCbcnxa+GQqBUDqoZubRi8gtLsGzuCQUlclXIajnv0tOegE2zjiAoxtUZ2x9dv0Nts07Bg6bK3PMwmgukjJ7ILdwC/JZu6X+aZM0NXzP7VzFL8c1PRs44mn1BN+N/aUXIh4pz55rTleeHEweTc3GoKFhJ4XHg2x/lVHVMKbWQKZToe40wJXxTQcH1jTs4v0wtat6xPyGC/JnXEwtjdB5sD8u7b2H8Uu+r3I/9dRTVb6fuwdp2YXo6u8FspK0sTXNk1ixKkZusW7TK/MEXKxtdhyL3gzH2mbH4WTggd+a7MeX4igIvz7Cp7sT0eOL3gyDr2kgqCQ6fns/AaubHpbb5tnk3chkJ2NNU8UZ1WZ7rsf8yMFY1+yEzLGodHG2ttA3nzCsjeIUwPX89zi+iQiIbaFCJx0AJq8ZgrCLr3DofxcxccVAqWOZ+YvBoDVFcdlNmXqmhuqpXaXGpMPeXbkW9t1/H2HyRuXxQ3au1oi4S/z9PCUZ/g4NcCchTqpMiLNyXW+Xo2tBIZEQM0I9w7eMz4aeRNa9coq4upU+XTP1gNR26BHxC/mSneNEfw9t6I8ON9biVpf50KOoLzVrQLVCsN0aXEocBxqZKeOqIQ83Q0+12weA0wmj0NdxBxgU+avpV5PnIqXkhWjbw7gHOtoukSpDMT8BIS8WJGr1TuLUG85qcvHDJ8y9dFUqiJCm1xNCIRskkuwPR1voMRmwcjBXXbAenROyYQ/SC4rQs6kXNg3tVdPDqRHO/zGxpoegFoHu4rgAF0vd+TYCgDmdkKAy/ppydkfMMoxsSNwnhBVmgmlk4l7xuShSrvRSOelliXBharb8LYmXrRWi0oll6+9bNFZRumZoYGNa76ZRQ7y4/Q4A4NNGtcFhYUsktnp8JULGcHa0Vj1jrYrrB+9i/Krhco+RSCQIhULkpMrqgFckLT5T9Le/A5EUR5WhLA93E0vVhb5yM+Mp+tp3RN+wmRji2F3jviqLpHGsjKHObXAq8TkCrq1UWVZecGBHu1Vg8ws0HZ5K2PwC5HO+4HBsbwx0PgQzurQ60Yn4oSjiSvvORxdeQ2bZBwx2Fk8mCApkX3AolqpzV1SVesNZTVILZWXAaIxOKEhzB4XmCzLFBpKnk2kuP6FKRYzNmLh75jk6DZTvGxR64AGORKyt1Jjr0S7pBVWXgquneiCTSPiwunoCF6+mH4OncXNRkF4OOx2GVGP8E/sbfvaSLxvlatgI41wW4p/YFZjougxkkrTX3KAGU/Dn55/RzrInkkpi0NikNR5mhaKhgScupOxDa3NiGZVCooAjKAOdLK1Hfm6G5kkN6vl2+ePzfKSWfsFGX9nVB3nkSKgwqEtmsnqpxTXl1MZLCg3n7uM74do+wlXx+dVwtOnZQmE7EXfeaWU8DY3Uf9Hua09o2PuaemG0cx/R/pNJ1xVVqVYG3CekAltZuMDL2A4UDSWQjGmOAM1R6+MKzz0EAPA1HyljNBfzskRGM41sgDHuV1HAScLphFEo4CSCL+SC8lXTuTqMZHnUieDAEn4pDCiEasPltGvoY6e+yoC6/HrjDo6GR0rNOHPZ9xSWpzGC1Wr36fU3WDFmJ0gkEvyCG4FpbAAel4dPr+KRm1GAFh28YdXAHFw2T6re/B3KZXXq0S58gQBNl28BgP/0jHM99VSkssGB9WiXcyn70N9hgtS++OJPcGHKBrCPb7kU6YnZuJqlnmRXT6spsLAzxZE362SOxaY2gkAgnpW0NFkCM6PpStvbMH47bhy8J9pWFMxXUliK70zHiLY9/Fyx4+V6qTJCoRC7FxzBqY3ihDjy2ivhcmFAU+6u4HJ0LUgA4kZWPXC3NtA8dBkedV8KJrVqq+Jv8w6Dw5edOGppOU1OadWcShiOAk4yRrtdAYMinVnyYEw3cAWlcDbsiC5fE6QAQFTBZYTDFQqeAAAgAElEQVRlrEdj04Foay2+x/CzukDITwCJ4giy0WKQ9LpWakyaUCdmnB9kPUIP2y5Y9HYFVjZeglUfNmCZj/xIU/f12hMOV9c4VsaKMTsBED/+V3dlMw6GP5CfUa/ecK5e/r73vKaHUE899WiZfE423hY8R5AV8SIcy/oAtqAUPsYtcTxxGyLzn2Kcyy/wNiLkSu9knsedzPMwo1nhZy9xsqc7mefxsTAcGWXJWNlEVppMEnllC7i52PR5PizoVpjtQawwppUlYlfsapTxS9DEpDVGNZyNQwl/YIyzOLPhmo8zsKTRNrn9nErahWe54sDyLjYD0MN2KACgXZ8WOLPjJl7eeY9WIcpdeaJeEXE8rTs3kTkWnWwPG/PNMDYg0iELhVzEpfqAQfOBgZ7i4LJZ2ydKGc6Xd91En8myBo+BsbSMafTrOHQlD4ZzEyc08LTD2wcfUJAtbdA5N3aEQCiE2/Y/pPZTyWRET1O+CvVuyM/48f5pTHlwBn93GKi0LABcS3uEHnbtsPbj3mqRn9MUGz1jnE58gbGu7VUXlsOn/NN4lvUHLPUaIbvsIxoaBiOxOAx+FlNgb1B5BQ0Wlwj2rGg0AwBXQMSkSBrNAOBl0gdhGeuRwHogMpz5ucNBsRJnC+TnTwel3nBWD0uGBQ4kHIUQQtDIVHxm6T5XeTn5aS6AkJgNNrVPArfsBoSCHNAN5C89VeRqxk5dDk9nlHC4WHP5Lj6nZyM6Mxv6NBrauDTA2HZ+8GvooLqBr2QWsbDh6gPEZuUiNjMX+nQa2ns0xLweHWBjrJmEjq4QCoFd95/ppO3yz/8o5gtYbA7crMwxpHUzhDRy09rnv/b2M/aGvZT6nho72OCHoNagqBngF/Y5ARFJqbj+Lhqp+YWgUSiwNTFEkKcLPKwt8F0L5RqrdYFPaVn448ZDhCemgkwiwdRAD1183DGrSyAYVM1vpWGfE3DixRskZOfJnNMR/r6wN60dEpTP45Ox5eYjvEshHnZNHGwws3NbBLgRfuQUcuXEmWrDtW9Kt8SF1IMIsuoFjoCNffHrsabpQVxLP4FutoMx3GkGNkb9guvkE5jtsRYh1t8jxPp75HOy8SArFB2siMQd19NPYn2zY2qNqWLZa+kncCfzAn5vdgxCCLElehFme6zFpqh5arteyGOw42TwwccwR9lZwTGL++HMjptYNnQrvp8Ugslrhihs56cexAzvD7/KZvYkkwxERjMAkEg0uDl8QlyaH1ztIhW2yTCQngHNz1DsR3vw81aM9ZROc53wLhEJ7xLllt/5egPIJBLiZ2juP9/89J/gCYjYA5ejil0k47/OSDO+Btw9zo7QuK/qoJeDL3ZE3cafH8WuI3Sy/HvV856yWQ0jcveCQqKht+NeHIvtimA7InPwwehACC34MGd4VGpcVLIB+HJ8px9nEhObDIqJwrolPLHLkJD7UeoYmdGtUuPRlDphON9Iv4toVgxGOhE/YCZFufxKDy8PLOwkq0mpjHV3H+BaVLTUPh77EUigQs9kJUoLiKQcNEYnFOdNVNtwru34LBXP0Jf7jLJ5PHT6fbeUzBWHx8fNDzG4+SEG6wf1QN/mqgOb3qdmYNjfx8EXiL2FuKV8XHkThWtvP+PE1OFq6e+Wj9HR3BTX56qeie+9+QDis/OkPlNFyrg8xGTm4EL4B1wI/yDKIgYAV99G4erbKIXtq+tbO/3IBTz4HC/1+aPSs7Hq0h2suXxX7c8PAIvPXMf58A9S/bN5POx58BLb7zwRlZP8ng4+eo1HixVnXipn9aU7OPZM+iFYxuWhqIyN6AziJrbj7lNsGtobTRx0p5esDMnrtCL6dBpeLZ+hdluB/9uJ/JIyuFtb4OIsYpn4RXwyxu6VXv4tKmNj/8NXuBjxETd//gF6NPVvp6rO6b6wl3A0N1HrnF6K+IgFp68pPF4VX+87H2Mx4+hFqX3hiamYsP8M/hzWG92beILJkJ+8Qhm16dq30SNe9CPzn4AtIOStoooiRbOzLkxvPM0Rz2oBgCndEiV8lmjbVk/9JFUVy0YVRcLu6z4SSEguIWZ43Qx9cDZlL1qbBcPRQLuqAXSGREKlf+5g4PSusLSX9e3d/JNY9cXQVPa5SqFYyWmdAoFAtQ910w4+ePvgA2Zt/xF9pyo2eFQpbkhiaMYE9Wta9cpQbjSry4H4C0gtJYJwL6TclTr2nYPiGffqYn9smMw+joAnp6R8OAIWmF+/YxpZ/P3rU8wRz7qFpuZjFFVVih7FRG7QYXQhcR/zMFYcaEkmib9fEr01IUlH0gOEpRCUHAJF/zuFdbVFnTCc53nNApVMEQXn/NpYeXrnJrbWaGCi2WyOm4WsskVx3iSY2BHGdLnhDBINXPZDjdr+lviYlomB2xVLZAFAtyaq30IHbD+CT2lZCo8LhEIM3kHMyjxbOg1GerpTLqnIbxdu4+QL2Qx/2iKjkIVOvyvXOS3//C2c7HF00lCN+1DneyrlyuqyVhxDk2Wb1eovKbcAQ3Yeq7aAvOogJjMH4YmpOPIkQumLUg6rBH4rtuLu/B9VzpR+S+d07N5TeBEvP6MpAMz5NxTNGryCX0MHPIxOUKvN2njtz/JYg1sZZ3E9/SSGO834OgYBYlmEMd7cNBDNTQMBAPPfjMAsj9WwpNtJtVeuqKIOFcuWa3CX9zfFjcgEN9WNmAFMLo3DvMhh2OD7L6DFLJH7XqzChNaE1vhoX+U+vX/dlH+cy/sis49VehkGeiEq+//j3go1RklwU3AK35mOQUmhYmlJ7zbu2PpUepa438kj+JidJTKIVc1Cx2vo23zQfw0EQgFOJF5HJ+vWGtWtDo61Vz0xogwzuhty2YROtI2+L0p5OdCnWoBCZoDFlU7jXTEByrX0i+hh209uu57GPfEiexdeZO9Ca8vJAAA2vxBcQQkAIMBqpkwdgZAPANCjiH8/FLPd4OdNhpB9GyS9HiCbbJCppwvqhOFMq7D0YKen/A3VzcJC4z7sjWV9cchkawACSOaREQrLQKXJ+oJVlqzUPIxpsbhWuHRweHzRA8nX0Q6zuwTCyogJM6YBXn9Jwa57z/E+NUPlsvWQncekjOZtI/uhtUsDkXF84vkbrLh4W3Tcf/WOajUegjydYawvbajveSDWk3S1MkdIo8rNAHH5fBnDYdvIfqL20vKLMG7faSTlEjM24YmpWHXpDpb1Vf0gKkfyewKAaZ0C0LOpp9T39CEtAwt7BSttp8VvW0V/u1lbYGSAL4a29kV5YHZsZg4OP4nAk9gvSMotQKB7Q7XHqG0+rJ6DrKJixGfnISE7F3nFpdhy67HqiipYePq66LsYGdAcC3t1BIVMBl8gwLuUDIzafUI0a9rp990qr9OK53Tn6O/gYGoic07LX9zUOad9mzdCz6ZeiM/OQ15JKRKyc7Hl5mPklVRev/rc6/dSRvOYQD8s7NVRtH3m1TssO3cTb5LTpTSjlVFbr30GWR/X0k8g0KIbWpoRSR0muy3Fjphf0dd+DD4WhsOAwoSboQ/oZDoEQgG2xyxHY5NWao9LGZPdlmLL58XIZqeBRmYgm50GN0MfHEjYhACLzuALeKJUyQEWnbE/YQOamQTgYfZVURslfBZKeCxksVOhR2HCiEosdXsYNsWl1MNwYXrDnG4Ne33x9WTnbIWz8Ztx/M+rOPWXfBUIGp2KgxH/U5i51shgEKKT7aFPJ4xGNi8KAkFhpdJwq+JCPqHE8OJaBO4cD0NpURkcve0x8Kc+MLWWv7S/v+8AWOgTM6VvM1UnUakMZBIZve2DYEyrHa6FkviYqO82KY+21vMRmkRIkAZaL8LR2M4ggQwhBAiw/kVpXckVmYr4mo/Ci+xdiMw9gsjcIzBnuCOXTbjYOjLbyq0TW0RohdsZNJfaTzFTT8FMm9QJVY2TSecwxLG/aHvBm9+wvtlvWu0jPjcP5959xNwOgaJ9QiELBWmNQDcYAU7JMTCYo8EuPgxTu1iApPnypTw+vIjDz3021JjhLLkETiIR/r5vV86utF/jp7QsDNhO5LU3M9BX6iog2beLpRlCfxqntJw2XTWUjaUqqhpNl28WGVrX506Ao7liXy7JPt+vmgNlSkKSy9Xa+J4k+29oYYqrc1SfV6EQSsdY3ZSPv7KuGpK8/nWmQlcMye/pzPSRaGRnrXJMuj6n/f46hJhMwo1G05fOjdfDsC9MnM3w8uyxcLWSryVf0UVGmapGbb72/4lbg0muS1QXrOMUF5SAx+PDxEJ2okgRfEEe8ov+BkhkMGiNYKgvf5axJjj98T0GNWqMCZfOwsfKGr8EVC5Irh4CnrAMKcVPpLIK3sm8htPJR2TKWjNs8VvjjQrbii68hvvpa6T2kUDGD5735ZY/EtsHZfwCfO+0G5Z6hFIMP7sbKJY3RGUExX+DzKzaLLs61IkZZycDaZ3BDLb23yxdzM2kjGYAIJEMYWqfBHbxfjAMp4BMsYGpfZJW+81WQ/i9uhAKgZfLZ1TaGIvPzsPAHeIfmCr/2mV9Q7Dq0h1R3W+d+Ow8keEQ4Oak1HAApD//hP2nsX/CILX6qer3BBCzg+X08ZWVs5JHbTKatcnSviFK/Zc3DOmFeSevAAAOPHqN9YPky2F+K+dU0mi2NzVWaDQDwIWZY/Dd1kMq26yt134ZvxRRRZEo5H779xdtwDTRPD0zhWwGC5PaKd82qBGhGLKvr2xgoyo4Aj4UzSsyKJUznTgcHuh03ZhdzUOXVam+vAQoFaGS9GRScYdY90CIdQ8ZVw1VeBj3gLtxN6SWvEZqyWs4MgNgq99MYXmBkAc6mSkymgFAyJde2SBRXCpW0wl1wnDeFvMP3A1dYEY3w6XUqxjooHvncEkYTPWl4XraTNXhSHSLib4eDOjqp+2syMyjF1F+H9JXo53h/r7493mkKADtWVwS/F21L8ZeXcyUCLLaNUZ1CvXh/r4i4+FZnPovZFX9ngCARhEHYPx97zmmh8hfPvsvMMJfebrq3s28RIbzx9RMheW+xXO6fZTy2UMPG/Xc3mrrta9H0YevaQB8TQPUrlOPmOhke4XHdOGuoSmPkr6gnaP6LmRXEz9h9qOL4Ar4Sstp6gtdTt92a3D9hax6hSRCIdCjzQqV5SrSy0H6PkUCYMkwwr9fnoHN58KCYQhnpiWs9YyRxynGs+w4CCHEKt8B6GqnmXvp6+ydeJt3GGM9xO5wmhjN4jGS4WDQCg4Gqt2exrjLBkCTjeZDwPoTZMNZELD+hoC1BVTbzxqPQ1PqhOHc3jIAsyPEqRcPtdGtz0tZ0R8qy+gZzVVZ5lujtUuDKtWPy8oV/d3KWT3fK287a5HhHJ6Y+k0bzpKfX9KI0jZV/Z4qwhcIcOdjbKX9uv9LFJayVRdC7T2nBaXSLipetvJUEzTnW73261FNQ5v7oFA0jxuqDhpbaaby88uTUJHRbERjoIjLhgGVhhKeOJh0fvNgbQ5RhsquMv2vueyqDItXhoNxDzHWtT3mNJJWqshhs9Dv3mbcTv+Avg0UZ2SUB0dQLHc/i1eIIl4R7PSq5lutLmSDUeCle0LA2g4AIOnVy9GpzRS3CZjiNkF1QTVg85RLtTCoVJBITGKDxEBpwTIwmD+ARLGAUFAANmsXjKzvKm1DE3/lZzff4rdRO9Qur0sGtFQulK8Jnbxd1SrnZG4q+vtzhnpBSP91tPU9TQ8JwPY7TwFAJEnmbm2Bo5OGVqvKybcEh6/8/lHbz+nlSPkJl5RRHixZG9DmPeq/Bp+n+jukUGVdYOi0ymn5Vge/3L6GCb5+aG5DqKCoyhxYwuMQiVKGE8pcTU5uQmjPCaI03D8/uYxH6QmY2rj2rxYBQPvra+QazQBgwTDEo+5L0Tx0GcJzv6CFufoz88W8dJl9s8LHwcPIGx8L32GH3xGs+7QMC71Vu39UDTKottWXt6OcOmE4V2TyqznY1VL9DIHpRSy036FcIqmcmAVzwDAk5FNY2QNlfJr1jZeClT0QhpZn1B+wEqwdFPsXVjcOpsr9EjVh5cU7WHnxjuqCEqTly6b8/FZRpjtcVbT1PU0PaQs6lYo/b4jlFWMyc+C/mniRm90lEJOD/bXSV23FnKmvupAG1PZzmppfqHEdZ0szxGbmqC74lW/h2v8vkJOWj1HNFqouKEHFFN1Uip1Cd43a4Kox15+IS0ooIHzYfSwVB+6WM9Fb7HJgRtdHWkmRyHDe1LaP0sQo2uDV01ittjfTu4vS4ySQ8Oubc7gYTAT1HowOVFpeEd1s+6CP3SBMez0KANDavHLtfAt804ZzGZ8NPYrsLA2Lp1gGRR7lRvOSzh3haWmJsSfOYEpAazSzs8XtmDicefsex0YMRhtH6WVAPu+jvObA58qmzi5HU3UM6wbmsG5QO4xndbPM6Yo6IABTLWjyPZXwODCgKlaA+bFDa/zYoTVmH7uE2x9jIZD4Drbceowttx6DTqXgyeKpavmtf2swGdqfBZY8pzc/SM+WlJ/TH4JaYVqngGo/p1lF8pdglcGsRd97Ve9RP9+7ik3BPbUylpCTe3FnSOXTMGtSv+eZg/iYk4mESfOk9jv/swFGdAbejpslU0dTo1keAkFBpQxkyTTZDH069Ji6WW3xMLPA5ZgoROVkY65/O7XqpJeIx+Zlao0HaXEIsFE/wU1FhnXfqHS7HIFAiMKCEmj7MVfAKYUFQ7FUnhBCZLOlJ6UkfZflcSd1AZKKpZOrJJVIa3q/zH2Cztba+S2pIuJFPEqKxW5ygcHqBV9Xlm/acL6f9RDdbTtjb/xhGNPUl8+Rx+UJo+FtZSnatjUyQjdPd3TzdMeaHl3gvWELIudMB5MuNjIMLU4hP9URdIMhIJNtIBBkglNyAkZWV6o0FkmYxvo4+GqN6oLfGLvHDUC7GtL9ZbE5NdKvJDWR1EIgFKL5ZemAEyqZgte9VQehbBnRFwChkzvtyAU8jhHfJDk8Plqu3IaDPwyu9zHVAGXndG/YS+wNe1nt59TSkKlxnTKu+pnIgJq59rVJu2O78GjE5JoehhRXB47F8ke3ZPYnTJqHpgf+ktm/Y+G/AIAmbT3w2+GplVLTAACmfi+wSq9Cj+4LUgVzgkJRPLs7yFrsWtlnclfM3jmpUv1L0pU8GABAIpNwg3cSALDucRgWt+sAihcZqx/ew9L2wSrbOZ/wHn+2I4Jix3j5YeydEyK/ZhZXvRgGSeYs7Yc9W28hMZ7IXZCXq/zllGnIwJk7VX+pKWfQg22421V+e+mlRPa+HnZNRfss9VS7OxnSZHNlmNMtRbPN016PQleb3pUZrsaM+/4v7D87E6RqnNj7pg3n7radAQBjGg4DjSyRQjQlVOO2JI1mAEjMF6eDpJLJcDA2xozzl7F/iFjWhkJr/FWO7hCEgixQaE1haq9Yt1Ae0cn2tWJJq7qJzcypMcM5h1VSI/3WNGQSCW/6rqxSG3QqBXvGEb+B7XeeSqU0Hrv31DdvFNUEtemc2plqPgFRGfeO2sSrjBQMv3wCc1q2g/7X5E1Tb17Azq6EOtNPd0LxIj0Zj0ZMhv+RncgoYcH5nw2Y0SIAv7QmEqYcePca657fh72hsWiWmE6moMfpAyjisHFv2ETQyIqDIj/lZmFk6EnQKRSc6DMMTsamovpxBbn4oWkrLGjTAQAw524oQuOi4G1uhYv9R1fqMz84/woAsOGi8kx6qihlP0Up+6ncYy52z6vUdmURSqRxH+DtI5Im7O/lo7Kul6kVEorE0oQd7IhYHEn3DE2l6PyDPOEf5AkA6N5ac7WMqtDLwRdXUiLRPHQZuto1hquhNez0TZFZVogTX54hh02szi9vJla66e2o2m21jdUctLGSvi8NdRyLoY5jtfsB1MDMnFmtRjPwjRvO5UgazQAw1a3yy2PlJBdI51F3tzTH52z5fnwMZuXytfMF2SCT/5s+eR+VpNvWNYJ6lw+tMD0kAGGf4/EmWRwoUlhaBmN9vRoc1bdNTZ9TF0vN3cJqwwpOVRgdegqbgnvh0PtwxObnYHX7rgrL7u85EOOunsaBnoNgpS+enV/x+Da2dumHjzliOcKMEhZm+QUiqTAfe968xNTm8n3XOXw+hl8+gXUduiOlqBBmevpS9Rsam2LCtTNY0KYD8tllCM9Iw/bO/XAh9iPuJ8Wjo6Pm2rXFhdqZPKgp41hd5ty8gvltg+BlYYmfboTi5kjl0rEb2vaBvYF0lsTRnn44/Pm1aPvPwNqT4EUVy5t+hyspkQCAm2nvAbyXKdPM9NtVqgKA/iMCsOuP6/BqIlbyCO6mvezN8qh8hoRaTHtLzTU543KlBfBvfJb2PcwoYiFXzRS2pYWykaTxaa3B46chOll8kSZlfgcIuTJly4lJcUEZ5xVK2IQvUWHxcbC575BbtBV8QS7i08QSMrGphE/Pl4yO4AvyEJfaGHxBLuLSfFFcdhN5RTvAF+QgLs0XRSUX5NYpb1dXOJiJb0gXwhX7gVeWrCLNfNurG8nPX5MJXW6lic/93XTNVRQk+XfKcPw+WOzHduLF2yq1Vw9xTiWpznPa3kN6FUhSRq4q1JZrXx4upmbo6+aNU/2Go4W1Yl1iAPCxsAaNTIGPhTWsDAjDeVv4UzwcMRl9XL0w7+sMNEAYxOOb+GF5YAiOfYxU2CaNQoGnmSUeJn/BhKYtYURnSNUPcXLFd+6NAABjr5zCvWET0dXZHds698W4q6cr9ZkbuMsutddFbowYh45OzuALBCqNZgBoam4LCz1pt5WVrbsjfuQi0b+eTl66Gq7W0aPQENF7Fca7BYEE6VlZR6Y5znWchUPtVLvJcAUliMzdi4icveAI5D9nV31YKFGeI3Lb0DUdujTG5LndEdytieifrqkThvOXEmlli2mvNV9+WnhFnLbR3phYrpx4+jxKOFxc+PAJn7Ky0cPTXa222Kx/pLaF4MHGbAOoFDuQSMQkf2b+IjjbPoIQiv0DhUI29OgtYcAIglDIRUbePCRmdENOwVoUsA7A3vIQBEJi5sDYYCCEQi443OivRnMeClgHAABMva4wM5qGUvYLOX2I65S3qyt2jekvtZ2Sp90lXnV8Ld8my8roqIOktmZKXoHigkqQ/PyDdxytVBvaoLGp+M28iWnV9TabOIi1Uuto8sAapSbP6QyJxCXyyFNzMqG2XPvyIEucYQGI1SiSxA8+s0T5CzlfKABZjviuDVMckKVslYsE4ETfYVjVvgsmXDuDl+kpMvXLjR6+UIinqUmif8f7DFM6NkWMW0K4obDy647bmpG5bABc0KHdaPzPVoy6cBodDu2pgVFJU51uGpLM9u6G8N4rEdF7lejfpeA5cDFUrdP+KnsHjsV2QXLxE6SUPMHx2G54mrlBptxE15nYHL0GX0ri8HPkZOzwk03DrQvSknMxrPtGzJ9yEMO6b0TyF93L1tYJV42KUEiaCewv6tQBPjbiQIa7U37A5DMXcC82Hs3+3Cbav6kvMbNWnDsZTPNdYGWrl8aTBCo4vBgYIBhCIRtZ+UtQwDqIAtZBAEBq9hjYWypPW0si0UCjNoSz7SOp/Wk5k2FiOApWpkQAoaXJYpgZzRAdzy8+KFWeTGJCICSCEwSCQpBINJk6usLVyhyXZ49Fny3EmLpu2ovXv85Ums64nKexiQhwUx3ZrCqpxNC/j6s/YAmCPFzw4HM8AEgto2uCq5U5aBQKuHw+SjhcTD9yAZuG9lb5+bl8vlaTRvS5sxm+Zo5obu6EA7GP5AYHvk/NQGN71ckDODw+5vx7WbTdu5luo5m/ZTQ5p5JU9zkdGdAcR59GAAASsvOQkJ0HZ0szuWU7rv9H7v6K1JZrXx4x+bm4FPsJJz69QVQe8dAd7t0MP944h14uXojJz5HyT05hFSIsOQGW+gZoZGGN2X6BcN29ETu69EN8QZ5ClwxF3E+Kx7GPkRjRyBcmDD3QlKQLP9J7CIZcPI6lbYORW1aKhII8BNg7Ip9dhnx2GeLyc2HMYMBSnwm+UIhUViEEQiGyS4thRGeI/HP9uzcDlUbBYI+5GDC1C35cqV5K89oMu0Q2cO/soBGilYGsEtWKMcNuqvdS92/XkZoN7hvlbtoiJLLuy6hsHIwORAkvGyH260X77PQcMKjBaGyLWY+/WuyvtjFOGrIDlx4vFW33DVwtta0LSMJvWOOLL+TjbMolJJYkg0khfhx6FDrGOo+QWZaoDJmsYpx99wGelhYIcRcn7OBz34NCa4z8VEcYWcmmgSzK6iGj75yRNwfFZXdAAhkuduGi/TEpznB3SJDbv7zAwS/p7cEXFsHF9hlIJD0kZfYFh/sJbg7RAICC4sPIyl8Kpl432JpvRXy6P1ztiGVCVuk16NGbIyNvLjjcj6BSHOFofVFUh0w2FbVbjqTm6uXZY+FqVXVpvJ+OX8aN99GibS9bK3TwdEa/5o1gbWyIrKJivPqSgitvohCRmAY2jwd7U2Pc+kW+7/q51++x5Kx4xYBCJuP45GGimdCPaZmYfPA8slnEjbOBmQmSv84aqxt4lc0qRod1YiPBkEHH1TnjYWFILOsJhUTWtYikVAR7KU7uIhQCjZdJ69h62Vrh5+5BaGRnBZ5AgKTcAsRn5+LKmyhRumFV41x85jrOf3V/0cb3tDb0Hg4/CQeDSsWMzm3Rx9cbNsbiGR0Wm4Ottx7j8BPxtUwiAe9X1UxwYF5JKdLyi5BWUIS0/EIUlXGw9TZxs6dSyPilexBsTYxgpMeArYkR7EyMFBptgf/bifwSIoOeo7kprs9VvcRb/jsxNdDD48VT5ZbR1Tnl8QVIKyhEan4RWGwO0vILsfPuM9Fs8PSQtjDSo4s+t52pkUr1jOPPIkUprwFgTKAfFvbqKNq+9SEGs45dAgDYmxqLAgQpZBLervxJbpvfyrX/X0AoEOLF7Xf4dcR20T5jc0O4+zqBoadYXnD5IfnXtqaUK2AA2lfVAICbglMAgPYHd2OITxM4GBnj9ydh+O76UAsAACAASURBVC0oBADQ091TbhvqaDSb0PUQMfi/EQR9OKYDmFRrDHCWdgk6mzAIxbxMPClUPplVHbPOu7fcQJMWDeHibo24zxmIep+C8dM767TPb3rGmUKiYHCD75Famg57fe37bFkbMjEloLVsv7TGcv9Who0Z8cCIS5Uur8hoBuQLyDe0fSi17Wh9SWrbhDkaJkxxpHW50QwAhvo9AAAOlseU1tE1m4f3wYqLt3Hi+RsAQFR6FqLSs7D7gawriTr092uMP248FKll8AUCDNl5TG7Z3s28MNzfF6N2n9SoD0tDJhrZWeNjGhH8w2JzELROfmp3ZQ96Egl4s2I2mv26RbQvKj0Lkw6e1Wg8VaHD9XUQCoW41W0eLiaFY3BD2Wu8HDaPh03Xw7DpepjCMuUoMph0jaqEGjy+AOuu3Jd7rCZUQLR5TsfuPYUX8clKy0iqdEhy8+cfpHyPJRnu74sL4R9EqyuHHr/GocevZcoFe7liTrf2+G6r8hUzoHZc+/UQ9LKRNYALc1l4fVf7sSfVwdPLr+Tufzj2R9HfA71VP6vjRy5Setzv9GYMcm2m2eAk6N56Bdq098CqP0coLDNp6A58icuqNreOPTH3sS3qFiJ6y8Zm2Rv4I7n4kcz+Im4qHJlB2OG+XuZYdfPj7G7gcfnISMuHf5CnzjWcgTri46wLo1kdTGzlB3yQKf+NwIuq8Gu/zhpJX/nYK8/4dHKK4huRJOsG9UQjO9XZo+Sxc8x3lapXESqFjK0jay4ye4xrIMJ6EA+IAEv5bi2aJt5Y2jdErp9nPWI0OadGeowaP6f7Jqhevt8yog9crczVcrcCav7ar6fu8ejcc6wduUV1QS2wq8NA7Pn4rEpt0FT8VgI6VG/wIYunWJva04R45sUXiTXC44qI1d1GprXHvYdKo8DByQIUChnPH37WeX/ftKtGObMjZMW9tzRfVwMjqacy7H/4Cm+S0/E8LgmFZWWwYDLRtIENujfxRBvXBrA2Upz1qCJ3P8XhZUIybn2IQWp+IWyMjdDfrzGmh2iutKIIDo+PjdfDcOtDDDILWTDR10OTBjZwtjDDwFZN4GljqboRCfY/fIVLkR8Rl5ULGoUCOxMjNLQwRfcmnujjq/23508FafA2sQNbwMPTrFh0tFF8o45ITMOFiA94EZ8MVhkH+aWlYFCpsDc1Qu9m3pgQ1KreYNYQyXOaVVQMNo9Xq8/p45gv+OvWY3xIywQJJDR2sMZPXdujjRYSs1T3tV9P9dJLX/6EBpctVpMiU8igUDX3Y5dsQxJJ14/8sjKY6mlXytHl6FqVM9OK6N56Bfacmg5HZ8XPiMy0Aozut7naZpwXhZ/C1dQ3cmecAUAIAY7GdAZfSBjYNDITI9xuypQ7mPA3xjpP0elY1eH7Dv/D+QeLddrHN+2qUY6kkVzCL8H9LNmlBWUIhEI0/WMb2DzVqgwxC8RLu/mpTjAw+xN0/YEa9VePNOPbt9RaW528XdHJ2xXzenTQWpsVoVMpWNw7GIt7B2ulvfHtW2r1HKjiQ0Ea5r06icTiXKxuoTzAtbmTHZo72VXTyL4N7me+w6nERwjPi8OjrpovVdaWcxpTlIaxTzcr/Axnkp7AkKqH7u4tEKijZEXVfe0viTyCuOJ0HA/8pVr6G/XkDxxpO1ft8qcSH6GPQ2voU+gqy854uQt9HFqjjM/F9w00C0isLhQZt5II+AII+AKt9SnpL/3L7WuY4OuH5jbE782AVvPp4ZUZzQBgbVe9uR3Sy5SrRJFAxij3uyrbMaHJDyDWJW9eJ2DxjCNYtn6IaB+Xy1dSQzvUCcNZEgOKAU4knUVPW8Ui9hXx+n0zhAAcTU3Qxd0NZDWz0Jjax6Mkby5K8gg/RD2jOdAzUv8mWRdJKy6EHVO+32RVcD64Hu3tnEEikXC46xCpY82Ob8ab4dr1ry3hcWFArfmbrC74zrE5bPWNkVySh94OTVVXqEeKjtZN8Db/C8Lz4mp6KFVi22flGVYHOratppHUXcgaBqkPdmqnVrkcThHC8+KwrVXtSv1dkZ/3TMXexceQn1k5CU9NKU+1Xc5c/0AAQEIBoR3uY1k5N71yht6serBb7Od0uHkqdudMSaqcdnrz0GWVHZJCQpMmwsO4HzxNVLtXUckUhOe/gK2eHagk4tlpxVCtIlQVmvk5Y9/ZmbC2Fb9s9BnYSqd9AnXEcP4lUnzB5HLyMLqhZtqWQgBre3bF4GaaCmdTYGC2BQZmhH8Vu/gg8lOdQSLRYWKnez+b2kjb0zuRMHaBTto+0m2o3P3aNpqfpCeiiMNGNycPrbZbW1jz9jLm+nRHoJU7Vr65iOXNtO9zumraQbwKi8K5yDXVng5VG6x49y8eZ32Cv6UnOHwuXAxtMdm9u8p67W4ugIeRPXxMHHEh+Rnudl4DOpm4zb7KjcXiyEPobueH+5nvcKjtTzChMVUeU8Yfn87jTf4XUX8O+hY42X4+AEAIIdrfXIjOtr4wpTFxLe01bnRaAQA4nHAP0axU0d8AMNo5GABQwmPjVV4sLqU8R6ClN75vIO3m1PHWYgTbNEFqaR5oZAp2tCKWZ6+nhSMs6z1yOSwYUBh4mh2FzS0nopW5evr32oYr4OGX8P0Y1jAIpxIf4Q8/QpWngFOMU4mPkFqaC3OGEUY7B2P6y78xxKk9hBBi2ZujCOtCrGL+9HoP2lp6o6GBFVi8MnSx9cXAsHWY4NYFz3I+427GG1FZeWSyC3Al9SXuZb7DUKcgtDR3k2qXQiJhkCNhLHMEPGyOuoj5jcSrQAPD1oFKJmOGZx8sjjyEsC7rkFaai/SyfABAdFEqDKn6sNPX7WxfTlo+2GVc2Luo1v2VpMeEEPSYECLaDr/9FrsXHEH0a+28dBqZG2LgT33QpmcLeLSUVTPyMLPA5ZgoROVkY66/6pcSdVQ1FrboVKmxlrNoxmHsOz0ThsbyXUgWTlcdaKuI/o6ar97cy/iEPI58qT47g9Z4k7sfTzLXwZTugh4NtoNBMZVbliPgIL44GvHFYsWsAQ7qxR5VBUtr6Vipqb/0VFBSe9QJw3mjr3zfHE3Q3GiuiBB87kcAfJApVU8qoQ6xBTm4kRiNqU0D0PPSfqSyCnGy5wh4mRI3NxaXje9CDyOrlIW/g/sj0I5Ybr2dHItCThmufolCWGoCtgT1lTISk1kFGHLtGDgCPo52GypqDyBmfhPGLhD152VmiZM9RuJeShzmP7oqKlNOuRH9pSgf426dQkZJEeyYxljh3wXt7ZyVfr4XmclY/eIO3uWkS7Vb3mYuuxR+//4lta/iuTFh6GHl89toZmmLVQHdRJ9l2dMbOBP7DnZMY/hZ2WNDu14AgLG3TuF+ivRNPWbMPFBJdSKOFgDwnWMLGFKJ7GR9GvjqpI/HN94BAOKj0uDaSHk2ttrIjbTwSrlhSNbxNm6AYwn3Mc6VkEY6k/QYf7WcBC9jB8z1lg40VXZMGXO9v5fqb/2HM6Lt4Y824ljgL2jItPpaVtzuaOdgXEl9iXxOschgLseAykCQlQ+SSmQTCRz78gDjXDtj/NfP1O/BapTyOSLXgpiiNPzbbh4AIOjWQvz29jgud9T+TJg6UMkUvM3/gikePUVGMwBwhXzRzO6gh+sx2jkY21uJfTNpJPFjsZBbgqFO7aXaNaEboLd9K/S2b4UNVH1wBDzRy1FF9Mh09LJvhV72rdD97q+4/vXFRV67dDIVphVelkzoBtjnPwsA0M/BHxwBD3b65jD4+vv1MKqe39b87zYhNT4LV7P+rlI7LTo3xY6X69HbYAQ4ZYQbh7bk6OSx7nEYFrfrAIoXGasf3sPS9sFKy//VXv5vj0qiwISuh0DbqrksDZ8QhOP7wjCw83rMWNALfQeJFY1uhUbi+L4wZKYVoHclZ01/bfa96kIVyH91DHfTP8o95mcxGX4WxKpGVMFZ/BtHPCebW/wID+PeMKCKZ/Crw0iWR++A1bj6fLlou1/7Nbj4cIlO+6wz1gBXwEUBV7uZ6NSlrHA9CjMCwSk5CgZzNIysVfsDlbN3pawUE4/Lx9iWSzDIcy6SopUn28gsZWHli9swZ+ijoZEprPQNRfv7hR4CXyCAt5k1Rt74V6rejcRoROVlwc/KHpPuSo+h56X9sNJnwtXYHH0vH8StJOn045L9vcokslxRyWQMdCNePqY2CRD9K6fXpf0wY+iji6MHSnlc3E+JV3lujOkMBNo2xKTG/lLtlmNEo2N5G8V6jZmlLPz2/Ba6OnngVWaK6NzEFOTg6OcI0VhOxYhTGvuYWcPT1BI9GnqK+tN0ubW2s+DVKfz9+R4uJkVg3quTuJn2HjfT3mu1j3bdm4KhT/smjeYcThGcmVVb0gUAC7oROAJx3ERnm2aY83oPcjmymeiUHdOkP0mSSrJFRrO2iMiLk5pBbmHmivcFiVLb5RjTDFDMK9Nq/5pAAgkzvfpg4rOteJItTi0veZ7KY+MvpTxH/7C16HxnGdgCrtyy5UQVpqDdzQVod3MBzic/BUvJZ2R+NXABgMUrA/fr9SCvXXlo0pcuKS7Ubr8NfRy12p4iJvm1AuVrQpnJfoplN8vp29BH7r+eTl5VNpoBYNSPwaK/t62/ggkDtmL53OP4ccgObPjtPJITc4hxz+5W5b7UxZCqXvCkl8kAfNfwKIzpTojI2Y3T8eolgNMl/K++8Xy+AHy+AFwOD0bG+jrvt07MOI96Ngkh1h1wO/M+jvrvxrpPf2Kht2b6rNc/x6C7mim1y8lPdQbAh77xMhhaXQSZrPlD6vT2m2jZyQfNg8QR5H0bEFn8yBQyJrVfgQtf/gJdgSj9/o+v8G/34VjeWtqAbHNyO1yMzXBvAPEmv+zpDWwKD8PPLYIAAI/SEkQuDtPvX8CRqHCM8mqB0zFvEWTnjB3BxJvrHxFhmHjnjNSMbjdHD5n+2ts5o72dM3a+e4oFLTuiIsVcDs720ix3vZeplagtee3SyBRMaNQKK5/fllt//8dXonFv7SB2RzgaFY61bXtgqIesHueClh2RVlKIXg2966yrxrUuYj/8fo7NddLH0u1jdNJudZBVVgDbSix9cwV8BN9eDGemDYY4tUNaaS7IEisVnW190c6qEaa82ImYojQ87LpOrWPKmPFyF/I4xaL+dE0OuwiWDLHRZ0E3QhZb7L9qyRDHN5BBQk1LNvVvEID+DQIQdGuhyKWCJEex5HpaOM4FEUoJ7W4qdzUzounjWvBvavWfUEzovguEArQ0dwNNwcy0sr5OtJsPE5qBRvW0TUFOkVbb6zq6o9bcNZQx+sJpzG8bBC8LS0y4dBY3R6pOZqRLqFQyrj1bjktnXmL771eQkpQr5dNsas7E0ctzQKVprjLizNRMzakcO331gxHJoEAoJF7+hBV+3XMjf0QZv1RclkTGthaVdztRBwqFDBqNgs8fUkXbR6/oPs6sThjOczynoaVZc9zOJJIcfCj8pKKGNMdHDsHwoyexf8gABLmo/1ZpahcDkKp+CiWN5kv7iM9wNWMnAGCQ51ysn7oPy/bLDwLxNrNCgK387D3xhXlSbhN+Vg4iwznI3kW0v59LI5yIfoNRXi1wPu4DJjcRR2iP9GyBvyKl020q6k8ZB7oMFo1lXWAPDPPQjYuAJN5m8l9kfm3TBZ3O/YMFj69iXWAPDHRrIpVSt7bQ030eOvT2xaItsi8cT2+/x4rJB3A1ZoPU/ncv4rFjxTl8ic6Apa0JGrhYYcyc7vDyFX9n699dwU8+3cAgUzH7xTFsaS1/ie3UP/ew7/dQmT4kx+fkboNd136R2ieJorrlnPj7Di4cIJL6OLpZY8WeCdDTJ5b9+zddgqb+rli5R7zM3tN9HphGejgdvkpqn6p+NMHbuAGeZWseo7D18yUs8hmEPg6tv25fBqOCi48ehY4DAbNxNfUVDsffxWiXTmodU4SkssfWz5eljtnqmSG1NBf2+vIz6THImge/9rDzw7W01xjv2gUAcCs9Ej+4qR+IXZ0kFmdhyoudEEKI35uPU1rWmGaAkNtL4WXsgGBr5QGzJ9rNQ/+w/4Er4MPdyA6b/SYqLDvapROGP94IACqVPMoN9oPxd2BCM8CV4F9xot087Im9gQvJz+Bn7qa0r2+JLqM7YMcc3adlvjFiHLh8PlKKCtUymvtfP1jpvs51H6tWORKZhH6DW6PfYNUz4JpwPnh2per1a+AHDyNluSeEeJixBrGFV0AiURBitx4NmIEypdpZBGNgg5H4KeIHbG6+F1tjqkcS+PTdBaDTq9eUrROG89HEU2hpRsycsXgshFgrliJzX684y9j4k6ozWEnK0SkymksLV0HfWHO/vuiIL9ix6F/4tBEnpegxsj1CDzxQWEeZwTfSqwXWBMhf8sksES8Jp5ewYKlP+NbZGxojrVjs8pJWoh33l2AHV9Hs77R753Ep/iOOdtMsiFNTlJ2bu/0nicay8PE1nQU0VoUW7TzwIDRSruG87qejMkF3a2cdwYMrkWjRzgP+nXwQ9SYRH8O/4KeBW6UMy3mNe2Dn53vYGxOG170Va4UOnhSMfb+H4vb5V+j8vXTQSWkJoem5er/0g/zww6VIjsvEojH/QBXlRnafkYHgsLl4+SAK/ZsuwaYT0+HT0hldB7bCpSOPZeoVF+l+uTrI2ge97q1EgKUnOAIeeAI+1jUfC56QjzsZb/GpkMjWdyH5Gez1zdHawgPDG3bAsEcbEZEfDzafCz0KHVYMsXHa694KNDZxgpWeCS4kP8PtkNVqHVOGHoWO1e9PivqT5FT7+Qi6tQjd7VrAiGqAsKz3OBsk1p+d7tkLP73agzXvT0EgFGBZEyL49ml2FIp4pYjIiwONRAWTqocutr4ggYTBTu0QcnspvhRnIbU0F5Z6xmCqudRb3TgxrXAleLnUvjW+0r+lM0FEDoD/+crPnLqhhayxZUJj4lzQYqx8dwRJJVmIKUqFuwJf4ynuPTDFvYda7crzqTehMfGz9/f42ft7mf3q+uD3tCL8t3uNDcLMjSOl9tUURubqa/NXhaux0ejp5gFnUzPcjI9BVxflq8opxQXIKpUfKFdXaWBghgYG8lfYDkYTBrKrUXeM9ZC9F0tSPv9sp0fEeLU2U08hpqokJWRj1pjd4PEIGToanYrLj5fqtM86YTivbLwYy96tgRXDAqFpNzHOeWSNjofN+qdShvP8/oRR/7+Ts0T7BHwBBALNNS67OnrgaFQ4lrUOgR6FCq6Aj1IeD8Z0wufuRWYyeEIBqCQyVj6/hRdDZxJ9B3SHx+ENGPLVjWHkjRPQ14IsW2YpC9ZffYx/bNwGsx5crHKbleXal8/o0dBTNJYrX6KkjnuZWeFaYlSNu2os2zkWA5otRX4OC6YW0g8adikXc9dLq4w8uBKJHkP9MXuN8oxO/ldWY7JnMB50X4iAq6vxtKfimwxDn4Y/FpyUMZz/N5OQZbKyk46wtrQ1gaWt6qW/haOIIKOKM8XT+/6Jn4dux9WYDegx1F/KcL57MRxuPg6I/ZAi2icU6MYZYK2vfFcTKomCbrbN0c1W1sXFTt8c97v8T2GbV4LFLymSygmqjinjdoh0YPSSxoNFf5NJZCnjao63tHpKa3MPucZXgCWREKernM8IAHc6yzfqu9u1kNq+VENBgbpi6KPV2NZqJoY+WoM7Ib9jeZNREAgFiGMpjkPpdnchNvtNRSmfg5bmHghNfQ5PIwc8z4lCHwd//PBsE063J4z73veXIrTjaox9ugFbW07HqCfrcLHDSvQPW4H5jQYjoTgDPe1aY/yzTTgX9KvCOofbLpCryPL85jvdnJhK0n82EWjWJFB3iW58rcVyaM2sVWf07dvQB/s+vcClnuPRxFy2fO8r+9DKugFWtKo+H+SaRJWxLElSSQIAYLzLNEx7TbygBlgE6WJYUvw8cT9Cn4rvNdNH7dJ5n3XCcDakMrGqyRJwBTyVPmRSM8aVpDh3Mpjmu8DK1o5z/PDG89HQyw5lJWww9Olg6Itnjp5efwMXH80zdO0OGQAOn4+h14/hfW4G2tk5459O/UXHB7o1wdS75xCWmoC/O/WHOYNwqKeSyXg6eDoCT+8Em8/Die4j0MRCfS3Gq33Ho/XJbchjl6K9nTMOdCEe5PMeXcWjtARACIQ4uiFsYNVnPAJO7UB6CeF7V1FxQxlcAR/+p7Yjp7QEIY5uONFD2lVhapMATLh9Gq1PboMQwMshM6o81sqgb0C85KyYfAB/nhaP4fJR4mbWtULktZ4+HddOPMOEeb1gZKrYJ/JFb/EsnDKjGQCW7RiLpeP3yOx/ef8Tgvu2kFNDPSKfxiLkOz+Z/XPWDcHM7zaDw+bJBBae2/8AXQa0ROyHFERFJsHL1xGPbtQuY6CeuglfKMAv3oNhxTCRUthR9drGEfDgY0K4/3EFfGz6dAqCrwGJPCEf//P9AWV8DvQodHSzbQmugI8vxRno90B6prytpQ/aWvrgYZbs9V6xzvnkxxjrInafOZtAyKXqMxkyddVVydDFDPW0P3Xvbxx8ZB/8bO3Q0tYB/4S/QPQ05c//fZ9eIMjORa7RDAChvSbA5ejaKhvOyYk5WL3wFOKjM0T73L1s4R/khTGTg6vUtiIup0TgY0Eqkopz4cg0xwjntnBQMNNcGeZ4EkoW1gxb7PCrut61uvg0I+yjZbOPYsDItigt4ei8zzphOL8v/ITNn3eghF+KxsbeWNzoZ532x+M8/Pr/iyq31b5PCzy8HI78bMIAHLOwr9TxtIQstOgg/43czcQCl/oo9quiUyg410v+EiSbz8fuEPkZD20MDPF40FS5x1QZpo3MrfFCjqF5sMtgOaXVR16/TwdPU1he2bnp69IIfV0aKe1vX2fls7bVhZmVET5FfJHad/diuNyyw6Z3xoGNVzEmaA1+PzYVHk3lv3Dlc0rwIOMzejdoBo6ApzRLWYtAYtY9PSkHto4WUsc6fy9r+GqCk4fsC5mZJTGznpdVBJsG0jf1+I9pcFvkAGMzJqLeJMLL1xHxUWmgVbN/Wz3/Ub4GFVJJlYuHEEIIoRC40Ynw/aSQyKCQyLiTEYEO1k3RxdYPQgixvvlEtDBTL1CdI+DK1KFU8KuXZzD/V7g5Yhx2h7/E89RkXB2ung+ypPyqLti6PhShZ1/JrJbFRKUjJiodrKJSTNOyFvGMF4fxMFM6buNo/BPs8h8Pf0tZ/evK8K4gAp+K3kMI8Qr54Aby7Q9tMmYKEQtSzGJj0fTDWP2X7j0O6sQT52raTexuRej5CoQC/BK5TCvazoowsRVLd5naJ8kcz09VX2pnyd5JSEvIQmZyLnzbe8kc7zI0ANPWyvcFHtl0Po6+/V3tvur59li9byKm95X2y//wKgHfj5ddAhs6JQRdB7TCpO4bMKs/MctkbGqA489+BZkifpie/vISEz06gC3gIbuMBUem/OAxAKJ6yyfuwz/XCZ/kk38TcoutOlZtifXAxqs4sPGq3GOFecUiwznicTSaB3qAx+OjaRtX9BoegEuHH6Hf6Ha4e+E1ugzQfaaoev7bUEhkbPx4CttbzZSSq9MEOpmKRY2H4WXuZzgzbWBONwKFQsemT6fxNj8es72IFcE174/haOAi3M2IQD8H2eyNLc3dkVGWByGEEAiFoJOpUnW62bYERY2U3UwNZLtIJJJIuu9boqGJKVYHd9GozvvcDNWFKsmCaYcQ8YKQYm3m1xA9vveDuaURsjMKceXcK3x8l4wLJ54jMS4L63ZoR5moYkZBBpkK9ldZxMnP9qOnfTOsbVG1iS0AeJ77CBNcple5HU25c/UtvJs0wB97JwAAThx4CBqNAt9WLipqVp46YTj7W4gfnORqTFRhYhspdz+ZotqXShI7ZyvYOct/y/35L+IteWrHldh5fzkGuoojZ4sLS+XWqafuUO6usHd9KH5Y0BuJMcRNffIS+dn+zK2NRYoTa2YcwsNrb9Hba4GUL3F7a7HvdhwrS6nhDAAT5vfGvt9DRWPYv/EKnNyrnkp16vLv0W+M8gASZ09bPLr+Ds0DxWPuN6Yd/t1xGzHvU5CWmIOFm2s2pqE6+BKTiclfX4YqMmBMO0ya16uaR/Tt0KMpsYQ8fFIwxs6svALIiXZEO5LBkBQSWWFgIADc67xRarubrWxmt9CO0j7jFzusBACR0VzuzwwA7a2aoL2VOFnX7ZDf5dZRhYWdKdybqj/BY2lviqyUPLXLf8s8yfiCg1EvMdZL+oWcK+DD95RicQF1iHgRj4AgT/y2cZhMcHfXPoTS1K9zj+NpmHYyD4fcJFY3rneeBxs9Y5njYx/vxtXUN1jcpC+MaFUL8s3lZONi6knoUwxA+pr7oItN7yq1qQ4XTjyDlY0xoj+lYfH/BiGkZ1O8C09UXbEK1AnD+XjiaRxPPA1DqiFSSlPhynTGgjfEzWZ9sxU665dElm9wGNtU3YWjIjvvE/5rZ+LED89h3pVzSencwA2dG7ipLliPXPKLS9FhKeEb6O/phN1T5bu8aIvmgR44vfsefljQGxt/+VeuDq08lmwbAx6Xj76NFkIoEIpu1B8K0jDv1UkkFudidQvVfvrl6hrlYwBk1TQqw7FtN1Uazt2HtMH5A2H4/KaVSMvczJLQEX5+5wMAwLNZ9SRTqAzFpZfB1O8jta+M/QR6DPUMHADgsLlSRjOdQYWrlx2y0guQk1mI8dWYLKGeusGRN5pJhX03KQQZX5Nz1GXeDpmLH++fxm8vb+K3lzfllgkf/FOV+ljxx3CVx7u31o7dksspxuImfeUazQBwMPBHNA9dhqWRZ7ClVdUmIMgkMrrZ9AOlkq5MlcXKxgSDx7TDoJD1KCwogZGxPjp0bazTPuuE4bzDb1O19ldW9IfKMnpG6olw3z3zHJ0GtqnUOP79VL2fu56aYfnfhLpG6NEniH6XjDnrhsgtd2bPfQycKE4SU1bKweZFpwBAanZjgJMfBjhp5p/M0KeBXcpF1rskzQAAIABJREFU6NEnAGTVNDRl+6U5mN73T2xddgYzV4lfPMpKOdj+6zn8/DuhGNJ9SBvsWn0Rx7ffRt9R0tqh4Y+jqzQGZSSlNQOV4gwONxKW5ltBIZuBQW8JEskA2bkzYGm+TaYOm/MaGdkjASEPttbnQac1Bo8Xhy8pTrCzugw6vRl4/BRkZA9DQ4cvcnqVz/LphwEAVBoFl1+v1Npn/BaJi0rDtEHbcO3tmhobQ/ns7n+JgdN0q9VdG75XADCkMXC8C2FAHoh6iReZSRACaGnlAF8Le7Sy0jxQv6YZ5KRcL5pMIuN5dtWT0bB4RXie+xAMip5oxrmNue4l6fadm4mV807g8OWfkJ6aj6WzjiI/rxihT3Sn6lMnDOeE4kS8yHsttW9wA81ztqsLifRV6ofEQGnBMjCYP4BEsYBQUAA2a5dGKbd/n7YfzYO8YWYt/42wIjM7r0F0JPHQpdGpuJS6Q+Px1/NtUa6use1XQme82yD5N8I96y5jz7rLMvs3nay639nS7WOxbMIebPv1LDr2kS9TtmjMP4ioYMxKJkSRdBdxbWSPDcenYt7wnbhy/KlUHRqdKjKcyz/709vvceSRWAHE2csO717ES/luaxs7a0Iy8UuKExo6JCIzZyKsLfagtEz+75tB94OT/UepOkIhBw0dEvElxQnWFoehr9cRVhayKiXKiHgWCwAYN6t2JhqpTvb+cb2mh1CPDqiN3+s4r1YY56Xd+AkzcybWLTuLhasUr/QtnX1Uq2mjs9lFsFYw4wwQcWEm9Kr3N9VNt6IMiqDTqVi+gXheuLjbYPbiPmjT3lOnfdYJw3l/wlGsaLwIY55PxorGi3XeH8OQyOLHyh4oExyob7wUrOyBMLQ8o3Z76hrNALDqxCzM7LwGhyPXYYaaSRJ0TbM5f0KfTsOz9TUj2/ZfQJ3MeNrMnleRVh28VLa/9tAkjdps0tq10p9rZ6ju06qWQyIRDxUuNwpCIRfWlvKzi6Vl9oO1xT+gUGwhFBIBZFQqkbGRQrYBj6/+LLM87J0sVBeq47zS4SpDPTXHf+V7/ff6L+jddhXuXnuL1oHuaB/iAyMTfeRls3Dn2ht8fJsMgUCIvw5MxJP7UTIBmYHBmgdk//BkLy51ki/DV8onpNsmuClOGqcuBdw8/PGZsEl2+B3B0cQ9GOlU/Zku/7f4/+yddVgU2xvHv9t0SINgYHcriB2A3d3Xbuy+6lWvjd3d1+7G7kDFQFBApLtra35/jNuzyS7Gbz/P4+POmVM7c5h955z3fN/TOP/AsHbgH2E4d3TxBQAwaSyUMy+DpZ9WYVE1w0eCE/CoNWQFvPcGa5NXxIOZJenE/+1zvMHa0RSBDsFZjBj5HTE364lC7lOYcqh/ZIq4r8CQ2xjM45NLoAJhEpiMMgbvoxEjRn5d+vquBZ9P/ma+fPIVL598pcw3eRj1qtSNl8ojvVJhzuQgJj8dGdw82LIVg+JMfEG6gXV0q61VvVRs+rISVa1qIDSbtIti8nWbKCgUZGmcd+qgY0hOkM1v1HHWkOj872hUqh4qWZIb3mLyS8agZHK8UJS7UzwDDQBFubvBZDfRqp6EbylKVTXk4Rbxser8dPg7jMGy/yarL2Bgdt168bO7YMRIiWBjNRXf4yrAw436x87J/hii4zzAYlYBjUbKgZmwG5I+zo5XwGbVRHrmQuTkHQQNbDjY7YCpiaxUFreIh1P7HyLsfSzSkrMRGSaJSrd0ylHKdlX5ha6ZdxpBlxR1v93K2GPvZeXBIAQCITrWWai2/v4t/0VGWq7KfCJVC9H5Aa1XIj0lRyHfuoOjUb2e7MtFalIWbp0Pxq2Lb5AQk65Qpzyq+mpmzkFacjY2L7uIZ3dDFc4fvDEDTq76CwihjNdPvmD+mAMK6SOn+aHX8GYK10uEpvcEULzm8uxacxVnDz1WWn7Huckoq0Y5Rx/3NTI8EY9uSeRddbmvAHD/+nv8O/OEQnrPoT7oP6YVLCyVK0ZcPP4M21ZcwsLAAWjatrrW30UbMtNLNpz3w/bzUe/qIrS6JdkMaskyQQ6vUHzc06MBzJnF1/pu79wJnVx6iaMGNizlraYENXu+dFefCYCDSUXsOL4TA/zX4dg1iZtI3/aGW3kV8UcYzj3cyKAhs6tMxcyQhVhTu2Q2b5iXOoCclHYoyJa4TDCYFWHpeEfjOs5GBKKHZwCOfVgFWwf1LhsW1qb4+DwCCw+OQ1Ghbnqi+iKviItdN5//1D4Y0Z5nKRFo4uCJPV8e4GpcCM62NLrYyOPuEiL+7OEqCcmuzGgGAFOTlijj9l0urY1MWimbf1DKRrnGfHZmPg5vDdKlywp0qL0QQqkVIY/yDijI5yIlMQtx0anwqzkfTVpWweLNhg9SIEKZYQSA0iAZ1FZ/OvWmZhwMbCMJMV62ghPycguRkkjOWA31XQsnV1scvDFDb23Kc/m/59iy7KL42LOKC1KSspCdkY89668jNjrVYG2L+BoaL2M00+l0lKvsjMy0XKQlZwMAxnbfBI4JCxdeLtaozp91X/Nzi9DDS/J7z2Qy4FnVBdFfk1FYwMWZg49w5uAj7Dw3BWUqOKqs6/3rb4j9lor9G2+K01hsJnhcvvi4OEYzoP2McXGh02h42/Ef9H+0HaFZ5ISitNG81+sv1C9VVi9tyc8wv0p/ijaO2gdymVhF1n7a8rm1QlpIxnmUYpNucNJGMwD8d3MmDM0fYTiL5E9ooGFNLcMFPqHC0oFaskZT+lQhH9IDaqh2LbmWtB0AcPPYE/Se5FusNvXF5iuPja4avyHVbdwAAN/z0rDHy/Bhb41ojr2TtcLsmsgoWbRxILxbV9Oonr86rYdQKASNTsO1d4p7IaYP2YWPb6Lx7N5nPLnzSeN6i8PANqtgasbGueeKxoOy5VVl10IX9YUtyy/C1IyNf7YPRY16ZSnrTYrPAJ8vAJOpf0mt+WMP4PVj0pfXt0cDBCyRnVl7djcUiycbPlRxhaqu6D7YG2NmUWvsiq5FUSEPBflcmJqpDqbyM++rtNF86fUSmSiiQqEQHWqTM/Rjum9UW/eToE9ITsjU+rv8Dhz3oY4ErE9Kse3Fs83jgwehnZ40nK1YLgpptWy7YVd4J4yudBn+jZbi2gtJiPqx/bdjx3HDft8/wnC+kXgHvs6tf3Y3dKJNb+3cOjwqKw4idey6+Rxbrj1RmadVDU/416sMv7qK0QuliUxKx6WXn3DxVShSsnLF6QVcHmoFKBeHf7xiPCxN1S8HcfkCdF91CDGpmZTne3rVxN99tIsEJc2sQ1dx/U2YyjydG1TFkn7twdSTYsPXhDT0WH1IfHxh7lCUc1QedKSAy8Phe8Ea3bPVQzuAw9Tuz7jvA/Il7GqbALxK+4ZSHEXfN2UU8floOHMzACAkMAAvv8Zi2v5LyMqXzGKcmTUYFV3sAQCPQr9h/K5z4nMMOh0T/L0wsq16CcYTj95hxRnq1RsTNhPn5wyFq63qVRrpMflufQA0lMBWKOtTtSy2jVa9hLj05G2cfkq9v8HNzhrDWtVH36bF9yVUh1AoRFw0qbl76TW1Huy6Q6PFxsrSKUdLRAYsLTlbaTvqjDN9QWUQAcCy7UOxYBy56fPaqZfo3F+757ImiIxmAApGMwA0aVUVNqXMS2Q5X5nRDABrD47CjKG7AQA3z79G1wGqNcd/1n29dUGipLX24CgZoxkgZ9KnL+uJdQvIjfpnDj5Cz6E+SutLTsjE6Jkd0EOJtnxJjdHflb7uQ9HXXbOw5tqQzUtQSAvNug5rthsEAnLiTvS/UCBETpbhA8P9EYazdGz0342pgYM0yte/KvXy4fHQtZTpImpPC4QmkVLvfojA3Q8R8K5cBlZm1P5gqgxjfXDkfjBWn7+vMs+Zp+9x5ul7tKheHptHdtW47iZztiC/SDPXlkuvQrF8oJ/Gdaui+YLtyMyTGJVBi0fBwdpCaf6D915j3YUHGtV990MEfOZux8s1k7Tq09U2Et/WBnZltSorjZAg8NfWUwrpPVcfRkhgAHIKimSMZoDcTLrpymN0bVQdDlbKDfY60zdAKFQ+cAu5fPgt3QsAeLZyIsw4LMp8C3u3wT+nSNeHBcdvYPkAzVZrEjJk/Rs3/kUdqREgXZa85mxVWV9cWhaWn76DtecfaH2/tOXARskqmKqZ064DvXDhhy53QV4RTM2L7+eoCkMYo9rAMaEeIwDQQEq+KjoiWe9tZ2fkiz+37FBLab6JC7pi2bRjem9fG6Rn41MS1G/U+ln3NXAR+WzpM6K5wgqCiHZd6+H0gYeI/pqMI9uCVBrOAJQazb8rda4sxNuO6lfhhQSBe0mhuBj7FlWsXTC2Yiut27qZdAntnTrr0k2VeFo2w5bPihOj4yvfAp1GB4vFQPgn0g2FwaDj6FXDKy6VXHxqA3I7SbWx9SdwPHQt5T9V3H73RcFotjDhwNHaAhYm1D+SyozmkoDKaGYzGZR9uv8xUmNDeG/QS43z6pNPMUkyRnMVN0eVRjMASqPZwoQDV1srytnS9nW116t8kRoJAhq8Tanh5ltJWFg7SzOZc3FpWdh2nTTKaDQoGLZHHyhuWBOx8+ZzSqPZyYb62o3beVZpXf71JPJNt9990fzl6eUnmWMWQ7kBOm7nOYU0Op0GZxtLhfQiPh+33xlWeiv0HelTLYqwqIwqUhEXQ0NiVOTUD9XqeBi8DVWU0TBMvCH2jnyVUkCqUFV5iG4PT9V+uCWNvBwaFT/rvor89yvXVB2UxKU0ubr3O7taGJohT3Zh2uvjuJcUih3hd7DonfJnqjISCuIM0DPAz20xrFmSvxkrljOaOU4A/YeLrns5e1StWRpVa5ZGpWrK/7b0yR8x48yiszD3veyGwH9rLlKSWzUvY+KQlJsLGxMT+JT79eSjtsw8CjqDjvEr+2Ny2+X4Hp6ImduGo2kn2UhwZ56+x5KTt8XHd5aOhr0l9QxfQkYOJu+5AKGah2RIoOwufOnZ1OLoOH9LzkDvNRLfPnd7G1yZr+h7Kz+z12TOFoU+yfMxJgkbLz+SSVvUpy16edWkzH/y8TtwWMX/s3j3LQGDN0p2eWsSmvuM3DK/JvdM0xlUaeqU8sD9xDDMf3sWc2p0ROfSurkPzDp0FU9XToA5h1zCTMrMRbsl5BKv/7J9AICl/dujWyNyp/qWa0/Em0n3Bb3E1E6Ksz/fkjOwVcpFZd/E3mjgqfjDuOrcPbHx/SYqHrtuPsfo9o0V8lmYSJZXC7g8TNpzHnsn9Fb73aTdZKq5Kze4Dt8Pxtso0iii02l4vWYyGHTF+QjpFY9pBy7jzboplPn0wfvX3wAAdZt4qsxXz6uC+PPrx19kjg1B5Ro/N+paFTUGliEJk3oxqVm/nNJ8HuU1U1fSF0/ufEJUeCI+h8QiMTYdudkFWi91/+z7+k/Az52h/9VZ+v4Czn5/JT7u5FYHy+pIfotuJ37Eh8xYAEBr52p4nhqBi7FvUN3GDX3LKD5TlWHNMowiDQ00DPZU7vu/9cgYpecMxR9hOOtqJEvTef8RhCaniI9rODuJDefk3Fx4b92N8FlTQdfGSVJDCvOLMKfnRoQFRwEABs7oiEEzOwEAvryNRsU6EgN+7PK+4mhpa6/MAp8rwNB6cxUM58P3Jf5f9cq7KTXAAMDF1hKnZmrmMmIIuvx7QPyZxWBQGs0AYM5hIyQwQMZlZMreiyqX0fuvl32ovl2v+h720YMP6quIWIzYInFh8KtbGauHdFBbrqTuGZvOREvnKhhU3gubQm8hIicZlayc0MFN+RIyFWYclthoBqhnhEVGMwBM9PdWq8IiPRYuzRuGMg7UD+PZ3VuigMvD2WekZuiWa08oDWcAmODvLTbGX36NVdk+QM4KS6PqhWeN1CrJ23VTleZ7tnIidt58Lu5Hx+X7cX3hX2r7UhxsSqn2Xbe2NQeNRgNBEEhOoN5ToE/YnJ/7c2OuQpLM0KSnSfaDWNmaqchZMvRpvlzGfaQ4/Oz7akQ10kYzAFyOe4uEwkzsbUI+fzaGkioii2t1Rzd30o7wu7MW/364rJXhzKQz8CbzJZxNXMCkkSuMDhzNVnmKw+BOgTh8OQAdm/yDmUu748aFN/h3q2GVgv6IEf8u8wPWhG0CAQJHG+9GSNZH1LKurr7gDwafOI3Q5BR4lXFHn1o1EXDpqsx5RwvSIAh8+ATTm+vXB+rTiwhM76zc5WKy70oEbBiC9v3JDRoB/qvA4jCR9D0No//pDY4ZG3YuNgrleAKJ33dcuuaC4iVNstQGQ4CcZVXHX20aYm/QSwCkn68yQqJlNxXsHtdT7y8+tuayoUqfhkVjzA7JMpc2G9JK6p51vrMR3T3qYVylVhhXifRla3hlqdaGc5eGikoMNuamyMwjZ6xcS2keEROQHQtMBl2p0Sxicd92sDU3FY+F1efvY1a3Fgr5xrRvLDOL/SYyDnXLuymtN2DfJZljZZtapV90plDMnqvqR3x6ttr8uiIyhjPTclXmy8rIEy/FO1I8QzQhL7dQfSYjsLWTvFTmZBXA5SdO0kpLx207PRHlKTacq5KX+9U49WgBLK31F6L6T2NmNX8MLCfRVH6WGoGxzw+Ij2PySX30+lL7XTY1GIQ+D1Xv25CHK+QiKu8LovIkrmg93Abo1mkpqOTopBEIhEhLycGG/X+hYlVXrF9yodhtquOP8HF+kPoERxrvEh9vj9irVfmn0TGY17o5Dvfrhc7VlKtKXPz4Wec+KmN657XwG+SDa0nbxZJz0pSu4ITzuyS6rpuD5mP91dk4+mE1GrWrCc8a7tjxQHGn+JCWkhnopMxcsXHxq7Hq3D2ZY2sNfKyndPKBm521+DgiMY0y34ozd8WfZ3RtjsaV9O+L5yw1y/rgU5SM0RwSqJ2KQ0nds0utp2B4BR8ICCEExI8oVh21X7WpVUbxB9dNylhuVMFd4bwqpMfCnB6abU6RNliPSBmy8kiPqwm7z6us81HoN/Hncb7UG5/yi3hYf/Gh+PivNg3VdVWBQi5ffSYdqOdNuly8UhPGWFrlQVc3DW6RYb7Dn0al6pIXtY/ByiOqZaQqBt3QljgVWtDP7kl+w66/X05pNAt/M4nR96+ifnYXfmmkjWYAaGJP7cLFpkvmUStZOVPmUUUPtwEK//QBk6Z60/LRK9Pw7EEYKv7YOzBhtvrV3eLyRxjO8rPLTJr2E+kjGtZXeZ7DZCIxR/ahlhlfBryCS0pKaM6UdQOVnitfvTS+h0tmTruUnoCe5aegZ/kpGFRrNhzcqGXN+jatLeP/uvHyI9QKCETgpYf4nmL4ZVlNuR0i+fHWxsjsVF+y6Uu0XC/Pp5gk8ecBzepq3zkNcPqxAazR7M2Y+MMgo9Npan2vqZCXKpO+Z/pkwduzeJceg/cZseh2d7PO9bhQSMGxpVQcpF9u1FHE48uMhU71q+rcLyp2j+8l/pxbqHyT0Oc4iaJC40oeGOdHLcV16dWnYmuYy6+I6IvB49sAgNql+L2BN8Sf6zetKHOOoScpRiMk0qodJ/cpV825dEK5K5Om9+TcYeUyls/vq5/8Cbr0VqN2fjaiTZZbV1wSy5EZ+XnE5H/DlLcjMD54EKa8HYGY/G96qZdPFKk8T6PTwOYwxWOgpW8NvbSrij/CVeNC/FW0cCBdKHL5uahvq3+t1CI+HzYmsrOhdLod8jLGg8N9BbZZXzBY+g8iIOALwZZSJBg8u4vGAVA6N6yG+cduyKTtv/MK+++8wt992qKnkg1yJYn0fsRSFpr7/rnbS5aWEzLVz9LoS5NZHgsTNr4lZ8jMHq4d2knn+ka0aYh9cjPN+++8wttvCdg6qpvMZjddmVbVV6zdvLJeLzW5lcNhqQ4SwdYiiERSZq7MWFAmL6crVdxkN10lZ+XCkULh5MILiZpG98bK3b3kXS10kWos4BpG6UVaLYPH5Svo24oQRYnTFeNss26omlV+dIt6EkBTuEV8lXXQ6epnJ66cfFGsPpQUnfs3QeCis0hLzsat88Hw69ngZ3fpl4Qr5MvMJouIyk1BOQvJc5EvFBSrnbXhS+Bs4gZ7tgNSipKxNnwJNtbZX6w6AaCchTfSiiJhxylPef5LaDx2rr+BFu1rgMGgY/XCc1i4uk+x21XFHzGtsLT6PCz8sBwOHDtcSbiFYWWVz+AqIzFHtT8gALSrJLvEYeUcDBvXGDBYNVGQvQyZ8e7Iz5gI6EHqS8SzG+/QqJ3EwNU2AEpIYABl0IUlJ2+jVkAghm76r9h91BeqdH3lkTZ6YpUESykJzE04MhvaAGBfkO4/PFM7+eDBsrEK9+xNZBy8527Vyz17mEzKyE14fgRBiaE618NUIdEGACwtXlZKwg9f2pAfte0MZR5pmbwOUlJ28uhj1YbLL94PlSpq1i8LAOjSYDHl+elDJa5tU/7uprKu4R3WUaZ3a0QdXKUkkA4Z/btQs4FETWPTEkV3oYjPCfgemaKQTsXwDuuQlaEYKKVboyUqA6ioixD58OYHfC4BaUJlaHNffbtLVok3LD6HN8+U73e5fVG5/OWfTqNrS3Ax9g0+ZyfgXtJn1L1CuuV1v78J9a9K3DwvxUlWGl6kRWrdTkuH9phbZRlGlZ+CeVWXo6WDfiIcR+U+wfGokdjyubXCPwCYMfoATt+RRF5+9kB1gDN98EfMOFswzfFPDd03M5iz2WixfQ/CZlHvivfdQ0aUWubXjvI826wX2Ga9ABDIz5yFzHgPgMaCtdNr0OiqNziZW5uii/sknI0MBFNOBm3v0rMQ8IWYuVWiMrFhyiGZPOq0nAFgfq/WmN+rNQ7de421cjrBb6LiUSsgEGN9m2CsbxODqIZoiiaBWiR5pTP/vD5P20+66tBokv5/+J6ETVceY3JH3TaS2pibanzPxitxJVBFV3fSbWVr45+npCJPSYy7TSO7YuwPH/So5HSF89LRDyu52qusiy/npiG9AqIp+p5Vl2bNgVHo4bUU+blF4o1eHuUdUFjIQ3K8xOivVscD/r2o/bPnr+uP5dOPIyEmHX4156NMBUeYmLLx7UuSWOu4c/8muHT8mcG+hzzebarhSdAn7FpzFXvXX0elGqUhEAiRGJeO7Iz8EomAqCtr9o/EmYOPsHvtNVw9/RJXT7+EZxUXZKbniWf/W3eqgzuXlbtKSN+Tvs1XgM1holwlZ5l70mNIU6UGqLRLjl/N+WjYrDIcXayRnZmPhzfJmeqeQ31w5uAjyvKGQv6+upW1h4kpW+19vfxmKTrVJQ3BuaP2idNFG2SladvFMO56vzJPfBfC+8Y/CrrMt9vOQnpRHvo83Ip6pcqgSMjHjvA7yOLmo7RZKaz5dBV0mnbzqnEFsi9c0fnaG99UqNoYCACDRrXA3RvvYWFpgsjwJIyf5a+XdlXxRxjOA5+PgrddYxkf2fGeIzUu/y5gAiqsCkSFVZLl1o+JSTLHk328wKD8cRcgL30UeIV3ABoDFnYnYGazBgCBzHgPsEw7w9x2m9K2T4evR+fSE9G5tCSa2NG1V3B07RUAwNxdf4HBlAzg46FrIeDr5s81pGV9DGlJvqWffBKCZackmw533HiGHTee6eSbqy+SstTP+ouQVmBwt9fcl9YQzOrWAoNa1ANPIED9GZsAAHtuv4BP1bKop0K9QRNE9yy/iIeBG47LbITcceMZWAw6RrXTXDIIAJ6lRKCJgyf2fHmAq3EhONtSN/1tfeLuoJuqgzZ4Vy6DMe0bY+cPSbxb776gXW2JISEdyGTPeNVaz/KKIcokFH8mZ58uwq41V8VGlPRspqOrDQ7dmKmyfLP2NTBrZR+snnMSABD9VeL/bWrOwdmnCxEXnVaihvOiDQOxdOpRPAn6BIFAKA728rvQc6gP3MrYY/GkwwDIWWYRQye2Rf8xrVQazvL3hFvER9h7UmJRdE9oNJrKmdtr75ahS8PF4HH5ePlQdnZu3tp+aO5bE0+CPiEhVvHl0lDI39fvGkZvZDIZuP5+OWK/pWJUlw1iY1neaG7XtR5V8T8eMyYbbzv+g+95aYjOS4WLqQ0qWJIScfYcS5mogss/XMTxb5K/5ad+C7Vq61N2CMYHy07GSB9vq6dci7k49P4R7ZHL5aOhd0U1ufUDjdAkNNAvzpvMENS10U5Ki4rFt+7gSPA7mTQzNgtXhg+Gu42icZYZXwYADeZ2B8DitID8zGd+xiTwCm/A2iVcoaw8MV8S8d/G68hIyYZQQKBBm+roOa6tQr51E/cj+H4ohs3rBtdyjqjepHhBC7bfeIbtPyK8AcDw1g0Q0LmZRmX1EQCl15rDCI+X7ALX1HCfsveiWIpOOsiGNNLhxlVpAmtLZl4Bmi/YAUAxsMn31Ex0Wi7x63q8YrxSOTNdkb9n2r7s5PAKYckywaK35zC1anuxv7MmFPH5aDiT3FB4csYgBd/hoZv+w5sfAUFELxTSSPsCy/dbeiwcnNwXdctpFgVKVZ2q8jMZdASvnaJTPY9Cv8mEE/+ZL5wi/ukbiKgPMdj3cf3P7kqxOb/1Ojr81QZsFWGylTG2/mxEhkTD3NoM51L3qS+ghMEVJuHwV903z+qKaIXgV549/3/kStwSdHRTVLAy8nPI5iXCiuWM1YvO4tWTr1iyvj+q1tJOyUlX/ggf5z2Rh9Rn0oDF7Vrj6+wAmX8hARMpjWYAsHGJgI3rN7A4LUHlLmBmu1kjoxkA3Cs6Y8aWYVj+32T8e3oKpdEMAEPmdoWFtRna9ffG7B7F/4Ec59sENuaSTY+qQiEbgjHtqeW+VPEpJklGv7lrQ+pNXD2bSHzDFx2/qX3ndMDD3gbLB/qJj5vO24alUhEc9YH8PdOWvg+2o0NQIJbW6Y7IXM18KksC6bGw9apyZQBppJVT5MN+K0MUbp4vtRM/RspPfmTbRmrr8KlaViaioHT4cSOa8+ERtcpDtwl+OhnNALDj9Sp0Gde+ON0CgJ9iNBsxYkQzDkWQcnezlvbAyduzULHYM+zXAAAgAElEQVSaK968iES35isM3vZvbTjPeLcQM94tBJ8Q4K9XkzD93XxxWomgg+xdcXn74DPqNK+CN/dD4VSaWopOW6q7SzQbtdmwxGZKvr98tDVN8alaVuY4LUd9NKsbckaKMvfYFtUlu3DfRMXjS4JyfVN90rmBrJTaablQ2vpA+p4V8bS79uMqt8awCqT+cS7v1wlgIT0WXkWqj/AHyI6FVjVUh5gW4V9PotUucvm5+U4ihddNhZqGNG1rSVZ7jj78PSS8fjVe3XynPpMRI0aMqOHxnVBcPfsaZSsYPlrhb+3jvLb2P+oz/QQy491h46r5zuSvId9xastNZKQol4dafW4aAKBdf2+06+8NbhEPe18sK3ZfAeD990TxZ202OZV3KiU2PIRC3Tx+TNks0Ok0cfm2i3fjzbopKsvsvyMJIVrfU7kPsbThDAA9Vx8usSX1V2smo8HMTeLjJnO24NlK/fkSS98zDku7P+POpSWKHS2dlStHlDTSY0EoJBAen6pyk97i/27JaHgv6kO9SiPPwt5tcOpJCABg3tHrWDbAFxsvSzZDeWj4NzCybSNsukL6kr6JjENKdp5WyjDFYXHPtYiPSMLQxX2wpPc63OSdAABkp+Xg/JbrSIhMgq2zDfrN6orprZegZrOq8KxdBsv6b8CNouMAgDn+y5H8PQ3j1g1BXlY+7EuXwvkt1xEc9B7mVmboObUjytVwR/WmVXBk2Rl41i6D0+svY9KWv1ChTlmsGbENdAYDXp3rI+zlVwz/px9y0nMxyXsBRq8ehCW912HZxTlo6FsbI6pPE7uQDK4wEYe/bkFMWDwi339HxLtvAADP2mUBANxCHrYFHMDU7aPE33fNiG24feQh5h2djMiQaAz/px/4PAGOLDuDCnXK4tS6S+J+UcEr4mFBl1XoObUjYr8kwHdoS5hbK1+hSIlJw8DyE8TXFQD6uI3GgLk9ZK4tAPiy+8v0y4hh2Pi5Hapb+6K8pTf4wiJUsmqFbeGd0No5AEwaG9fil2FSZVJ+9VzMbJQ1bwQ6jQFThjUqWbXC7q+94eMwGl9y7qNuqZ5wN1O+WXDnlx5o6zwN2bwkVLPxA4dO/l3v+doHbZyn42LsfEypchtCgo+zMbNQx7YHXqf/h9ZOU+BgUgFHo8bAjGkj7kNt224oFOTgv+iJaOY4BmHZd1DN2hdlzLUPnPSncy1uMVh0U7R1IZUyjkWNUJm/S9Pl6NSrAUYH+KJFe8NrOAO/ueEsIpOXBRuWxJ3iUepT+NhTqw202K5dVEF57o/7q1jl5ZnqvxphwZpHPupSeoKMLuuZyI2U+WoFBKKKmwMCh3dWGYhiX9BLZEupCfzdVzPjAyA1h5+FSzbn7Ln9QqNlbnkerxiPnqsOIz4jGwKhEH5L9+L6IsXrXMDlofHsLTJp+yeq1mvcPLIrJu2RhOCsFRCIbaO7K8x0i/iemomFx2/i4KTi6UCymQxcnDtMLFWXX8TDgMBjOBagPJpSrYBAzO7eEgObq979LX/P/iQerxgPrzlkqNdeaw5jx9ge8K5cRiHfugsPZIzm3t7a7XFgMujgC4R48SUGf5+4JU7v0US7B+/Kwf6Yc/gaAKDN37swuWNT9G9WB+Ycar3tt1HxWHDsBka0aah1W/LsersGANBhZBtxGo/LR7eJpKvQkIqT0W9WV6y7I/HLlNaEz07LlfGH/vD4M/5aMQClNl1FyP1P6DbRD6cDL6N2y+oYtoT8e2jWozEOLPoPFeqUxa3DD8SGpXcXUkN3Xsd/ceDzBgBAx5FtsaDzStzgHqfsv3tlV1iWshAbzOI+mrBg4yC7+fLW4Qc4/HULnMrYo0Vv8tnOZDHE/fLp3kjcLyqYbCY+PQ3HiOX90chfvbqCg7udQlpRAU/h2h779xwOfdks0y8j+udF2lGM8DwCS5bsbGIFy+aoYkWOfx+H0cjiJcCa5YJCQTbqluqpUE9V63aoat0OO8K7Ymwl5aGZ7Thl8T0/GK2cJsukj6xAbsqsbEVKodFpTPTyWP+jLz54mrIfDibkSpR8H87HzMHQ8qRCV3kLb2z83A5TqtzC705Q0lss+XAUD9qs0Ut91W06yqUQqGOrGG/gTiIpk3nx8Xy8fRmFJ1JRMb1bGnZC6I8wnLN42TKG867Ig0oN57hs3UX/LTmkb2RmvP4c0MOCozBmWW90G9Vao/xHQlbDqpRms1qf41Lgv0yyOYbNZMDB2gJcHh8p2Ypan9ZmJlqFSW5SyQPLB/iKg6xsuvIYm648hoOVOTgsJjLzCsRR2lTN9Jpz2Li+6C/Un7EJPIEA8RnZ4o1aLAYD5iZsZOYVKJQLWjxKIU2eFtXLo0eTGjJGlvSmLkNS1tEWS/u3F/tXayJTt+rcPZnQ06J7lpGbj/wixYAZNxZprh7zO2DOYWPr6G6YsIvUuR0rFcLcycYCyVm5CrKFHvY2WNi7DbQhcHhn8QvV0zBJCOTFfaklJ5XRoV4VBEfG4+Rj0uVA9DdQokhdDzsXyQZY4kc4dX/TgRgwrzs6jmwLrtQYsnNRnFlnsZig0Whgm7J/1AHsnnMUJuYcdBzZFibmqje6CgRCvLtPBpFp0ccLLfp4iTqj01eTRj5ynqhfTTrWg1sF1fr2NBoNl7IP4UtwJBZ2XYV+s7uhundllWXkobq2QoHQGGWxBCAIIWiU8miE1CfJZ3OmohsjTXofkhr5S5ExfDF2PhrYDYCrqaz7lqiuR8m78CbjDPqW2QwbdmmZPPJ9ICBEbL7ENamnh3opWW3I4Oai60NSW717aW8EVO6u1/pLCg+5WXhX01qopmBMSwznYd02Yf/ZSaBpENxHX/zWhvP9lMc4G3cJfCEfzB+RcYoERejs6qe0zNfZigZcaHIKOu8/gu09uqBdRVk/SQJA78MnkJSbi4fjSCPF1GoROBbKjTZtDWtNjOb758hocltmHcPIxb1gYkb+sLXorvlSD5cvQFwadaCJW3+PgpONYiQ1dXRuWA0vvsbiwouP4jQqo1wTXq+djBFbTuFVhMS/lScQKBjNQ1rWx6SO3uAwNRu+i/u2Q9eG1bD8zB0ZBY+SoFuj6ujasDpqTyNfBLSVqTPEPfvVaVa1HK4tGCHz0geQ0QWlodNpGNS8HmZ0ba51G/JuPADAoOtmAC3o1RrdGlXDgEDqmVUqSmsRjlwZwypPweg1g3F1bxCm7lD+POKYseFR2Q0vrr9R6Z6gjOTvqfDp1ggvrr/BuU3X4NWZlLRs2q0hNk/ciwa+dRAdGot+s7pi1fX5mNZqMcasGYwX197A0tYCtVtUQ+yXBDy/Eowjy2QDz9RrXQO7Zh1BjaaV4d21IQghgbysfGSmZCMmLB6OHvbgmLLRtFtDDPScgIUnAhD7JQH9ZnUV90vAFyKgxd/ifuWk5yInIw9CIYGMpCzYOlnj5Y13SP6eAlsnG1jYWoCpIuolISSQHEM+J9ITM1HKWbnrzqAFPeHL6S/Tr+JiVNNQpLH9YGz63A41bTqhjEVDpBZFoZHdQETmPMFn8yAwaRw8St6JeqWUR0LlE1x8zLqOyJzHatUxLsctRk2bjuDQLUGnKR8r2bwkMGkcCAkBTkVPQXkLb6V5u7uvxunvAWjmOBYFgixkcuNQ2kw/UY7PxT5BYNg5+DrXx43E13qp81ehpTP1pFsNm84AANtS5iVqNAN/iBxddH4MypjpPgtcYVUgDvbtiaZlPVTm+de/HXrXqgGCyAONpnzWNzO+LGxcv2nUtr/TOFxL2q5tlzUmIjENZ559wMsvMUjKykF2fhE4LCacbCzQumYF/NWmod7k0rZff4orrz8jLj0bNBrgbGOJeuXd0LF+FXhRLLerYs/tFzj//CNSc/IgEBCo5GaPfj51FDbe6cKFFx9x/sVHhMYmo4gngCmbCbdS1vCqUgZDW9bXWJ3BEBAEcOppCL4lZ8jcs1IWZqjs5oDKbg56vWe/OuHxqdh05RG+JWcgNi0LthamaFG9PKZ3af5LXoPkrFw8Cv2Gc88/ICw+BQRBRsT0qlwG5RxtMaBZXY3CHqtjcc+1WHxmhh56bMSI5vg7jUP9VtWw7MQk9Zl/MY5EjcSgcnt+djc0hgCBmW/34k1GBEqxLTC/Wn/UsS2P5kEzZdwiuEI+2t6di431xoIr5GPm2z16m3EOyYzCzcRgBCW9hYAQooZ1WYz09EU1K4mtJO2qcSjqNh6lfkREbgLq2lbAytrDwZR78VgVegov0sJwxmcBHqZ8wJX4F3iZ/gXlzZ0xp1ofeFpoFx25X3vFmfsTNw37bPytZ5xFsGjFj8DVpIxqw9vGxASXPoWhd60aKo1mABobzSIKcgthaqG7vJgqPJ3tMKtbC4PULc84Py+M0yGSHRUj2zbSyV9aE7o2qo6uFLrPvwI0GtBHS3/dP5lKrvbYMkp1SOhfCUdrC/RoUqPY/stGjBj5/2Zq8E68ySBlV5MKMzE5eDvut1mtkI9NZ6KurSfq2nricepHhfO6UijgYuJr2eBtr9LD8So9nNKfOSQzCnsib4iPX6SFYdLr7djeQHFTfAY3F/mCIswPOShOC8uJRWRugtaGs6GNZCr+CMPZ1dRZfSY1UEcFlGBtaoKXsXHFbkeetReno4dnAJafnIx6LdTPpn5+FQk6g46Ebym4cfQxVpymDhOuDyJjyQHsZLcf5qbK3V9+ZzKy1yIjex2YjNLwcHlpsHYiY11UtsHjfUFMUnNYmPWAY6mtBuuHESNGfg/+23gdTh52aKmFO56RP4MLcU/xJiMC6+uOQoNSlQAA3/KS0CJoFmX+jfXGAgCKBLrJwlLR/t582LItsLneOHiYOwIA+IQA+yOpNzROfL0N11sugxmDXAk8HfMQm8IvIjwnDpUsZV0T+YQAfvcW4Lj3HLiZkhtx07k5KMW2VKg3vSgap6MngitUdAGlCsc9sMN6HL06TbsvqyV/hOGsD5bfuY/5rZXPzEZnZMJLblY6N7UnzGy3gc7QXTdwRhfSwX1+n00q84ncOSxtzTG22RJcit+GdZMO6NyukV8LFqsiaDQz2FoZ9g/e0ETGuqB86QT1GY0UC6Obxp/PgRUXMGROl5/djT+G38lNY93nszBjcMRGMwCUNXdCLZtyCMlUrsIlvUFSH5Q1dxIbzQDApDEwypN6Em193VFioxkAerk3w6bwizgafRdLagxSyH+h2SLYShnKVEYzAByLGo7mTpPhRuEPPrb/diQnyO4Byss1vOLUH2E4h36IxZuXUZAfMwNGaBY6uqK9Hfa/DMaV0HAsbd8adVxdYMJkIiUvDydDPmD3c1I3eG9vWZ8hAS+kWEYzAMzZqZ283efXUTj1ldxoNmGVcmkzI78f5dwi1GcyYsSIkd+U7TeeYmx7L3WiFkYAdCut6PbYrbSXSsNZn4z29MeuiGtoHjQTXdyaYEYVRXk/aaSNfGkyuDmU6bZKDGV5TBiWqGVL7a634/g4DPBfh2PXpovT+rbXjyyeKn57w3nXxlu4diEYvQd7g66jLNC1v4ag39GTeBUbh7FnL1LmuTFyKNgMWSd3U+vFEApiQWeUpiyjCS26NdAqf5s+krDEvgOVy5rpE2oZICNGZMnJO/qzu2BEC/YtO4ePzyMQ+SEWDCYd1Rt7ou9kP1RrRB2B8cLuu3h97xPeP/kCG3tL9JnsC//BPgr5/J3GYcaWYaje2BN7l57D+yfhWHlmKspWdcOVAw+wa9FptOvnhSFzOsOqlIXGZazsLLA1aJ64jDRZablYN/mgTN9a9mgIUwr5vKH15yM5Nh3Xkrbjy9torJ96GLFfE1GhlgdqelfEiAX6lfFKjk3H5lnH8PHZVxQV8mDvbAPvjnUwbF5XcExl9b6f33qPO6ee4+GlYADAoZUXcWil7G/S2cgNlN9LdA2+hyUgMzUHdZtXwaztIyjzyrNv2TncP/sKaUmZcC3niJbdG6BOsypKx4I8Ar4QndwmAADa9fPCtI1DKPON8zVqXWuKk4mtQpojR/MAZcVlUNnW8HdpgBPfH+C/7/dxMe4ZrFhmuNjsb9BL0CYoEuSqPC9tNAPAfzdnGrI7AP4AVY0O3stw9ckCvdX3KSkZ7xOTkM/jwdHcHO0qVVAwmEUU5m4FN3cvCKIAdKY7pN9DLB2u6q1PPwuRj7OrwwUkpg2BUChZEjHl+MDF4RRluaS0EcgruCaTRqOZoZzbVwCKUw3fExuBz1eMtGjCbghHu51gMmQ3CwgEyYhOqA0Ouy7cHK8iMtYNgFAmj7y7AJcXhuT0MeDywsRpLKYnrC1HIzVjtt58nGOTWiq04WS3E7FJbSnbiIrzBEFIwozb2yyHlYXySEmi716+dILYP1uaUtYLYGM5QaHct7iKEBKyDyBV95AgeIiOrwohoehXZmsVAFsr0tcuO3cfUjPnK+2vCCr3DW3HSWSsi1b33Ag1h1ddwrH1yp9P8io/3EIeupaRBIKgM+gQCiTX/mriNtCkphD9ncahcbuaeH7rPWh0GogfUUGXHp2ARQNl/fdFbelSRtS3FaP24PnNEMq+dR3VCmOXyQYzEhnOrXo0xN2z5N8jjUaD9E+hvpSOlgzZjmc3yL4xmHTQ6XTwuBI/VPl2Jrf/FwCphx35IRZ2ztYo5SQrXbj24gywTWQ3xC8evF18DQDIXEOqayCig/N4qDIB5PtHparB4/LRxZ08HjijIwbN7ERZV60fkpx3loyGvaU5puy7CFsLU7yLSoCAEOLinGFK+9Hq753gC4RwtLaAp7Md2EwGlvX3RVh8CoZvOQmeQIjto7ujgSc5ibU36CUehkYhIjENvbxqYkpHH3yMScLoHWeQU1AEAFg3tBOaVimLEVtPISIxDYv6tBWrNi08fhOfYpOQV8jFpXnDwFJiAxiK5kEzMahsa4z29JdJf5DyAQtCDioNNiJSuDCEjnNEbgKGPyf1raXbVxUApXnQTNSxLY9N9caJ01aFnsKV+BdKv0NakeyMenTuc3zNuY9mThPApssKM9hxyun8fYoF8Zvzz5xTRFER76e0zed9UfpPU/wcx6o8v6D/ZmL/8vPF7apORMQ4//jnQiSljRGnJ6QMISJinImUjNkKZWIS2xARMc5EZKwHwRekEgRBEFxuuLiutMwVlO3EJXUmuLyv4rT45J7iMvLw+Uk/2nAn+5E+gxAK8wmBIJNIz1pFxKf0lSshFNeVmrFIVAsRk9hSnB4d30D7CyTXRlxyl2K1ERHjTGTl7FWZR/Tdc/LOEpGx7kRB4XOCIAjxd1dWb0SMG8Hjx//Im01kZu8gImKciZjENhQlBOI+Z2RtIITCQkIo5BJc3hciMXWE0r5lZG+ivF9UiMZJetY6cZr0OFH2PeTvOUEQRGHRG4p7boSKiA8xhJ/jWKKDy3hCKBAqnE9PylJI83McS/g5jiUK84tk0vOyCwg/x7GEv/M44vPrSIX8InIy8hTSRMfcH89uTcq8uvNRpox0udk9AhX6FtBhNeHnOFambwRBEEPqzVOoW8TG6UcIP8exxOlttxTO6YKf41hipPfflOeiw+KVlsvNzCf8HMcSx9ZfVdvGw0vBlNeAIAil14AgCMLfeZzSsSAUCpWOhQX9NouPC/OLxHVowrGHb4iU7FyCIAhi8t4LRM2A9QRBEIRAKCT+2npKaTlRvjlHrhICgZBoMmcLQRAE0WLhDnGeIZtOiD/XnbFBaR13P3wlQmOTlZ6X/yxdb0nR7PYMwu/eAoX02W/3Es1uz1Ba7nbiG6LZ7RnE+s9nDdIvroBPNLs9gxAIJeNF1CYVzW7PICa93iaTtvLTSZXfYXNoK43//Sx++zX4EeNbY8X8M+ozGgAGs4LSf/rCzMIUn19F6q0+3SDgWGqH+MjZfj8AIDv3MHh82b5xeR8B0OFktw8MOrlblsWqCBtLckYiM0c2ZDYAuDs/gqvjRbCYkmVBZ/tj6ntF8ECnW8Ledg1oNFPQ6dawtZoFF/sTMvnyCq6LP9vZLPnxiQFXB+UhV7Ulr+A6CoteULYh/b30RUpGAFzsT8GEQ0r2ib67PKL741hqs3jmnk63hLXlGACi+yVLdi4pEWTCaQIbqymg0Tig0VhgMSvAya54IetFiMaJ9GZI6XFSxH1DWU7+ngMAh11H4Z7rg5H9t2sV8K5f50AM6LJB7/3QJ8d/zDSP/LsHZdAAW0crhTQAsLAxU3ArMLM0gak5B4SQwNF1ymewLWxIXXQmS9EzMDkmTeMyVeqVU1pm7i7ZCJpmliaYt5tMU9a3mt4VFdKGzSMDmHx8/pWyjC7YOVEHu/GopJ3sljL+20g+3+SvAQCV10A0I001Fmg0mtKxID3bvaDfZgDA/D3qo7hSIdLMp9No+BSbrDa/jZkp6HQazE3IsehTtaz4XNtaFRH7I1hURRd7pXWwGAxKH2uO1Fgz50jGenKWbgG9ioOjiQ3y+Iqb3F6khZd4X6ThCsnIo3QDOqmPqXRF438/i9/Wx7l9o6UqjwHg5otFJdUdg+Fa1h4vbr3/qX0w5chHZqPDhOOFwqKnSEobhdJOQQAkBmppp5tgs2R1kktZz0NmzmYAQgiFmaDTJb5aVIYljSb9Iy0EQP2OV9Y1jDJdmuR00ki0thgt+y3oVqDTLSEUUm9e0AZVbZR2uouoOOXBdXSByXCHCaexmlwCxCWTO6AtzBSX7UpZL0B61jIIBMlgMMid04VFT5GaOQ8A4OpgmNDk0uNEsU/kOIlL7oTypanlHzW55/pgz/Fx6jNJceJSwC9vOD+6TL6QdB+jWYjyi3vuAgD+Pkh9LebvHY0F/Tbj5e0PlOeladhG8kywsDFDbmY+MpKz4eapfIO1dBlza/JFSVRG1DcAsLZT9Hu2dyV9RJX1bcXJKQppIv/pqE/6kx599zgcB/+9iKFzDaOQ8TXkOwD11yDo1HO06U0+M0RuHSMX99R4LIhwcCPrnOK7EuFvoxF4dRaq1NdtyVzaANPIFpPLI/1iK60o4WClGGth26juqDtjI1pUL4cNw8l7sf7SQ5iyWejlVRM8vkBS3lpSnvgJ3qz/ec9Fqzuz0SJoFvp6NAeNRsOZmEdo71wPVxMMJ5sqTfOgmXAztYOnpSvKmTshKjcRD1I+wIRR/LgZqmDRTQ1avz74bQ1nfRvFR4LfYcPDJ8gsVC1lIh+yOzOhHECQPms2rjHgFd4EIUwD26y/Xvr15sFncXhtANgy8yjoDDrGr+yPyW2X43t4ImZuG46mnerppT0qzM06K6RZmQ9EYdFTcHmfxGnZeQcAQMFoFkGjsUAQPGTl7oetlXwYTQJZOTuQXxgEHj8aQmGG5AzBA42mbIOL+qctQZBvyZbmAxXOmZt20cumNlVt0PQQoEceWyvFH315cvJOiV8KRP7qVBRyX8PclPSly8olVxNYTMWQ1PpC03GiHOX3vFvb1fBuXhlPH4ahnX8tjJ/mh5tX3qGRdwXMn3YcW/ePRMSXRBzcdR8zF3aBpZUpThx6jId3Q7Fx13Bs33ADk2Z2AAB0b7ca526Rs/h9O67HtHmdER2VAt9OdWBtoz665L7td9C8TTXcvhqCkRPagMlioKfvWuw/OQEDu27ApXtzMWH4HqzbNhRL5p7Evxtkx86Cobvw+sFnmbRrUevVtqtP3j4iX1JqNKFeRVOmPU+1UdvGQbKLXmQwCaWMEnVlRIjKiPpGNZOtCarCbkv7SReHa0nbMaDmbJzYcA0nNpD+/H6DfDBlneJzojhocg1e3/0kNpzfPiCvXase2mtE2znZYPnI3Qh/G43SFZx0NpoBoJDHx7nnH3Hnw1cEDlP8nVHH3Q8RuPL6MzgsJtZffIghLeorzbv45C28XDUJTKlxlpCRjTa1KuBhaBQsTDSLROpfTlEyVN9/lwwaHfdar8b0t7txJvYRbFgWWFNnJEwY7BIznJfVGopj3+7iQ+Y3PEr5ACcTW8yp1gcdXEpWV/xj5mVUt5H1mxcQfMTkvUJZiyZKShmW39ZwFpEQlwEXN9ndp7k5pPFrYalZNL4+R/5DcFy8yjxWHA6GNagr207aIFjaXwSDVROZ8aTGM8ukPbKTvFQaztM7r1V5LCLqUxwKcgsxY8swcdrY5X3FPzBrr8wCnyvA0HpzDWo4M+ilFNMYjgppfL7qWRoGwxl8fgz4gmhxGkEUICpOYqSZm/rDymIIGAwnpKSrNw61QX6TIZlWPDlBTdowBPQfbjCqkFxnGjjsmsrrokmMQL6AnL0yhHuJuA0Nx4kuVKzigkZeFRAfk46adcgw71/DE3Fw9z2kJGVD8MMgmrGANJoBID+vCCwWA3QGuXlLGY2bVkTjphXx5EEYvJtXVtuXE4ceY8S41qhQyRl7tgZh5IQ2GD2pLaysTcVGG4vFAINJB0tH48/QqLoegPLZOAaFEUxTM6WobRl1fftVOPZ+FQBg88xjeHDxNa4feYTrRx5h3PI+6DKy1U/pk0BAzq5SueuoY98yciXKy682nl5/h8CAwwgIHKxxeZrUi6+TjQW6N66O7o1VR3INWU9OtMzu1hIAcPtv0jXkyYrx4jxv10mCgW0ZqShfZmNugjdR8cjncjF13yUELR6FNUM6is/3aCyJ9im9UfH6Qu0kY/UFnUZDYF3ZFUx1UnRtnOqgjVMdvbTf3KEGmjuoj4Cqqk2qDYCzq/bG7Kq9Ne5HeHaQguHMoDFxO+FfjKx4AYM7BeLw5QB0bPIPZi7tjhsX3uDfrZqPR134PZ48KlgYcFzsqyXCwtIE00Yf0LiO4Lh4NPFwx9fZAeIZ5dUdfcXHLcqXBVcgwGQfWSkdPvcpGCxFg4QQZqpsr9PwFijt6YhPL0jd3k8vIij/FeQWon+Av3iWAAAC/FdhRuc1GFhjFp5efYuQJ2GwczGsRI1AkKKQxhcoKhiwmKrdEQSCRAAAkyHJFxVHzmSZmbRB+dIJcLLbBxvLSbA0o94FXhwEQsXvIRCmG7yNnwVTLJNIwM3xhgX/Hu8AACAASURBVNJ/piYtpMq4AoDMy42+0XSc6IJoJlNkEHC5fDTxqYSj52VfwlhsyWxjq/Y1kJSQBTqdhgnT9Rch0/SHT7BAIESZ8g4AAA5HdvUhKSELBflcLF3TV2/t6pMGrasBAEKeUPtWBt8LLcnuyCDqG5+nv2hphmTSmgE4FbYO15K2g0ajYfv8k3qrW5NrULd5FfFn0QrC48vUewlUUb9VNVxL2o5FB8fCzdMJN489waMf8nnKOPnkHZ6GRyPw8kOxXzMArfYQFAeBUAhTNgtmHBZiU7NQ1sEWNma/vkuAEWq4wnwICfLlTyAQIi0lBxv2/4WW7Wvg49vvBm//tzec4+MyKN+aY6NTtarnSP9eMsfJuZINAXt7d0chn49Dr9/K5DGxGIPCbNnY8QVZ82BipVpHsFWPhgjYMEQs9XMtabvSf/KRozYHzcf6q7Nx9MNqNGpXE5413LHjwd9afVdtyc1X3HyZk3sEAMBhSd5IrS3IWYAibohCfkDizmBlMVQqlZwBdLTbqY+uUiJylaByyZCXQzNEGwqReUoIC/O+oNMUff1UYWlORnji8nTZhKLZ40SzcaKfzSdsNhOb11zF+GF7wFKyND8/4BjGTmkHLpePiSPI6GJ9OqxHXm4RurZeheePv2jUVm//dUhNyUHXNqvwLjga527PQp8O6zE/4Bja+ddSyF+Qz8XYKe3AZjORkpSNE4ce6/5FNUTkWnHrxFON8vsNInWalw7bQXl+xajdAIDaTamDHxgSUd8A0u9ZntR40t3rZ/RNHUPmkG4JylxCzH6slsZ+Vf8SWacZaRCruwbt+kkmfpp3JeMHbJ1zQuOxQMWeJ4vB5rCwfORuJMcqn4To410bXpXK4MVKiYzdxhFdcG4Wtd6zvmHQ6Tg8uR+quzthYPO6ODd7COg6zLYbKRnuJ23Cls+tseVza8TlvxN/Fv3bFd4J7VznAgCOXpmGZw/CULEqOekzYXYHg/fvtzecbWypDQPRMqyupOcXyBy7WVnhboSsggTHYjwKczcjP3M2ANJoLso7DI6ZYnhJfZGVloMnV9/iydW3ePPgMxzcFN0o9E0hV3E2oZD7GgBgZtpenGZiQv6QZeftV8hPQDIjwqBwMxAKZR/6+pwJNuWQ/crNP69wTiBIMngbIrWNkoYGpnhToKaGsCmnKRh0ckc6QRSoyS0LnW6pUTlNxomZiW5L2Ks2D0LLdtURuHMYmrUmjcT9Jydg24GRuPJgHhgMOjwrOotngwGAxxOgRdvqYLOZKO1Ojs2TV6fh5tOFuHBnNho3rYj/rkj8GpW5aZy6Np0sEzQbteuVAZ1Ow8mr07Byk+R50LIduSR97tYshIfGo0Xb6jAxZcHByQo52dpdb13oP438Udk8k1q1Jj9HcY8HjUZDXlYBCvOLZNILcgtRkEem9QvwVyhXEohcOVaMlg2nXJBbiH9/pP2svgn4QvH1kUcU4ERZ0C7RZNDL2x+RlaY6AMTA6eQ9lb8GADS6BtqMBSpEroR/D9yqcRkjRlTRwG4AKli2gAmDWtnFlu2BchZkADganYaOPSWB5Hy71KUso09+Tcc6LZi3rAd6tFmNo5emwtSMjaJCHgZ13YjZS7QT/yYgO8d1M/wL5rWWqElUcXTA42+yy9c0mgVsXGNQlLcfHIuxoDOcYOOqnW+ml59i/HVV3Dz2BL0n+WpVpvgIkJg6EM725GxqYupQAEJYW/wFW6nZdRqYMOX4ICfvBHLzz8DDJRgMuj14/AjEJJLGkuxsM8SqFnHJ/ijjQs7oF3HfIC5Zf2+NzvZHERnrCr4gHmlZi2FnvRgAgfiU7qCBKWPUF6eNuOROKOIGK7RRWPS82PXrir3tGmTnHUFsUgvYWs2GjeUE0GgMCASpyMk/ifSslShfOlacn0bjwMMlGFFxHoiKKw87m2WwshgKGujgC+KRnXsIHHYtmJsqBjmwNOuN1IzZ+J7oJb6XAOnqw2A4SNqQGidMhhtsrWYAgMw4EY21kmDSTH+MGbQTqSk5CJhLHbzBENSuXxZjBu1EfGw6PCs5Y8Ou4QZvs0aTCvAf7INrhx/B34laKUM+6MXluC3o6DoB3cuRPqTyQUYuxW5RudHOkFyO24Its4+Lv49831p2byiekS1pBAIBepSX+N2yOSzwuHyxX7i6flnamCMnMw/9qpHPWFFQE/n7U8OrosI9lb4Oyq7B1YRt6OAyHjwuX+OxQEWzLvXg/4Bsv2eFAL0FjzGiSC2bckoDh/xJmDPt4edGrqSf+x6A7h6BSvN+CY3H3AmHcez6dLDZTPwz6yQWrta/q6c0v73hXKOOB2Yt7oaebVeDzxeCTqdh7rKeaNBEu81NB1+9kdn8F5uVDSFBiH0m73yNgJs19dsPx1z3H7xFB8dqld+jcslsPhNhwmkCV4dz+BZfVUaZwZTTDHY2yxTyuzicQkpGAHLy/kN0vMT/m0Zjo5xbJADZH9iyrmGIjHWFQJAkU7+r40VkZK9DQeF9PXwLGko73UZS2hhk5exEVg7pFsJmVYOHy0tEJ+jjDZUGN8criEn0UWjD3fmR2CCUhkrpIjVzvkwkPn1EwytfOgExid7IyF6FjOxVMueYDDeF/DQaC+XcIvAtvgrSMhcgLVM2Mqez/UHKdmg0U1iZD0J23hGZ78ag26KM6yeZvKJxkpG9Tib6oWSclBzNW1dD8x/+siXNziNjSrzNyWsHYuKq/tix4CRCX0Uh+nM82KYs1PGpgr8WKU440Bl0XEvajisHHuDF7fd4+zAMtq626DWhHToNb0HRQslBZ9Axee1AjPy7J1aN2yvTt1Y9Gokl7H4GbA4Ly09OxplttxD25hsKcotgasFB7aaVMWFlP7V7U06GrcWF3Xfx4tZ7vH/6BRbWZqjTjHq1Q/oafPsUj+yMPNT2qYyZW4YpvQY0Og3XkrZDKBBix4KTeHzlLbLTc+FW3hHtB3hrNakzee1AfH4dhahPcejgMh5XE7ZpXNaIEVV4OajWCJ8x+gAuPJwH7o+InM8eGF6u9LcPua0PWu7Yi9isbPHGwBNv32PBjdsK+U4M7IMGpSWGRma8O+UMc17aEJjbHTJIX/tXnSFzfDyUWpHDiBEjvze/ghydESNGZCkJOTojmnPq0GPYO1nBwtIEkeFJsLAyQcceDdQXLAa//Yzzt4hklPVUlEbThntjZeVm+tWpia7Vq6J24BaxZuisls1kjGZV8LgPNW7b32kcFuwbjaYdNZv1PPxuJQ7+ewFlqriibV8v9QWMGDFixIgRI0Z+AlvC/NDWZYZCehWrtnqpv/cQ0teZy+WjIUU0UEPw2xvO00YfwNkgxVDDxcWUxUT4rKmU5wgiH/wi0jjmFd6QOccruAYWR7vlS02NZgDYu/QsxizrAwFfiLk9A/HvGflAIkaMGDFixIgRIz+fgeV2w5btbrD6Jw3Zhc2HRoPNJs3ZgBF7EbjPsNrbv73hzOOWvIYnIcxEXvpIABD/L42lww2FNH3RayKpYsFg0vHx2VeDtWPEiBEjRowYMVIcDGk0A0DMN1np4aiv+lHKUsVvbziPm+aHpIRMOBk4CIg0dIYrbFxjkJ1UH1ZOr0usXQCY2zMQ/xyfjIgPMeg+Tj9LHUaMGDEiIj7vBiIzDyOXF42W7mdhIqWIYsSIESO6kFIYgRPREyAkyMnOKVUU95HpgmclZ5ljj3KGf1799oZzdnYBpozYh8JCHpxdbMBgSnQxtx5SvRtTxK7nrzC6sfbO5KY2xd+YV69FVfw9aCuWHJmgUf5dj5cgLiIJjdvXgncH/YTWBIC7518j6nMCnt3+gNSELIAGOLjaoJ5PZbiVc0CHAV5KNUd1JS0pG2f33EXwg3BkZ+YhMy0XFlamKF/NFT5+tdFhgJdOIWF14cmN93h8PQThITFITcwEnyuAiTkbpRyt4OJhj0atq6FR66qwdzb8C9q9i8H48j4GwQ/CkRSXDoFACDsnK9RuUhEVapQukeuSnZGHW6df4tX9UESFJiAnKx80kIEZ3Mo5oHqD8mjZpS4q1Citti5DkpWeizO77imMW2d3OzRsWdUg41YEny/ArVMv8Or+Z3wJiUFWRh5oNBpMTNmwsbdApVruqO1dEc061AGbY9hH7aVDj/D4egiSYtORnpwNOoMOZ3c71PWphC5DfODsoTxEu5Dg4vq3ZqhqNxUmDHu4mvvC1ZyUvLwT0xmt3S8plMnmfgaDZop7sT3RxuMaTBgOiMg8gLCM7Wjquh88YQ5sTWqBQSMVHYKT56Ce40rc/t4epkxXNHU9AACIz7uJN8nzUNdxOVzNfRGXex1uFmT0xsS8O3A2by0uU8NuFqw5uqufiMZK9JdEfP0Qi8y0XNjaW8CzemmDjZWM1Byc23MfwY/CkPg9DYX5XJhbmaJsZRd4+9ZEl6E+akOR/8nEfE3C+f0PEPwwTGbc2jtbo2XXemjT3bCbvEKefcWlQ4/x8WUksjLyUMrBCvYu1mjRqS66jWiuvoI/nNcPPuPDi0g8vvEeyXEZYDLpKFPZBS061UFdn8pw12J/2envAZhU+ToAIKlQlwBb1KzbMwKb/r2M6IhkuJdzwKaDmtl9xeG3V9WQn6aXxr2svUZ1VFgViInejTG1mbe+uqUxBEHgn+E78SroI/pM9oWVrTkYFJqoHYeSf8QPL7xGs671kZ2Wi2kdV2PPs6WU9crv/B08zQ8DJrWXSSOEBAY3XYq0xCyN+9tpcFNMWNpT4/xU/DN2P57ceK9x/ip1yyDw7BT1GbVAKBBiQod1+Baum9ybo5stlh0co9WDQxWRofGY2HEdtPlzXLx3JBrrSUaNW8jDysmH8fTWB53KdxjghUnLexe7H4+uvcPy8RK5u19p3AJA8KNwLBi6E4RQt8dmPZ9KmLF+IGwdLNXmVaeqkZ6cjcHeS5VGn5OHwaDj8NO/FdoO+u6PNh7XUMBPQGbRB7iYt8P71BX4nnMWHcq9AI0iTlY29zO4gmzYmzYSp8XlXoObhT+uf2sGv7IP/8feWcc19b1x/LON7pAGkZAQu8XExu7uTuxW7Faw42t3JwoWJhYiJhICgghId7Pt98fcYNy77W5swPjxfr14sZ17zrnn3t3tPvec5/k8CEhYiOZGHkjIfQFD1XZ49mcAzwiPyboLC81+CErZCSf9Jbj/qyl6WwUSDOcfqZ68Ntx+uZS9VsqeHy53z/rh8NqblM4RwEmq4h25W3RFAYR//4NLBx6L9Rtn42SGA/cWSbxPsmulZed6WH+C6EpIhbSkLIxqScxIS0U9ouxY/nu8DBa2Rrz3KQmZGOu8nvJ3iMGg49y7tdCtJfo7Q4XosL+Y0WOH6IoAFBQZuBK4EWoaKrwySVU1pK3GQdbfqkPj0c5VtIxg6bZk1/vSEQfx7X0EpXEMm9kFE5f2FlnvVsxyDLTYhjt/VsFA2QbOBpMo9U+Fzx9+IbdUsiHnTrLVbpf7GWeqxrEoJrZoKnab7OTBUNM9BDrDSHRlAfQynsV7fWHXfYH1uIazgZku9i06D31jHYFGMxkhn/iTtwT6hWHVWPI0usLoM6at2G24jGqxFmnJWWK3C/kUDVerhVi6Zwxc+ov/OZXlzC5vXD5YvmWixNg0TOu6DbWMdXDurXu5+pL0vKybfBzKqkq4/WObxPv+7h+BpSMOiWWwk+F98S28L77F9a9boK6pIroBRarCdQsAWem5GNZkteiKIgj0C8PnNz/LfR3vW3kNPpfES5XMZLIwquVajJjdFeMXlyQYyivmPDyqKpggvYDz4NSg1ko0qLUSXpEN0deaPDW6jnJ93msWuwCKdE2w2AXobsn5bmUVRiAu+wG+Jm9EzzqvkVP0Gyw25+ZmrtH7Xx8crXcGjfyaKd2G2684DKq/QmD2PkGU57swrMlqZKXnit0uIigWrlYLMWVlXwyeKlnWzKrK09sfedfbnuVX8PCKeAmhmEwWRrVYixFzumL8ovIlxlox5jA+v/5JuX5xERODG6zEmPk9MHpeRSceqxhKX++52fkY3GClWO2vHvbFtaNP4R0h/GFzoAXnPtXffLP4gxTChAH7cOrm3ApbnQaqQcptLkwmi/AnDkoM8Z8hmEVfy2U0A5zMTFT+3Efuh/vI/bjk4Y3EPykIDfwF95H7Ke+ntAHi5/NVIuMDACzL+BNRxdVqoUTGYWl2zD+P/auulauP7fPOl9toLs2eW5LPhB9ee7Pc56UgrxCuVgslPi9FRcxyG82lGdJQvB9dUVT2dQsAvjcDpGI0c6kMo7k0lw8+waOrJcaLne5MZBQE41MSJ/FOePopZBdFIrMwFPoq1JbK6TRlBCauAJNdgJisuwCAViaH8CV5A+pojwQANDHchKS8d8grTgQLhaT9/Mo4h7ziOHz460Zow+2XCn4+X9HLZpHYRjPAWZ0QFzaLDVerhRIZzaU5vsULi4bsK1cfVQ3fmwEAAM9l4hvNpbl84AnpLCtV3Pp5imU0l+b8nofl2rc8wGSyxDaauXCv/8pAV0+9Qo1moBrMOAPAtJFHEBWRSCh/5E99JjAoIYGyTjMXuoK1WPXLQx1H8cZWFu4PeuiX39i5sOLSGQPA8S2ib3hKKoowttBDfHSKUKUU74tvy+US8PxuoNDtqmrK0DXQRHExEzmZecjJyhdaX99YW+Kx3D3rJ7JOLWMdsNkspCRkCq0n6Xlp0tZOZB0lFUUYmemCRqfh7+8UFBYIV7J5fP0Dug1pIfZYyChtiFT0dctl9+JLlbJfMp7dCRRoNGvpqkNdSwXMIhYS49KE9nNk/W10H9YKAGCrM5Hj46zHeQhML/iOyIxzoNOU0MHsMuWxOeq54VF0JxipdYKl1lCoKZhBU8kG5hqcWUJzjb54GtMXxaxsdKn9gLQPBbomnv8ZBAddN0IbPZUmsNQSfo0X5hdBSUUROxdekNidRhL3JyrXiLGFHlRUlZGZnoPURMHf5x8fo5CXWwBVNWWxx1EVSYpPR3ZGHt/DWllMLPUpXbcAZ7XP0ExXrDGw2Wz8/EZMVlaaWsY6UNVQRkFuocBxPL7+Qaz9ygtsNhtnd/uQbqPRaDCprQ822IiPThHaz9PbH9F5QLOyvQOQnWE7cFRrHPV4CPv6JTZSp+71hbQoP3JvOC+ddQ7dejfC0DFt0KvtZni/XoVls89h/a4RlPtwa9saYy5dR8gS8WYPNQ0eIjOxE7QMn4s5avGZ5D6IUHZl7wN88QtFo3bkaVjLwmazMX/AHr6yBq1ssPbYZIHL6x9fhiDgRQhun3yJVl2cxB739w+RuHHsOaGczqDj6KOlMLcW7CM8u/duRP6IJZT3d1yGg/cXCW1LxvEtxCAnBQUGhsxwobQE6HsrACe2ePFmiI3M9cTaf2n62BIF4QGg84BmWOI5WmhbYeflTvB2khbCMa6tj7+/OT+IqmrKaNHZEbM3DIaWrrrANsVFTIxruwFpScTZco8ll6RmOAOc63bFmCMozC/ilYm6bgsLinFqxz2Jr1uAc+2uGH1Y4Iy8uqYK3P+bhIatbQX28fFlCE7v9Eb49z8AgHnbhkk0Fi475p/ne9+mW324/yfYV9DrrB8Okfj35uUWICIoFjZOZqDTlNDLimPUxOc8RnMj0f69WkpEH0JLraEEw7ad6Tm+92UDDbn+zD3rvAEAtDYhriiQBScKIvhTNC4deMx3rQAQ6uZV+loBgOadHCnvDwBeP/gK31sBpNs2n5uBpu0EP5we3XAbt0+9JJQPclpRrbLRDW28iu+9qOu2qLAYY1qvR2ZaDmHbhPabxPZBH+i0grRcR18DF/3XC5yxvHHsGd99w2NJ1XmIlia9rPn963uPccacjUME1t+74ioeXnlP+G3cueACvC+8wa5rc3llsbnfYKbWEAdCXdHbrMRv3kqjNaWxHQrtjln2jwAAV6NmIjGfk1J7joMvABo6dHVCh66S/cZLitwHB7q22QSft5xl1FG9PXHxPichyPiB+3Hm1lxhTfnw+hGKBV7emNKyGVrWNocCjdyLpYN1Hd7r9DjB+oRkqbilwaqhe6CopIh1F2YjKTYV39+Fw+vEM3h4L+OrR7ZsoqikwJvNZTDo8Pq5U+YR3WTjsG9UG3tukyeXIaOXzSLS2SNxbixBAb+weCjRtUXSm1NhQTFys/Oho68hdtvD627h7hlidsmL/uspBY0BnBlmMveMhTtHim20FuYX4fzeh5i0rI9Y7QBgbl8PnlFYmlMvV8PYQvwHC7KAr8q4bgHyaxfgzNJvOT9D5vsnC/gqzTHf5ZQeHjPTcjCn924kxafzlauqK+PSh/VQVlUq91grA7JrpWFrW3wtpW8/cWlvDJvZRabjILtOVNSUcCuIWuxBXm4BNk0/hUA/fqUBQzNdnPFbQ6mPqhwcWBaq1y0AjHPeQLhuAeBO8HYoqShS6kPQb3/9FtbYeXWOyPZFhcXoZy88yZo8BweW5czrNTA0pTajP8hpBfJyie5QXmE7oVBG5CCrKBGaiuIH0x8I6Yw5Dk9RyMrFsbC+mO3gi4isl/iR4YO+5lsxqBPne1ZQUITiIibqNbSoSYAiCscG5iguYkJBkYFmbWyQkZYLbV015OeR+9CRYbvdk/f6uP9HHPcXrM0cvqwkU5+0jOM9C87D99o7FBcxBdbxSTgMAFhzZiYYCgxkpuZAU1cdHfo3h+e8MwLblYZrfNDoNNwLL7+Unig2zTxNKFNQZIhlNAPA7aBt6O+4jFD+5MYHdB1MzUh84fWJUDZukatY4yiNkrIClJTFN5oBkBrNe+/Mp2w0AxwVi5vHnyP2VxJfuSSzvUoqihIZzQCw32shTu24j6uHffnKLx98jPnbhkvUZ1kq+roFOEFEZAyc3BHTVvevkDEIY82RiZSNDy1ddZx94064WeblFOCc5wNMWdlPFkOsFLhGM41Ow5ojE9Gmm2yXbJcMP0goEzeQTFVNGZvPzSAEFibGpiElIRP6RlpSGWtVQJzrFgDpdQsAZz0eYMrKviLbx/5KwpJhBwjlm85MQ7MO1JQXFJUUcMhnMeb28RA7dkreGOXWnbLRDAA3g7aSfj4LBu3Ffi/+cga95AG9gJUDZbrgFc3SaCmaAAC8/6xBH4utAAAbzQ54GLeJM4bny/nqj+wpuSIOVeTecHbfPhQ52QXQ1lXDotX90L0lR2ni+NVZIlqW8HbONFkNTySDrOcjL6cANBoNWrrqyEzLgYqaMvL/PcU1amePUaXcCO789xS5WXlwGdwKq4bvRUZKNpYdpv50ZV3PDPvuVkya7tcP+KPxVdSUKM+glEZJRRF6hloEv8Ddiy9RNpxzMvMIZdJUf6DKgdXXCWUqakqwa1hb7L6OPl5G6vLxJzJRbDeW8jBxaW+C4ezv+0Pq+/EK2yn1PgVBFkSkrqVaJYxmOoMO5x4NxG5nYqlP8FF8ePV9tTKcuXiF7QRDRvrdXLbPO4/v/kTJLknVF64EbiQsmU922YKL/uv45NDkFelet+8oGc6CXK2oGs1crBxMccx3BSZ1kq4iRFVj7IKeYrfpPcYZ98+/4SsjW4U8HTEWs+w4bi9MViFA0XDOLOKo/vzJ/YQBtTlGMRtsKNE5GvHPH5VIqOblFsK6bvkEG6gg96oaOrrq0NZV471/5O+OR/7uqC2GTJ2Bujrlv7JkJXZFepwF4Y8qeTkF+M9vLbz/HsKVkF1Q1VDBwaer4JNwGN7xh/DFLxQNnUt85HqObQf7ZtaIi0rC7O2jcC/uENr3L+uML5iD9xfJ/IYCcKLay+Jxw02o36wwVh4cX67x1LE3IZQJCoaQJfcvvCGUedxwk6gvQZ/jgTU3JOpPmqQlZyE3W3hgpTjUbWBRIdctUKICUJbLAdTlH2XJumOSLUMOmEhM6JCdQXyglHcq6lohCzQuz0MIjUaDpo4aX1lBXiFWjTsqcZ9Vicq4bsncPKhoDpNhYik4iVB1wKyOZBn3BPlCl33YMVC24b0OyqB+73XQ7oEDIZ3R06xE7CEg5QIctDkPqJ261+f9uQ5ois37x4gzfImQ+xnnyqQo3wfM4lDQGUZgMRNAo2mAzc6GiqZ4M7oWdUukspSUFXizzTQ6DZo66nh5JwAd+nNkocY2Wg5FpZKPzTlyrxSORPp8eB5MKLNyMJW4P5t65KoibBabkhSNY1NLQpkoxYyKojznhUanEfy/Qz9HC6hdsRTkF0ltpqzH8FZS6YcKAS/I/TPL+uxVBqrqymgiJNhMGOY2sp+JqQpU5LVSlo59y5fN1blHA4JkW+iX3+Xqs6pQVa5bWbvvyCtN2kv2+Qjix8dffA8bbQwm4vrvhTBVdcLH1GtooT+KUj9dTZbBTssFtdVLki2pMXRgp9WZ997X+wuiwhNhaWOIrr1F+3iXF7mfcQaAXs6b0L3lBp6bxpsXofC5Q/RplTa56UuhYxoDLaMA0Oia0DYJhrbxD7DZkhtkhuZ6iA4tyWY3enFvHF9XEhV//usO3Ijcy/sTh4pKjxwfnSJUekgSVNTIA5he3v9MqX39ljakN1RXq4WY1k18JQpJECXlIwnO3YlLn/m51P37ZQmzWLDPvjjY1jdH79EVl9WTbCaxbgPqq0iyZOTcbhIb8Ebm4kl4ySsVca3EhCeQltcy1ilXv5OXE90PJJXVq2pU9HX7J5IoUQuAL4uhuIiruCJP9B4j+feGLFjb69xrvvfmao0wpLYHnA0m81JvU6W00QwATjp9oK3ImXBaNfc8OvVogMlu3eDSswGWzzor5ujFR+4N55VuF7D35GQ+zWbnjva4eJIo8SN9Sn7Q6Iw6AAAaXRMFOSck7rFpp3q4urfkokpNzEBGSjbv/eRWq/Hwwmu8uPUBL26JpynZcwQ1+Zfy8vi6f4XsB+BonlJFULBaTHgCXK0WYnKnLTJdupbFeTEwLd+NWh6oqOtWGKPndRddqQLoLIZbVlnU1OXfT7aq8ESAO095KeuqwUVY4Hh1R9LrdZwySAAAIABJREFU9t2TICmPpPrOVusbaaGOHdGdkSrNOhJ9xsuufP7MeoH9oT1xJKw/joRJL1YkIvQvzzWLwaDjl4CHWmki964aXwKjUNeB+IFnimEA2W735FPLIKP5vsOY0bolprQsuXGpaMxGUb4PFFVcoaK1FJmJ7cBQsIWisngpUy/suo/Rizl+V2OW9MGVvQ+wc/YpmFkb4uq+h7x02wBw7aenoG5EUq9ZHYnbisPHl6Gk5bLILJT8l+jDJozjz1ZgistW0m1x0ck8vdFRc7uj88BmMLOSzO+LjIo8L9IiOyMPQQGR+BUcj9zsfCQnZCArPRfZGbn//ucRNHOlTUVdt8JoKUFSDFlQnoQ7smLmruvYPL0XFOh0aElo5Hi/C0av1vyzeb2W/AfvnZUXuC2Mb++JQYGCjF6p7M8/glKyoqqKuAlLpEHoZ+m7uDg0Fj+IWx4oj7sgwJH2CyBxzyzNw7htYs80A8Ct3wswsDbR7rkaNRPD6hzGee8F6Nd2MwoKiqCqpkRQ2ZAFcm84Dx3tjFOHn2LizBJ/l/3bvfneSwNlBQVc/fKNz3BW1pjJe62o3AnQXA42OwNKasITWJRm36MVqNuo5MuooMhAn4kdce/UCwCAkrIi5uwYyds+qcVqGFroITokDjvvLoa5LfVUwjr61OXOykN4EDGiVlaIG4BmVscAd0N3YEC95WAJkRa6uP8RLu7niK67jmwDty2SZyvkUpHnRVJObrsH/2c/EB32t7KHwqOirlthVIRudGXzMTQGbntvwcZUH3vmDYSWmgp6LfkP9haG2L9gELovPIKlozrD/bgP1k92RbcWdmg/ez8KCovRc9FR3Nw8kdRwLt3v2dWjMcfzBr5GxMPOwgDHl0lHsrCiiQqJJ5RZ2MhOySYiKFauDWdji4oPrCNz1aCq/SwIo0o4jopAHClUMkxqiz4vPUyX42XiYRircGan7bTEm2AsS3IBR3pSQYGBDXtGITeHExv27mUYnDuJp5oiLnJvOE+Y6YLVCy7x/Ju7t9wA5472mLtMdCY4cdBTVUVYsnAfVUVV8bVwSxvNXGZvG4HZ28gzH+70Wgz9f350/cxm424sUUdUEAyFivHMEWaQVgUUlRRwP3wXPr4Mwerx/4ms73PpLXwuvYWNkxkO3Fsksr4gqvJ5mdRps0x8sKVBRV23AEfl5v+Vo3ff4vWhEoWXtrP24fUhNzBZLHi/5cgLfo2Ix5sj89B6+h50a2GHVwfn4sS995jcR3BAXtl+DywY/K+vOLDZgDw+k5AlfVDXUpXZ/krrO8sjgmJUZEkuSfC3Rjk/IzX16pEGvSylBQckQU1D9Hmpq9kRdTU7UuovpzgF+UyO/GwRKx8pBb942/KYGQhMuQwTVY7bzIQB+3Dq5lxKIgHSQu4NZwDY5DkSt6/6IykhE/q1NDFopPSjqmMzMqFURuIoP2ufwPoqmpJJjIkiPSmTZzirVYIOcXWiWQcHbD47HdePPsOn12Ei60cExWLJsAOYsXYgbJzIVT7kkY0zTlVZo7miKSyQrdtJVaahNf9ybQE3WyOdjvBYzvVha8aZWVJRoj5zV7bfXZee4dmncLDZbHhtnwKGgCyt8oYsJfCKi4pl1nd1pZgkOFlBoXzKOBVpnMkTdMrnlQ0WmzOBRKcJbhOQcgHf0m7z3l/6RZQy7G2+EQCQnJhZ4Z9LtTCcAWDAsJaiK0mIT0gYMgsKMLB+GT/HMh88m/kXBTmnoWnwWKL9sJgs5Gblg0ajQV2b/Mn45e0AzHbZBFV1ZbFVNSoTdU0VGJmLn4JZFKaW1PW6yWja3h5N29sDALzO+uHQ2ptC63//EIk5fXbDysEUh3yIyUfERVbnhSqjWq5FWlKWwO0GJjroOaI1mndygL6htkAf26rspy0OKnKafloa/Ijmd89RU+YYx0wWCzam4hvMZP0WFhWjQyMbLB7pAq/X0g/eqigUFBgEw0ycbLXiIsvZbDKKqoGhTvZd/n9+MBZGQTnjVApIVmDKci16PtoZTgUAPI7fiXHWpwXW7Wjkho5GbmCyi3H79yL0syhJX8+gKfEZ3Us3DMRRj4ewr18ymdWpu2yDOOXecA70j4SllQH0//noLJt9DvGxaTh7W/CM76mAQGz2fcFXVjrttiB29ubPCKWiMZtQR1V7A7JTRkJD/zKV4QMAZnfZjEiSTDsA0Qd60KxusG9mDQB49/ArnHuVTzdUFiirKqGgzE3Eup4Zdlwmnq+qRN9x7dB3XDsUFzOxfupJfHwZIlAK6ldIHMa0Xofz79ZR7r+qnZedCy4INJr3ey2sMPnCqoTy/7HhPLZHczjP2AsHSyN4zh2A5/vnoPuCI7C1qIVDC4dg73XJlIpK93tyxQhsu+ALNRVFLB7B8XHccOohvN8FY9t5X3jO7Y9m9hbotuAw0rLy0GvJMXjvnCrNw5QKRuZ6iI3iT3ef8CdVdvszq9iHazI3B3lDW18DcdHJfGUZqTnl6rOqaP9Lm7QyWXnFhSzRTFlSC6NhouqE7OJkjLY6TqlfBk0BdBodinTBD44dujqhQ1cnymOVBnJvOB/c9QAn/qXX9rnzCRpaqlgx0wXrllzFup3DSNtMbN4UE5s3BQBc+fINqx48weKO7Ujr0mk01Dc2hLMl1WhaGooLqcuODbFbiJyMPPSd1BEDp3eBlp4GwAa+vgnDztmn4NZ9Ky5+3w5dAy0AwKOLbzB0rmQpXSsKx6aWhJTFZCk4qyoKCgxsPMW5WeflFmByxy1ISyYamCkJmfC9GYAug5pT6reqnZentz8SyrZdnIVGbWwrYTRVm6z0XJmqJlQF2jjVwZsj8/jKHnnOKHntUfL6+f6Shz1h/s1k/d7cPJFvu/vEHnCfyP+b9thzJqoyDk0tCYazLN2d7EhiYWTJn8gk0ZWqOHXsTRAcGMVXRpZ+WxziouT/vJDxO5xc85oqEUGxIuv0N98CAPCJ3Yj0onhMtb1KqW8yRY3SvHwchO1rbkK5VOCnrJU15N5wTkrIAABEhifAc7MXT8/5vZ9on1UAGN6oAVY9eIIZrVuIve+c1OllSlgoyn8IVa011PvIyMOV4J0cg7kUbVwb4WbkHgyxW4gVg/fgyEvOcdUmSR1d1Wjn2ohgIMpr0JWqmjIufliPmPAE0kQpuxZdpGw4V6Xz4n3xLaGsjp1JjdEsgEfX3mPw1PJFgddQfeg8oJnA1OyyQJaKHWR8exdeofuTBY3b1oXPJeLvXHkICvglupIckvw3HfHRKRKnFSfLFKxbi1+pw1jVETG5n9BUj3xCU1J2rL2F+++o21zSQO4N5269G8HregAOez6EmUXJcpaOnrrM962kPpLvPQ00qOl6gkbTENCCnLJGc2n6TuiIO8efYaQjuT/tpeBdYu2rIugxrBVObPEijTyXVyxsjXDk4VLM6LFD4j56DGuFA6uvS3FUknP/whtC2aYzVVMzt6KhM+gEBZSzHg9qDOcaeHDjIqTNCy/JMt4qqxJ9z5P/Zkg8Dt9bFfdQICtkkaxE0s9H2pR35pyMJzc/YOyCnhK1JXP569i3Cd/70xHjMN7mDGgQL5DvQEhnzHF4KnB7jY+zBMxd2gtHPB9i99HxcPznk+n3LBjTxcj0JSr5iSAUlTtJ1E4c/O5/Qp9JHTFp9UCZ70taKCgyMHP9IHgsucRXfu3oUwydLl197YrE0o5cM7swv4iSPqiglLOVcV5Kp3XnImlyDTI3Fnlm7PyeOLPbm69M1kleaqgeXNz/CKPmSp5lct/Ka4Sy2nVFp4g2MCFmEI0i+Y5TpTr48gqSWLt37jX6jG0rUZ8hn6JFVxKDgrxCieIqrh0RbEhKyrUjTyU2nMkYUuaepqagK7bRDAAKNOFSd5Xh41wtdIBmLOjBM5oBoJ2LIzp1l/2JzM/yoPQnDC1ddTy7Idgn+k94AvpPlr+ZLuceDQhld06/QlGh/EdrlyVHjCQsZD+Sd06/kuZwRMJms8GUoqZ0VZmFkRZk1y4AgptNDf/fkC1rP7pKPb6FDLKETi4U0qzrGxEfequybnxl8vxuYGUPgUc4Bd9gMp7flf5vrqT35tAv5Bka9Y20+N430RuEl4mHEZb5DGGZzyj3X8wWvXLNvadx/2RNtTCcKwtF1X7Iz/IEm5UJ0BTBZuciP8sTNLouaDR13p8wFuwdhx2zTqGX8SysHrEfW6edwMaJRzG64XK4Gs1Ekw4OOLvDCztmneL7q+qoa6oQsq2l/M3A0MarK2lEskNHn7prjscNotpLyt8MQvS3LKHRaNAz1BJdkQJ3Tr/C0Q23RVeUIwTN8K0Yc7iCR1JDVcbjxjxCYo+EP6kE5RyqPLzynlDWpnsDjJjdVWTbNlJcml4zQXRSKHmh+zBi4KqkfsrS9pcGgH0rqQXIleVXSJyUR8KBSpBfWRYP3U+pXl3NjuhgOBN2Wi5iZQ200nBGSkGkwO2LppxE8Lc/CA2Kha/3VwR/k33AfbUwnHs5b0L3lht42QPfvAiFzx3Zz4Llpa+AjmkMVLXXQUVjLlS1VkPHNAZFefehrDGd9yeM9eM4N2M2m42Pz37g5Z0AvPH+jNR/QY+fXobg0cU3eHbDn+9PHjj5fCWhrCCvkPIXraohyCVBnHTM1o6mpC4bkzttETt9OBmFBdRmDVq61COUXTsq3vJfVnoujqy/JVYbeWHRrpGk5X1sy6/dXUP1QEdfA2f8iEFJA+otF3sVprCgGHuWXyGUux+dSFKbiLk1efDgnD67xRpHwp9UBLwIEatNVWbB9uGwJ1Ekmdhxs1juKPtXXSN1oxEHspWs3z8TUFxETNQijJHN3cs1DmGIe708u/2RdPwrD46X1pDwK/sNLv2aggMhnQl/ABAdmYR6DS1gaKyN7n0bY9nMM1LbtyDk3nBe6XYBe09O5qlpAIBzR3tcPCmZ5qg4MIvJBfyZRdSF/X0SDkv0Jw8Y19aHQxNLQnlQwC/0d1yG/FzxZmZys/PhuewKXK0Wip1wg9vmwOrrArWZhZGSkIlRLdYSystGDlPhTjBRnQMABjdYifN7Hord3/unP3jnZf8qaj/u4xa7EspObrtHOejk2/sIDGtS/VYPuHQd3AJKykQfSSaTBVerhfjwjBhFLoziIib8n/7AkEarpDXEGqoAWrrqaNy2LqF8m9s5yt/l2b13o7/DUkL5lJX9xBoLWVrriKBYHN9yl1L7QL8wTGi/Sax9ygN7bs8nlP39nYIhDVciIzVbZPtTO+6TqhCJy2KPUaTlfe2WUL4njWqxFukposdcHnrZLKJ0H3j/9Ad2LLhAuq19r0a81+ciJwEAjoT15/ujyhyHpwL/AGDTvtEAgC0rrqNni/VY70E+6SFN5D448EtgFOo6ECXaMjPyZL5vDf1rSI+zgJLaMNDpRmCxElGYewWaBvdlvm95wfPmPAx0Wk4wkgvzizDQiaO12LJzPVg7msKhiSXUNVWQlpyNtKRMhH2JwZ/IRIE+VJJw/8IbnqKEqWUt9BrdBuY2RmjcxpbP/7i4mInE2DQ8vxOIS/sfk6ZvBYAzr8WXwaEz6Nh3dwHc+hH1KS/sfYgLezk33Jad66F1VyeY1K6F4mImUhMzkZ9bgLAvMXj35Hu5AngEGfy9rBfBxFIfB+8vhqo6MSjj9YOv2DrnLMGPrGPfJtXO1/lOyA4cWnsTXmf9CNvcJx3jve7YtwmatreHoakuigqLkZdbgKS4dAS8CMaXN+EyiYCvoeqw9fxM9LNfSvAR5X6Xh87ojMFTO0G7lHpSTEQizuzyxusHX0n7NK6tj8FTO4k1juNPV2JM63WE8hvHnuPGsedo3skR01b1g4VtiSvSlzc/EfTxF855POBr06StHYqLmfj2PkKsMVRVRs/rwftdLc2IZu4wttDD8v3j+GamM9NycOvEC1w++ISvvlkdA4J+N1VU1ZShpKxAuirYy2YRmndyREsXR/QZ25a3ipmVnguvc354++g7QfO/QSsbqX0+5taG+BPJ0XJms9joZb0IdexNMHvjYFg7mkJNQwUA57yc2OqFR9fIV73VtVRx9CH/Q+BY65MAAAW6CqbYEldVyovDv/g2jxOTpN63IOTecB462hmnDj/FxJklEZz7t3vzvZcVDEUn6JjGoCDnLNisJDAUG0DHdCcgQeRodeZW0DYMb7oGmWnkWZv8n/6A/9MfFTwqIC46Gce3eEncfrHHKIGR26Ko28ACe27Ng/uk45V2Xk69XI2JHYgzTPHRKRhUfwWlPvSNtbHryhxo6alXO8MZAGatH4SiwmI8uPxOYJ0XXp+q5bHXQJ27oTvQ124J6bL1tSNPxVJB0DPUwqkX4q9M6BtpCTWmAp4HI4BEb7csikoK2HJ+BgJehFQbw3nM/B54fjcQsb+IRu/fmFTMH7BHZB80Gg3Hn60Qe7WzNLeCtqG3AHcv7udzaO1Nkf1suzgLRYXFUvt8Np6aCkVlRb4Hr6jQeCwZdkCsfq5/2SxwW3mM5kJWLj6nclZTG+sNgRJd9nLDwpB7V41h45xx6ZQf9my5BwDYt+0+vG4EoPdA0ZHI0kJZfRxUNBdBWX08aoxmcvaSLJfJMwqKDHQZSC3xiSDsG1tW6nkxttADg1G+nwCP624wrq3Pm5GojszbOgwKCuRSgjXUwGXbxVlS6cfz1jzRlQSw5shEgf7OVFmxfywAwMrBtFz9VDW2nJ8hupIAaDQa3LYMBYBy/RbQGfRyfz4MBh2N2thK9fNJS86CvpEWDE11Je5jlBu5DOO3dM7kVEaR5AGNZyJGwj/5DPyTz+B0+HAEplwS3UiGyL3hrKaujEf+7qhja4ihY51hblkLj/zdoahUeTe6oa+38r2f8N4T7Z4Qfdj+nzCurQ+fXx448rD850FLVx0DJnUQq42kGsVlUVBgoN/49vAK2ymV/rjnpWk7u3L3paWrjuGzuojV5l74LtQyJmrAioJGp+Fe+C4Ymkn+QytPeP3cienuAyp7GDVUYZyaW8E7YjdU1YTrzgrCxJLzW1Ae40VTRw3HfJej54jWErU//nQF2nTnBLGVlROTdwxNdeEVtlOsYG6A457hHbmbd07LJvYQl2O+y3EraJtEbW2czHAvnJP0TN9IC42cif71kvD7ZwIAjuuhJNeOxw03gRrQrxI5Ki1nIiZINLYDIZ3R3nAWz6+5g9FcfEg5j985lSeSIPeuGlwGDGtZ2UPgca0t/zL36VYL4BFavSS7JMXSzhg+vzyQ8jcD2+efp7zUZFvfHBOX9pY4Y9f5t5zAvrSkLBzbfAfP7oin5dnOtREW7hoh8U1RFJvPcWZD7p55hf823qGkRUmj0zBkqgvGzO9BKQGLIM69dUdSfDoWDNqLFBHZxjS0VbHx1DTSoM+6DczxswKkgCqLARM7YMDEDvj+IRKeSy5TlhDUN9LCiNnd0KyDg8QpbWuQD2h0Gm4GcSZOvC++xYE1woOR1TVVsPLQBDRxrgsaXXqrlfO2DsO8rcOwa+FFkVkAaXQaFu4Yga6DW0ht/1UVBUUGvCN34/uHSHhffItntz8KrGtqWQt77yyAhrYqX3mXwc3LnVlRRU0JPr888P1DJNZPPYFsITFZNDoNjk0ssfXCLELActdBzfHlTfn15Uv/lnGvnY0zTuHNw29C201a3kdk8q7RVv/hWvR8sMHCteiS1ZShlnspjU2RrgIH7R689w7aPWCv3Q2nwodiku0NSn1IGxpbziNXFk47jVWbB0PfQHx1g/IQnhWP2R8Po66mKQ40K1kC4s4s+3XlT83sEXobC+1Fz1iFZP7B/MBjyC7O4/VzLuoZzkc9QxGrGMsch6CHSVMAwPIvp/E+JQy6Sho40GwGTFX1hHVdQw011FBDDTX8n1PWT7v3aGfM2TREpvu8GDUDo+ocEbvdf2F9MM3uHl8ZGyyc/DkEk+uK9geXBXI/4/wzOK7CjWYAWPDpGB524uhGj3izA5edSwxmSd0yniZ8gfu3C/DrugN+ST9gpMJZQh9bxwVj63AEw9s9WYoeJk0Rl5eKjoYNsK3RhPIfTA011FBDDTXU8H9JRcyfSmI0A5zAwJ+ZT1FXizOzHZbpi+d/PeFqtl6awxMLufdxnrmwJxLi0yt0n0WsYvQ0KQk+/JObjB8Z5ZdMa6BTByoMRaQWZuFajB+sNDiyQV6x/hjktwVdn5Xo5pqq6iGfWYh2T5Zi/DuirFkNNdRQQw1Vm563T8Py5A74xpC7rP33zR/1zu3Bz/SUCh5ZxVLVj7GL+39ovmhfZQ/j/5LZDk/gG7+Tl/Tk+V9PtKw1HhbqFScAURa5N5x7DWyKFW7kItyyQpGugLRCfhFyHSXqaZcFYaCsjU0Nx2Lgq81QYyhDgcYJcNwVchNbG47DFeeloJcKbBho3gYnWrrBSEUH39Kjyr3/GqTP89BIPA8VnC60OpCYlV3tj7GqUnPuqzd7Pr9BTlEhLoV+qeyhyJSqfoy+G6Zh/chulT0MsWCyRMfJyAM00DHB9gqa6Y9Cc/0xmGB7BY31hlbqmOTeVYObZpv7vzSlswlKG7+kIDz6+wkvEr9ha6PxMFXVA4vNRkI+Z/Y7tTALekocF5LMolxkFuXid24SjFV0oUQXfNq3/7gB386beUYzAKgwlMBks/A2JQTqChzZr/cpofibnwY9JU1oKqqCQa+Ry6qKzDx/BwAQvHFBJY9Edsw6fxdBcQnV+hirKjXnvnqzoElbeH56jclOoqUv21w5jCeDJkNdkZhBsKqjrqhE6RirCsVMFrqvOwZ7MwOsHNIZFrV08OhzGFadf4DNo3uiexM7FBQVo9/m0/ibnoWRHRpj+SAXQj8zjtzE11/xOOU2DCGxifga9RfPvoXDTF8bywe5wN7MAN3XHUN2fiFuLBsLi1o6eBAYip5N7dF2+SFsHN0Dm64+gUUtHaRk5eLe6okYsesCIhNSUcTkaIp/8pB/KVgVhhbaGEyp7GHwkHvDWZbGsTAe/PNv7m5cIk1Dp9FgoqpLCAzUUlTDuvrk6TZLsynoCrQU1fAtPQp5zEKs+HIGL7ps4/lS19OujT6mHPWQVvol6hLtDZzKfTw1SB+f72GVPQSZ4/M9DEFxCZU9jP9bas599WZq/RaYWp+a2kVcTpaMRyM7foyVL+POeflB+O+cCyaLhe7rjsN3wzR8jYrHh11uaLZoL7o3scPycz54uG4KTj8NwITO5A8FR2YMAgA0W7QX7sO7Iuj3X8zv2x79WtbD5APX8C36L/x3zgXAcRfx3TCNtJ8z84aDxWbD/2cMLi8eja9R8XCqbQQGXe6dCsAGG+cixiCzKB4AoK1oisZ6Q9FAl3rabmkj/2e1GvE+JRSqDCWoMpQRm5sCCzWDyh4SH47unnB0r/Gnpsruh68qewgy5//hGP+fuPOfLwoLiqTa5/Q2xMmNWe3Xo6fuFAy2nCvVfckb0hKgyy2W7mdWg3AKijhpsxl0OqyMOGpW9WsbAwBUFDnSoJtG90CHlYfxIyZRYD9z/uPI1Bb/kx/VUlOB0r8EKwVFxbz9AODtp+wYuNBpNGTnF0p8TLLmZIToyUMyDoZ0gbVmW8yw88F0u/uoo9EGrxIP4FvaHSmPkDpyP+NcnfDqUHKDcdAyx9Da7SpxNPLF34ws7H/6Fq9+RiErvwAAYK6rjba2lpjg3BTG2hWrvMJksRCbnim1/r7ExOPYqw+ISEpFfHoWlBUVYGOghy4ONpjQtmmlzCxI8xjzi4rxLvI3rgV8x5eYeGQXFMJISwPd6tlibpc2UFYo30/VPt83uPExCJn5+VBSUEBLK3NM79AS9c2MRLZNycnFzgev8CYiGvlFxXBxsMa2QT0hZh4FHrc//cCZt4H4mZACMx0t1NJQg1tXZ7SyshCrn2MvP0g2ACH0nyZeAh1JOfSKo6teEYbz5bCvWOb3gFCur6KGwFFzeO/3f36LXYGvcL//eDz5HQ7PT6/56kdP4ldLehMfjcWvfBCbXfIdoNNoCJ+wGIwyF0cxiwWb07v4yux0a8FUXQs/UomGleVJ/lXLPR17Y6ANcWVx0StvXP/5nfe+3jn+1NEzG7bC8uYdCe2owmSzYXt6F1gkqgufRs2FngpH49gvLhqjH1yBtbYeng3mX1J3uXEckRmpuNBzONqZlui/Uz1GccbBZZP/Mxz7Tvx+qCsqkc5uO189wvc5AsAUp+ZY04pco3i2qzNC/iTiXkAwYlPIte9Ts3KRkZuPVz8ikVtQBDVlota+vZkBgmIErxpx91NLS523n/MvAtGwjgnpueBiaagL748haFm3Nox0yh9/JQ00FSSbCFSiq6GdYUlWzvZGs9HOaBaOhvaqtFlnuddxrqHi4M42B2+oOv6U8RlZ6LzruMh67WwtcWz8IEK545qSGXRRfqJddp9A3D9D8b9xA9G+bh3ettzCIvTedwZ/M8RfLhW238SsbHTccYxSP9sG90D/xvXE3r84uOw6LtVjPOn3ETsfvqTUx5XpI9HQ3FhoHe7nWaeWLnzmTYBvcATmXLwr9rgA4F1kDBZf80ZKdi6l8Ynq72lIBGZfEDwWAHi5dBoMNNVJt0nr3LvqTYVPask11VN3Ch6kHcfyAbvx+UUwHqTxf592TD+OV3cC4H5+Nlp0bYCh1vNwLXIvZnfcgN0+y/A3Kgkz2q4jtOPi1mUTcrPyAQDH/TfxbRtsORc3ovcDADaNP4wuw9vgzObbyM3Kw8mAzVBQKt8D09ngT1jz9jEaG5jgZp8xPIP2Q8If1FJVh5VWSZY+ruHsWscOnxLj8HrYDCjQ6cguKsTj3z/5jLo/2Rloe/UoACBo7Hxo/PMrtjvjgQJmMbY4d8doh8a8+lwjcU6j1ljSjJP1dPrT23gQxXHnOtltMLpY2BDGP9z7Et79jRFqVAJAZmEBGpzfix9j50vVx9n+jAeKWExETlzCKwtMjIPXr2CsbVXykCWJ4Vway5M7hB4jdxx7O/VFXysHABypL8OdAAAgAElEQVRjepP/U75xAJxAw3rn9uCASz9eXe64Mwrz4WJuzVff6dweZBcV8n2OtyKCMP/FfcLnSJUPP2Ow5Mx9PN/EyfHgefcVFvRrL3Y/sqKsjnOvUW0wd7NsA+5OR4zjS7s9z+EJpXZHQl0xw96Hr6yYXYB7MSswoLaHVMdIlRpXjRrkmgEHz1OqN6R5A5mOg8liSWTUiGLE0cuU6/ZwKn/ablFI+xgjk1Mp151xjnr2Te44512+J6KmYKafu8VnNDuaGKKZpZlEfZ1/9xlzL3qJrDf86CWB26R17huVyb6pa8hJrbzhiht6TeBPZZ+VloOQgEisPDkD7sP3IcD3O+o25hg/0SFxCAuMQsS3GGjpCZ7ViotMxPD5rjCzNsTnlyFCx7ZvwTm4jmsP595NcOPQY0kOj48dHzkPZdd7j+KbBW5hZM5nNJfGJyoMXv3GQeHfKo6GohLBoNsRwOm3t5U9z9gCgGXNOedv7+c3hH57W9nzjGYAONipnySHVKHkM4vhpM+/KtPU0JRgrFbUOEobwgwajXQc4RkcWbvSdQHOuMsazQCQXVRI+By5nzfZ50gFCwMdZOcVgsliwftjCNo51pGon+pEb7O1GFXnKO+PKsVsovvJp5SraKI3XJrDE4saV40a5JY2Ww8jM48zk6XIYOD27DGwNuD3A/sYHYsVNx6ih1NdmY5FU0UZH9fM4StrtvFAyTjKbKPCl5h4xP8zlma7tMaczm0IdYLiErDs+gNEJKVCRVH2X2dpH+OmAd1w4+N3TO3QAp0dbNDYwoRv+43AIKy+9QgAkJabh69//oqcdQY4rh89PE+ByWJhlktrzC1z7r7ExOP8u88C2+/zfYPCYk5UuqGmBl4sncq3/djLD/B47AcA6OJogwOjBBtBf9IysPn+M977y9NGoFGZ41x75wmuBnxDfEYWZp6/g8NjiEuQZc/v0Rf++O+lP+k2YWy4Og/H3a9hyoah8L3yFjvucVwQlJQVoa3P79K0aognTn7cAgDoNb4j1gzdizVnZ4LNZsNlcEvcPPQYedn56DO5k8D9Kasqo9uotug2qi3fDDMZl0J3815PaLwcw+e7Uj4uMrIKCzDKvhEUxVAd0lZWgaGa8OXtO5HBcNA1wCEX/s9pslNzbHj/FAm5JXKltyKCAIBQV0EOArf0VdTwNfkvIjNSYa1deZlpueMY9eAKLvYUbjA56XEMfSp170T8AED8bACguZEZAhJiJRqvsY4mAna7AQB6NXMQUfv/AwMVGwBssNjiyeQp0pVxIER4Wm8AmOPwVMKRiU+N4Qzg/a8YTDh1XeB2Iy0NPF9ccuM89fojdghYXn62eCqMtYg/ul09TpD6gzapbYqLU/i/3Fn5BWi55RCCNyxAux1HCUvFr5fNgJ46v0+XpIw+fgWBv+MI5Qw6Hd/XzSNpwTFGx5y4yldGowHf183n05kGgOTsHLTf8R+CNyzAgWdvcfj5ez7frMXd22NyO/FliN5F/kZ6LsdotjXUh9fccaT1mlma4dHCSWL3LwlqSkQfNirbBHHkhT/vNZnRDABOpka45zZe7L4lRdrHCAh3bxjc1AnPQiLgG8xJELHF+zkuTxtBqd/fqen4uGYO6bgaWZgQjNfSHH7+nvf6+ZKphO1TO7RAbX0dzL98jzc2QXTzOMl77b9qFjRVlAl11vfvip+JKfj0O06gLnPZ41Bk0AVuE4aSsiKu73+IgTO7Ytesk/BJEewKxGKy8dUvFADQcVALdBzUAg3b2eOjbxAGzOyGuS4bwWKysPw48RxxYZfSk6WJ4RjOYknHi3BYXfFWmzqZWVGqF5KWRPDTJcP/7x+B2+po6SIqM43y2CqawFFz0OzSQbjc4LjhTKzXDOtaV+xsc+lxvI6LhuXJHdBRVsGN3qNhq6NPqKtAp+OQS3/MenaH9/kIGvfj3+EAiP7WNUifa9Hz0c6Q8zvxOH4nxlmfptRuvI3gVbjK4v/ecGazgQmnrsPOqBbuzB4LgONXOun0DUQkpZL68zqaGKJJbVNsHtAdVrU4y32hCckYcPAcXHYdI20Tm56JFa6dMLZ1E15Q0YRT1/H+Vwwuvv+CUa0aEdo0WL8XPZ3ssHMIZ9bld2o6euw5hbbbj0jFz3jbgxcI/B2HzQO7Y1ATztIUi83Ghfefcdn/q8B2Y05cxb4RfdGtni0A4Ebgd6y+/RhNNx7AZ3fyYJ/730Jx9KU/hjSrjxWunVBYXIzTbwMlMpqTs3Mw+XRJjnpBRrO8U10E7MvLmj6decbp99i/lNu51reT2JgvjSBbr/QqRlpuHnTViA+z0SklWU21VFVIjWYu5yYPQ/21nOCuM28CMd65qYQjFs30LcOxbcoxdB3hzCvLTs9FRkoWYn7+hYa2KnQNtbH11kIs7rUd0zYNh//jr9DUUUfDdvbwmHsaF37sRK/xHZCamAldQ22B+youZuLheT+8vf8Jq89ygnyy0nKQk5kHFouNtMRMnruINOE+oNPp4kVxKjKozU43rGWMxgamIusJM/8V5WDW+ePI2WADcHvuhVM/PuLUj4/QUFRCEEUJuXwpKX58HDkbAPAyNgpTntxEl5snBI6jt5U9oq2W4mVsFK79/MYb9xXXEWhtUptXr/jf7Oc4R9l912rgkFoYDRNVJ2QXJ2O0lei4JC4qDMG/LZXF/73hfCWAYyByjWaAszR7d844OK3dgzuffxACrlpbW6C1Nf8ssb1RLaxw7YitPi9I90Nm6J6eOASO7p7Y9/QNqeFMp9F4RjMA1NbTwaMFk9Dd8yT2PHmN+V3bUj9QEry+BAMAz2jm7nNs6yYY27qJoGY4Nm4Q2tmWBHkMblofR1/4IyaNPLoYABZf8+Y7ByqKCnDr7CywvjA8Hr3m3RRtDYkzDtWFeV2d8epnFACg/fb/8HzJVDDENAKqA0ZaGmDQaWCy2GCKMQu5dXAPGY6Kn4J/bh1l2f+0xEdyZseWQvso/dle8v8iU8N54MxuGDiTPxOaho4a3Dz5H0I1ddVx9C1HR75Zl5LfiQs/dgIA5uweI3JfV8M5DwM9xpSoBGnqqkNTVx23YkpcfVafmcnX7uzX7VQORSDc1a87EcFoVEvw6oKkKNIZ2Nimq8h6zQ3NBGbFC6/CaaZLQwOwv1Nf7O/UF40u7EN6QT6u//yOIXXrAyh5AChkEr8H0taX7mBWB2HjFyIqMw0drx/jGwdZ3Q5mdXjjHu5zmU8dpYuFLXyiwih9jtUJn18VH1TX35zj8uUTuxHpRfGYantVRAsOTHYR/gvrDSa7mOeO8SH5LBy0e0JT0VBm4xVGtTCcezlvQnEx58nxkb873rwIRUZ6Llz7Czb+uAia1eP+6BYxqc/61TWsBQAoKC4WSz4r45+fblnIZmMtdDlPX8f9AsptOE9q2xy7Hr3C4MMXcH3GaMryWqWNZi4uDjY4+zZQyL6kl1f+8Y+fvNcjWjaUWr9VDSdTIxhpaSAhMxvJ2Tm82chBTZ2weWD3Sh6dbHgTEQ3f4AhEJqUhKSsb6Xn5yMjLF8tg5lJeCTtRfIwu8X8kc88CgPtfQ3mvtz94ie0PqCmI/E5NB5PF/r98UJImKgwFnAgKwOqWLgQ3svIwwKYebkf8oORHO6RufSx65Q23F/ewr2Mfvm3SkrTSUuKsZAQkxqIjRVcTSelsYYOb4UHILCzglTX5N/P+J5t/8iSfya81LE3q/AvuLD0OYXDHXZqhdetj8StvSp9jDeXDWNURwRmPMLi2B5hs6qsQh0N7oLvpajyKK1HksdRoBd/4bTWqGpLyOeAXGAw63Jb35pW1dLbF6+fCo7e5cGcsy/ofRyRxZgLsjcm1B9ls4OTrj5hw6jq6eJxA2+1HMOXsTdK6XL7ExGPZjQfof/AcunicQLNNB4TWN9MRvHwpjWV87qzyj/hE9Nx7Ckdf+otoIRhRN3hB51ESsgtKomwNNauGRqWsuETiz3szMAiue08LfOCSRw4/f49+B85i8umbuPj+C95F/kZEUipSsnN5yQEqktLXc2l3i9LcDAwiLZcGbDZQWCw7o+P/hTmNObEBYx7yz24l5eXwFDckYdk/beTXcdF8AWR5xUVY/94XS175ENrcifiB3YF+vPcr3zySeP+C2B7wEin51OUTRbHEzwcFpYxfFpuNu5GclcoOZnV45Uql3FuCUkp0icc/Ehw7VJ5xAMC1f/rVpccBAPu/vMXL2Ci+stLjLou+ihrhcwQ4Entkn2MNkpGYH4aXiYfBBhMhmdSk6LjYafEHB2opmiCziLrbnrSR+xnnDcuuwevVSgDAvm33AQAKigx8+kAeYFOWVlYWYNBp6OpxAnM7t0EdfV3s9X2D36npUFJgoAFJgoTp52/jZdgvAEBXR1uMaNEQ6kpK+JuZhWOviKLr+UXFaLKRE0lupqOFbvXqQk9dFQaa6lhx86HAsWmrqlA6BklRUmAgeMMCrL79CDcCg7DnyWvsefIa9ka1cLuU64o0IPP/lAZGAmb6qgsm2poI3rgAJ14FYNejkix9UclpaL3lMBQZDPivmlUhihqy4Oufv6QSbHrqqrCqpQcDTXXoqKrg8gfBPvey4M6cceiz7wwAoOeeU7g+cxScTDm/BYXFTLTcfAgF/wzbkS2JblbSoEZgv/zMbdQGDBoN2wNeEgLA6ukZYmmzDgJaCsdUXRPPBk/BwlfeGHz/AmH7KHv+ayJ8wiLYnt6NfZ/fYN8/iTMnfSOsbNEJWz4856s778U93P6n9sBl/ov7mP+Cc3/b1b4XhpK4Jsxr7Iy9n9+g6cWSCRn3Vp0x2Un8OBIuV8O+4WrYN74yBo2GyU7NCYF5+zr1xZJXPuh15wyvrLGBCRY1bcf3wACIPkaAP+EM2TgAkI6DyWJh7EOiGwCDRuPTo+YSOGoOBtw7T+lzrEFyrv9eiFl298BkF8JOk3pSHjJ3DBWGFvKYgl1DZY183m1LoauvATaLDVqpGaKCgmLY2lH3afu+bj4c3T1x8vVHFDGZaG1lgQnOTUlviElZOXgZ9gsd7KxwdMwAvm1PgsNJ++fOLAetJ6pOCDOck7JyKB9Dedg0oDs2DeAs/S+65g3vb6FwdPesUolOSkOjcWbkAE6gYEVReqa7opncvjkmt+fcAD0e+/GyxhUxmWiyYT80VZThv2qWsC6qHEVMJp/R7NrAHh7DehHq5RYWVbjhbGOghwXd2mLvkzdgsdkYcvgiab0OdlZw7ytaKgmglsClBukzq2FrzGrYWmS9uY3bYG5jcvUaMqy19XC7j3Af7xETjuLy6elQpDMImQe5TG/A7/u+t2Mf7C3j0kGFhU3bYWFT6WabFTRmMvpbO6K/tSPpNrfG/PEs4h6jOOOY36Qt5jcRz41R1OdYQ/lpVWscQjOfQpmhgYdxWzG97i1K7bKKiJk1H8dtQQOdytNBl3vDef+pyejReiN6DeAE0uzbdh/3bn7Efb9VlPtouH4fqSwcGbc/c56SPYf1Jmx7GkI+y82L7hbTx+7e1xCBs1mOJrJxit89tBccjQ2w+7Gf6MqVhHUtPUQkcRJnvAn/jc4OxIxbsiCzirhGLOzWDgu7tcPdL8FYdp2TSjgrvwCX/L/IbPZTFkw7W/LD+XWdm0A1g8pySZnWoSVaW9fmGfeqSoqgAbAzqoXpHVuifV0rkS5KmirKvBTwgdGxNYaznPP1+x80rG9Ouf7l09NlOJoaygsbbNDA+Q6fjhiECTZEd8tLvyZgpNVpkX2dDO+PSbZ3pD3EakMzvWEAACa7kLLRDAAuxgt5Os4HQ7qCDRboNAZm2Zc/QZKkyL3hrKaujEf+7rh91R9DxzpDv5YmHvm7i9VHEZOJiKRUgZJSpeH6RPuGRKBvwxJh82ImC7c+iefzOP2c8Isn8HccWGw2n8HNbbNnONFwF5eU7Fzoa6gRyqNTyX06qwoT2zbD6tucL80l/y9Y3celkkdUOfRr5AhFBgMLr3CWN3c8eClXhvO7yBjea2ESYM8EPJDKmiYb9iO/iOOOISoduyDGOzfFgadvAQDHXn3ABCkGydZQftw330aPzk5Yt/Uuhg5sgYlj20JRgYHklGxMmnUKJkbaOLqPozSyc+8D3H9QsvLx3Ef4LGgn1x189dw334aaqhLCfiYgJ7cA509MhaICAyw2G7e9PuHoiecwNNTCuWOclNXL197Ap8/RcLAzwd6dI/Et6A8yM/Nw4qwf6ljWwlv/CNy/MQ90Gg2bd97H81ch2OQ+EK2aE7Pj1UDO4dDOmGX/TGgdKkZzDaJ5GLcNcXnfMbj2LmgpUp9AcNLpAyedPojKfgs22LDSkEyNS5rIveHMZcAw4VJPwrg0dQRGHrsM521HCNsamhvjyrSRvPcu9pwfpaXXfXDi1QcYaWng5T/JsLOThmLcyWuEPhZ3b49dj16h3lpPuNjbIORvEuLSM6GiqMA3I1WWZT07wGntHuirq0FZUQFx/wIYHU0MUVtPR+Lj5dJuByftpYqiAuro66KYxUJ4IicoUlhyiMpmcLP6uPc1BO8iY8BisxGfkQUTbU3RDUUQl54JUwEBmWWT0FQVOtmVRNBLojwhD5TOuleRcI1mrouMJMx2ac0znFNz8lDEZFLWCRYF2UNvDeKjqqqEx3cXYbrbWXz9HoMDu0dj+Pgj8L23GGw2MN3tLI7uG4cl83qCWczC8kVEdyIynvss5RnPXB48/s4zpOcsuoADu0ejc6+dGDuyDR7eWcirt2r9Taxf1R/KSpxb9Jgpx7BsgSs0NFRgY2WAFYt7g06n4fa9T0hJycbEMW2xaklvTJx5EifP+vGM/Yoko/AP4vO+w1KjNe79WYahlkdxIrwfRludR3CGNxy0e+JK1CR0MlqCtMJoOGj3hCpDB5d+TUA/i924HTMPo63O42fWU9TV5Mww/sr2w4sED16bD8mnMc3uAY6EdcMYqwtIyA+BjWYHBGd4w0ClLn5n+6OeTh9E57yHkUo9FDAzUcTOg7katQfWqOy3MFZ1wtmIYZhmx1nNO/6zD6bUvQcASC4Ih3/yKXQxXg5lhiYCUs7hR8Y9DKp9AAVM6cruVWUexX/F6i+X0dmoPrY1GUWpTQ/T5QAAJrsYd/+shrqCProYU5+QqKNB3Y1K1si9qgYA9Ou4Fd1bbuD99eu4lXLbQYcvYOSxy7g8dQSCNyzg/X1aMxeDmjjh65+/eP8rhq9N8IYF6NvQAVEp6QhLTMGqXi4IWDUbLeqQL+FNbtcc5ycPg6m2Ft5ERMO6li5W9XLBpzVzMa6NYMk8GwN9+C2bDlMdTSRn58BYWxP7RvTFzZmjKR+fMN6tmIn+jetBXVkJYQnJ+JOWgdbWFrg3dzwuT6WWna2yODlhCO91513HeVkEBZGak0da3szSjPe6974zpHUAoP2/hwxJufBecHpnQdz9TB4FXprSGS8HNqknpKbsEfcYm9YuSR7BFmDzr7/ry5dpsjI48SoAL8OiJFayKf270HDdPoHHysXnexilfrs4lrgoSXJ9ySMtJnmgxSQPhP1OklqfTRtz5DVrm+shKZlj/DCZLHRy3QGXXjsQ+vMv0tKkE0thbqbLe83dFwBMGM3vk/v6XTjPaAaAP7Gc7IKmJjrQ1lblJXUpKCjC42c/MGrSf+jkugO/opIR+rNy1AaUGBpILviJa1HTkZTPuYadDWZChaGFJnoj8DePo4JRR6MN73164R/0Md8GdQV9aCoQA/G5cNvQaZxz0lh3GDQUDWGj2QEsdjGe/92Fq1HT8C75OL6n34G1RgdciZoEGo1O2Wjm7keFocXbDxmdjZdBmcGZqPmQfBqdjBZDQ8EAdFr5ky2Vh5YPVqLlg5WVOgZhFLBycC16PnziNqKv+QZ0MV6AE+EjRbZ7HEfdnqso5H7G+c2LEBQWFGPusl7Q09dAcmIWDns8wJsXoXDuaC+yfXB8IjrYWRFmWFUUFbB5YHfc/BSEd5ExaGVlwbd9xxBXkCXpFBRQ18zSDE8WTiaUz3Fpgzku5E9ShUwm9NXVcHU6tSc6cdFWVcG2QdSTRAgLFlzaowOW9iBGqNfSUJdJkCGNxu8/2t3zJLznjUctDXW+emm5edjv+xbaqiqY15W4xDOsRQOeHm9+UTE+RsfyGdMAx3iTxHazNdTnzeDvevgKo1s1Fqv9shsP4P8rBstcO5JmnPsRl4ivf0pukv0akwfmyJLyHGMne2teunePx35Y2K0dn5b479T0Cg8KFERZtyoGnQZ1ZWU0szTFsp4dYakveAVoy6DufGm3Bx06j2szRkGBwT9vkZCZjT1PXuP2px9wrW8nckylpRglub7kjey8kpW5L+GxsKstPYnLstjZGmHW1BIXMA1N6SgcCUo5npqWA4NaJatmaqpKlPvU0lTB8oWuoivKmAexa6BEV8c4mys4FMo5dwp0wZkyAU5iFfY//Ri2ODoypc4jGyywAUy3e/ivTwboNAYG1T6AG79no6X+BDTVl85kEwAw+AzkEh9pYca2rEkvrLggeUk59nMoWtcah+b6JZNyVJQxQjMfo5vpClkOTWzk3nDeuuYWHrxbw1fWf1gL9G2/hSdTJwjuLOWGfsKzBuUWVpKaQvVceZca/qtmoeG6fShiMpGVX4D22/8TWHdGx1ak5f0aOcLGQI+nmjDmOHk2Iw1lJSzu0R7r7vpSHt+tWWPQYN1eAByj3HGNJ6GOkZYGni+ZKrCPG4FBuEFBL7iRhQnB4K8Ibs0ag3Enr+HT7zixj3Fqhxbw+BeEevzVBxwnkXIEAL9l0/E28jeWXKtYTdV3K2di+rnb+BITT9jGZLGRmZePZyGReBYSCTUlRXxcM4e0H3NdbZyZNBRzL3khMy8fIX+TeNdFeWlS21Sicy+PaKiWGGGt6hGTMEmT7JwC/IlLg7KyImJj09C4ISdNc7Mmljh8/BkaOJmjXZu6Atuz2GwkJnJc61LTcqCnqy6wbnvnuhg+7gjWreqPP7GpGDWsNY7uG4eZ889h5NBWePLsBza5DxTYfteW4XBbchGzp7rg3YdIaGqo8MZLFTePm3Bt4wjXNpI/fGcUxcFR2xWJ+aGiK/9DW8kcl35NQH8LD2QWcb5nX1Ovw1jFCa8S98FRm/yB4HPqFTTQGYjE/BBYabRFF5PliMkJgK5yHagx9P7H3lmHN3l9cfyTNHX3llIo7k5huENxd4bL8GEDfhsbsLHhMNxhwIAxZLi7uxR3WupG3SK/P0KSppGmSrvxeZ49S9/33vuevDck5733nO/BL/4GbuYVqGjXgRexZ3Q6zkKBiFRpIsbCrMmlejsN5HzIQroUWYlYqn3XMyfubUa0PDuHes5luBJm+L3Pa8aUOWrQsfSIBPofvj4HApnsM++DZpOZU3bz07zuanJ0EomU2VP/ZtbCjFUyyv24hPHN6mp1rOafuMjmK3c4PXGI3mIkOU1sUjK1fl3Fit4d1LZjv6Cd3bd9+emAbkF1E5ERO4f1onwh3Uokb8OjaLtsi9aV5XaVy7Kge2vEEqnS4VnXvzMNSnllaFtSqpj5xy+y86b2krv6HJsD958wba9uuUKQ72RsH9ojQztym9mHzmbpPQK0XLxJa7l2K1MTrv9vlFK5QuEY6kvUS+s8ZjWhD6DKrGWkfCqjXdTRjqZlS2Bholppik1KJiwugZOPXypDOHwqlmZJBkm7Jx+/ZPyuwzrPO1pasLZ/J6VmtCFk595/4QsgD4EZ1rEOwzvmnzjSfwuZvbfHA++z9NlRTIQiZlbuTnWHYoy6tZEkSQqbvhqp0X7s7c3cjXxDI5fynA725abPr9m2+bfH/3Aq6CESmRQ7EwvaelRneEnVAqMixrm5WyW+K9+B8Xe28Co2mBoOxWnuVpkOhdXDY355tI+DH25z0+dXZMiYdGcbNyNeUdzKlRoOxRhfVnfewIpnTZWltvMLBd5xPnPMl3k/7adKDS9s7SyIjIjj0X0/WrStQkqKqtLQ93O6au3faulm/CI/YmYson5JL1IkEm6+9VcmBtUpUYRNA7T3zS3+S47zuMazeffkAy6ejmy4k/uxTD42gzgesznXr5PfSK/OAtDu9EoONx+d5TEbHluEUCDgvM/EjBtnkvS2abM/t6j401IkUhll3Z35c2hPNYdZG51WbuN5cDiQPWf9C1/4HOy/8JBf/zj9xXHOBTJzb6UyGaNvbeRO5BtqOBSnjE0h/np/lU6e3uz1u0FFO08Nx/lDQiRdLi7kWqtf+Pb2Fm5EvMq241zr+P8wEgjp4lkLAQLexYdxM+IVm74aSUU7eciqwnFWrHK3cq+CvYklu97Li/s0cCnLouqqBFWF43y0yXTanPuNktZuuJvbfVohF3C91S/aTAHkFQf3vB9DLaf+GAvUdwaqOOStb6agwIdqWFmb8vNi9US2nv0Nlys58e0g7vsHMf/ERS69fIexkZDKhd0o6eLIlJYNC2xFttxk/6qTdB7VMtvj/LX4CANmdKFGM80qWDlBTtn5b6DCP7N52vkntWPZcZoBLraeROPji7M1hi7S2haSGEvj44s17M8tFOoke0f2NchZ71O7qt4djy98Ib8ilclYsSf/avYXdDJzb7teWkRAQiSTy7WnR1G5k/1t2TbUPq69JsW2t5dY/vwYE8u1w0ggJFkq1touM5wPkYcFXtPjyKblSthzrreao/yenFiuHaNubeRS6DOt7duc+02tvSFcCPkdZ7NSvI27pnHui+OcRWrXzziJJiOqerobVPwkr7A2M823VfsA1k7bmSMO6YcXQbQeYHjpzcySU3bmZ97HRWJqJMJYaMSIq3+yp8lwKh/4hRMtxuL7MZCWhXTH1dU6PJeb7eQSQe1Or2JT/a/5+uIWDjcfRZPjS/ilegdex4bRuUg1HEwzlj5T2PL7k7P8VqMTAy79wR8NBjDy2k5W1+nNh4SPDL68lXV1+xKdkkgVh8LUP7qQy20ma9iT9nVwYt6VVk2rvmLolxfo0xwAACAASURBVPv5559HZzo3SEkVU2/EMgBubZLvJFy8/5pJy7QXdlC0Sc8133dMXXWIxORUrefLF3NjYq/GVClVSOt5Bd6DtT+YnV0xGmsLw2MfT996wfTVukNkShdxZvnErjjY6P+c//7XBbafuKNxXCCAv+cMoqibvZZeuWNLVkkRSzhx/RlHrj7hzjOVYtT6A9dYf0DTOYHszfMfM/Qntys+c/bW5pz8Xb6impXPHMDsTSc4dNmwegqNqpVg4diOWs9ldZ7T3tuX/mHExMvjng25twEJ8qJeCqdZwdCSTVn/Sj23RiyTsPz5MSxFpvQqKl8ozFRypQ5qOMjlduc9OcDU8trvTVosjEw0vid7Fq3D7YjXWtvXdy6b6Z3D7kVXZqp9XvCvkKMLD41hVP/1dG+1kFH91xMSlL8LeOQE67//C4BhNf9He+dhbJ6lkiUb3WAmXQuPYkZXVbxn71LfsmTMZjq4jmCyjyokIiUxhSHVp9Oz+DjmDVmb4fjf1JEnYvrYDMLHZhB//CyvtJScmMLwWt/TxWMUKydvJ/yTfJIuBlWZyqkdV+hRbCw+NoOY1XuZhj1Bb1WlNn1sBilfT2r5Kz28xmrY2bvkeGWb9HamZfmErXR0HcGRjZ9HHzgnKWrlgJu5DY6mljyPCQGgqkNh3C1s9TrNaUmVSphYoRkuZtYkSFI49kH+w9PYrTSDStblxadxDbWlR7EayIBydm7IgCoOhYlOSaSwhVx5wkJkQhUHw6uv5SVpCyApwrUy4uKLt4A8lv7fRPKnUDddDowu3gZGMG7JPp3OFMCTt8EMn/tXtuwzlJRUsV5HFeCFXxg3n7zX2+bx22CtzhTI5RR7/7g1z2zJDg2/Wc7sTSfUnOasYOg8/3FUe9JveqJi5Q+tq/ZdyfRnDuDpuxCDnWZ9ZGee095bhdOcXYpYOmkc2/hK/ts1sVzmS7Prw9pY/v231+8Gcx//k2F7LyvNvCEToe712HK2eZ/AnhsU+BXnd69DGT9kE/NWfI2zqw1hITEM772GRWsGULJs/i3ikROMazSL9bfV45nSxvB+DIthdP2fWHl5FlEh0UxYMYgJKwbx4u5bfuy+lNl/f0sH1xHK9iF+4UxsMYfFp77XOf6aaz9rjRPuW3oCe/zlT4YyqUwtWVMbmx/MY8mYzQyZ1R0bR5WsVlp7OriOoGTlIkp7MnMfdNkJ8M3cPoxd0p+OriNoO6RgVx3se3ETi72742pujfhTklo1B88MeqkTmBBNaVt5MloJaydexKgeWIQCAfFi7QV6dNkCIJVJ6Vq0GscDHtO5SFVOBD6hh1cNTrYcx+OPQTQ7sRTfjupqOEmS7G81Zpe0iyE1f1nJVJ+GfK1Daz06MYmmCzcoQzt25nPt88zy4FUgoxfKH5ib1SxNhwYVsLUyJyA0mq3HbhEUEaO1X7FCjsrXdlbmjOpaj8bVS2FpbsLJG8+ZtVFeWEIqk+EzYS3Hl+guSz1vdHveB0XyLjiK6LhErjx8m+n3oVhBFwoFzBvVntJFnCnkZEtQeAwnbjxj/YFrpIgl+Hyl+0HTP/QjA3+WK+94ONsyd1R7yhRxIT4pmf0XfFm2+yKpYgm1hizm5kbtK6KHLj9m9qYTarbUrVwMiUTKx9hEg23JLhVLqKq2xcQn8zZQLifp6mCNm6PhhaTSznO7euXp0awabo42GvO8Ys8ldp66q3eeFZy88ZzNh28Aqs+cuakJlx+8YdvxW1hb6JYF7D/7TwBqlS/Cyskqnf+EpBQajVoByOeuX6uafFWxKIWcbDXGaDRyOQmfHgTSzvML/1BuPvHLcJ7T3luABy/lcpuZvbdpcTVTtzNFKmbj67Mcb/o/HEysdPTKOjd9fuX3Z0f5891l9vnfBGBSuXb0LKoZAutmlrlCbI6mOW/v56DAO85TR2/jwPlpyr8dna05cH4aPVotYveJSZ/Rstxn0pqhWo+nX2FNT+nqxbh5Qp6F7+6l0kJ1LeLEkxuvMhxfG+tuzcHHZhCNutZi+mbNzF9DSWtPnynt2TJ7b4Z9MmMngLGp/GNfskruSlrlBX7xUTiYWvAoKlB5bNOrq/QtUQvfqEBqOXlhbWyKSCgkQZyChUhTH7aolQPtTq9kS/0BfIj/yLq6/fjHL/MFNRS2DLz8B4ebj6KUjQsLHp2itUcFTgY8pYdXDW6Fv6ekjTO9i3kDUMelOIEJ0cx5eExnoRMvK0e99uc0W4d0p//Gv5FIpfx69Dy/Hj2fYZ+xTevoVW0piIxeuAehQMCNjephYxWKudGytn6N/MtrxqkV8FDQrl552tUrrwzBiIjWrz/btIa65Juu0A1dpF31u7FB/X24O9kwsG0tBrbVX3V21+l7LNohX+Eb3K42I7uoipVYmZvytU9N+rWqSa0hi5HJYO3+q4zorOlkKJxmDVtERpibGhtkS06wYbrqAe/SgzdM/F2+stihQcVMJwfm1Dwr+H7tEWYPa60h3VattAdjuzfQ2W/xzvPK12mdZgALMxPOLB9Fs7GrCAiLplvTKlrH2HX6ntJpTj/PZYq4UKaIS4bznPbegurzmpV7qyC9RnPjU7MA8DmrPQlQUQQlO0mC48u2YXzZNryKDWbDq7MsenqY2NQkhpZsmuUx/00UeMfZWMs/WgAT0wL/1jLE2FR7tr8hqhEmnwT2wwIiMz2+Nhzc7DgesxlxqgQfm0FMWTeMZr0yX1M+rT0fdFTACnitHjqQGTv/bVxqLX84rGhfSJk8p1jJbeaucm7Sr+4CyhhiUCXjnW4lD3dRxB3Lxymr8/ppFTUUthxrodIzXldXrp+6oV4/ALyd5A8r/6vsA8CCml0AWPmV+g9OWttsTcy12p9beHsV5t6PY2m+eGOGpda/Kl6EDQO6KCXz/m1cXT8+40Za0OZMpcXe2ly5NZ+bhEbFZXsMhdMMqDlTaREIoHLJQjx8FciGQ9epWtqD2hUK/oN5RuT0PLs5WmdJ71gRolGttPYQMBtL1Up1YHi01tXmrMyztgek7JIqlWAsVIV9HfygHjZS1cELqUyziunzmEDixclUdyiWY7aUtHZjbrU+1Ds5g/WvznxxnD9R4L3LRWsH0Kr2bCZ+30EZqrF4zkF2HM6/yXW5SbfxrRnXeDaNu9UmPDCKhNhEvl0uX4Ge2m4+pasX49jm8yw+KX8qrda4Ar98vRK3ok6c3H6ZVVdmZ3gNj5JurP/+L6ztLSnrXYKqjcrR2f0buo7zITVZjIm5CWVrFs+S/WntuXbkrtIeO2cbVk/5k6SEZGwcrPgYpn2bWJedvSbnbCzYF/7dmBmLuDw1463lfztGwtxJg6lexpMzt+VlmROSU7HIpYffkoVV8aHDfvuL9dOzngReylN/pcIODSry8JV852fHybsajnOlEu74vg7KEVsKCpmd58XjOmX6GlKpTFlV0syABbOkZP0hYZmZ55xkQtm2LHl2hGZnZnOxhXxVOSQpmsth6goVq7w1KxADDLuxlgdR71lTK+u67Ztfn8OnUFXczVXJj4mSFFKlEpq55Y76VUGkwDvOru52HLz4P5bNPUJEWCzObjYcufIDItG/Iu9RJ8PmaP/SHfqz7mIY8w5/B8CQ2d2Vx37eq3rAGPqLakxd4wNsvKupt7w/aI3y9aCZ3TTOa2PCCs2QEl327HqtvdJaZu1Muxq/6KT+ypI5yeOIebyJ/pPqLvPxsPLJk2sGxZ/idohmuFL74tkrY33yfROSJRG0K3YPgUB3QlyyJJwzfm2o77ENGxP9W/v/Na4FDSVFEk2jwn9/blN04umSufjFzGCch4mUTWqU4tydl9x/GYD34MUIBDBnRFta1Mr4M3nVVxVT/dI/zOBQkXdBmjt5m77vzXcrD6nZUqt8EZZ82/lfl1iqILPznJHTqg2hUECjaiW4cO811x+909pGUaQIoLiHo8b5rM5zTtLbqx5tParT/MzPynALgL8bTKT7pbyxJyjpIx0vLNA47mZmx29V9auj/Jco8I4zgKmpiCk/ZSyd8rn59fwFDj97TnhCAjamppR1dqZ/taq0LFXyc5v2hS/kOK+jtyKRJfE0chm13fKfpNDnJDzx5uc2IUOsMiH3po+zd15y6f4b/EKiiIxJICY+KccUBwzhl+GtqTfipfJvmQz+t+YIvq+DmNi7sd6+WbUzKUW70kR6W24+8aP1hLW0rVs+Q1vyM/6hHzl65QnBkbGfZZ5b1CrDhXuvtVZ+Bdh/wVdv/7z8POrDxticnyp1Y9nzYxgLRcyq3J04cd7ZNrV8R4QIuBD6lKiUONzM7ChtU4ifK3/+6rT5iQLvOL97HYpXifydlBOfkkLlZSvUjkUlJnLNz49q7u5fHOcv5Aruli2Uq8sypBx+UzVPry9AHvdrJMgZB+wLeYuJcdZXQX/efJKDlx7loDVZx8RYxK1NE5VV3BTsPHWXnafuUrdSMX6f0Flr38BwVUiYUCAAA0PZjYy073hqsyUmPskgW/Ij+WWeW9Uuy4/rjyGVyvAevJg+LWtQrbQHL/3DuHj/Nc/ey5WCfhupPWQvq/OcG7T1qE5bj+rKv+9HvTOo3/ra2Q8tMxIImVahE9Mq6A+ZaelemZbulbWeq+NUWiMx8YeKXfihYheD7Sj//RLmdGlJ5xoV1I7/9M9p/r6leggyMxZxd+ZYg8fNKQq84zxx+Bb2nfnuc5uhlyYbNgHQomRJ1nTq8Fls+C+Wmc4sG27f4bfzF3g9OedLSH9uBJ9Bsr2cwwTKOfw3cw0yIrvhMvmZztM28SFUpaX/6zeaYRGTlx/gwj3tRRJyza5GlencSP5jvy5NQYqrvm91you52Kvkszo1qsT0/s1z1JbgiFiG/LqL0KjYDG3Jb6Sd51rlizBvdHuszNUfkvNynm9smMDgOTvxfR3EjpN32HFSPalux6yvdYaC5NY852ckUmmu5TCkp9bi1cxu3RyfcqX0trk5cSTbr90DoGYx9UTPkOg4pdNsaWqCTCYjISWVXmt2suub3rlnvBYKvOPs4qaZHZvfiEiQZ+Z/Lqf5C4bx+5Wrn9uEL3yhQCOWSJXO1E9DfGhXr7zWdgl6imbkBcM71mF4xzrsOHmHJbsuIJPBst0XGdejoVq7isVVtQCu+b7LcTvcHK05skiezJWRLfmJ/DjPSSlifF8HIRDAjQ0TyUyButye55wiRSLBe9FqpjStj5OlJT7lSnHkyXPali9DjYWruDN5FIN37sM3KISSTo7s7N+DpyFhmBuLaLduG06WFpwYORDvRatJlUgAePq/b9lw/Tbbbt3Hw9aGHVr6nB+rXfK10fINyj51l66liL0dj4JCmN/RhzblSvP9kVOce/kGM2OR1j6pEgkzj59Va3Pg3lMAPB3UfbvWS+SLf7d/GoOFiTzJ9KtfVvPQX7v6Vm5S4B3nNX+OYHD3lWz6e/TnNuULBZyE1Nz/khd8+jZ/HrUKv9j9pEgiMRcVoqz9aAplkDToF7uXkITLRCTeRCS0oqhNN0rZZT2DOiMiku7gG/4LCakfcLaoSyFLHzysWiMQ6P7aOPRGc/uupN1gyjl8q7ePu2ULarouAlT3RiKNx8WiEdVc5mS4Yv4oYi6BccdJlmiXV2xUeDc2Jpqyem+i/+RdzC5SJJFIZSlYmZTA06o9xWz76r1eZolLfcs5f808jIxWntPem7jUd9wP/Z5ESWim7k1symtCEy/jF7OXeLE/JkJ7nC3qUNpuOJbGOSuZdvrWC+VrXc4UwP0XATl63azSp2UNDl56zOuAcHaeuqvhrHq5Oyhf6yr4kle25AaZrH6sJD/Oc8OR8kI3V9d9m+n3lZfznB181vzBg+/GEBgTy8MA7Q7jpt7ykIi7HwKVRbiDY+J4NG2css3Wft2o5O6qXHF2s7bmwifneP/DJ5R1ddbok56Wq7eo9QHYNUCerF/+t99pU640pZwdmdO2BaXnLNHaZ/ml6/T3rqrW5nVohNbrJaWKsbMwUzrNABNb1mPmgTNa2+cmBd5xbllrttr/03Ly5o95bQ4AS65cxTc4hIfBwUQlqjQsSyzUzIzVFxZw88MH5l24xNOwMDxsrCnp6MhvLVtiZ667elJMcjLVlq9kfedONC0hl4S7+PYdc85f4G1kJCUcHSnn7MwPTRrjkKa8cImFixEJhTyf+C1zzl1g+/37jKtbh5G15YL8z8PD6bnzLzxsbPinXx+MjXInCzwkLo7vT57mdkAAliYmuFtb8WPTJlR2c9Pafv2t28y9cFF5Hw8+fcaRZ8+54veeQtY2fNeoAc1LlNDaNzg2ln1PnvAsNIxjL1QJO9rmyXf8WCyMsy+ZZWbkrOFcxqe+507od9wP+4k2xW5o9EmVxnD8Xf10x2J5FrmcZ5HLaeL5D1bGWZP/08U5/w7Epb5T/h0cf47g+HPcD5uBo1l1ksTay3C7WTYjLuUt8anvkKGpNaqLkITzSGVijrytrnY8IO4IAXFHMBKYa7038anvOevfHgATIzssRB4kiFU/1iKhJc7mdTAzclXrJ5bGceydpgZrdPITopOf8ChiXo6GU4iEVtm6N7eCxxGccF7tuOLeNC68D2sT7XkSh99WQyaTqB1LloTzIfYQH2IP4e26FDfLvNVmlckgVSzJuGEeYWUh17RPH2agwMPZloCwaAC2HrtF/9ben82WnMbVXlXN7qV/WI6OndfzrEgMlEikiHTEmOsjN+c5O/e2qr2XMma47NmlABSysdZwnJPEcpm9YX/9wy9t5KEm0k9qIpULaf/9BEgWi7ExMyX5U/8OFcvyIiwiwz7vI6PU+iw4e0l53tzYGIlUSkknuYKJpYn8c52+z/TDJzXaGBsZkZSqLhk47+gFADYP6a52vKiTPZ+DAu84b9w96nOboMGKa9ezPcadgEB679qt/PtNZBRvIqO4+t6PW6NHYpKB4xoaLxf+9/v4kUF79ymPvwgP50V4OEKBgIVt1Fc4xVIp8SkpbLojjw1beOkyI2p5IxQI6LJ9B0liMc/CwhiwZy87euZ8lm1cSgqN128k5dMWUmxyMsGxsXTevoNTgwdR3EH3P5LIhETeREUy4chR5bHXkZGM2H+AQ/2/pryLZmxbj51/ERCTt6sLL6LWAeBh5UNhq/bIkPHq40Yik+4hkSUCMtJnplwLUq0qO5t/hZdNb1KlMTyKmItYGs/lgAE09NiJhbF28f/MIkOqdJqdzGtRwnYAcal+hCZcJCzxGgli3Rqm3q5LlKO8j/mbh+G/GHRNqSyVu6HyXAXFvYlL9eNxxDwArfdGhpRbIfKVbGfzunzlLpdEfBO9jWeRy5DIkqnpughnc00H+XGEXHLJSGBGBccpmIvckMpSCUm4hF/sXixEhQyy21DMjJzV7s2hN9qrl2lDKkslOOE8QoEJlZz+h5mRs9q9uRs6lUaFNStsvohao+Y0e1i1wc60AvGp/vjF7sVYaIurRaNsva/0eDirtlelMpk80Sodq/ZdztFr6iMhKQULM/3VJn1fybWVdcW/9m/tzW9b5Yl8a/ZfzdChSkxOxTyLutQZ2ZLTeLraIzISIpZIufnEz+B++W2e0/LN/L9ZOLYDjraWmeqXG/OclXurD3cb+YNOeLyqMFPCJwWXVImEZLGYQbWq42ptxZW376miw/kVCYVIZDKMAFORiKchYTQs4WWwHaYiEUUd7DAV6XYhjYRCXodHUr94UeJTUgA0+rjbWGu0cbSyIDYpWW2sf+7KV7TLuDmpHU/vYOcVBd5x9vRyyrhRHrOnr3qgerc/d2o9rou1N28x/6L86a2BV1GalSjBq4gILrx9h390NOWW/M79saOxNtW9KuEbHEKjYrE02bAJAeBTujRmIhHHXrwgSSzmx2ZNtPartmIV4+rW4eTLVzwLC6PFpi00L1EcCxNjpjZqyKwzZ7nh/8Gg95EZQuLiqLtG7lRWc3enXbkyRCYkcjsggBv+H2ixaTP7+vahirv2L4IFly6x2/cRldxc+crTE3dra7beu8+7qCjab93GhWFDKWxro9ZnTacOJEtUjoW+eTLT8wWRGcISr+LjdQljoeqHx9WiIXdCphAYf4KH4XOo7PSD8lx86nuik58iFIhoW+yu2lie1h25HNCPqOSHnPFvkyMrpDKknPGTP1CVdRhHKTv5tpoLUNy2LyEJF7gZbEgWswBhJtU0guJPq90bxTUVK/Tp783d0GnEpsgTjxROM0Bx268pbvs1h95U5nrQN1rvi1/sfgDaFFOXhXOzbEoV558yZXfmyfz+uLnIneZFVCWb096bmJSXGu1lSHketQqAVkUvYmKkrslcySl3NMwrlVDFitYZtpT+Pt6M7ibfLQmLimPE/L/xD4minJcrT99p37VQcOHea4IjYgiOjCU4Iob4xBTluUnLDuDhbIubgzWWFqa4OVhTo6wn9tbmamP8tvUMx68/pVIJd/q0rIF3uSJYmpsglki56vuWH9YeVZZ6X/qtdiWBLo0r06xmaZqPW0WqWIL34MW0rVue1nXKYWNpxsfYRO6++MD+Cw+JjktiwZgONK6uuQOg0AZOa4utlRl+wVG8Cgg3yJacxsxExLT+zfll80kSklIYtXAP80bJk/wSklJ4GxTBm4AIOjRQL36Rfp6PLhqudFQzO885xYpJXRmzaC+P3gThM2GtznZbZvShQjHN35EujSuz+cgNgiNiNebZzMSYhKQUg+Y5LVm5t/o4MXIgVeavYHKT+jhbye/38acvWHrhKtULF8JUJGLm8TMERMeytW9XneNUdHel4fL12JqZcWjY19iamdJy9RbikpM5O0Z7gZX0nBw5KMM+z0LDqLt0LdULF9La58TIgfx07Ixam961q/DbkfP4R0bj6WBLeGw80YlJ2FuYa4z/wD/IIFtzGoFMpkv5sGCwY9Mlnef6DNZd2z4vUWz9G6LWIJXJKLVIvjL1YuK3Glmv94OC6PrJwdM2niJUQ8H2Ht2oU6SIwTbOat6MflWrqB1Le61dDx/y/cnTLG/fjjZlSmc4riH85evL/06cAuDOmFHYmamHooTFx/PV6rVqdihQhGoAnBw8kBIODmrndzx4yIxT8lWE3b17UcND90piZuYpsygKoBgLbfHx0vzMSmRJHH1bCzORCy2KqCSzTrxvSIrkI008D2Jl7KV1bIVjWbfQJhzNauq0QdFOn4P9OGIhb6K36m2nGCejAij+sQe4HzbDoBhnQOe9UZzXdW9MjRxpWfSczn7a3ofiXMuiZzE1yvuHb0PmIm27tsXuItQSW65rnDshkwmMP0lx235UcDRcdSglVUy9EfJY0SqlCrFheq8Memjy4GUgQ3/bpfN8/9bejO3egB4//MHbwAgurB6rtaJcZotQzBnRlpa11dU7Zqw7xvHrTzPs+8eMPpTX4kylJSo2kZbjV2c4VkaOc07YktO0+nYNkTHay8s721txdNFwjeOGzrPifeua57SfuVubsvbdGxEdT7vJ6xFLDAuB2vfbIDxdte9gZnee05OVe2sIx5++1KtSUZAp//0SjWN3Z45VSzIEqDV7JXHJKTyZk7fqTQV+xVmYLpYpIiyGA7tvsXbHN5/JouwxfP8BAPpWraJVKqaquzsmRkakSCTcCwqimru7RhsFZZ2dDXKa09K3quYWspOFhfJ1Ay8vAJ6GhuWY46xwmos72Gs4zQDOlqott2dhYZR11r6Nmd5pBuhTpbLScR66bz/3xn7eJNJittqrLxkJ5O87RfJR7bjib11Oc1pef/wDRzfdjrMhBMQdzlb/7KDr3hgLrUiVxmncG2vjEkRI7pAs0Z5Moo8GHju5FNCbk++bYiy0xdO6AxUcp2TJ7rxAm9MMqnuTnsD4kwCUd5ycqesodIazQ5VShbi1aSIL/jzLg5eBvPoQjo2lKY2rl+K7fk2V8ae7fxmgd5zs2gHw8/DWTPu6GVuO3OT643d8CI0mOVWMmYmIMkVc6Nm8mkHOD4C9tTm3Nk3khV8Yq/Zd5t7zDySliLGxNKNyyUJ0aliJBlV15xrc2jSR+MQUNVsSk1NxsbfCw9k2U7bkNCeWfsNL/zAW7TzPk7fBmBgbYWNhRo2ynnRqVElrn7TzfPLGc+KTUrAyN9GY54zmMbufuaZjVhKbkKx8Hw42Fjrbthy/mqjYRPr8tI0zK0ZrrdiobZ7FUhkWpsYGzXN6snJvDeHf6jQD3PxxNPXmrFEqf+we1UfDaQaIS07B0lR/KFZuUOAd514D6mkcGzWpNVNHb2P+qq8/g0VZ53l4OOfevAFgUn3N96VgeC1vVly7zrKr19jcVbeo+K8tW2TahrSbyEYCARKZjMppwiMU4SGxKcnkNINr1NB5rriDPW8iozj6/IVWx1lX8iDIbY5NTiYmOedtzixWxpl7kMkMcalvM26UAbpUKdJiLLQhVZrzseGZvTe13FZwzr8DSZIwHkcsUDq+YYlXuR8mTwyu7jJfa1870wq0KXaT034tSZF85E30Nt5Eb8NIYEpTz8OYiVy19itofA79bgVT+uZt0qEuLM1NGN2tvjJkJLPIkCmL+QCULuLM0m8NK1Iy8/FgZlbYlGO25BaVFiyXJ3yLgFJG3J1oeO7QlL5NP9tcp6SKlU7zoHa19TrNALOGtWbc4n0kpYi59cSPepWL6Wybdp53nbnHjtP3WDQuaxWKS3k6s+Y79cS2LjO28P3AzP9G/xewMjXhwWzdih4K8nqlWUGBd5y1IRDAowc5E4yflzwNVWXe2mpZeVWgcBIfh4TqHa+cloS4rGBtkjcZ3j+cOs0Pp07rbRMUG6v1eFE7O63HAco4OXE7IH/IX0HuqJEAmAh13wNDEQpESGX6Ey5k5FZCRubujUhoSYuiZzj/obPS8U1LRcepeOiR+DMSmNGqqDzMJyblBdeChpIi+cgpvxYUse6aB7HOXygITH3Qg7mVdyHUE5ZU0Lk0Zphetab8yq2n/srXdSp6Zdg+NEq1O+PuaKOnsyWxoQAAIABJREFUpTq9mlWjV7NqmbLtv0CqWMLzV8FULOvxuU3JUz7fckQucu/WWzw8Nbft8zuJBuoIm3/asohLSdHbziirIp0FEH1v1VTLdty/EROj7EvziITWGbYRS7XH630uyjqMB+RhC0YCc1wtGlHRcWqmtJhtTErTosgpzEXyh1K/WE2VioJJgU5h+ez8/mIqAP/z7cO0h3KN2nlPx7Dq1Qx+fTqSmNQo/BJeMvPRIFa9mgGARCZmj/8aZj8eirFAvo18IfQgP/j2Y/Ur3RKpr+Me871vX5a9nAbAkcBt/O9hHza8mZObbxGAewG6lXLyM2kVUyJj4jNsf+LGM0AeHuLupOk4bzl2i2d+odQdtZzln1RBRi7eS41hS6gxTDPuNj2bj96k4biV9Jq1jSPX5LH1360+zPn7r6kzcplyTJDLrvWatY120zaqyfbN2HicOiOXceXRO2X/LjO2KM+3m7YRgJcfwpm44iB1Ri5j+rqjav2bTljN13N2KI/1nr2dZ36hDJ2/mybfZhy/bQgxsYm06b2MUVPl13n1NpRnL3UXI0lMSGbj3M8XCpiTFPgVZ236zcYmRhy+mDtZ47mJh61hT8AhcfKnZk8D2xcUVnZoj0/prMVtRSYk6jyXVrqnoGEhKkSCOJDYlFc6tXoVFLfNfmhSYas2vIn+M9vj5BVxqe+4FTxOZ4GTzCAUmNK8yEmOvauDWJrxj3B+xsWiAaEJl3getYoy9l+KQ2WV8aXn8d2D7vxaaYdyxTkiJYSp5VYo29gY2zOz4mbexz9HhowFz8ZTz6kN3Ty/4bsH8u15WxMHfqm0HYA7keep4dBY41qnQnYzp5L8355EJqaYVTnaFvoaqUzC3aiLVLfPvYIo/zt6Su3va+NG5Nq1cpJqpVUrndNWHdYbK71m/xVufZKFWzyuo1YpudUHrtK4WgmurlIpB62e2JVV/1xl4xFNHfn0DGpTi0FtahEcGUvbqRtoW6ccABamxlxbPU7NmX0VEM6d9fJQg8Hz/mLT1J6s+ucqIzp8xc9DfOgxcyv19Kyi95q1jVmDWrF4jKoicdr+Mhl8PWcH276X546YmYjY8F3OyMguW3+GPYfvcnL3t7TsIdeWLlnMhX6jN7J9pUph4/sB6zA2ETFz/WD61prNvkdzmNRtBYv2jNE59u6bD+lRS7OQVn6iwDvOn6vISW7Q0MsLZ0tLwuLjufTuPQ28tFf1OvhE/tTcoVy5vDQv1/nnydMsO87X/P11nnseHp5Vkz47DTx2cuJ9Iy4EdKddsXsa5y8HqFZVncxrZft65R2nEBh3kiRJGK+jt1DCdqDa+ejkjBUK8pKnkfIv7ew6zeoU/FVab9clHHlbkxdRaylpN0SZfPqFnGfVqxn0LSp3gGQyKVEpYbiayTXVTYXmiGWpmBlZIpbJdxSr2WtXeypqoVIEiUoJw81MHvMvFBgRnJS7oYdpHeUbfjkvN5qbNKxagov35bKU3oMXIxQKKFPEBYlUyoeQjxplvxtWLUHtCtp/W7+qUBQvt6zvVv9z6RHrDl8n/KP6g3etcvK5LJpGyaOIiyq0ThFCcuz6UzUHXZcaB8CNNeP555IvNYYtYdm4TtSrVEyjf1qy877Sc+D4Azr6VMUs3cNHcKh67suM1QMxEgmJiUog8VMs+qsn+sMmZx44w8wDZ3CytqR91bJM8cl/pecLvOMMEBQQxcqFx4mLSWTpxsHExSZhZmaMyLjgbdGv7NCeHjt3MerAQXzHa9fLvfjuHQCjvqqdh5blHsXs7XkbFcWpV6+yPIZEql2GKK0L1KdK/n6K1YaJkT3uls0Jij/NoTeVcTKvRTGbvoilcTyK+I1UaRxGAnPqe2zXO07auGUZUp1JYwKENC96isNvqvIkYjGhCZcpYTuQRHEQYYnXCYo/hY1JaWJSXmjtn/YaElnyp2vrDynKDiVtBxEcf1ajGqNQIMLWtAJVnWdprap46E1lREIritn2wd60MkYCM+JT3/M08nfE0gSMMqlBnRnSVg2UysQ6FTOyg1BgQlGbHryP2c3Rt/IHqiLWXbA2KUWSOJiAuKMkScKo4jyTIta6E4y/AEYCI+59vExJq4rYGjtqnI9IDsZKZMO61zOZVGYJLdx6sPfDWkaXnEOqLBmRwJhd75cxtdwKEiRxWIvsMNESL30x7CD1nFrjn/CKCrbeLHz+LSNKzOR86AFau2tXnMkNRvx9gPuTCs4uhSJhr89P23jpH4ZUKtOqHe1sb8XWH/vilMnCKJnh6I2nHJ03lKfvQ+j3yw69bQVCzfjCVrXL8nWLGthaqR50ne0sufr4HYAyERLkxVW6Na5Ct8ZV8B6+lFvrvtXaPzdo1aQCh048YNJIVXLjyfNP6NFBXdXpwB+XSYhNoknHamw6P51eNWcyeaF+icv2Vctx6P5TwmPj2XzpDpsv3UFkJGRp73Y0Lae9CnBeU+Ad5/u33zJjwk5GTGjFsrlHADAzM2bmd7v5ZYlhBUfyEzU8CmFhbExCair9/97D1u7d1M5X/aTRXLdIkSyUUcifnBoyiBH7/+HM6zeUWLiYE4MGUtJR/en46PMXTD1+QufDBECVZSt4ME59C6jMYvmKZIuSJfm5RXOD7Dnx8iWtSuUfqZ+arot5H7OHh+GzCU+8SXiiqmhHISsfauhQjkjvTCo4/Kaq2t/pNYAFCGlR5DSn/JprXK9R4T1EJT3kYbhmiNSVwAFEJmmuir+J3s6baHXHPqfKWSdLwhEIjDTKSktlYqKSHnDOv5PWRD+R0BKxNI6Xnyo5psXetBL1PXI2XEXXXKQvMZ6TutKVnX7AzaIxN4LlCgl+sfvUzhsJTDE10nQEv6DOb5XVtYrnV/lb7e8ZFdYDMKWsXIu4uWs3mrvKv7fnVv4LgJkVNwNgbqTbaVNcp4KtvGLd5DLy7672hfTL9mWHA480d5AUJZELGjtm5Y6KVtrY5hrDlijDK7RhY2FG3VHL2Ti1B82qZ/43ZEznesz98yz7LvpSs6wnqyZ0YUrvJhQv5EidkcsY00WlxjJ66T6evQ9FKpOxdGxHtf4XH7wmVSxl9hAf6uhYXc8O341pRc9ONWnYUV6BtWHHBZQt5ca6hepz4NOzFk9uvyPovVwydNftmRmOPa+7D/O6+xARl8CRh8+Ye+QCYomUMdsPAlDa1YlONcozsJ5uFa7cpsAXQOnSbD77zsgF/lvWmq0M3Whbfw5HLn//OU1TkpXCGuWXLtP5BVbGyYmjA/trPZe2AIq2AiqZsbH0oiVIZDI6livH4rat1cb/ulpVZjbLWQmiEf8c4PSr13rb6CqAMrVhA+Zd1F4Mx8rERMOh1saR5y8Yd0h78kJuFEX5QnZQla2u5bYCVwtt23mqNvoc9biUpzwI7ke9Indy1MIrfjUyHPPCu9IUtRuLl50h1RjzJ/7RG3kTNY9GXqpdiLiUp7yJWkBl1016en4hPzLtyEnmtm2pdkycch2RyVcG9U9NPIKxeVuD2saGNsHaRbN4kVqbsJZYO580aDxdZMb+L+Qcf689R/cR2qsUZwaZDGYeOM3ft3zVjtuYm7F+YGcqFc7bgkEFXlUjOVm7EoWogCspHPxauyKAubHI4NLdBY01nTpSzF63MkSPSrpLk0YmJurUtN7dx7DqZ23LlMbKJO/F1LPCq9hAptzTXC39rxAcf175WrvTDCDASKBZplVX25wn/+wJJYvzvjStSJB7W+JfyD3SO81ArjidUkkwEnHG4XnZdZohd+z/Qsa06pEz4aQCAczq1JylfdqpFUKJSUyi5+qdOXKNTNlT0Fect6w+hwwZg0Y2Va44L593FE8vJzr1zH6y1BfyN4oV507ly7GoTevPbc4X8ojLgV8TlfQAEyM7pRazNs74+ZAgDsyx0JCcJi9WnD8mXedBcH+1FeGcRNuKc0Gglbl8W7n31I4MnNktg9aGM6PLInwvP2PEvL60HtQ4x8bNCRTv+USiuub5z6fO4e1ZWPm3T1n1MIPUpNMYm8lD3aKDqwFibFwuEhNSC1v3l8SEfIWV034SY2ZhYtaehOgfsHW796nvCYzNWhETUg9r52NIUh8gMm2AOOUuceEdsSskT+yWpD4mKXYRFnaLkaT6IjJt8Ol65bF1ewJASsIujIwrkpp8HlOLPqQmn0NkXA2B0Ek5rjbS229htwCRSQ2l/R+DimPjcglJ6gOMzdpk5xb/Z7jz4D2zFx0mLkG9sNiZPard2R7Vf2To9HaYfpINbNRePUwwO4glUhYev8TWq3e/lNzOLANHNuGHCTuVsnQta82mbqMyjJ365cP/X6JgP/59IbOYi9yJ4oFGGe70JIj169NeeKcqG5/W8YtMvEiKJBw7M2/uBnXHSGBOzUJHMBLKK5Mliv34EL2ZkLh9mIrcKenwI/bmdQFIlURx1b+2xpgKHoUM52PSDSq4rNQ49zZqCR9iNmJnVhtP22HYmclXyhJS3xCecApjoR2BsX+SJA6iqtufWJroL3vvGzKUyMSLau+1YdGnCARGJKS+4VaAD428XnAnsIPGmP7R6/GLlu9qlHGag5OFaiVSEd5iaVIGZwv171rFdWxNq1PVXRUfrLinkYkXCU84iamRq9o9jUt5ysOQgaRKPqJI663jeQUTo5wp5JRX3Dx2H4ClozbmO8dZF/t9n+IbFILwkyB+esc5PeY2PyAQ2oPAGBBjYTcPoZE7lvZrSE08orWPkXEZEqOnY2Gv+blXYGG3CIHQTrsDLEsl4eNUUCTXysSYWg0nOrgSJmY+esdNj8KJltsPZpbDERp5IDT6bxXyyCojp/7Jk+eBnN4zEWM9u/u772rmwmSXPbcfceTBM2680a2kldsUeMcZKJBJgF/4gi4an5nMqFLt6VGkEQC3Ip6z0+88i6vJJaNOBd/F9+Nb3sQHsaKGeuz219fmIZXJcDK14eHHt0wo24UOHnXwOT+d441/Y/zd1TyL9uNo4zkYCYS0vfADRxr9kqE93TwbcCDgGg2cK3I+9CFnm85XXs8/IYyGLpW5GvaYcWU60cGjDstf/MNe/8ucb7ZQbZy0f2eHas4/Exh3HIDj7xpQw3U+NiZlEEtjCU28SnjiDYLjzwJyaTZdNPJ6QVzKU+4EapbSfR4+DSeL5tT1vE6SOIDLflWVjvDND80p5fgT9Ys+ACBFoqriaWxkTyOvF2pOuYLbge1wtexMRdd1BMepF1nxDRmGlUk5GhR9RGzKI+4H9cHb4whmIk8AAmK2Us19N+7WPQ2+T5VcN/A0bDKh8Qd1rgjfCmiFt8cJjePmxkWpV+QWIHeG0/a/E9hR+Xf696m4p68iZmmM+Tx8Gg2K+iIULNW4p2nHfBExAyuTsgY7zTKZjJvH7lO7Tf6p7mZqUTDCvgB29OtBWZdMJKWqhUCJkIhfITJthEwql/4UCK0AkEpUzo2lgzzePTqoNLbuLxBoU5MR6LlnAmOEoqLYuKjvMNm5v1YbNyuIU3N/R+rmsfs4ethTonLOJ+vlNW/ehdO5TXW9TnNOcvd9IKO2HSAmMUnteHfvSszqZFjSf07yr3Cc/+sM+34Hj1/JYxiv/jUpU30Tk1JpNmCZ3n5Hzj9mx6Fb/LloYHbM/IKBFLdyZ9XLQ0rH+UffrexvMFN5voVbdYpZurH0hbpKwrv4EGTI+LOuvPLY0uf7WPxsLx086pAkkecCPIiS/8gcDLhGQ+dKtPcwLPavvnNFxpSWO5cK5XTF9c42nY9QIE+XaHxmMh086jC2dCfuRb3mXXwIXpauJElSMTfKOYk3ocCUZkWO8Sh8LiEJF7gepFmwQSgwpqnnIcxFhbJ0DWvTSlRwWQWAmSj9SpSQV5G/YmtaE0uTMpgYuRg0ZnzKCzwLyQsEuFl15Xn4dOW5yMQLVHKVKzRYm1SkhMN0XkbMVh6TyBK12JF9tDnNgNoKs4mRCzKZBIHAiMDYP3Gz6qo852EzgICYPwy6lrVpJYSfpP7Sv5e0jpSzRSuC4/ZRyNqw6o97fz/G+uk7NUIQPgf5wYbM8iQ4hCfBKgm3LpUrKF8nRv9EcsI2BJjoXNWVpD4hOrgaZtbjEApdsHL8m+igspjZTEVoJP/3FxPaAJk0AitneQK2kXFlLOwW6HV4o4OrIZPGEhPijY3rLXl4SGgjZNIYbFyvkZp4gMToH0BgrBw3PYbYb2Y1go9BJRAZV8bSYZN8NT2HmdFlEU171WXq5pE5PnZeM3tqB76bvYfxw5pprdo7vOUC1p2cQrcqP6gd3/NA/yJNWv68fp+D957i+0G9GuHEVvXpULUcLjZWWbI9J/jiOP8LWD9HrvFZt+eiz2zJF3KChdWG0+3yz8iQIUBAoiQZMyPNKlfpOR50iw8J4TQ+M1njnKVIruvpZelGUUsX9vpfIlGSQgePOgbZVNVeUz9Tcb2mZ7/T+T5G3lrGX/W+50ffP5hbZbBB1zIUC5EHtdyW5+iYaTEz0u1wN/J6Bkh5FDqaiIQz1Cp8GnNRkWxf81n4VLW/bUxVMYEWIq9sj284Ui68K4uLZXtszaojlakqc6ZIItQeFEwNfGgA/fcUZLz/uAJTkRsvwmcoV7sNYevsf0uJ9M9DWkc5Pea2szC3Ve0eKGKX5a/lsccWdpq/Pbbuz9T+tnHRVD0yseiFiYU8edvIWNOGtNdSjXMhTf+emFjo34ExxH6RaSPlynVukJpcMCX+0qOQn1PQqNMCjTYXD0xh3ckpQOYcZQW1Zq8kLlld+79x2eL83qcdxkb5Q/ThP+M4i8VSRKLcExGZN/cwU6e1y7Xxv/DfwcHEmh8r9mXxs70Ut3JnYDHNLHdtOJna0sGjDhPLdtU4167QV8SkJtC9SEM8LZwZd2cl50Lu06do1qWC9F1P8T5CkqIAuBnxjPlVh2b5WvkTIRVdViOTSbjsV4UGRR8Z2E+GLsWNMo5ztG9hZwMjYeZX+t9G/Y6n7RCK28sd+Zdpwi4czRvzNHwSxezlCTkRiWdzxE5joQOetsMQCkxxs8pcsl5yYu4V2fnCF7LLtl/2ZdyoAHDxwJRcv4bCae5ftzqdqpenrHv+y3H4zzjOT58EUKmy5+c24ws5zDDvmgzzrplxwwJGPacKLH62F/+EML4r18OgPjXsS/HPhytaz5WxKcz1iKdUsC2Km5kDRgIhHxKyV4pccT2xTIJISyU0AGuRORKZFEE+kmbLCVIkYcr429gUX4NDNSyMS/IhZguFbQYREndA7ZyTRXNeRf5CKceZAMhkqUhkiYiENtmy1VyU+ZhKM1EhIhLOACCWxqqdszatTGLqe+Xf0Uk5o3+dIgmTF7LJ5EclMS4p40Z6EH6q4Pb64XvO/3WNE1svkpSQTKmqXgyf14cyNT9PtbIzO66wY+4/RAR9BAFUb1KRQbO741lG96p9SlIqN4/f54/Zewl5H0aFOqWZtmUUtk7WeWi53I4FQ9dy97QvxmbGeFUozPSto7F1zDs7ZDIZuxcd5tX99zy8+JTEuCRcijjRrHddek/VzGkwhNRkMfOHrOHWiQfKOalQtxRdx+sXI7h9Mvsx1OIUMWu++5PrR+6RGJdEpfpl8G5VhbZDs1ZPQfH5CnwTikdJN4qUKZTh58tQLh/T/n7rt864eq+xkRFLe7elST6pEqiNAus4z/ppH81bVuLnWfvp1r0WQ4c1BuD161C+HbedkiVdWPJ7PwAWLTzK0SMPlH3PnJPHFYaHxzJsyEbc3e1YtWYgAG/ehDJl0k7i45OpV780M37spNOGx48/MGnCDgYOaoiZmbHSrp9myfWEf51zkEe+H9ixa5TWa4E8vGL7wgEU93RSO3bmj3GYfxqzbs9FNKhZgku3X2NqIiI5RZzpWOaMqNdrEQIEWFmaEhOXxJ+LBlKssPaqYvV6LWLx9K7UruKVpWvJPo5FYJd7W+w5jTS4NEK3vJXaMhaKiElN4H7UawqZq8/DkcAbPIvxJyQxin3+l6lqX4LiVu4Us3LDUmRO50uzqGJXnFuRz4kXJ3G+2UKauFah5blpnGoyD4C2hWpzMOBatmxUXK/52al4O5YhUZzMo+h3agmA86sNY8D1+Uwp1z1b18ot0ia2KV4bIqv2PHw6cSnPSJVG4GjehNqFVauu1/0bkCwJ0Tqmt8dRfEOG8jZqKRVd16iNWcFlFQExW7nsVw1joR0WxiWp+CnGOjt42g7H3rwh1/zrATLqeF7NsI+7dU8iEy9w6X1FPGwGUDSdXF71Qvu47FcdK5OyeHsc51aAj/JcVu6pRJaIUGDGy8iZgACJNI7whFM6+ylk1Qw9ri/u2NHdnl5eY4gKiVY7/ujqC8Y1mImNgxVzDn1H6erFtPZ/evMV3zbSTITM6LppObj6FCsnbmXE/L50Geuj9X1cOXibu+ce8U/oeq1j7FpwiM0/7lY7dvfMI3p4jqJq4/L8vF8zhCs30LAjGqJCoulReBQNOteied/6/NRtMfU7eTNj5zi1vmnft75716voGKJCo2nRrwGT1w/XOO9j2R+ZVFNqyf95IFtm7mHLzD2ITEQcid6s8xrp52Tr7L38+ds/am2uHLzNlYO36TiqFSJj1eLBH7P2sGPugfRDcnbXVc7u0vz313V8G4bP1S5ykJyQwi/9livVWhRcO3yXa4fvsmzsZjY+XEDhUrqLgCjuq67Pl//zQPyfB+r9fKVl/9F7hEfGMayfSv0kLCKOx88DaFy3jNJBnjN6K9+v7E9UeCwb5x4xyHF+MHtchm0+NwXWcQYwNzfm+MnvGPXNFhgmP/bd5J0cOiLXEez/9Vq2bhvBpMltEIulaqEUmzZeYNfO65w8PRWZDEZ9s4VVawYybMhGpWOdERPG/8nJ01NJThbTu+cKxn/bSmfbPr1WaVwrMwzvWZ95U3Q78dnl0s6JSimiPcfvMWLGTk5uVik2mJmqnPj0jn5BRRrWBKGz/qpVnxNdChRtC9WmbSHtwvJrvccDUGb2EqxNC3F7qrzcsgCB0mkGmFi2q84QC0PsmHbgBHM7tlJeTxflbIqwvc40g66Tdty8Qptj1mDHei71GYaDeUOdbSddqM/JHhu0jvmVp/YKlgoquar6pb++h01/PGw0q4JaGBeneqGsb/damZSljqf6boSFcXG9Dm0FPU67tUlF6he5q/w77Ti6xnQwb6jznt4J7ECDovdJW5Prsp9uzdfOY9Q/I/tXnNB63BA2/LCLhJhE2g1vRpshTZSqB+um7mDvsmPERMYxtt6POh25MjWKs+bmr/i/CMT/RVC24q19Lz1j3dQdAIxbNojm/epjam7Ch5fBbJ+zn+rNtBeB+vAyWM1ZXXRmBhXryh9afh+ziaMbz9HePmdzDDKyo3LDciw48T/lOYUdd8746uqeY1RtXJ57Zx8z4KduVG9WkbLe8tXLkPfhDCg/EZlUhjhFzNwBq5j2xyi9YynmRCaTUa5WSSavH07h0u7KObl2+I6a0wxQ1ruE2mfx+JYLJMYl4VmmEDVbVNK4RqX6ZXRev4PjEOXr6VtH07i7PKH79smH/DF7Ly/uvGFI5SkcjNyIqbl+JRdtny+RsREX9tzg5vEHOj9f6dny1zUqlHFXO+bsaMXSdWdoXFf1XnqObAaAvZM1nQZq19guiBRox7l6dS8ACns6AJCaKqFlK9WHMuBDpM6+Z04/RiKR0qzJb2rHT5yaytAhG3j7Joxf5/agdm3d2wVVq8m/YE1NRdTS0i5tbZn014qKisfe3vDKWiWK5K6jKkyTGlu9gqeGqLmrozV1ey5i/6rhuGZmu038HGnkQBCYIHTYDkbycBlZ8llkH8chsBiEwFq+ei6LX4ssbi0YeSB0OqQcQha/FlnyBRC/ROjyKWFIEoI0oj0YFUboqN+hkEWNRJZyCYSOShukofVBGoo0WP7jInR7AbIEpJH9QPwSgc3PCMzTPahIw5BGDUVovxmEDsiipyBLOobAbhUCU13V6z4Pz3+cQM152V+t/C9yqc+wDNsI/12RJ5+dYnYTufS+MoWs+wACwhKOY6xH2eCbBf3U/lY4zumPG0JCTCKz907UkLIbPq8Pwe/CuHLwNgAv7r7VuuosNBJSrJInxSrJv9uy4zhfPXQHY1MRhz+qr4QWLuXGtC261RiGVJbHnhavXITll2YhMlH9tI9fMRjXos4aq9FpuR8QhFAoxC/qI3sePmZLL+1VWPXx+uF7RtX+QWlHWqfZUDtyirlHtD+suxZ14nj8VuWK67nd1zJ0nBVzsvjMDErXKK48rm9OareppvZ5urTvJolxSZSq5pWpz2gPT5VtR6I3q81rzZaVqdmyMkOrTsX/eSA9i4zmnzD9q8W6Pl9Ne9Wlaa+6BtslkUgxMdZ0H5PTJUHeOv+U8Z1/x9ndjpbdvSlZ8d+hk13gS26nxdjYiJMnVE+z7u52yteKsAcFTZuVx9rajDPnpiv/AxCJhGzYOJQz56bz/fS/9V7vwX15nF9ysphbN98A4OhkrfzwXL+mKiea/lqZcZrzAxdvvWLRtC50HpW5Ms/S8PYIXa4hdL6gdJoBEJgjdH2ELEW1CiawHIHQ9S5C+7XI4lX/sGWxvyN02KF0mmVxS5CGNUbochOh416kEXq+5CX+YNYSoesjNRuELpflDrrbC1UYhsACoeM+hK6+yKK/U7MBSTCyj5MQOh6QO81xSxBYjZW/h9j5mbonOYlUJqPTuu1U+XU5Piu36G37LCSMGvNW0u+P3dx8/0F5fORfB6k0ZxkT9h5VHguJjaP2gtV03bBDbYweG3fSeOkGzIz1q3yExMYxZf9xKs1ZxsVX7wAY9/dhzjx/Tfs122jy+0ZSJRIA7vkHUmnOMoPGzW2C4mLxWqu+wl5j6yo2P7rL7KtnWX3/hrxdfBzNd2/mxNuXyvYfk5NovGsDfz9/xJjTh7ng/xaADvu2K8eafP44YqlU5/Wr/bGSE29fssn3Dv2P7gFALJWy6NZljr15QfF1i3gcHqqddBi9AAAgAElEQVSzf0HF2bI1DYo+ooTD/yjhMJ2vCl+gdmHVbtCJJy9z9fq69J8nrVM9RF35x3CVj+ywLzhz37FpWXXtFzXnSkGvKe1pPVh3IrCtuRm9t/1Fu/JluOMfkKVrz+y+VM0ObfSa0j5LY+c0QqPMuT77gtepOc15RXS4PL+gWCVPrfMKsPyyPEzI0Fj/7Hy+FEwY0Zyzl5/hl2Zxctz3uxg7VP0z1ntMcw4+m8vGc9PoOapZtq+bXyjQK87aWLy0L+3bLqJ4cRe271A9DY4d34pePVYgFkvZs28cQ4Y2plv32vTqsYLUVAnT/tceb+/iTJ2yi7t332Fpacac3/THZS5a3JdWLeYzcFADBnzahhgztgUD+68jNVXMwEEN2btH/mX7x7ZvNK4FYGluwv2nH/J96ENRDwfqVCvG6L4Nadzvd85v179Fr0Do9gRpeDtAoLaKLDCRy6AJRKovI1ni38jiVoAkFIGVKm5NYFpfbUxZ4kFAolwt1ouRJ8guyduKyqjZoIkMWeRgZKmftqBlqqp00rAmCF1VW9OyxIPI4larukrDQaiaw/aXVDGhE8v0p4mLd8a2ZoFyPy/l+Y+GlRsdvH0fd6aOBqD35r/YOagn/lHRtCxbktU9O6i1bfL7Rp78MB4Z0HXDDvYO7cOC05dY3qM9rtZWfLVwDTPb6E5KafL7Ro6PHsCCzj60W7OVhiW9ALAwMebQN1+r2dD3j7958oP885TRuLmNu5XmbkqSWMygitUBeRjHyKq1MReJON1jEAB9ysnj9gYc2cP5XnLlkO5lKlJs7ULejpjMu+go5Vh7nj9iYWMfdFHa3onLAe/5uX5zBleqAYBIKGSSt/zfgImREcfevqCCk+EScF/Qjz6HyNLWQvk6Mlh/lcqcwsQscw+Pd8+o1FwEerZCuoz14dgm7aFpDwKDuT1B/nv5U8us/fsL9VMlG+uzIz/g5OGgZm9GZHZOcoL7558oX/+fvfOOb6rs4vg3SffeG2iZhbL3XrL3VlARBFFRkSWgqLygIIgCgoAoOEABZe+994YySyltobt0z7RN7vvHJUnTJG1a2gLar598TO59nuee3Ftuzn2ec37nzZmGJ4csbSzU72PDn+BepXBfojS+yyvt/Onc1p/Xx68mIkq8v30wuiO9XtEOQ/n+k41cOxPMW5N78PfKo6w+Ml3fcC8dL63jrErAA/hspuZHv0oVF3bt0U2ck0hg4z/aVdbs7S11ti1Y+JrRNtSt58OBQ7oatr+v1Th9g4c0M3gsgKb1qvDblvMM6taQtIxsft183ujjPw9e79eM5X+dJCo2BS93eyN6mCB12Y2QNA5yroJZY4MthZQvkTpvAhNfhIxClpykDiB1QGJrXOysxGoEEtP6COlLC7VBSFsIZo2ROnyLMk47Hkvqsh0hZSoSh+VqGyT28/MdxJhz8XxROa8A3WvX4HFSCj6O9vRZuZbqrs7U83JX7/d3F2++EuB2lJjodjs6DndbUXS+oY92fFtB/N1dqOworvg0reSNPE9chWnlp9E6jkvLAKBWvoplRY37PHCz0qwOKZ+WgrYx00i8OVhYkqNQkJCdpTNbDdCvem0UgoBMIqGJe+EZ63/1GUqfLWvpsfkPpjdvR6fKVRGAkXs2cSUmiuy88tWDvRQWgb+HK7YW5kzbKlZq/HZQDzotXo23gx1/jh7GjYgYlh47y/WIaP4cPYzaHq50W/obLjZW3IqK5cjHY3C11V1hW3PmMj+eOM+fo4YS4OXO/tv3mbZtPx52thycMJpchYIWC1byUadWeNk/m7JIYVSqadzfnKCba/ZCEHE/2qh2nn6GH7YG1K2tfj+kgWFN59JAIpXoTdyrQJvga6Hq9x5+xkmypSamFek4lxYSCaxfOZagkFicHKxw1RPCOWZGHyb0W0LXIc3wrWU4efFl46V1nP8tfDOlH7N/3Eu7EYtpXr8KIwc052JgmNH9py7YxtmrD9WfVUVQjv/5sd4YpNLgyNoJvDJyKSf+mlhkyU0h+QOwfBWk9lCUPq3EElCgTHgNiYXhZR2p4+8oEwZDXjhILEARDmb6k+UE+UlQRIHMRdcGRaQYKqLMQmLRRWxn0Q1BfhykBW4CJrXArD1C1mYklkNEGxJHiM67/ITB479I5P/hF546gBLgxmcfcTs6Fv85i7mXb/b6YpgYzrF25FCtPiCGiBSFqn+vgFpaMfQFx5Dk22fMuOWNRI/tD5ISCElOpJqDEzsf3GNa83b0q+7PO/Wb4mhhqdX263ZdmHR0L/VcPVjbu/BVLBOplP1DR5GjUOC/ZgkPx02hy9+/cuRVMbFLn2NeljTz9eH1X//hr7eHceVRJIc/HkOPZb9zbJI4s779+h0GNKzDmjfFiYy6X/3ArS8+5lFiMgcnjDY4bo9lv/NRx1Zc++xDWixYyYXp73M9IprAzyegFATOhz7m852HuPrZh0SnpBEYGWNwrGfFxdupzMYuD+IeJxjVztTc8P232ZKVJGdlE/zpJD7cupsfB5VdTQIHVzsdBZOy4J9Fe1gzc2OZH6esyP9ApIodL4rE6GQo56rztaq5G9x36dhdWnevy7UzwQSee0CNev8OSeAKx/kFYNaHvZj1oUYHsmBp68Kk576bPvCZjm1pYaozftVKLlrbencMoHdHzSyEpbluH0OoZ2jzJc/ll6KT2GscAVUohNRFu3SqxLFATJbUHqnrYeOOnz9pz1y7pn1BiTmJgyZGT2I5VKedJH+FKqk9Upc9T8d9ftnCXf2r87+9R2ntV5mwxCTGtWmGQhCITklFKQiEJiThZW+LuYkJR4JC2HXzHgfvBXP4XgijWzbh1IMwIlNScbWx1nJu07JzCEtMwtLUlLDEJJr7+rBwQA/6r/qT8e1acDu68DjbtOwc5uw7yoxuHTgRHEpzXx+DbR8+SWDP7SBMJNIixy1LtgXfYdJRMc7bd9V3hL1rWL5rfKMW3H4SR/dNv/N9p54ATGveji9OH+ZwWAg5SgWLO/WifSVfAHaHBLEt+A5v1zO84gLw5p7NnI0Mp4mHN2t6iP+2N/R9lfq/LaOWkws9qxoRnlQInwUu5WZKMLvaGS8H6WhlQa5CwR9vDUEigfDEJPUKQt/6/oz49W9szc1Z9foA8hSG47fzE56YhK2FOfK8PE5OEeOI63mLM1JSiYR0eQ5RyakAeNrblqnjXNx41xcNoRQeNg+9O5pmS8TQsyPBZVdBD8DCqvgFeQqiLOLvrKDcWruBzWnUOQCvau44uNox+ZWvyEzNMtD7xSA3R7O6VKdlDb0P8AWxdSqfMtRJKZlIJRLs7cRJgmu3HhMTm0LPAqocXYc0oyvNyJHn0ahNjXKxrTyocJwrqOAl5sdhusk2MokEHwd7rs74QGu7Spqubz1/9bZ2+cI37nwxUf3+0Ee6s4VutjbseFfMCO9ep/CbYP7+bauJ6jNLh2rPYh37WJRZuv6pJh68qHHLgm+2HePTgZ0YWKMOA2vUYc3RS9SrrFlWPPqqRsbrzAgxDGtac/FhqV91f62xvmrbha/aaj+gAQS/Y1wc+rreuhXz3KysCRz9kZ7WxedmSvGT7H4Y1pcPNu7kpxFi0Yj5A3pwNuQR1VydcLWx5lFiCoMbBXDraUiPMcwf0INPtu7j0ITR7Lt9n1eb6uq7ftixFXei41h7/hqdapV/YtbLgqsBvf3i8Nq6vwFYde4Ss7qVvJqoMcRHGla7MpaUhDSD+4Z6a3KbjNXRfhHxqaEJIZqy6h18jAwpKg9mfLWV+IQ0tv72PneDo5m7eA9tmlcnPiGNkcNaqdtdOxNMozY1MCtkteNl5N/1bSqooIIKisn609cJi0/CzETGsrf707uxP1cflkxZ4N+ITCrBLV+Mcv8GtbX2n56qyem4979JWv83RP8GtdXjqJzm3nU1+q9d/KvRxV+U+Jw/sPx0vV9GOgxpwcqpRTuI147dNrhv/7i3yFUoMJUVHnpXGuTlGI7Tl5nIUOQpnmn81MR0AL7db7gew4s+2wzQ770u/DFbVNbZu+YY4xaMeM4WaXgQFkffbg0AGD99Pce2iivQvUYs1XKcLa0K15V+WXm516hecHqYvUZX6VB6W704f/DlzbKP1tBVOlTrNXf44udtVgUVqPFwsGXJqL58P7IPyRnZ2FtZ0L3hs4VEvIiciLtc7D6nHoTRcdEvzOmrO4tewYuBY74k7Yv7b+htIwgCKyavLXQcldPc7seiK8fpo//4bkbZURiVaxdd7jknO9coe0qjdHRpYesshlAkxRkf223joHlY3bJ0X6nb9Cy0bV6dA8ducz8kFhtrTehNwVyW6SNW0rPqVPXr30LFjHMZonpyNvYf+r+RZt0akBybzKO7kYTdfvy8zTGaoLQwricFcTL+CnHyBKRIcbNwoqljAH423rR3bWL0WBI0N5OtEUfYH3OG2OwE3MydcDa3Z2ilbjRxrFMs+y4l3uJgzDnup4WRmpuBpYkFXhaudHJrRm+vZy/Gkp6XycoH/3A16S45ylx8rb3wsXTntco98LQ0LsM7SyHnl4dbuJhwk/S8THys3Onp0ZZWLg1wMiu+CklQWhjbI45yJzWE5Nx0HExtsTO1pqljAP28O+JoVjLlhbb+voxavgkzExlRial80r89FqamdAwofnjAg/THnH1yncOx50nLzaC6bWVG+/Wnjp3hQkpFcSLuMgdizhKS/pgcZS4WMnMqWbnT1CmAfl4dsZAZFzN6PrH4FdvaVffl+OSiC8K8KOTl5BnUu/0v8MfszTTpUhdZgaTt45vO8+helFFjpMlzSnTsV4a3ZseKg2o7mvdooNPm+KbCVaP8m1Un9Kb4O3Hl8E2adNGtsvf3d4VJimoIvxuJk4eDzvYDf5wwqn9p4uzhQOjNxwRfCS26cT5cvBx58lTu7XFQ1AvzMDB8UHNOng9m7OS1fPKBuCKkVApULhA2tHjLi18+uyRIhNLILKhAL1uX7GH9vC1M+vk92gxo/rzNee50lYoJdx1fbc3MDcbFfJY3wWnhTL5uvHKBoSSr/DrOc+tNICEnmUVBhc/4/NP6OywLcYJ+Dd3OoZhzpOdlFmlXW9fGTPc3rGpQ0M4Obk2ZWustIrPi+Or2KiKzDCfpFZVYdjDmLMuCNxTaRiaRsq3tEq2HCkO8c2k2MdnGaa5+WnsMrV0Ml2o2hgx5DmlZcjwcDFfIDEoLY+p1UcFmSKWuvOXbjwGnP0Yh6E9akiBhkM8rjPLrb5QNsdkJLH+wkWtJ94ps62Plzsomuln3r52bRkZe8ZekN7b6FmsTy6IbvkCoksGkMilbon7Cyk5jvyFtW1Wf4dP7M+p/urHlBdt1faMdU38Zp7VPEAQig2OIe5ygfv01b5t6/+g5w3D1ccLVxxlXHydsnWywyacNrWLnykMsfzojXJK43NBbj3mvmaZSX/6S22vnbOGvb7ZrtVcdY8etuzpjzdhzkLvTjdPpL8yO+u1r8+3+T9VJbSo7LG0tyErLpu2AZnyxQduxUuQp6GU7Sv155l8f0X6Q+NsZeOoeW5ft49yuq1hYm5OdIdd7TV6t/AHJ8WJi6Y4nq7HINyO6cOwqDv91Gis7S3W4hqHz/azXJD/5z8vILwcz8IPu6r/RvFwFGSmZ2Lvov9/kT3Rs1DmAj5e9jWdVN7Iz5DyJSuLU1gusn7+DKrV9+PHsnCLHeJnjvl8U/ruP5uXAoIm9GTSx9/M2owIjScxJ0XGa69hVo5KVO2l5mVxPukemQlOdqbuHcSVKU/PS1U6zVCKlhVM9zGWmnH1ygxylZjVi2NmphTql15PuaTnNUomUJo51cDazJ12Rxdkn11E+ddxOx1/F18qLVysbFx96JyWExJxU3rv8ldb43pZuJMiTtb53YfwYvIEDMWe1trVwroeNiRU3ku/zRC7OnigEJf1OTSjSCR9+brrWd7Y2saSpUwDmUjMeZ0YTnhGtZVtJnOYD1+8zc+MBrfjOc3MLL8Or1T/6DFseH1bL9XlYuBBgX40EeTLXk4MAUcpvS8RhrEwsGFap8GtyLO6S3ocsK5kFzuYOZORlkZijWfKdX3+iTlugRE7zy8rmqJUM8XofpULJQPdxOvvLyllIjktlTANdLX8VBctLB7SqyaKjX5S6HX51KzF8en82LNgBwJRXvtLa37J3I75YP4He9toP0/3raserA5wLL/nKYH47Ak/epYfVSB078nIVXD4YqLe/zETGiBn9WT9f/B5zX1/G3AJtOg5tSbPuDVg4dpXeMTaG/6g+bn+XsTr7h0zsRY9RHRjbsPyKcfjVrYRXNXeiQmJZO2eLTln2CUtH0/sd/YVnDmStY+PCXfz25T9cO3qbUQHGKVq9aGRlyrEsBUWVF4GKGecKyo0XfcZ56NmpZCvkAOxst7TQ2dCzT64X6qTln3FWYWgmb+SFmSTliDMko/z6M9hHfzypQlAy8doCJtcaiZ+1t942IemPmXhNUwL8oxrD6VaIg6/Pzn7eHXmn6mC97UMzIg0eOzIrTu14u5g78kXAOKpa68rQnYi7zHdBfwBgJjVlS5tFeseTK3MYckbzI1HYNclV5rE2bBdjqhZfnrHJ9KUc+XIcDtYWRTd+Sv4ZZxXz6k+gnr2uKsgnNxZxL1WzRFvYw0JGXhavndM4YhIkbGi1wOAM8IWEm7Rw1l3O1sec2z9xKfF2kTa8zKz5/G+OrD9DSkIa1naW+AZUosvrben25vOTjCxP5Jk5XNh3jbVfbSUqJJa6bWrx6drxOLoVHRqlyFcKXiZ9tvQneWYOC8eu4urRW5iamVCljo/ajjH1PyEiOEbvjHN+jmw4w8aFu4gMjsHZy5Ghk3rTeXhrvTP2+vj7u13sXHmI1MR0TM1NadGzIRNXjMHc8vklrIXeesyPE/8g+mEcKQlpeFRxoVn3Bgyb0kdvWElB9v16jB0/HeLxvSis7a1wcLOjbf9mDJ/ev1Cd7tJm9Z+naN7Yj/p1tO/vJ8/dp32rmghKgV7VP9HaZ2IiY9f9BeVmY1lS4TjrQeXgbYpZjYOBG85Qj7Ekx6WwP2ejVjzZjh/38+OENVptfQMq8ctN/c6BirycPAY4jUKeKdfabuNozbaE33XsGzlrGG/O0mgNfzXse05uPo+1vRXbk/5Qb7995h4T232hY6exxEckMKLyezR6pR4+NT3ZtVKMYev3QQ/GLx7FF/3mc2n/dQBqNKnKikuG/2EY6zh3lQ7l1ekDaNm7CQveWkZMqHbYwNw9n9G8Z+mrvKucSFtTa9a3nF9Ea+PGUrGiyUwqWRmunKRqX5gjaSxjLs4iTi5KPnlauvJz0y+NtvNZHKr8YxU1znuXv1KHg6xvtQBbE90fwzNPrjP/rvhvqTSuiSEO3rjPnM1HmNK3PRZPiwb1bFSr0D4FHed69jWYV9+wE5D/3HTzaM1HNYbrbTfozCRylRrVgdJ0cP8LjnMFJWP67gOcCXvE5PatqezkQFMf/Q/HpcGogClEP4wr0nGu4MWlff+FvDuyPa8P1i781XXoYg5tevEmxUqbilANPZhbmiHPymFmn29YflH/j3Xy0+zYgs5o/w970P/DHgAM8xxrVIUkQRDoaSH+kPrU9GT62gnYOdmwbdleti/bR1fpUA4pN2n1ObL+lJbjfHLzeexdbEl5oq1veWjdCb12FpdrR26SFJPMupDlvFntA3Yu38+RP08ikUpYF7Kc8c2mE3zlYdEDGcn+X4/y9wIxLu/LTVPwb16DQ2tP8NsXG5jZex6uPs6sf/RTqR0vP2m5GaU+ZmFOc37yh26UlAE+nfk5RJQxis6KN7rf2KqDim5kgDxBIyHV37toHdhPa4/lw6vzAPgtdDsTaugqz+RPICyLa6KiW4OadGvwbCoaXwa8V+j+/t6d2BF5DBBjwA05zvmd5kUN/z1Z6BW82Exs35qb0bEMqh9AnW+XcmdahUNbgX5ynsoJKhRK9XuAyzfC8atceuW+T90P4+jdEI7fe0hSZuFhZ9dnl+/fa4UcnR7aDBSTEe5f1l9BKStdjKms2sC3VI63ZZFYKa/nmM78cnMx/s2r41Xdgw9+eFs9413QKY0K0a2k1XOsbpnqkBvhpWIjwNe7P8XDz412g1sCkJGSycz1E/Hwc2PEZ4PV20qDlPhUzC3N+GbfTNoNbolrJWdGzBykXs6KjzCuzGxxMJdqlvBupTwotXFtTa2LblSK2JqU7Hgd3ZqV+JhBqWHq902NUAipZKUp02roXFe30S7PWprXpDBO3i1e5juAhazw5d9mTgGF7ge04parWvtQw7ZKse2ooIKScC7sEa18K3M27BHe9oaTYiuooMtQUU529V+n6TJ0sfo14+utvDGkRRG9jSM4NoF3/9jG3xcDiU1NJydPUeirvKlwnPUwY+0EXLydAP26k7MHLwRg/n7j6scXxapPxESgyb+8j4mp9szwP1GipuaENjORZ4kyQbWaVUdQ6to1Zt7rgLb83b0LwaUW0+VeRZQhe3uuODvY571uNO0uxvn2euq03zpdtAqAsexK/1M9vorf75fdEvNPTTVJO58G/kDfUx/x9Z2f1UlfJaWja9NnNa1YmEpLtpBkb1rycq37Yk6r3zd09C+kpYhUorn1GJoVN5WaaMX2fhr4A/1OTTBKaeJZ+GTdnlIfs4FDrSIfoPInVb7u++IlFbfevYg9jw0X0ShvehxYWeK+zXcar5zzX2BQ/QC+6NqRJj5eHHq3aDWeCv67nNzxCTbW5rw7sj0nd3yi9Wrf6tn17xVKgf5LtZOjbS3MC32VNxWhGnqQSCUsOPglYwImsuS9n5m06l2t/VcOiRnB+YXnS4rKAa7bVr+zIZGKyVB5OXkc33iG7qM70fudLgRd0sy+3Tiu/WO2a+UBBk/SlDfuMUZ/tm5JcXu6HFO/vWZmUSWtk55cekvqEoluIpiljfEJXMXFxdyBbxtMYtoNTYGWCwk36XdqAhIkTPMfRVvXxsUe19vSrTTN5FFmNPPv/srjTN1Vh+fFnRTN6oy+hMOSsrHVt4y5NIu4bDFmW0Dgy1vLAajvUJOeHm1KdE1UXA6J4N2ft7LoLc2/l9w8/ZJyz4qftTeByfcN7s8/a9/YUVftoLxRCgLt9/6AiUTK8V7iUmhERjJ1t87j2+YD6OVTh7dP/cW1hAj8HdzZ0HEUd5NjsJSZ0ufQKo71moCrhQ2rg86x7O4J/urwFnUdPfnu5hF+D76Ai4WNetyC5O9T096NRbeOMqN+V4JT44nPTmdh4BEepj2h9pavAbg7+HOd47TevYjK1o48kWdwuMeH5CoVNNv5HVYmpljITMvtPL4MnA17RGvfyjRbspIto0ZQw+XZy3hX8O9lyvvdsLctm9/iTzfvB2Bm30683vLZpEXLigrH2QCVa4vJEXt/OazlOD+6K5bi7ft+N739isvDQDGU4tbpe+rkOUM8iRSdh65vdWTRuJ9Iik3B0d2ezYs0gvAyExnblu3Vcpz7jOtaKrYWJH9lIzUvea5pbbuq7Gq3jLVhu9gbfUot6SUgsODebyy49xuOZnasbVFQJMkwVqWkibs14gh/hO1US84VxExqioOpuMyqSg4sL1LLMAZ5TbPZAKwN28WmxwfV2wOT7xOYfJ8F935jYs03eMW9+MuETav5sHvGaDwdNcvTw1rXf3aj9ZA/ATJbkaMT3pGWpzmHJpKyL31cFH+HXmVr5zG4WWrOTaI8g1uDPqPO1rn08qnDr+3EVa6rCRHqdZmYrDRuDdJoCntY2XJjwAya7fyOS/2msi/irtZ+fRTs42BmSfcDK5BKJOzr9j7buoyl5uavuDv4c4N9ADZ2Go1SEDgfF8ZnV3ZxfYAoQVZz81d6j/tfpa6HO5N27CVw6kc0XrSCq5ONl2Os4L/HK+2KXlUsKSeCxFC5F9VphgrHuVDaDmrB6a0XSEtMx9bJBkEQ+KyX6DBNWF461bRU1QXbDmrBRz/qak7mx8pWdMBU4Rwn/jlLi96NOb/7Cs16iH9kPce+wu6fROci8MQdAHzrVi4VW/9LjPTty0jfvgCsCtnE7qiT6n1JOan0PfURG1otwEaPGkRZcC7hBr+FaooYVLH25IdGM5BJdKOtjClAUtpYmpgjzxFDicpKsUF1TUIzIvkscKmWvvOS+3+yJeIwK5rMLPa4QVHxWo7zs0pxGSL/w4W+mGhLmWYGRykotcJZngfDqzbhVlI0Hfct5c4g8bzWdxInFCyfzti+c3oDv7QVEx1VD3T1nTTVzeSKPOxMLZAr8jjdW9SbPtLzQz69vIsdjwLV4+ZHX583qjXj74dX+bSB/gkLfX1USCUS0vPkRGVqYsitTQoPX8tKz+b7j37n+sl7KJVKbB2tadWzIe/NfbXQfi8rA377ixqu4iyzk1XZFr/5/fb3RTd6wVg+fQO71hzT2tZhYDM+/aVwP0Bfv/1Pfi51+8qbV4YYVn46snmy+n3/Op9imi/8dPONr4sc28rclLRseZHtnicVMc6FoJJMmzVQ1MVd/vGvxIbHq8MnSoOq9cUEoKCLD3DycCj0lb8CEsCprec5+MdxAAZPEp28QRN6ae2v4Nl5t9pQdrVbxvTab2ttH36u/AT0591ZrX5f07YKPzb+TK/TDGKp6/Kmlq2f+n1+ZYiywM/amw2tFrCz3VKta/I4M4bA5OBij2dpZkKrmSsA6P71Gt7v1rLUbM3Pw4yIQvfnT4Ysr0TIwjgSdR9vK3tGVDUco1/bwYNbSdHMuLxT735zmQlTLm4nW5HHtnAxxO1ifDhT63U2OK6+Pm33LGFdh5FsD9cUzjCRSsnMyyEmK1Vvn4J8VKcDt5OjictKI1thWL0m/F4UA30ncHrXVdJTMslMyyb2UQLbVx0x2Odl5+j7b7NqiFjV8vB7FTHOBWnSuQ59RnegfptaOBio8GeoX7t+Taji/2KUyi4tjmyerPU6+PdEAmp5sXmNtrrQujE6QcoAACAASURBVDNfsPnG1+qXMQxuUrcsTC5VKhznQlDN7KoS3s5suwhAo87GFRww6hhm4qR/cVUiTExlRARFEXIjDIDaLcTCCz75atlH3I8uHSMrAKCtSyOaOz3/f9QjqvQqdH9Zhk0Yws9a83f3IL3klceKgwSJzjU5EHOm2OO0qFGZVeMGMmfzEQY2D8DGovQLJKTkphVZya+ytaf6fXD6o1K3obgk5WTSYe8PhKQZLne+P+IOX1zZwzdN+hpsM6VuZ1rt/p4zsaIy0Mwru+m2f3mh4+bvkyjPZFq9LvhYOzC7cS+2ht0AYHajXrTatYh3Tm/Ue5yCvFOrNSOO/8GAI7/QwMmwTvG6BeJDgHc1d1ae+JI1F7/mh4OfMvA9/YWJKvj307J7Az5c+Drf7pjCypOzitVv5q/vsur0/8rMthcBmUzKNzMHseqPk1rb714LK/ZYvRuIYSCPEpJLw7QyoSJUowj86lUm9Kb4I6aKMZ6z3XCJ1ZJg52xLakIat07fM5gkWJCub3Vk3+ojnNt5GdAk56kS6q4ducnVw4EEtC68kEMFxeOLgHfZ9Pgga8PEuHKFoDQ481tWNClC7q0kzuOzMrRSNzY+EpM6lgWvL1HIREn5IuBddULiqfirfOI/yui+H6wWw18kEgkKpZLY5DQ+WL2d5WMHFMuGuOxE3CycDO7f8PTcFEZnt+YsDhJLQ/8RupM2Lg3xsCg9XdTCKmHqY4hvQ4b4auIMz/bRLMFe6S/eAw/2+ECrT20HXb3y16o25rWqmgTOQwX66KNgnxHVmgDgamHDIN8GAAz1a8RQv0YG++S3t4uXeB+8MWBGkcc+vesqAGsuaMdB12rsp695BRVUAFhbmXHg+G1mTOih3vbDDO36E+svFv3Q4efiSKfa1eix6Dc8HWw5MPltTGQv1hxvheNcBPMPfMGrXu+wbele9TbzUq63viX+V7pKhzKpvSiHNmLmIOq2qU3qk1Qu7L3KsY1n+O7o/2jQUaMF22tsF/atNrx0uGjcTygVSnq9UzFLUtrkd0DK22kGMVHRkBMkIJCSm17OFomJiSoeZ8aQrZBjISt/mSAb0+LFnBfXQTbEpzd/UCcx6mNPvhj5Xp6Gyz9LkCA8/W/cpTnsbLe0VOwDtBz7HGWu1jWroIIKnh+5SjkbwicTn/2QKbX3AbA0aCBvVf2Jk3Gr6es9k+C0M5hLrbiQ8DdDK88nOO0M+6K+02qj6nMwejFDK5dNpVWA3zZoT84IAmzbd43XBmjXAjDGUS7IxA27OX0/DIDo5DTqf/lDkX3uzC3faoUVjnMRqApurJj4GwBvfDmk0Pb6lDHCbj/W2r4zdZ2OrNoh5SZG1ZpAZHA06+du1RlDpaGswr95dfX75r205bg6vdaGYxvFP+wub7Qv1N6yJOpBDG/V1JUmO/73WY7/rdGsLVgV8XmxPHgjH9R4rdA2P4Vs0nKCngdf3V6lt1KdUlDS//THz8Eikd+az2H0RbG899CzU/G382Nhg8kG26fmpjPr1goWN9K/gjPx2reMr/4qNYsoBPJTiObvZ3jlnsW2+8D1+8zceABTmSaJ5dzc4qkKxGUnsj/mDD082ujsy1+aG+D96sMMjrO62f8Yc0n8sREQGHJmCn+3XmjwAS1bkcPVpDu0dik6A727R2t1kuuEq/O1dMvLi6ObL7B52QEeB4tSipVqeNB5aAuGfNjdYJ/VszZzdPMFUpMyqFTDg3e/GkbD9vpX5nq4jGPKj6Pp+lorsjPlfDP2F26cDsLGwYqhH3Wn/zu60pz7153mwsFA7l8LIyk+VWus/Hz03ev0HtVB73F3/HyUbasOkxyfRoO2tWjSOYB+Yw1X0OzhMo43pvXljWl9yUjN4sCfp/ln6X7y8hTUa1WT9+a+intl/ZJwqmMlxaXi4GrL4PHdDB6rJOejIPmvmaWNOfXb1MK/iV+h16y45+NZyMqQc27fdR0bX5vUi+r1dRPjlQolf8zbzoPAR9y5GILMVEb91jX5cOHrOJWCxKwxxGWHkCfkcDRmBW/4LcNUas6bfsv4/q7m/tXN82PsTd15mH6B0PTLHI5Zxvs1NlLZupH6c/42+fsMrTyf0PTL+Nno5hEEJu+jvkNPlgYNZEKtbdxLPY6/XUcAHqSdxdm8CiYSM07H/0FPL1Gd5sf7QxhT7VdWBb/BRP+deHs6ao0pkcCaxW/h9jT+WxAEvXKyxnDwVvHzVMobiaCvwkcFFfwHya8/bGNiRWUrTzwtxaXykPQIwjIitdp/4j+K9q5Nihxrcq2RdCqiKl/+9vpUKX4P3cGWiMNa9r1epTeWMnNupTwgMPm+WoJuQYOJTL+xpNDxjD1ucdkTdVLLkQVxFtXDwhmFoCRenqRTUMbQccddmk10tiYO1sbEinr2NXA0syMxJ4XLibe1Sn2X9Ds0mb6UI1+Ow8HaeF3SoLQwtUNsIpFp2eFkZk9Dh1ok5abqFGt5228AA310K3zm56/wvWx8tE9nu72pLTYmlmQrckjI0cT/DfTpzNt+A42yu6DGto+VO/Xsa5CtkBOZFcfD9Ai2tV1ioHfJiY9M5M0GhsMkFmyfQoO22mFl10/eY8Yg/dn7FlbmbH+ke617uIyjZY8GXDl6m9wc3SRViVTCN5snaTne0/p/T8hNTUx5RqoYi25tp60u8e7Xw+g2QvvBKCtDzsAqhnXL98Wt0ptM3sNlHC261afDoGZ8+94anf3f7phC/Tba56MkxyrJ+VBRkmtW0vNRUiZ0ncf9QuJoCypYHFx/hkUT/jDYvu+YTnywYHihx0yKS2V4nalGqWrkR/UgprLpr7CP6eLxEe4W4iSYUlCw6F4vptY+AEBYxmV8rZvyU/DrtHd7m/3R3zPZX1z5vpNyhP3R3zOo0hx1m/dq/KXuo2pTx173XrPoXm8m++/hbPw6Wru+qeM4e1nW4Z9H08hWZDCu+lqkEhk3kw9Qz6E7y4IG8VEt3Ym9gty8EEK9FtW4cPSO1vYWnYuuKvsyUDHjXEEFekjPy+ROagh3UvWXXS/MaS4LRvn1JzD5vjppLD0vk1UhujP13zaYRG27quVmV0F6e7Wnrn0NPrw6T71NQNBygPNTmF5xQTm29LxMziXc0NvW3tSWP1vO07uvKL4Z0YM+839jSt/2WJiKt8SejYzPDcgTFOxst5T+pz5GQCAxJ4WjcRe12kiQMLRStyKdZoDXq/SikWMtfgzeqFXkJiU3jZTcNKPt0sc/rb9j2Nmp6s8RmbFEZMY+05jGoHLAJi4eSY8322rtS4hOxtnTQWtbTnau2mneF79Ka/bqyD/nWTj+V95sMIN1N3SXo8/vv4GZhSlz//mYJp014W3D60wlKS6VGYMWaTlU3+6YotVf5eBseVj4EvGWFYf45Uvx3+Du6JVaVV/D7kTyXvvZ9HJ/j33xq/T2v33hARcOBvLXrW9x9tB8f0OzdSqHtLjHKu75AJjz1krO7rkGGH/NnvV8FJc5b63k/rUwzCxMGf/NcB0bg66G6vTpNqINmWnZDHhX+9+hUqGkl/t77FpzDHlWDpOXvlUqNhaGicSMLY8+Y3zNf/Tuf5RxA1/rpqTnJVDFuhF+1uLkS4L8kfpz/jb5+6ja6GOAzywepl+kteubAOQqxQfFlFzxXrMi+DWm1t7PrRSNZr6pVDfsLjUti8Fv/4Q8J4+TOz7hQWgceXlK/Gt4UK9FNeDf4ygXpMJx/hcRm3EQd+vSKczyX2RXu2XEZiewK+oEgcn3Sc3NIC0vA6lEiruFE+1dmzC0UjejkqyKO/NpTPtFjT4BYH/MGbZHHCU6+wk2JlY0caxNHftqWmECxh6/LDSXq1h7qsfdHXWSw7HneZQZjYlEhruFM16WbnRwbUprlwaFjqMKJTgSe4HQjEgCk+/zRJ5Eel4WjmZ21LGrip+Nt9HXxBDdGtSkW4NnKxUrQcLOdksJSgvj3JMbHIm7QHpuJtVtK/O234BiP8zUsaumTrDcFXWCY7EXCc8UVXLMpab42XjTyrkhvb3aFeu7W8rM2dVuGafjr7I14ggJOSmk5KbhZuFMNWsfOpegiExRfPPOLwC8Ma2vjnMD6DhgAOM7iol5G+58p+NEvjKsJb/O2Up8ZCI52bmYWejGau94/KNOv18vzS10NrS4qJzE+dsmazmJAL51vHF0syMpLtWgjekpmWy4+x2OrnZa2/U5zSot4JIeq7jnQ+U0F+eaPev5KC4qG3dGLNe731AyZ0GnGUAqk9K4Yx2uHr/Dsc0XytRxzlSk8PvDcYyv8TcZeUncSjlIXXvd321rEyeW3OvH+Jp/YyWzZ2Cl2awMHo6nZS0G+PyPgZVmcyVxm7pN/j6+No0Z4PM/vcevatNcHaYBEJR6mtPxa2nh/Bp2pq4Mqfw1i+/1ZljlBQa/w9JfjrB591UO/jORbsPEFarqfm688cEa/lw+Rm+frEw565ceYsyMPnr3v0xUOM4VVJAPdwtnxlYd9LzNKJQeHm30xtK+iPTxak8fr2eLsy9JRcCSoFBqKjKWtAhKLVtfatn6Msqvf2mZRV+vDvT10h9bW1LaujbWKlV+NW4Sjd2+LNVjqLhy7DYA/cYWHU+rIuKBOPvl6Gand3+HgU3ZuvIwt84H07ij7qyWPufT0rpsklXrt9b/0OXfpCrn9l3nzqUQGhqotFbQaTbE+f03nulYxTkf+aM3i3PNVDzL+TAWlY2mZqXnwjh7iPHN+kJaShMrmT3ja6gcXUe10yyVyNRhGgBNnAbSxEk7BOv9GtqFrQq20ddHH6rQDIAhlXWr4E7y36O3vSpM49SFB9T198bCXPsBKCFROzH9xy+2IpNJeP9/A/l+ykbMzE04c+AmbbqXnqTv8+Cldpwj07fhatmBK7Hv0sprE8cetaOuy1ek54bgbTOQM5H9qevyFQ4WDTnxqDNdfK9yJqIvTT3XcDF6JG28d3HicWc6VT4FQFzmEW4/+Z9On0NhDWjns58U+U3crbsRkbYFO/M6PMk8hY/tUJ5kneJB0nJae28mRX4LZ8tWOrZGpe/E3rw+ucoUHMzFmbbTEX1o4fUnpx73onOVsxwKa4Cf/TtUsnsVc5kr95MW42Hdg6i0HdR0moJUYsrR8Fa0q7RPbduJx6/QyH0ZD5N/xtO6cH3f540g5BGdvhMv2/JxTB+lrsPbZjAyaflU93uROHz7AX+eucalhxHcnl96GcdB0fH4ujpibqJ96wiYsbhUj1OevPXjP1Rysefc/UdM6NmaSi4ONPYzrPNbQfFITxYrPNo5WZfamD3eaMfWlYfZt/aUXse5rImL0JS07+Wum6ibnweBj57ZUbxy7E65HevM7mvq98Zes/I+HyobjUlu1MediyHcuxLKlaO3iHoYT1pyBukpmUV3fMkJTb/MwZjFvFv9r2caR6lUYmWpq3fv7GSj9fm9L/sjfRrTfubATfY9/I5hjb8sVce5zszF5a6q8WKJ4xWTNPldzkUNIVV+W73N1aojfvZjSJZfU382lTogkZiSkRtGY4+fMJe5YWnixYMk/VJP+fsAVLEfhYWJpzoM4s6TWZyLHExw0hIep23A3borNmbVufNktl6nGcDduitnIwcgQVzCUgq5ZOQ+5Gh4a3KVyerjVHf8EHOZqKARmvwLdma18Xeeoba1ltMnatsEQUGAy2zszOrQ0K30E3pKm5Dk5YQk619WKwsq2735n3SaAboEVCfA273Ux1245/kqipQFIbEJfNijNXaW5vRvFsDYlVtKZVwBJacjh3AgrCkPU35Xb78cO54DYU1IzBY12JOyrxKbeZRTkQO5HvcJgfEzScq+ypFHHTgU3oasvCgOhDdHQJwRT80J4mB4S85Hj1KPGRj/OaciB7I/rDFBSYXfC9Jy7nP4UXuOPu7CtThNvHNc5nF1f6UgVtYLSf6Fg+EtORWp/bAbkrya89FvcShcs/KRrYjjcHhbzkSVfVlqVahA7CPDRVTKkuIcNzfbcJXC0qY0jhX7uHjFuKD8z4fKRq+qbsXqF3LzET1cxjG51wJ+/uIf7lwMwdXHieZd6+FdzLFeRvxsmj6z0wzw08I3uP8wls/n7wBg864rtO+/kBULXtdqN3nwMj55dQVvtJqjTrZ1LiflkrLkpZ1xVgpyXK064e/8GQdCjZtxsDKpRHzWcSxNvEnPeYCXTX9MpOITdVae4XK4qfJbWp8tTSvRzkc7672xu+gQHg5rTBffqzpjyCSWdPW9TnTGXuzN6yKVmFLTcRJ+Dpqs3ILHUTl9gqDAxkzMvJVKNZn/EomMjNxQXCzbkqMo/s2uNLgVPwOpxARXq04oBDke1r04G9GL1j57n+6fRl3Xb8nIfUh6ThCCkEtazj3MZS6YyVw4Ht6KOq5fIcWMR6nraOzxi8FjnXjUlppOnxCbsZ/4zON09bsLwNWYMbhYdUCClEp2bwDi30dQwjxqu2hr6x4KrUN9t+9JywmiuuNEcpUpnI8cRDWHD0jIOo2X7UCcLQ3r7L4oBMxYjL+XK/ei4qnp6UI1V2f2BQYVOeu769pdjt4J4fCtB7zWqgEbzl1n9ZjBtKyuK9uUn7PB4dyJjCMoOp7fTl7BRCqlURUvmuSbma376WKGt2qoM+aR2yFM/3sfA5sGsP7sdZr4ebP23WGkZcmZ/vc+TGUychUKolPSUCgEpvVpT9uavlwIeczH63bRt3Ft4lLTOXE3lOtzJ2iN2al2VSISUzA1kbH23WHqc9OtXg0S0jOxNjPj1P1Qbn1j+LyseGcg8jwFa94fQv2pi1n5TumsiOwLrU8vP+1/01diP6KR22JkEnPORb9JK0+x4Imp1A5bs1o0cJ3HofBWVLIdjFyRQC+/WxwMb0n3KhcJT93Ik6wzJMlv0K3KeQBORPSmg88eItK3q491JupVajlONGjXqchBOnYByCQW9PC9ypmoV0nMvkIrz3VUc3iHag7vkJUXTWjKWvzsRwJwP/lHevpe1+p/7HFXevreAATORL1KG6+/S3zuiuJJVBIA7pVLr0BMcXD11mhiF0ysK0vK41gueuKXi6K8z4fKxvwz3cbwQSex7PPOiOU6cdbzxv5M5MO40jHwX46rsy07137AjdsR2NlYkJqWzckdn+i0W7pT+z5049wDVu6botPuZeOldZylEnPuJMzBRGKNVGJciVyJREaK/CY34qbS2nsr1qZ+OFm25HB4U2o6TsLCRLfqFYCv/WgOhTXEzjyAxu7Laeezj9MRvchVptG+0iFi0vfyMOVnchRJtPTSnyEbmbaVuwlf42DRWB1SYSKz52BYfdysOtPQbQm+9qM5H/Uq6bkhdKh0mFeqXODYo7bYmtWiqYeuZBFAWs49Doc1oabTZPVMdXkRmvwT0ek71A5sYVibVsVUao9EYoqtmWaZzsasBolZZ/GyGVio06zC06Y/njb9uftEI6yeq0imst1IrXZSiTmmMu1KbqHJP9Gu0mEsTLxwtxb1Mq/GvIOZ1AEv20F42Q7iUGgduvppS+i8qGyZ8AZzdx6jU+2qtK5RhX2BQUb1C4qOJ3DeRCQSmNa7PZ2/Wc2pz98ttE/rGlVoXaMK26/cZnT7JjqhGgA3503SO+aEdTvVDv2MPh145ZvVZOaIs065CiUrRg0gYMZifhkziKZ+Pny55RBta/qy/ux1fn1nCHW8dWeC8o8J0HHuz2Tm5GJlZqr+jnunjgag3qeFz8DWr+yBQqlk8/mbrBo3iFY1C9eNfhZiM48hk4ixpVVsXyVZHgiID/VmUgckSDGRaC+P25iKiYUKIZvYzGNUtR+l3peRGw6AtanGZmvTwivc9fS9zqnIgYAEf8eJuFqJMejOli3V/ZOyxYf/x2lbCE5eiVwRTzV7TdKPq2VrnXEFQcHeUN2S9OaWZsizcsjKkJdanPHeteLKR/fXdRPXygOPKhqHPTIkFu9qpb+6k5+G7fy5fupeuRyrTR9N7Lux16y8z4fKxh2/HGXUTOOKGKm0wxu299ebnHj3kv5S7RUYpkGADw0CfAzuv3YmmEZtamjat6qutX/X9aJ9h8LIzi3beHRDvLSOM6Az66uKVQZws3oFt8qa7NlXqogC4TUcJ1Ij32yMhcydLlUua/rp6eNi2ZauBWZX2vpoKgl62w7Cu4i4XX1tKtkOo5KtphiCi2VbXCy1fwg6VT6t9VnldKtsq+syl7ouusH95YFq6Vh3uya5RK6IL3SMpp5rAUiV3y7SaZXkiyzKfwwzE+MeGER7C0QnPdXfTcq++NSe340a60XB1sIcHydx6UtmpD5qj/q1UOUKmcpkpGfLS8UWY8aUSaX0bFCLQzeD6VynGh72mpg4Hyd7zExk6pvhD2/2pe1XP5GaJadznWosecNwNrZqzP5NxNWnHvU1cnKO1paGugEwdNGf1K3kwayhXUjPljN00Z9smvyGUd+5uHhYd0MhZCOTWBCetpFWnn+qnVRj+0ek78DfSQyxsDJR/WgZr6whkZjQznsbSiGHA2FN6ekXaLBtVPpuOlc6TIr8DrGZhw22A3HWvGuVszrbZ60bz2dDljC89lS92sv6mLnmXeaOWcWCd1czfdVYnf07fj4KQNNXAnT2lRd2TtakJmYwrs0s9sT8VKbHmvXnBwys8lG5HCu/IkZxrll5ng+VjVnp2YTfi6KKv1fRfczEPvKsHJ19glIgPrJ4s9f/RToO/K7INse3acK/LK0Kn9Scvmn/M9v0PHipY5wreL44WuhXO5DnxaIUsgFIld9Ub5dJLVEIWXr72JkHFCmrpXLCBRQkZun+QBtjb1T6Nq1tzlZtycqLwNGiufr1b8dYB7tMeWpCUdWlDk0fQw0PZw7dCmbRvtOFts3/51Oc7xgSk8gHPcTcBBsLc0JiSucH1MPqFW4lfEVs5jEeJIvL17UcJ3Ah+m1iMg6TnG3YYTVELccJKIVcotJ3czVuIrWddZdHi+Jq7MfEZ53m5pOiVTRScu6SLA8k8MnMItuayux5nLaZqPTdBCetUG9XJe9lZ8o5u/e6Tj9BKRB2R7u4UJs+ogbtsS0XEZTaBXOObhLDVOyctRORypuRM0TlFEWeklM7ruht8+ucootFGINq1rc8jgVQ76kyRnGuWXmej/w2Tu27UK+Nt85rV6DzeBrWc++Krr7zoo8NF0WpQIOzozXOjtZ4uNnj5mKLUilgZ2uJTCZFqRTo07W+VvuNK46QmpRJVqacrMzSmaB5EXipZ5xfRuTRVZFa9MDUcUXRjZ8Tc271A+DzgG1ICylQ4WjRhC6+tzgX2Zes3EhqOc/E23YwNZ2ncz5yEEohh2qOE9Tt/Z2/wERqz+GwegS4zMXTph9XY8aSmHUeE6kNDd1XFmqXnXk9zkaIM+7VC4nhBDgUWhsQwzNMpQ50rHIOR4smpMivcSSsAVamVWjlvZPqjpOoYjeKU487oRRyqes6H2dL45d/VedqXPUleFg8v8Ij5YW5qQm5CiXmJbxzKJRK9t4I4oOurXQcIn1YmpmyZYI4+xswYzGTe+q/Nqoxi8vBwGDGd2/J8CUbmNCrDWFxSfwwum+xx9FHY3dNAQ13K7HcsLWpL6291gOoZ3odLcRl5zrOYpGQzpXF2VRVHLKqvSpEQxXf7GWjmYHv4LNb/b6hq25REH12uVq2pcHTto3dFuvtrzpWO2/tB86m7rr3r44+utUOVfx8Zjbj2sxizkj9970py0bhW0cTLy+VSfnp5Czeaz+bnm66YUQmpjL+CdJfVbC86PN2R3q82Y4+nu8zd8wq0C9fy9tflk7M/O7oleV2rIU7p/IoKLpY16y8z8fCnVMZ0/xzIh/GGbQxf7y1RCLBzceJuIhEdZEbqUyKUiGunP549HM+7Py1zhipiRn8MmsTGalZxEckEhsh5hOd2XONcW1mYW1niYuXI1Xr+DB8Sm+dfvERiVqz2W/Un46VrQWu3k64ejsycfFInWO+qGz59X0Avl68h3vBMVpxzXkKJd/8oH0PGDmpB0+iNVVOq9bRvzJw86uJJZrQyVMoqf9l4YWKyoL/pOOsyNqKIu0HBGU8EpknJg7fITXVX2WngsKRSGS08t6ltc3H9lV8bPVl1kuo7vgx1R0/Vm9p7LHa6GMphSx10mF+GrnrLgsairv2tR+Lr7320q+pzJF2lY4ZbYcKuVIjXxSZef+FcZzzFEoO3LzP7UixItymizfxdrSjdY1nj92d2qs9Hef+zOBmdWnm50OXutWL7LN67GCafvkjg5oG8NfZ6wR4u2NjbkZaVuEzEG3mrKRBZU/c7Gy4ExlHVTdNzLpqzE61qxKZlIq7nQ025sblOuSnW30x/m7sK8Vbaahl61smxWNKg3tRTfH3ulx0w3Kkci1P9j/5mT2/n2D7qiNEPozDxERGFX8ver7Vjq7DdWOmfet4s//Jz/w6ZyuHNpwlLTkDnxoejJ015LmGaOTHxFTG/ic/c+FgIGu/2Ul4UBTWtpa4+TjRc2Q7er31bBrmhR0rMTaZ9ORMfGt7l/qxQP81s3WwpknnAOq2qq73mpXn+QBYc/Frkp+kcWb3VR0b35k9RKf92uvzOfz3OX77ehupCek4utvTb0xHhnzY3eAx0lMyOLRBd4UzLyePR0HR6s9BV8O0HGdD/VSJraq+L5PjrOLE2fu0a1lDa5uJTMqJc/f5As05qFrHC4VCf0hnfkq6Cmoie05BE8J/ijwhO8pPyI7yE3KeDBdyk6cJ8tg2QnaUn5Cb/Fm5WJAd5SfkJL5fLscqKbNv9hVm3+wrKJR5z9sULc5G9HneJujwa8g0Yfn9F/t6VlC2JGfuEW4+9hMy5TcEQRCErJxbQnZuiHDzsZ+QmxcrCIIg3I1sJtx6XEPdJjp5rnDzsZ8Qk7zg6SgK4W5kY+FuZHODx7kX1Vp4EDtAZ9yQ2EFa7e5GNlG/j0tdIdx6XEPdJkN+VbgdESCExA5UtyloS1zqCr3jFpfuu9aUWp89YXefk/B8wgAAIABJREFUyZbS4HxM+PM2oczIy1NofR438udij1GSPuXF6BErtT7fuBb+Qtv7onP+ykOhQ/+Fwmfztgn7j94SNm6/JHQc+J1w9lKIVrvvpm4QXm81Rzi46aIwpvN8nXFqf7ZIqP3Zomey5Vn7l4T/WIyzDJn1SMw9H2LqvB4T+wWYuZ1Gat4RReaGortX8FwpOLP9IjC66gLG13hxw24qKHvkuUHU9XlISJymWmBuXjR1fR5iInPjfnR7/L0uEuBzn9D4EQCkZO6mrs9D3O2nAZCY/hfV3Pfi73XB4HFy8sKp5rZNZ9yqbltIytikt4+pzJMAn/vqNlZmjajjfQsP+8/gaYJtQVtMZZ5FjlsULTb/SGR6ivpz003LGLx/HR22i6tDSkFgwdXj1Fy/kO+un9TbJ1epIGDDIlbfuajetur2Beps+J6bCaJCQoftPxGamkjN9QuJy9KuWgawOeQmrx5cz8W4xzTbLK4Q5CmVNN20jJFHRLm8O4mx6jFabxX/Le8Jv0fN9QvZHX4PgKiMVN48opHXU32f/G0+O7+fOhu+p+7Gxfzv0qESnbdnZdL4tfR5ZQEfjP0VgJ+XH6F35wVERYqznMP6LWHi+3/w1qvi9xz/9hr6vLKAXp3m0739PABeG7CU2FjNdSjYZ1i/JRw7LCZxD+jxnVF9AJZ8u5e+Xb6lf3f9CWZ5eUqG9VvCp1M2qO09dfwevTrNJzjfzO6IQcuY/IGYVB4SHEvE40Qmvv8Hrw8Wr++MyRvo320hIcGx5OTkMf7tNTwOT6B7+3kolQJxsanMmLRey96izlMF2rRo7Mfx7VPp170BQQ9ikMtzOfjPRFo11V51HTm5Bza2lnQd0oyf9k/VGefO3EnPXLzE0uzZy7cXm3J31csCZZp6Jln1yk35SpDHNBdy4gcW2V2RfVzIjvJ7RhsydGxQvfIjzm5PExTySzrtlIpEnWHF/kohJ+HNQsctTV7UGecKKngRSUz/RxAEQbgb1UIQBHHGWaFMV+8PfOQjKJXZ6peKxwmThbiUZerPmfIbws3HVQweJ/CRd4HP+cYVctXbVTPOSmW2kJp1VKvNg9gBQk5etJCRfUmrj8oWfX1KSt0NmpmgJv8sFQRBEBRKpXAmOkz4M+iq0G7rykL7tH26PzI9RT3jvCP0tiAIgtDg78WCIAhClbXfCGeiwwzasOlBoCAIgtBp+yphR+htIUeRJ9T6a6EgCIKQq1QIW0JuCrcTYnTGmHPpsCAIglDtzwXqbYcfB+t8n/xtvr58RBAEQRi6/0+D9pQlSxbu1fqcm5MnnD0VJAiCIAzru0Q4tD9QGNpXPG9KhVK4djlUEARBuHMrQmfGuX/3her3BfsM7btYOHrotk67wvoIgiD8tOyQIAiCMGn8H3rt7/10RjIvTyEM67tEEARBWPfrSUEQBKFHx28EQRCEUa+tULc/sPeG8OB+jHr8gvToME/9vkubr7X2nTtzX22vseepguITERovJD1JE3pWnSoMb/6/521OqfGvmHHOTRz39J0EmfVYpObtUGT8iqAsXApNjTK56DZF2ZA8HQCpeRtkNuORmrcx2FZQxJOX9C5IHZDZvIfEVMw6z0uZpr+9Mh6l/DQgQWrRDYlJLcBw0l4FFVRQfuTkiVn6eYoYvfvNTXyRSMzVLxU+Tt8Tl6pJbLE0q4+Pk/GJLlrj6klXkUjMyc65o9UmU34ZU5kH8jxtzVqVLfr6lCZSiYT0XDkDq9alpoMLH53aYbBtVIY4I+hlbQeIM9ATTu3Ed918kuXZ6na1HYuu+OZgbomJREpEegrZClHu0EQi5X7yE71j1HIQJS4tZUXPZqnaXI2PRCEIRtlTFoSHaVfvi4lJoepTPeUqfi6EPdT8HkqkEjKKqXLwrH3u3o5EqRSoWl2/xrNcLl4XmUxKFT9RAcPLR8xrcHaxIS9XQWRkEl3bzqVr27nExYh/HwXHW/HDQUYMWkZeXtGxtVD656kCDd6+Ljg427D9zjesvzCr6A4vCf+K5EBlznlM7GYhs35LvU3IvUXOk35G9c9LncOzOKLK7AMos/cgs3oNE/t5RbeXH0dq1gQz56fLoLbTyE14HWX2ERTpy5DZfKTVPie2JeaeDyiOeuCP998lMSfa4H4Pi6q87jsbaxPD5S+lEhlRWcHsjVpJVNYDnf2jqy6gklVtg/3zhBzm3R6ClYk9U/3FCmlBaRf5O1w3cxngy7o7DY5VUlSqF69W+ZxatkUngC248xpyZSZmUgum+K/FNF+lxvzjFWRa7Q1YyKz17tOHXJnJ9/dGkqfU1RStY9eGTu5v4GyuyVhXCLnMvT0YgDf9vsbPWlv252riAXZHidUr9Z3HP0I/IzzjVpmc4+JQc8tXANwZOBMT6Yv53H7ybijtaxdeRCQ/EokltyL8qOamP5Sopucp7ke3J0fxCDuLblR2+Zmg6LYolAlUc98DQFLGRqKSPsfKvDkOVv31jmNoXIWQRi3Pc0QlzSQt6zB5ygTuRTXD3+sSMqk9tyJ8kUkdqeV5Dl/XP7kV4YefqybsoKAtMqm91rhSiYUhE0qMlYkpqzuJyVu1N3zP3eG61cQ8nzrMT7IzADCVypjeqCPv122p1c5MVvS9W/pU9rCSrQPWJmISaZ6gpIaDi94xLE2Kv/wbkZ6CTCJhdvOuxe5bGlSq7Kz12dPLgfNng3H3tCc89Alde9bX208lJWbEaQREbd7sp1rIGenGO5Ux0SlIpRI+nKQ/Ec/SUrwuCoWS8FDxISA8THRiE+LTMDGV4eXlyO8b31f3CQmOxdRMY3hOTh4t29Rg/Mfd6NrWuPoGxp6n8iY4LoG+y9fq3Xdv9rOFN5QXK2dvp15zTfhG2xfk3D4rL73jrMj4HUDLaQaQmOpWsNKHUn4SQZmEmduZEtsgNWsJEisUmRsxsZ0G0iJKlkqsMHXeqLVJZj0KZc45lDmXdFx4qXlniuM0G3Lu8hOT/RALmVWhbULSr/FXmOGnxN8eTkcqkfF5wDaDbQAy81KMtqu0sTN1ITX3CZsfLWCK/x9YyArXflUpZYyoMkvHaS4tQjMCWRf6ucH9d1LPcCf1DK+4v0UbV9FZlkk0P+SBycd0HOezTzT6qLdTThFgr102PDxDt8Ty88DJ3AoBXlinGeCTdXu4MO9Dg/uX3jnBEN+GeFmJD53mJlWp66PRhrUw1VV8qOl5UutzLU9tTWpH69dwtH6tULvqVYoodFwfp+919jvZvIGTjaaYi61FBy1b9dlSsE9+Cn53QzTZtJS0XDkBGxaxrL3ug8A/DwJZcescCdmZ7Oj5lt4+R/uNo86G75nWqCNuluJDqb2ZBdX/+pauPjVY2WFgoTbow0QiJfC1STTZtJTajm782eU17iTGFtlv9qXD/Hn/GmZSmd7vk5GbwxdNX0GuyGPogT/pWdlfx8EvayZN68VH434jJDiWmv6eLFn5FkF3opg3azs//T6WSpWd+WXFEZ1+Nf09GTFoGba2Fqz64x2G9l1CRrqcfl0XMnO27jn+ftmbfD9/N7+vPkFAPbEAT1F9MjNzeO+jLuTk5DFp/FqWr35bp832A1MZ2ncJVau58d2P4t+fhbkpPTvNZ+nPYhXQ3ze+z+jhK8nIkLNuk+6/UTMzE5Z+tx8rKzNM8xVymTyjN326fMvuw9NY8cNBdm2/Sl6uguEDl7Jh2wSjzlN5U8XJgVVvDOBhfCJJmVlcexzNpTDde8CLzJGtlwm++Vit12+s4/zrqct8t/9U0Q2f8qxx0sVFIghC0WKqLzC5SR+izN6LuaduuUx5dFWkpg0xddEvui4oE8iJbYaJ7cf8v73zDmsq+fr4N4EAoXcBEVEQERURERRd7L2XVdS1d1d31+667yq7ruvae3cta1l/VmzY1oIFxYp0EAWRLr0mpNz3j2sSQm5CqKLO53l4nmRmztyZ4SY598yZczT0f2RsUxn4aS2Bjwk+NI1+g4bueOYxaXcFx/SgXLmYHwhB9mSwtbzAMftXrn15a7oq9r9ZgNSSOLBZGhjbeCWa6rsptBGIeTid+BfG2vsx9lFWwdViczG80UI4lbPWlm3j2/hXOBm0V+hHYnEGAB0NPfBERfA0G4i+1jPk2uWUpiGN9xYtDBXDG1WX7NIU7IidBQCw1XXGlKbrlLZ9nOmPG2n0/0Vdy6xkHdS1OFOgsCqc/uHtZDES3S2/A4slUyLLWpYBYFGLY9DVMJS7liZLC8tbnpG2ic5/hFOJa8ACCxQoNOQ6YaqD/AEcieyntjjXN569ScLMfeewaaIsJvL8w5fxYt0PSmWczq7Cue7T0MrEui6GWG+4mBiGRU/9v8q5V0RqUT4icjLQoUEjeJ7Zgb+7jURHK9XhH7/ddwJhyemfjfWwOnzIyMeb1+lwdbPD6CFbcek/ZrfE8ty7EwWfbsp3Nb8mnicmY9zfpwBU3eJc1/dcfHQqmjhX7rtix61H2HX7caVk6lpx/uwtzkDV9H5B1liISx+Drd2tRpRmANC2igCoEgiyJ0CYtxLCvJWMSjIqu/XJUv/flPrRpWKAzWxGpRkAOGwdpUpzeZa5/I+xfJbjduyJo11KbqQeYFScy8ITFSlV2ky0rGCiZaXWeCqLqZYs4HpScbTKthKlWdm61QTbYqYDACy0G6FHA8X4nRosDuY024Vdr+cAAHbEzsKSFnQCDBuuI1JK4iCk5N07JNbmlkbfIDzvHpJLYmtt/F8aHg62uLxsMqxNDKRlo7y/jO3EmmZ9+Ke3wtVXrPUMpa4lkQxuJ0yEJVds6f5SsLA0hIUlvT7qKs0AiNJcg1yPfF3n91xceBLiwmVW8l4jVesJAPD3PToGfV0rw5Xhs1ec2VrtIOYpz1jFhCBnLq00a7mDY/p3zQ6IxQXno+8yP7UpxPy7Ndt/RZf/aHUMyjyP1kZdocmufFIICap8gi11ZNYUVb7UEno0UM9iXhu4GndHaC6djS2xKAJ2eopb6VSZBzDfxsrdKKpLniADADBZheXbXNsW3ubDEZR5DjyRLMRWO9N+SElWTLqRVBwDAGhr2htR+UEQUUK5+oQiOu25ra6zXHmLc3/AXEcf9/v/hEvvw7Ex/Db4IiEa6Rljj7cvTLWZXXmczq5C7IhfAQDH3zzD1eRIhGQloamBOb5v8Q36NJT/sRv83z5E58l/YUvkVSEQi7Dq1TXcSolFbmkJDDja6GLVDAtadkMDroFC+xKRAIue+ONBxhuAAjpaNsEmz2HQ1VT9GZAozSIxfZho8WDFJA1X3kfgfGIo7qXRD6bDbysm7mGaU0JhFtaF3cLjDwkoEZaioa4xJjh6YoIj82er1fk/YaKti/v96cyYx988w/7YIPBFQnS3cYKfWz9w2PLOXCJKjCVPL+BO2msUCfgKpoTlbXpjkqOXXJlkraLz0pHJK1S6Vjn8Yhx8/Rjn34Uig1fAOPcZzb2xqFUPxvkQCIT6wfob6rs+1BTqKMrlGd6uJf4NflULo6k56q+joZqwOG3oF5RATQkKYl4AWJxW4JgeqrVxAQCkfqnqne6tCRrqOgEAsvjJOJawolp9NdFvUxNDAgA4GrSrsb4qi5uJ7Ef9VS5zhsC3hSHS15qsqj9sqEtFbh1lDwZKsOGqztJnrdMUDXTsFcrTefEf5Zsp1pUUILk4FwufnEdKcR6y+EUIyU5Gnxuq45eKKQp3017jt5CrePLhHUrFIkTnpWPps5pzBelxbQdOvn2BD7xCCMQiZPOLcf7dK/S8voOxfe/rO3EzJRolQgFKRALcTo1Ft2sVZ/eLTv6A0ZtPwG3xVrgt3grPnxX7n//knFRpVpeApAj0vr4L/6XEoFDAh4iikFiUgz9eXceZhBClcpLDcJL1lfxfTse/ZNxfG3rrAC69D0chg9KsDMlavS/KUblW99LfYG/MQ6nSTKgZErOrH8mJQKgMSTl5FTeqB8zt2REA8Do96xOPRDlfhMUZAPjpbuCY7AVbuzMAoDRzIGN7fqoDWJoO0DKvuR94UeFOgKUFDb3pskKquIwyX3fPJ1Oarpf6syYWR+L38MFoqt8GYxqvkDtgpg5OBl4VN1ITJoWurrDXay19/TLnBgY1VDxUcipxDQDAXLtRrY0jruC59HVVDko20GkCW93mSCqOKWM5l6lKOhr68DDtj4vJ2xCVHyT1GQ/JobfYPUz7Mvbb7ep27PYejR7WTsjgFeDEm+fYFX0fbhfWImTIUkaZgKQILHhyHr+3HQAP80Yw0uLiYmIYDLUU3ZAu9pT5tEuialSEpF3fhi2wsFV3mGjrIq0kHwdiH2GonaIrhaT9Pz7j0cHCHgBwNSkSPwaflbOQMzFp5ykELJ+M0ZtP4Oav0zBq83GFNhL5oIx4TLp/TC0/X0dDC5hp6+Evj8HoYkU/9CQW5aDXtR1Y/vwShtq5Mh6SFFFitPH/CyUiAX5vOwD9bF0QX5iFP15dg1Y5a/PsoP8hJi8d/3aZhHbm9L0rFIvhcn41WABiGOZddq3czRpBi62hdK2G2LXGELvWcnLq+jjnFJfgj4A7uBIWI1fe1NwUAfPoHSjnlZsBMPtsqqqTUFwqgPtq+kGnt0szbBut+L1fKhRh2tFzeKLkYJWmBhv3Fs6AqR5X5XzKj2ft9Xs4FhwCgUik0PbwpJHo0ET+u+Tl+xREp32Af0gkXiXJQhdK+i1PRX6obzOz0X/7Eca6pX18MNlbtbFCcl1vh8Y4OGE4+EIhPP7cpfZ8apLya1udscw5cRG3Y94olBvr6uDewhnQ0qw4fMiuwGBsu62YLltCH5dm2DJqIFgMmaIlc2liboKr8yYp7UPSTtl9WxO8fJ+C8yGRuPgqivHa5VHX93nnobsYNdgDFmbyh+0Li/gIjUxCY1tTNLQ2qdKYTXS5iFw9Hy6/yMbIZrGgzVGurj5fqfwwd23w2SvOAKDd4AX46e4QZMt8RjX0JkAkiJRrJyqhD1RRwjfgp8pnuAGgcDBPXShRMkTFJyHMXyNXztKwgabxtkr3V11WtLqI7bEzkFNKfzm/LXwlPXBWUQi5shhwTGttjHVNEz1XxBeFAgCKhHkKYfgEYjou7IQmzKHyagLJ/6M6tDPth6TiGITm3YWdXku8zJHPUNbGuDsuJm/D48wLUsVZYnFW9lBwvMtEtDe3AwBY6hjgp5ZdEZ6bintpccgX8GDIUVSGFzw5r6CMTnXqWO35AcDou/RO0OluU9DGVGZ5N+ToYJ2HYkSD7VF0ZImIYcvl3Bj62bqAzWJh3uMzCEiKRH9bF8brtbG3xv2oePRo7YjHsYko5imGCKwKToaWeDRwgVyZnZ4JXgxZirYX1uLf+OcY78C8ldnDpjk2ecqiE7iZNsSZblMV2t1Kpf3ZJUozQEcsmdzMC4deK2YhrO5aqUtidi56b5Xf0TPk6iC/hIe3mdlo4bcZG0b0r9Y11KXD2t0oLpXfkTTi6iCvhP7MC0VieK/bg0dLZ8FEV7XyLGHwrqOITc9krOvs2FhBsTv5NBR+l2vOR7y84qPD0QRfKITkqP/a6/dwNDgEt+cr3jPleZGYjEJ+KTz+3Km0TW0qzeVRtbYVjaX8uhhydVDA44GigNxiHlxXbcOdBdNgbaTo6gUABTw+huw+hpTcfGmZgY42iksFUlcugPYXZlKa6xM1fc+V5X/+TxEakYSo16nQ5Wrh2kn6nNiQCTsxboQXdh68g4Wze8Pd1a7Sfcdn5mDA5sNyZWKKQkmpul4Ftc8XoTiDbcwYVUNUJB8DUYM7EhrckTV+eU2jP9WK3wyAcZwAwNbuwlinrH1FzHPaBwCILXiC/71bLfXhPfSWtiCOaLRYIWRZeVio598MlWBM4xXYGD0BfHExjiesxAzHLdK6hx/OSl/ra1btKVkdRGXciaoa3cLVuBsuJG1BZN4DDLT5Ho8y/QHIfM4lETreF0cp7aM8EqW5LJs8h8Hj4nrsi3nI6L9aVqGtaV5mJVXqGtsjAwFAwfcXgNTf+p+4J0qVwb0zhgMAhrSnLV2Xf55c6TFXBkkc4fSSfKVtyirNVYGrwexuVN21UpeySvPBiSPg3VR2j0msxAvPBFTrGupyZe5EXHgViVk+ijtoQpEYrX6nk8702nIQwcvmQIOt+ntv2fnriE3PxMEJw+HtoBg5I7OwSKHMt70rfNvLdkp23HmEHXfpyAGVjXDQYe1u6es944agq5O8ESgpJw89txxESm4+tt0Owg/dVUcr4gmE8PhzJ6yNDHBnwTSF+pfvUyo1vuogWduqjEWyLnraWni+/HuF+r7bDiMhKwfdNh1QuubdNh1AIZ9+cA5eNhtGXEWjQV4JD8eClbta1RfK33NlHypqIqqGWCzGvQuLIRCKMPWnI/h7y0QM6tMGU8Z2wpSxnTBm5n78u3d6xR2VY8rftIFz36Th6NxMdWSaT8WXoTh/Iq4mRqOfnXPFDWuAN/lZGHfrONgsFoKGzqtY4CNOBp74tdUFiCkR9sT9gEz+ewDA2ffrYafrAgOOWQU9fBlosrUw1t4Ph94uQRpP9jCSzovHrXR6u9PTbFCtjsFU26biRhUgeZjhiegf50w+rWR2NFetaHE1mC0sypBYmcNymA9+drRUP0FIVTDWUs/yVxZVbiCqlNTrIbH45eR1cMpkgHi0ek6lr8/EkFv7EZVb/Z0GZXhaNMaTD++QWpIPa66htHxXtOqDQFVdK3V4+Oad9LWLtaWc0gwAulocHJk0EhMPnykvWitYGxkwKs0A7aaxtI8P1l6/h0J+Kc6+CMcoj9aMbSX4h0Ti6rxJaGLO/JBtrq9+IqTKklFQiNxi2lI+yNVZQWkGAFsTI0zq6I7Dj15gV2BwhYozAHC1OIyKKgC0bVT97y11qWhtlY2l7LowKc0AcO2HSVLl8eDD55jSSdGVRaI0A2BUmiXl33et2xjd9Q2ujhZ6daUfrjmaGkhIyoJQJJaLnZ2aXjWf6iYWpkjPL6y3SjNAFOfPBgdDMzwe9gO8/Ss+7MQEm6WBOc12IjT3DvyT6C+PowkrMKeZ8u25L41GZaJKJBSFwV6vNU4nrpWW9bWu/NNxZSgbC7tImAs9zQoS5aiJrqYR2hh3l75vZeSD8Lx7EFKlyOAlAgDaKfFvriocVu367bOrsA+qTqQOJpb/ew23VsyAsV7NJryRKKfbOoxE33KRRtT19a6IYz4T4BOwFV0C5FN1swBEDPtFqVxV10odfrtMR7BhsYAD44cztvFq0ggTOrTFP49f1to41GWQqzPWXqddWBJz1Du0p0yxq21mHKN3mGyMDbF+RD+l7Rb39sHhRy8AAAKRSO6hkIkLs5kT3nwKqrK2ZddFFTocTfAEQmy7E4TxHdxUrkteCU+p8vy188eyIVj022lcuh6KtIw8fDfCC92Hb4SerjYG9XIFl8uBe5uqKb4Hp4xA17X7sePWI0zs5A4DHe0aHn31+eyjalSGrhd349ub/6DzBfowiVAshue5rZh0h87i53lO9uPT5jSdhSsgMQrOJ9fiSiK99S0Qi9Dq1Ab8HR2sVOba+2g4n1yL8GxmS1NIVgom3vkXrU9vQGROupzMwKt0eLx2Zzdj2PXD0vdM7It6jFan1mP0f0fVXgNX427Sbf3s0rrbgqsvSFwZIvJoi9ynWoPwvKqHBtJmy4eJa8RtLvfeVpd+n8F7J51fRRE5lGHA+TRfWnmlvDq7lottA7x6V7P3QYmQdsux0zNRUJprmm0daPczLbYGNFhsuJra4EqvWZ8sO+P7j8qng7mZygN3LW0a1NWQVKKrJXNrEYkrjkuizD+2LnidQfv+utuptgKXdTeJz8ypsF8705p5iK8uVVnb4lKB2uvSyIQ+28ITCBnXxaOxzD1s2J7jEH/e+eFqjfZt7bHml+FITM5CAwtDTB7TCT/N6AFXl4aY+MMhjJl1ACMGtK1y/0enf4tdtx+j0597sOh/Adh56xEO3n+GQ/efM/7VNV+VxTmxMAd3B9N57gViEdqc3ojI0UsgosQ4H8+ckvhFZjKifZfC6eRfGGDXAj0v70X4qEVIKcrHqyzmH9vYvExE+y5F85NrcaDLKHxjLb+t7WZmgyPdxgAAnE7+hVjfZVKZQgEf91Ppw1zn+0ySvi/fBwBY6xogfNRiAMDZt2EY0VT1FqMEieKlw669LcX6ygjbxTjzfi2eZ1/DABvZdnxtZC1kwkTLCjmlabieuh9eVXQNcTftg0eZ56XJbsq7aXiY9se11P2IyHuAoo/pzp0NlR/cE1FiaJSzIAckRQAABjVSL3V9TSOi1A/haMU1RFoV3Qu6+u0FAKw8JX/I8q7fTMb2Eku4sILxXX5Pf59s9lK0uL7Iqrm0uTyREKPuHMTLIUulvtOqqM5aSaho7hJdo7OjaotTXR44A2il+FJoFGIzMhGbnonUvALkFvOQW1K5h7RODH7NdYVEsb8cGo3LoaoTOklIyMqBUwPz2hxWjVGVtb0aHltj63JsyigcfPgc627cQ0puPlz8tkCHo4ndY4egQxO7en8gsC7xbu+AQP/F0vfDB7hj+AD3avdbNpqGUCRGQGiMitY0k7+p23C3X7TirOpgXXJRHngiOlGEBouN2LwMuXpJXRsz+gmWq8GBiBIjuYhWRGz0DBUUZ4lMQ136qdaSq4/EwhwA8krvtzf/gQFHGwe7jobw40ldiYw+R/ujDMq9l++DLxLCgKMD/sdrDm1CJ/U4HP8zfO1+gY6GfJgYCbtefy/1c+7WoP5sz9UVLkadAHr6CM66JC0f0WixEomaZZ7TXvz+MeX2HxHD0NniW3S1HKvQjgKFu+nHYc11hLOhvD+dh2k/PMo8j0vJ9M5J+YQubBa9/RiWexeUGjHE+1zfhf/6yofz+SmYzkZYPplJXbDJcxgWPDmP7te243ZfRX/+AgFfzhJ+qedMtL+0Hu4X1+HFYMWsZEXCUqVK5V2/mVhz/g5+HtZNWvb37ad4Evceno6Qn6/nAAAgAElEQVSKil0LIzrD5YHYIOzo8K3SOTQzsgRAh8RrbSJvBfO9W3Px48Nz6O+g42+eYUqzDhVamauzVmwWC2KKqnDuEiry9a0o/FtNkZKbj+6bay7RVX3cOlYFTyCsuFE9oSpr+76K8YmVrcuUTu3g294VXTbuRwGPD55AiMlHzkrHd3v+1M/uHqgtBEIRYuLS0Mq55g6Lh62qmUzOtckXrTirwt7AFPNdfRCRk47z8WFY4tYNqcUFSC7Kw2/PbzBu0Wiw2Pix9TcIz07D4Zin6NGwGbyt7JFclAcKkMqsf3UHPjZNwWax4OuouF2RWJCDbx3aICxbdvBKIrMl9B5+b98Xm0ID8TTjPfwTwvF7e0X/VG0NTSwIuog7g2cjr7QE5jr60NVkI7EoAuuiyitiLJRPTa7F5ta43+vngqVOY2Tw3uF66n5pmUTZVIWq2MvrosYolDFHLmHh+2a7sfP1bIgpEe5lnMS9jJNK+x1lt1yhTJKevOwhRyYKhRVv0QJAsbAUTmdXwVRbFzn8YumdUt3IDgCQxS/CxcRwpJXkIbVYZumc+/g0rLmGsOIaoouVIxwNLaR1Axu1gn9iGO6lxTH6AjcxMMP13rLdAiMtHaz1GIylzy4q9R1W5dN74kEIEj7kQEtTA9unDMEAd2e8eJvM2NZISwdsFgs3kqPhdHYVjLW4EFFiFAj4ctdw+xgR5EDsI5x99wqOBuZILclHUlEuJjl64XCcYqi4quBhboeGukbYEH4LGxhSYq9yH4DRTWRWoOqs1cHO4zDlwXHp3CXW6xVuffEdQ1g9vrD2FbaKlMLsohKp0szR0MCxKaPg2tBKznKYll+Irhv3K+mhfvLXsD4Y6la9yCdfCrpaMjWmptZFV4uDpz/PAUUBi84GSGORF/D4aL9mFxb07IwZ31Q+K96XQn5BCWYtOY4PmQXglwpx78JiFJeUYtehu1g0p3e1+tb4RC5mleGrUpzfjpVXQua1opOltDShfe22eNOWwH0+MmvKoMb0h/DVtwvlZDZ0pLfZy0bVeD1mGQBgZbvesNDRQ+Bg5pP5wcNlT1SSMUlkVnvKDny0t2yE9pbyVq+yETVejKRDyhiVSTrhYtQZkXkPyl2xbJIMPbib9EFPq0mMY/samGD/BzZEj5e+H2Azu06vb6bdECtaXcT+N/ORWqIYqF+Cg747mhl4qOzLiGPBWN7C0BtR+XQAf1VuGgAQNHABziaEYEvkXRhr68JOzwT7vH1hoiTldmWIy8/EmtAbCuU3kmXbqUJKLKc4A8CBTmNQLCzFipcBuJcWhwIBDyZauujV0BnLXRW/mIc1boNhjdtgTehNXH4fLk3R3d3aCYsrSAdtZWyALZMGQYPNRm4RD0a6Oujj5qS0ffTw/8O6sP/w+EMConLT0IBriGGNFbNsxo74FX4vA3A+MRQJhdmw1jXEwc7jYK9viiM1oDiLKDFanFsNBwNz3On3A8y1aQuvGBQSCrLw3b1/8OuLK3KKMyC/Vs8yExGdl67WWnlbNpHO/XTCSxQIeGhvbscYzhAAXmeozvyVmF39TGapeardTrpvptODa7BZCFvxA2Ob4tKaidtdl0SkZhDF+SOOlrLIUDW9LiwWsHFkf2wc2R9CkRgd1+1BAY+PTf89wNRO7T4LJa82mDr/H1iYGeDE7mnwGbIeAKDL1cKt+1HVVpw/B74qxflrYGSjJUAjxS3YyqBujOGK2mmytCoVr3jm8++xwuUXNOTWbvgjXU2jKsVRrmrsZWVMd2DO3qQOFY3lW7tllepvhL0bRti7qdW2MhEZvCwaVzmCg66mFja0H1opmZ9de+Fn116Vkrn88yQcDXyBQl4pBrg7Y9b+88gpLMGLdcyKFgAsad1TdZ/vFyC5+DmsdYE5zsDM5oFy9UwZ/QAgfJjiDoMy+t6g49Ze7a344NfC2AoXesxA92vbkVCYDXt9xWRGlV0nCUta91Q5fxtjQ6Tk5uNmVBzyeXwYKtnWvh75ukrXL8uVcNX+jxKL9Lxuyh8eH8S9U1pX33C0MEPchyz8+/QV5nTxUjthy5dM9+YOcuvyS7+utXIdTQ02nv48RxrS7vCjF5jaSblhI7+EXyvjqA+IxWLochVdusxMmV1EvzS+zselWqYqsZ3LyzwfUf0A5Z8bPBEPgR/ufephEL4ytDU1Ma2HJ34a0BnNrM1xcelEBCyvXhKUgY02YUzTf9HSuPruLsp4V5itsp4vppVGdQ4N1iRtG9HpuEViMe6/TlDaLjBWveROBTzlCsh/Ucp3bMpizFWuYAbGxqvVR02iTtpnJnyc7AHQh6bOvGA+0P41UnZd6op8FfclAGQXF9fRSOoeL/emeBaSIFd2424kfDoo36n7kiCKM6HeoKOhg94NqmYFIxCqyvWQWHgs246Ov+xCx192oefvB2BlXP2QY4YcGxhrVT7lrLrY6qkOITbqzkEAgIVO3VqB1g2XnZ1Qlh1w9okLeJWkXmKYOScuMJbzBEIkZqsXd/muEiW9uFQgl7ClrnCxrlooviW9faSvN958gCK+ajeTryWcWtl1GX/wVJ1c083WWmU9RckizJSFJxBi4M5/FCs+I5bM7YMjOyZL3TR8hqzHmcvPMWO86mzEXwrEVYNQb9jb7utJxkKoP9RWApTa5kqvWWjj/xeczq5CQ11j2Oubgi8WIjwnRRrhZ4/36DoflwabDacG5ohNp2PruvhtwakZY9DKpgEyCgox7eh5xKZnSpNRKGNImxa48CoKT98lY+o/5zDZux06OzaGQCTCrsBg7A4MhiFXB2KxWC7jW1kGtG6OK2ExuBsbj0uh0RjkKtvZk6S91tfWUipfW5QN1dd29Q7M69pRmskut5iHsJQ0fONozyh7cpovfA/QB4rb/bkT3g6NMaeLF2yMDPChsAhJOfm4EhaD2zFv4GxlAf96lNykNpGsy9N3yXBeuRnL+nbBN4724HI08aGwCPdfJ+DI45co4PGVppyWuGEMdXPBWM82cG348SB2fiHCktPw4/8uS9t2a66YtRGQ3bcA0MJvMw6MH65w3wJQed8JRCIExychJS8fqXkFKODxEZP2QVq/6OxVWBsawEBHC1aGBrA2MkB7e1uV69OrhSNuRtEhTNuu3oHrP0yCpYE+KAp48yELqfkFSu85JhrbmuHehbqJRlXfIIozgUCo1+yN6QqAwszmdwHIB1LNF6Tg37djMKP5HbA+bqDlC1JwPXk5svnyW/Bslia+czgDroZ8ZrI1Y/ti4F+HsHCQD3Q49Fdiv7bySWX2xnTBULud8E+k0/mOanIEhYIMBCTRPxxdrZahuZHyTG7K59YFANC5wU94kL6lTA0LnubT0NZMudLD1eAgdsSv2BxxB+fevcKjD/HQ1tCEg4EFhtu3wXiGSBd1xcU54+H5127kl/AgpiiM3HtCrn55v66Y0KGtVFFhYu3wvrgTG4/8Eh4evnmnYBnWYLPwZNlsHHjwDBtuMicU2jiyP65HvoZQJMbis1ex+OxVuXoDHW05v9W6ZPWQ3vjlwg2UlAqw7sY9rLsh76amTLlza2SNS99PwNyTF/EuKxdBb94h6BNYzesbknUZ9NGa+9e1QPyFwAqkmPEPiYR/SKTS+he/zFVaV/a+BYBpR8/J1WuwWfAb2BN5JTyl921qXoGCXFmYYlUru18kbPcdhLMvIqT3nM8GxUgyFfVBoGFR1Je6lyPGi5QhKBEkQFvTGh4N6ZP9MZkLkVl0FS6Wu2HCpX+0ikqj8CptDPS1WsDV6l+VvRaVRiMsfSLYLC24Wp2AjmYjvM/bg8yiaygWvEYzs9Ww1B+KBwnN0dlednDlfoIjvrGPU3v0E59MxQjbYXiZE4K3RfIKwCyHGeho5iVXRoHCtKezIKTkLThTmkxCFwvZ9klEfiTWRW+sVN+V4WLKZZxNOo/fWq5ASO4rnE+WbbOaa5tjY5u1cu0nPpkq936mwzR4m6mOAvG5wCviQ0fv64j32ZvjixsC5WH1qkNs3jXcSVsDZ6MB6GIlf/D1ZPxY5JUmyx2+kyij051ugc2iFWERVYpM3ms04MrHvFaXvTFdYK7dDCPsD+DE21EoEKRDi62Hyc0CcDNlJd4W3FU4AAgA4Tnn8DBjK2Nd2bGyWZqY7kSHkxNTAuyPpQ/fKZP7nNhyKwgXXkUip7gEPVs4Yu2wPtJoBBKFVdUPdmRqBv66Foj3OXnIKCiEk6U55vfsDJ9m9mqP4WZUHLbceoiErBxosjXgamuFn/t2gYu1ZbXmVl1EYjH8Lt9CaFIa3mRmw1RXF85W5hjq5oL+rZpXKC8UibHj7mNci4jF+5xcmOrpwspQH31bOmGyd7sqpa7/Enj6LhnbbgchNj0ThXw+TPV00bGpHSZ0aItWFWSsTM8vxP4HT/H47Xuk5OVDIBKjobEhHCxMMdPHU2qFVoett4PgHxJZ5fu2NpDcc/9FvUGJQABbYyN0d24KZysLte45APh22l5oa2vi2M6pFTf+EqG+UO7FOyiUxWdvpEoE7yiKoqjnyf2oFylDKYqiqEeJntI2T5N6KO2zRJDI2C/TdXNKHlI5JQ8piqIoobiYis9eX6nxTwieQk0InkItC/1Frnzui5+oCcFTGNtPfjKdElPij9cUUVdTr1MTgqdQL3JCpO3C8yIY+35b+FZp35XhQvIlakLwFGrb653Ujy8XUkKxkKIoiioWFlPxhQkqZScET6EeZgZV6/r1hZA74dRD/yefehh1Ri/N0bXa/+3UP6k90T5yZffTNlF7on2oiJwLcuV7on0+thWr1XdUUgY1atNxqtWCTVSrBZso9yVbFdrsifahkoqeURRFUWHZZ6g90T5UZM5FiqIo6l3hI4WxSQjLPqu0ruxYS0XFcuVn4qdSe6J9qBz+O7Xm8LnSfMUmqvmKTTXer8PaTVRcZpZCeWZREfUyOYVyWKt4zVKhkOq5/1CNj0VCfHYO1Xz9FmpH0GNqxY1bFZZXllKhkFp85VpNDLXecPD1Q2pH1J1PPYx6QYvzKz/1EKQMn7yLWrfjy7rXKsNXdTjwQ9FFPE3qjvsJjigqjUUhPwxiqhQN9GUn30sECUrldTQboXPjaLxIGYAXKQOl5WkFpxCePglB72Qpr411vBGePhmlogxEpE+FvcmiKo15Tes/5N5vdqOd8ZNKZAkabmfcAQD83X4vWB+3sjVYbPS16g1zbTNsid1WYd9N9Jow9l1VnmU/xxa3DdD4mFiEq8GFvV7tpartzfEFAMxqtxSDDCdgQTc/aV1xfgmmtlqAAfrjsXzAGml58JUXuHX8PpJiUzDcYip++maFQr+bZ+5Df73vsHrcVrny9zEpOLnuAgIO3JJeLyGCTkn4y8A1WNxrFfxGbkRvji96c3whEoqkstvnHcRg44mY2moBNk7bo/Yct887iCku8zHMfIqCnGSOwy2mIuROhILs6nFb0V/vO0xrvRCp8bIsmenvPuA7h7kYbTtTOn4AeHr9FW78E0jL6Y7D3sVHUVIoS0385lUChplPwYJufnh+M1TtOVSVblZ0eD2eSBb7NyLXHwDgYiyfmKaf7V/QZGljb0xX/Pt2DAoEqg+hTdp5CrunD4WVsQHCNs6Hg5UZYzsjDu1DyPmYst5E2x4AoMmqvm80hy0f9UFXk04FzBcVVrtvggwzXV242TAf6uJoaODmtEm1du1Dz15AKBbj+45e+K1X9wrLKwtHQwPr+vepiaESCCo5vmsa3iR8QHHJ5xcDvSb4qhRnTbYRXK2Oy/2xWVooFakO1F8WFksT7jZXoK1hjXz+cwBAXPavMNR2h4ftLZRdUjZLB2kFp5HHe1pzc/i49VwkLJKWhefRvlgsKG7LeZion8Odqe+qoqdZ/eQZlWXPwn9gZG6AjoM9EPkoVlo+t+MvEAnF6DDAHSF3wnFl/3/SuqCLz/BD51/h1q0lop/G4erB29K6qODXuHrwNr4Z7oX7Z4Px+PJzuetlp+Zg50+HpdczaUBHOWjq2hiNXWzReZgnRi8ejNGLB4P9cWs6MToZl/fdRMdBHuCXlOL6kbtqzU0iZ2hmgBZezeTkslNzpXNs0toOS/vIP2wd/f0MAk89QudhnijMLYKeoUxJm9VuKUwaGMPWyQbfe8nHEA4OeIHQwEi07dEaZ7dcwcrh66V1P/mshG0zawh4ArmHkdqDvrfj8hWz45XHTq8jvm1yGCywkS9IwYm3vkgpDlHaXlODjVKhCPo6dNi2uFTm7wOJ24dsRFULKUaoG+pbcooSgaBS5QRCfSU0KgkDerli1PR92LDrBjbv/U/69zXwxR4ONNPtjbislTDh+qBY8BqNjGahtdURvEodg6amy5FdcheabCMY6Xghu/g/ZBRdQFbRDbhY7lbaZ07JPaQWnIS1gS80NQzB+rh8bBYXXI4DsksCocmWhbFysz6L58l9YW0wrkpzMNVSTFogoawvc2hemNJ2bYxdcS1NMXObun1XldZGrStuVMN0HOyBWRsnAACWH6OTV7yLSgIlFuNwtOzgVW+OLwZMp31IX94Ox6mUfdDkaEjr+k3pjhv/BGLD1N1Sv92fj85T8OP133FN+l5yPQCY+udYfEjOhs9wL3gPkT+gdXnvTczfMwN9J3er1NxUyfnazUJDRyvpHLfPO4jDK09h0m+jAABHV51h9D++8U8g3Hu2xq8naf/SI36ncODnE5i2hk7ZHnThGa6WHAcAbJm9HwEHaKU19vlbmFgaYfuj1dK+JBb/2sSK2xoPM7ailclwROfRYc7amCqmOgfoUHAzmt+BmBIiIGkxLr3/EdbcNhhstxXlDxjumj4MfKEIf88eCddFm7F7+nAlI/g6/UXrA47rNqOVVQP0b+6E3Y+f4JjvSLRsYAnHdZsRMGUCnMzpXQKP7bvxbB6dEGbGWX+MaN0Sex4/lbZXRm4JDyGpqZhx9gJiF/8kLQ9OTMLk0+cw2MUZNoYG4HI4mO6pPOnFmBOnYKarizY2Vtj7+ClOjhsFRzMzXIt5jbQCevfgWsxrNDDQR1sba6Xlfv/dRkpeAVwaWOBceCQ2DuiH9o0aYs2de+ByNCEQiWGmy4VALMZMr/bS8R9/+Qr7R8iSBjmu2wxnC3MMaNEc/hFRmO7pgZGtW2LZ1RuwN6Ef9Lc8eIQLE8ehuYU545xc/P3Qwsga5jr6ePzhLV4NppP37Ii+g6NvgtHJ0gHXkiOwpt0wDGnURipjoqWL9ub2eJARh2JhKSKH+inIJRZlIzI3VVoXmpME38ADaGVCp6w319ZDS2Mbqdyu6EC0M2uMElGpnFxFuPj7YYJDB8TmZ6BQwMNe7+9gokUbdwb8twMiSgxLHQM8z0rESrcBGGVP/4/bX16DZoaW0NfUxpuCD+jbsCUWt+otJ+dsZIXbaTH4P9d+UjkXfz8YcHSUrs13Dl44Ff8cPW2ccT05EmFDVsiNlWm9AaBjwFp4mTfBg4w4tDZpiEOdJqo1/5pGKBTDzEQPy3+s/IHoL4EvVnF2sdwlfW0GOo2sJtsY7RrSp6pNuLIDcx3tXgIALPWGqOzThOsDE66P9LUEbzuZNctKX5auW5fjCBNuZzia/ValOWiz1UtcwGRprqm+q4omq+6tcW26KKZavXEkEMlxaUoVO/eeraVKc1lunyiftlyRpq0rH6N3zuZJmNziJ2yasRfz985Ar+98oKlV8cewrJyjmz22PfxDTq78HF06OAG/jUJGYiZMrZjj/d4+8QCjFsncHAbO6IVZHkulirNX/7bSOqsmMqXj8eXn6Obrrf6ka4h+tmtx6HV/AMD99I2w0GmODhazVMqwWZoY2GgzXmQdxdPMA3ie9Q/amcn/2LjaWSGnsAQvE1KwZdJg8FWESCN8On7s1BHdHJpghpcHWm3ajvAF81S2/78eXeHTxB4zvdpX2N6Yq4OuTZsofJOOO3kacUvUjzQQkpqGqIX0Q/R0Tw84rtuMuCXz0bd5MwTGJwAA+jZvJm2vrPzYi1fS6/7U2VvaDwA4W1qgr5OsbdnxH3/5SmFMlyePBwDM7uAJ7137MbJ1S5wJi5D2p8nWgFDMnDhk/P1DWNV2MEY0dleom+vcDXOd6Qf59R4j4HbxD6lyCAAXe8yBmTYdQ9wv5BKOv32CcU095eQAoPWF36WvfQMPIHzISumhxm/v7mO8Xnk5dehu7YxlrfvKlb0p+AAxKFzrRf/PVr26Ar+Qy1IFuEjIxwkfxQNw5eUAWuGVyJVV6JnW5tibYGmbDWWew1StNwBc7vG9dE1d/P2ka1rXeLd3UFnf4fw2sFksBA1V/RmtLpfeRWJQ47pPPf/FKs6fmpySQLzN/gusOjjV7G7ihsdZTxjrQnJr3/+0PmNmY4KBM3rhByWnf7NTmRMoWDRitr6URYNTtY/PoSjaMrzKdzM2z9yndjQKiVxmUjb6630nJ6dsjkbmBsj9kM/Yn0Ujc3xIypS+/5CUBQtbmX+vhpLsZsaWRnj94hNkW2PrAQBCso9DTAnR33YDY7v4wvtopOcJTZYsoklcPr2FaMNto9C+/5+HMLJja0zpptySSPj02BjKdvN4woofbhroyxK/qNO+Jih7zepyIkT23f177x7S1y0sLKrcZ+nH+N5dmtrjVCideXDrwyBM82RWcJ5nvcPRb5Rn0fy/lxfwMP0NskuLIKLEEFFiaLBoFxmJggcADXVNUCDgKcgVi0oV5MpGAull0wICsex8yIP0OGyNuo3EomwFuYrwNLdXKDufGIJ3hVlw8fdjlNnbcZzUAjymaXuM/KjQViT3ID0O11Ii5NamLM0NFSN7pJbkVbjeZdcUgNya1hZpxQWw4Oqpvc4A8HjYD/D2316Lo/q01C8nsC8IE24XtGt4Fe42zJmzapLpTWmFSXJIsCzX027AiGNU62Oorwz/oT8u77sJfplDDEEXn0lfhz+MxpbZdDzLl7fDpeHjftw1DbbNrBF46hEAIOZpHLR11Q8t16SVHR74Kz7MPDgvKxs5f6BCvTLKypnbyrvZeA/2kJujsFSIwlzaT11bVxtikRgxz2SpiSV1P+6ahk0zZBadpX1XY+XpBRWOZfDs3rh+WHav3TrOHIu0NnAzHYfgD/SYdTQMGdvcSP4//B3bG3tjukj/ckoTMLlZAKx13RTamxnowqGBctelqiC57sOMrXLv98Z0QRZfvTTRXwPRv81XO3bs9qDHAIBXqWno5tBEWv4wgY5h/N/rN2q1rwxWBvqIz85Ru31SXl6Z1/loY61+6LLyjHFzxdiPf0NdWlS5HyZ6N3NEu4Y2GOXaCmHzlVsFNVhs8ETMPtgu/n5Y4NITd/oukHMnqIiycsEDlkFfU/n3al5piZzcqtAAnO46o0I5dbHUMcDoJh6IHOon9yfhmwbNEDnUD7s6jMGD9DhMefhPhXLXkyOwKjRA5dposhWNEiZauirXu7LsCH+I8Ow0zH1wHlcTo+F5bisuvaPPQ7U5vREAcOZtKLJ4RRh8jc4yGpmTjumBp5FbZt1Ti+UNL70v70MOvwS7I4KQwy9mlCnPyTh6V75ULMKj9ATGNs1PrkVKUT6uvY+Wji21OB+LH18CAJyPD0d8QTZeZibjYRptuFn59Dpy+CVw+d+6yi5PtSAW5y8ATZYmBtkMwJGEY/BPvoS2Jm54mfMSeQL6ht/WdtMnHiEzRcIipPHSkVWajRJRMQAgIi8S2mwdmGmZwoZrDa0acCm5UngUi3r8joTIJBia6mHscpkPa68JXTBsXj8Mt5gKWydrXMw9AgDQ5GjgYORmbJ93EGsn7YD3kPa4lHdE7WuOXjwYvw5Zi/6642Bgqo//Je0FQCu1YxrPRm5GPrwGuGPDLcVIHkxI5PI+5MPQzEBOzu/sIgj4Aizq8TviQhLQtnsr+J1ZKK2/ITgJvxEb8OTqS9g62WDTHT/pHE8k7MJ3DnNRyivFxlsr0KCxetasncF/YqjZZDR1bYzxv45Uc1Wqj5fFDHhZzFDZpjKxj7v60f+XladuypXf9ZuptM/mRv3kkp3Y6LopXFPdMShr18/2L7XkvyZmd/BEu2274WRuhn/H0v77VyaPx7rA+9h47yEOj5J9rp0tzLGqdw+F9o7rZIlOHNdthrmeLh5/P1OhXEtDA5ELf8CD2dPx06UABCcmQSAS4f96dMXQlsqV2OhFP6LXgcN4n5uHPk7NcHY8sw9+RcQtmY9xJ0/jZXIqLPX1sH5AX7S3bai0vbLxK6OxiTH6/E1/nxloa+PvkUPh3tBGod16jxHoeWMLHvSjE/3EF2aiib5sN85Um94FkiiU6iKRKxDwUCjkS8sdDCxw5M0jTHSgY/kfigvC985dpfVNDcwZ5arKBIcOcPH3w9JWfaCjwYFALML99Nfobk1nmPzAK4CFjgEacA0x2dEbi5+dZZQDgNup0ehu7Yw8AQ9NDcwrvTY6GpwK17sybA27h7mtOmFH52G4mqiYMAWgFeXNofeQWpwvtYqv6zAQxlpcxvYCsQhx+Zlod5a+3wSUGD0bNlMpAwArnl2Dt5U9toTewybvwYxtpjp7wkbPEDZ6htKx7Y8KRoGABxElRp9GzeF+ZhNO9ZqATlb0g/DPbbvDRJsLDsODSG1CFOcvhJG2w3Ez/RbyBHm4myH7MR5jV/cpd9Xl6LsTeJT1WK7sQWYQHmQGAQCmNZ2Cb8w7qdWXKncHjjYHWx+sYqwr5ZWisYstzn34m7F+3vYpmLd9ikJ5o+Y22Bn8p8oxrbqwVKGs62hvdB1def/giuRUzRGglWsmzGxMcOzNDoXy9n3aoH0fmVuD75Ih8F0iOwPQzL0p/LMOSd/XVvKT2qa8gkyov3A5HDz/YbZcWXMLc/w9UhZOVHIwUOLXW769Mn9lVX7MWwb1V3uMmmy20pB2a/r2wpq+vdQuP+77rULZz918FMoA9eclWZ+5Fy7j/3p0BYfNRk4JD1PP+OPlj3MU5Ps2bIkFT0/DN/AAjAq13FUAAAP2SURBVLW4uJf+WmpZNdXWw4T7h2DJNaiUlbSs3KOMt2hnJgtT+nvbwRh3728EJIVDKBZjmF1bObnAtFisCbuGy+9D5eSqQytjG/S6sRUe5o0RlPEGBQKedI7drm+CT4NmyCstwaucJPzVbriCXAsjKxQJ+XiZ/R6RQ/3Q09oZfiGXqrQ2qta7sqjKbMf76LKTUJCNh0PnoukJ2W+ZtoZyJVRMUTjYdTQ6NqDXXpPNRkzuB5UyANDdxhHn48NwO0V5Erjybq0JBdk40s0XKcX0Lo6uJgdnek/E8BuHMb+1D2a39IaOJkfldWuNTx1ImkD4VDy+/Jz6Y+yWTz0MwidmW8BD6lEMnWjEY9k26nVq5iceEaE8yhKaECqPUCSi5l8KkCtjSghD+LzZFnafCstKpRYGXaQC3kVRPz70p4ZdO0S9L8ylHE+soSiKotaH3KFCs1KoJsdXU0KxiIrITqOKBHy5fnL4xdTZt6FUalE+RVEU1fb0JiqXX0K9K8imigSljDIURVEdz2+TvhaKxVTH89uoc2/DlI632b9rqLTiAurG+xjp2EpFQqr7xd2UUCyibr6PpbJ5RdRvz25Qfa7soyiKoi4mRFAURVGupzZUY6UqzxeccptAUE3wlRf478R9/HL8x089FMInpN3SbbjrNxOrzt7Cuu/6o+Mvu/BotaL1jfDpcFy3GdenToSDWc36on+t7AgKxoEnz6ClqQEnc3McGTW83sW9JtQcVxOj0c/O+ZOOYV3IHSxxq1wY1voKcdUgfLV4DXCH1wDmsD+Er4fvfNwxavNxOH7MGGiqr9xXj/BpqExIOELFzPX2wlxvr089DMJXQGDqW/wcfAXL3KqeFbO+QSzOBAKBQCAQCASCGpC9GQKBQCAQCAQCQQ2I4kwgEAgEAoFAIKgBUZwJBAKBQCAQCAQ1IIozgUAgEAgEAoGgBkRxJhAIBAKBQCAQ1IAozgQCgUAgEAgEghoQxZlAIBAIBAKBQFADojgTCAQCgUAgEAhqQBRnAoFAIBAIBAJBDYjiTCAQCAQCgUAgqAFRnAkEAoFAIBAIBDUgijOBQCAQCAQCgaAGRHEmEAgEAoFAIBDUgCjOBAKBQCAQCASCGhDFmUAgEAgEAoFAUAOiOBMIBAKBQCAQCGpAFGcCgUAgEAgEAkENiOJMIBAIBAKBQCCoAVGcCQQCgUAgEAgENSCKM4FAIBAIBAKBoAZEcSYQCAQCgUAgENSAKM4EAoFAIBAIBIIaEMWZQCAQCAQCgUBQA6I4EwgEAoFAIBAIakAUZwKBQCAQCAQCQQ2I4kwgEAgEAoFAIKgBUZwJBAKBQCAQCAQ1IIozgUAgEAgEAoGgBv8PmvPML7NmklEAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 1152x720 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"text = ' '.join(news_train['headline'].str.lower().values[-1000000:])\n", | |
"wordcloud = WordCloud(max_font_size=None, stopwords=stop, background_color='white',\n", | |
" width=1200, height=1000).generate(text)\n", | |
"plt.figure(figsize=(16, 10))\n", | |
"plt.imshow(wordcloud)\n", | |
"plt.title('Top words in headline')\n", | |
"plt.axis(\"off\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": { | |
"_uuid": "69e9cb5a0c92349204daede44a9ef45af55f8e84" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1152x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"(news_train_df['headlineTag'].value_counts() / 1000)[1:21].plot('barh', figsize=(16, 6));\n", | |
"plt.title('headlineTag counts (thousands)');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": { | |
"_uuid": "926ac67461cf1f00ce6ecb80807ddb0b0207fe20" | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Top mentioned companies for negative sentiment are:\n", | |
"Citigroup Inc 30823\n", | |
"JPMorgan Chase & Co 29129\n", | |
"Bank of America Corp 28197\n", | |
"Apple Inc 26702\n", | |
"Goldman Sachs Group Inc 25044\n", | |
"Name: assetName, dtype: int64\n", | |
"\n", | |
"Top mentioned companies for neutral sentiment are:\n", | |
"Barclays PLC 24898\n", | |
"HSBC Holdings PLC 23191\n", | |
"Deutsche Bank AG 20702\n", | |
"BHP Billiton PLC 18019\n", | |
"Rio Tinto PLC 16782\n", | |
"Name: assetName, dtype: int64\n", | |
"\n", | |
"Top mentioned companies for positive sentiment are:\n", | |
"Barclays PLC 22855\n", | |
"Apple Inc 22770\n", | |
"General Electric Co 20055\n", | |
"Royal Dutch Shell PLC 18206\n", | |
"Citigroup Inc 18025\n", | |
"Name: assetName, dtype: int64\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"for i, j in zip([-1, 0, 1], ['negative', 'neutral', 'positive']):\n", | |
" df_sentiment = news_train.loc[news_train_df['sentimentClass'] == i, 'assetName']\n", | |
" print(f'Top mentioned companies for {j} sentiment are:')\n", | |
" print(df_sentiment.value_counts().head(5))\n", | |
" print('')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": { | |
"_uuid": "713570521cc3311748ebefc722bda59a551362f4" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>sentimentClass</th>\n", | |
" <th>-1</th>\n", | |
" <th>0</th>\n", | |
" <th>1</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>assetName</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1 800 CONTACTS Inc</th>\n", | |
" <td>12</td>\n", | |
" <td>150</td>\n", | |
" <td>8</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1-800-Flowers.Com Inc</th>\n", | |
" <td>144</td>\n", | |
" <td>339</td>\n", | |
" <td>423</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1347 Property Insurance Holdings Inc</th>\n", | |
" <td>28</td>\n", | |
" <td>65</td>\n", | |
" <td>60</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>180 Degree Capital Corp</th>\n", | |
" <td>76</td>\n", | |
" <td>272</td>\n", | |
" <td>151</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1st Century Bancshares Inc</th>\n", | |
" <td>16</td>\n", | |
" <td>95</td>\n", | |
" <td>63</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1st Constitution Bancorp</th>\n", | |
" <td>64</td>\n", | |
" <td>135</td>\n", | |
" <td>90</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1st Source Corp</th>\n", | |
" <td>108</td>\n", | |
" <td>61</td>\n", | |
" <td>133</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1st United Bancorp Inc</th>\n", | |
" <td>72</td>\n", | |
" <td>82</td>\n", | |
" <td>119</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21Vianet Group Inc</th>\n", | |
" <td>201</td>\n", | |
" <td>354</td>\n", | |
" <td>311</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21st Century Insurance Group</th>\n", | |
" <td>11</td>\n", | |
" <td>9</td>\n", | |
" <td>36</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21st Century Oncology Inc</th>\n", | |
" <td>14</td>\n", | |
" <td>53</td>\n", | |
" <td>21</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21st North Inc</th>\n", | |
" <td>81</td>\n", | |
" <td>93</td>\n", | |
" <td>75</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22nd Century Group Inc</th>\n", | |
" <td>90</td>\n", | |
" <td>66</td>\n", | |
" <td>65</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24/7 Real Media Inc</th>\n", | |
" <td>10</td>\n", | |
" <td>35</td>\n", | |
" <td>55</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2U Inc</th>\n", | |
" <td>106</td>\n", | |
" <td>127</td>\n", | |
" <td>250</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3Com Corp</th>\n", | |
" <td>117</td>\n", | |
" <td>146</td>\n", | |
" <td>321</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3D Systems Corp</th>\n", | |
" <td>781</td>\n", | |
" <td>768</td>\n", | |
" <td>1542</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3M Co</th>\n", | |
" <td>2416</td>\n", | |
" <td>1583</td>\n", | |
" <td>3733</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3M Cogent Inc</th>\n", | |
" <td>68</td>\n", | |
" <td>105</td>\n", | |
" <td>172</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3Par Inc</th>\n", | |
" <td>110</td>\n", | |
" <td>61</td>\n", | |
" <td>392</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3SBio Inc</th>\n", | |
" <td>38</td>\n", | |
" <td>155</td>\n", | |
" <td>133</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4 Kids Entertainment Inc</th>\n", | |
" <td>44</td>\n", | |
" <td>60</td>\n", | |
" <td>49</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>500.Com Ltd</th>\n", | |
" <td>192</td>\n", | |
" <td>148</td>\n", | |
" <td>126</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>51job Inc</th>\n", | |
" <td>95</td>\n", | |
" <td>407</td>\n", | |
" <td>72</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>58.com Inc</th>\n", | |
" <td>152</td>\n", | |
" <td>167</td>\n", | |
" <td>199</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6D Global Technologies Inc</th>\n", | |
" <td>105</td>\n", | |
" <td>30</td>\n", | |
" <td>50</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7 Days Group Holdings Ltd</th>\n", | |
" <td>39</td>\n", | |
" <td>117</td>\n", | |
" <td>113</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8Point3 Energy Partners LP</th>\n", | |
" <td>88</td>\n", | |
" <td>73</td>\n", | |
" <td>160</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8x8 Inc</th>\n", | |
" <td>146</td>\n", | |
" <td>343</td>\n", | |
" <td>601</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>99 Cents Only Stores</th>\n", | |
" <td>109</td>\n", | |
" <td>287</td>\n", | |
" <td>305</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares MSCI BRIC ETF</th>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares MSCI EAFE ETF</th>\n", | |
" <td>19</td>\n", | |
" <td>3</td>\n", | |
" <td>16</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares MSCI Emerging Markets ETF</th>\n", | |
" <td>149</td>\n", | |
" <td>16</td>\n", | |
" <td>78</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares MSCI Hong Kong Index Fund</th>\n", | |
" <td>9</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares MSCI Japan ETF</th>\n", | |
" <td>109</td>\n", | |
" <td>37</td>\n", | |
" <td>41</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares MSCI Singapore Capped ETF</th>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares Micro-Cap ETF</th>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares National Muni Bond ETF</th>\n", | |
" <td>8</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares Russell 2000 ETF</th>\n", | |
" <td>78</td>\n", | |
" <td>10</td>\n", | |
" <td>50</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares Russell 3000 Index Fund</th>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares S & P Latin America 40 Index Fund</th>\n", | |
" <td>4</td>\n", | |
" <td>10</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iShares Select Dividend ETF</th>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iSign Solutions Inc</th>\n", | |
" <td>4</td>\n", | |
" <td>27</td>\n", | |
" <td>78</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iSocialy Inc</th>\n", | |
" <td>32</td>\n", | |
" <td>57</td>\n", | |
" <td>69</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iSoftStone Holdings Ltd</th>\n", | |
" <td>87</td>\n", | |
" <td>102</td>\n", | |
" <td>132</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>iStar Inc</th>\n", | |
" <td>300</td>\n", | |
" <td>367</td>\n", | |
" <td>366</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>inContact Inc</th>\n", | |
" <td>106</td>\n", | |
" <td>192</td>\n", | |
" <td>285</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>inTest Corp</th>\n", | |
" <td>56</td>\n", | |
" <td>246</td>\n", | |
" <td>68</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>inVentiv Health Inc</th>\n", | |
" <td>27</td>\n", | |
" <td>144</td>\n", | |
" <td>160</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>indiePub Entertainment Inc</th>\n", | |
" <td>8</td>\n", | |
" <td>14</td>\n", | |
" <td>9</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>miRagen Therapeutics Inc</th>\n", | |
" <td>53</td>\n", | |
" <td>41</td>\n", | |
" <td>59</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>pSivida Corp</th>\n", | |
" <td>200</td>\n", | |
" <td>229</td>\n", | |
" <td>261</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>pdvWireless Inc</th>\n", | |
" <td>34</td>\n", | |
" <td>39</td>\n", | |
" <td>37</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>rue21 Inc</th>\n", | |
" <td>105</td>\n", | |
" <td>175</td>\n", | |
" <td>189</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>theglobe.com Inc</th>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>5</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>thinkorswim Group Inc</th>\n", | |
" <td>41</td>\n", | |
" <td>100</td>\n", | |
" <td>89</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>tronc Inc</th>\n", | |
" <td>191</td>\n", | |
" <td>257</td>\n", | |
" <td>321</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>tw telecom Inc</th>\n", | |
" <td>156</td>\n", | |
" <td>289</td>\n", | |
" <td>489</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>vTv Therapeutics Inc</th>\n", | |
" <td>46</td>\n", | |
" <td>36</td>\n", | |
" <td>40</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>xG Technology Inc</th>\n", | |
" <td>96</td>\n", | |
" <td>105</td>\n", | |
" <td>263</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>8902 rows × 3 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"sentimentClass -1 0 1\n", | |
"assetName \n", | |
"1 800 CONTACTS Inc 12 150 8\n", | |
"1-800-Flowers.Com Inc 144 339 423\n", | |
"1347 Property Insurance Holdings Inc 28 65 60\n", | |
"180 Degree Capital Corp 76 272 151\n", | |
"1st Century Bancshares Inc 16 95 63\n", | |
"1st Constitution Bancorp 64 135 90\n", | |
"1st Source Corp 108 61 133\n", | |
"1st United Bancorp Inc 72 82 119\n", | |
"21Vianet Group Inc 201 354 311\n", | |
"21st Century Insurance Group 11 9 36\n", | |
"21st Century Oncology Inc 14 53 21\n", | |
"21st North Inc 81 93 75\n", | |
"22nd Century Group Inc 90 66 65\n", | |
"24/7 Real Media Inc 10 35 55\n", | |
"2U Inc 106 127 250\n", | |
"3Com Corp 117 146 321\n", | |
"3D Systems Corp 781 768 1542\n", | |
"3M Co 2416 1583 3733\n", | |
"3M Cogent Inc 68 105 172\n", | |
"3Par Inc 110 61 392\n", | |
"3SBio Inc 38 155 133\n", | |
"4 Kids Entertainment Inc 44 60 49\n", | |
"500.Com Ltd 192 148 126\n", | |
"51job Inc 95 407 72\n", | |
"58.com Inc 152 167 199\n", | |
"6D Global Technologies Inc 105 30 50\n", | |
"7 Days Group Holdings Ltd 39 117 113\n", | |
"8Point3 Energy Partners LP 88 73 160\n", | |
"8x8 Inc 146 343 601\n", | |
"99 Cents Only Stores 109 287 305\n", | |
"... ... ... ...\n", | |
"iShares MSCI BRIC ETF 0 0 2\n", | |
"iShares MSCI EAFE ETF 19 3 16\n", | |
"iShares MSCI Emerging Markets ETF 149 16 78\n", | |
"iShares MSCI Hong Kong Index Fund 9 0 1\n", | |
"iShares MSCI Japan ETF 109 37 41\n", | |
"iShares MSCI Singapore Capped ETF 0 0 1\n", | |
"iShares Micro-Cap ETF 5 1 1\n", | |
"iShares National Muni Bond ETF 8 0 0\n", | |
"iShares Russell 2000 ETF 78 10 50\n", | |
"iShares Russell 3000 Index Fund 0 0 2\n", | |
"iShares S & P Latin America 40 Index Fund 4 10 0\n", | |
"iShares Select Dividend ETF 4 1 3\n", | |
"iSign Solutions Inc 4 27 78\n", | |
"iSocialy Inc 32 57 69\n", | |
"iSoftStone Holdings Ltd 87 102 132\n", | |
"iStar Inc 300 367 366\n", | |
"inContact Inc 106 192 285\n", | |
"inTest Corp 56 246 68\n", | |
"inVentiv Health Inc 27 144 160\n", | |
"indiePub Entertainment Inc 8 14 9\n", | |
"miRagen Therapeutics Inc 53 41 59\n", | |
"pSivida Corp 200 229 261\n", | |
"pdvWireless Inc 34 39 37\n", | |
"rue21 Inc 105 175 189\n", | |
"theglobe.com Inc 3 0 5\n", | |
"thinkorswim Group Inc 41 100 89\n", | |
"tronc Inc 191 257 321\n", | |
"tw telecom Inc 156 289 489\n", | |
"vTv Therapeutics Inc 46 36 40\n", | |
"xG Technology Inc 96 105 263\n", | |
"\n", | |
"[8902 rows x 3 columns]" | |
] | |
}, | |
"execution_count": 36, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"temp = pd.crosstab(news_train['assetName'], news_train['sentimentClass'])\n", | |
"temp" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"_uuid": "071b421b99986f7657912f41a45e9e12144b6e73" | |
}, | |
"source": [ | |
"Positive, Negative and Neutral Sentiments for each of the assets." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": { | |
"_uuid": "5c12874c86bb9634c830914bdc2964033ba32f55" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f639aa2ed30>" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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ej4qK4uWXX6Zu3bp89tlnlu9XrFhB7969LUkaQLVq1Rg9enSR1yEiIiIiYu00onYHNG7cmISEBABWrlyJs7MzGzduBOCdd94hPDz8ptMHg4ODiY2NZfDgwfj6+gIwcuRIXnrpJbp164ZhGJbEZubMmTg6OhIXF4eNjQ1paWmWen788Uc2btyIs7MzL730Eps3b6ZPnz4ljqlv374AHD9+nH79+vHkk08C0Lp1a7p164bJZOLXX39l0KBB7Nixw3JeVlYW69ev5+TJkwQEBBAUFESFCgU73pjNZqZPn8758+dZsWKFZaTsjw4ePMiFCxdo3rw5qampREVF0blzZwD2799Pp06dinoUIiIiIiJlkhK1O8Aw/rcbT0JCAhkZGXz00UdAwWhWvXr1Slxns2bNWLp0KcnJybRq1coy9fDzzz8nOjoaG5uCwdGqVatazmndujUVK1YEoFGjRiQnJ99STFenPl66dIkXXniBTz/9FH9/f06cOMHo0aNJSUnBzs6Os2fPkpqaiouLCwBdunQBoEaNGlSsWJHTp09Tu3ZtACZMmECTJk0ICwvDZDJdt92NGzcSGBiIyWSiQ4cOTJ8+nZSUFKpXr16o7PTp09m1axfnzp3j3//+Nw8//HDxb66IiJTYvb4O76+keyklof5y/1Cidgfs27ePOnXqAAVJ21tvvUWLFi0KlbO1tcVsNls+Z2ffeL7/oEGD8PPzIzExkWnTptGqVasiN/VwcHC4pq2r9d8sppupWLEiLVu25Ouvv8bf35833niD0NBQ/P39MZvNNG7c+Jpr+HP7+fn5ls9Nmzbl22+/JS0tjWrVqhVqKycnh/j4eOzt7YmLiwMgNzeX6OhoRo4cSf369dm3bx/+/v4Alo1GmjVrdk07IiJyZ6SmXn/KupSMi4uz7qUUm/pL2WRjY7qlDey0Rq2Uffrpp/zrX/9i8ODBQMFarYiICLKysgDIyMjgyJEjADz22GPs27cPgF9++YUDBw5Y6qlQocI167aOHj3KY489Rt++fXn++ect5/n6+rJq1SrLKN4fpz7eyM1iupmcnBy+//57atWqBRSsj6tRowZQsJYsJyenyDquCg4O5sUXX2TQoEGkpKQUOv7ZZ5/xxBNPsGPHDhISEkhISOD9998nJiYGgKFDh7J+/fprplrm5ORck/iKiIiIiJRVGlErBaNGjbJsz1+7dm3Cw8MtUxOHDRvGokWL6NWrFyaTCZPJxKuvvkrt2rUZOnQo//jHP/jss89wd3fH3d3dUudzzz3H7NmzWbVqFSEhIXz66ackJSVRrlw57O3tLSNI48ePZ+bMmXTr1g1bW1u8vb0LbWP/ZzeL6Xr69u1r2Z7f29ubfv36Wdp++eWXqVSpEm3atKFy5colum/du3fHwcGBQYMGsWLFCkvSBwWJX0BAwDXlPT09MZvNfPvtt3h7e7N8+XLee+89pkyZQtWqVSlXrhwjRozA1dW1RHGIiIiIiFgbk/HHBVUiIiIiRdB71EqPprJJSai/lE23OvVRI2pyXzt3LgOzWX+rkKLpl6MUl/qKiIiUBq1RExERERERsTJK1ERERERERKyMEjUREREREREro0RNRERERETEyihRExERERERsTJK1ERERERERKyMEjUREREREREro/eo3WV+fn7k5OSwfft2bG1tAYiOjmb8+PG8+eabDBgw4C5HWNg333zDvHnzyMnJIScnBxcXFyIiIrCxsSEiIoKAgACqVat2W20MHDiQwYMH4+vrW0pRX9+tvHxQ7l8uLs53OwQpI9RXipaTk8vFi1l3OwwREaulRM0KuLq68tVXX+Hj4wNATEwMDRo0KHE9eXl52Nnd2Ueal5fHqFGjWL16NfXq1QNg//79mEwmAFavXk3Lli1vO1H7q6xYsYJLly7d7TBERO47o0ePBpSoiYjciBI1KxAUFER0dDQ+Pj6cOHGCzMxM3NzcLMcvX77M9OnT2bdvHwCBgYEMHToUKBh5qlevHj/88AOVKlVixYoVrFmzhtWrV+Ps7IyPjw9r164lKSmJvLw8hg8fzvnz58nOzqZRo0a8/fbb2NvbEx0dTXx8PBUrVuTw4cM4OzuzcOFCXFxcron18uXLZGZm8uCDD1q+c3d3B2Dp0qWcOXOGUaNG4eDgwLx580hNTWX+/PlkZ2eTn5/PiBEj6Nq1qyX2hg0bsmfPHs6cOUPnzp0ZM2ZMofuTkZHBrFmz+Pnnn8nOzqZZs2aMHz+en376iQkTJhAfH28p2717d6ZMmUKTJk1K6emIiIiIiPz1tEbNCnh7e3Po0CEuXrxITEwMPXr0uOb4kiVLMJvNbN68mcjISGJjY9m+fbvl+IkTJ1i3bh0rVqzg4MGDLF++nMjISKKioq4ZLbK1tSUsLMySlOXn5xMVFWU5vm/fPkJCQtiyZQtPPfUUa9asKRRrpUqV6NOnDx06dGDEiBGEh4fz+++/AzBy5EhcXV1ZsGABcXFxPPXUU7i7u7Nu3TpiY2P54IMPmDNnDhcvXrTU9/vvv7N27VpiY2P597//zbFjxwq1OWvWLJo2bcrGjRuJi4sjLS2NqKgoGjVqhKOjI99++y0Au3fvxsbGRkmaiIiIiJR5GlGzAiaTic6dO7Nlyxa2bNlCZGQkP/30k+X4zp07mTBhAiaTCScnJ7p27crOnTstUyUDAgIsUx6//fZbfHx8qFq1KgC9evVi8+bNAJjNZt5//3127NiB2Wzm4sWLlC9f3tJOkyZNePjhhwFo3LgxiYmJ14138uTJvPjii3zzzTfs2LGD5cuXExUVRa1atQqVTUtLY8KECRw/fhxbW1suXrzI0aNH8fDwAKBTp07Y2Njg7OxM7dq1SU5OLlRPQkICe/fu5YMPPgAgKyuL6tWrAwWjcuvWrcPb25u1a9fSv3//Et17ERG5e7SWr4Dug5SE+sv9Q4malQgKCqJ37940bdqUKlWqlOhcR0fHYpXbvHkz//3vf1m7di1OTk4sW7bsmhEsBwcHy8+2trbk5+ffsK6aNWtSs2ZNevfuzZAhQ/j888958cUXC5WbMmUKfn5+LFq0CJPJRMeOHcnOzi5Rm4ZhsGTJEmrWrFnoWKdOnfjnP//J/v37SUpKYubMmUXeBxERsQ6pqel3O4S7zsXFWfdBik39pWyysTHd0gZ2mvpoJWrWrMnrr7/Oyy+/XOhYixYtiIqKwjAMMjIy2Lp1Ky1btrxuPd7e3uzYsYO0tDSgYGOSq9LT06lSpQpOTk6kp6dfs7aruC5fvsxXX32FYRgAXLp0iZMnT1KjRg0AKlSoQHr6//4Hkp6ezqOPPorJZOLrr7/m+PHjJW7Tz8+P8PBwSxKXlpbGiRMnAChXrhzBwcGMHDmSgIAAHnjggRLXLyIiIiJibZSoWZHnnnuO+vXrF/r+5ZdfxjAMAgIC6Nu3L927d6dt27bXraNevXoMGTKEvn370rNnT2xtbXF2Lhgi79GjB5cvX6ZTp06MGDGCZ555psQxGobB2rVr6dSpE927d6dfv34EBATw7LPPAvD8888zYcIEAgMD+eWXXxg9ejRz584lMDCQbdu2Ubdu3RK3OWHCBGxsbAgMDCQgIIAhQ4aQkpJiOd67d29SUlLo169fiesWEREREbFGJuPq0IjcMzIyMnByKhheXbhwIcePHycsLOwuR3XnxMXFsWXLFsLDw+92KCIiUkx6j1oBTWWTklB/KZtudeqj1qjdg+bNm8d3331Hbm4uNWvWZOrUqXc7pDvmpZdeIjk5maVLl97S+efOZWA2628VUjT9cpTiUl8REZHSoBE1ua8pUZPi0j++pbjUV6Qk1F+kJNRfyiZtJiIiIiIiInKPUKImIiIiIiJiZZSoiYiIiIiIWBklaiIiIiIiIlZGiZqIiIiIiIiV0fb8t8DPz49ly5bh5uZm+a5nz56EhITQrFkzfvvtN95++21+//13AMqVK8fs2bNxc3Nj4cKFrFu3DldXVwzD4IEHHuDtt9+mXr16QME70N5991127NiBo6Mjtra2dOjQgREjRpQ4jpJew1UDBw5k8ODB+Pr6MnHiRIKCgvDy8rqle1VcSUlJDBs2jFq1apGfn4+LiwvTpk2jRo0ahIaG0rBhQwYMGFDovC+//JLFixeTlpaGk5MTLi4uvPHGG8V+sfat7MAj9y8XF+e7HYKUEeorty8vJ4/zF6/c7TBERO4aJWp3wNtvv03btm0tiUVKSgp2dv+71T169CAkJASAtWvXEhYWxsqVKzEMg2HDhlGvXj22bNmCvb092dnZbNiw4a5cB8CMGTP+srZq165NdHQ0ALNmzWL27NksWrTohuW/+uorJk6cyOLFi3n66acBOHDgAKmpqcVO1I6G7yLvUvbtBy8iIqWqzpjWdzsEEZG7SonaHXD69GmqV69u+fzHn/8sIyODSpUqAbBz505OnTrF//3f/1GuXDkAHBwcGDhw4C3FcfbsWd566y2Sk5OBgpdD9+jRo1C5X375hfHjx5OZmYmbmxvZ2f9LXP44uhYaGoq9vT3Hjh3j9OnTeHh4MGfOHEwmEykpKYwbN46zZ89Ss2ZNAFq3bs2AAQNYv349ERER2NvbYzabmT9/PrVr175p7C1btmTu3Lk3LbN48WJefvllS5IGUL9+/WLfHxERERERa6VE7RaNGjUKBwcHy+djx45Zfh4yZAjjxo2jQYMGNG7cmI4dO9KoUSPL8djYWBITE7l48SJ5eXl8+OGHAPz000+4u7tbkrTbjWP69OnUqVOHxYsXc+bMGXr27Im7u3uh6Y7jxo1j4MCBBAUFsWfPHvr163fD9g4fPkxERAQmk4mgoCASExNp1aoV06dPp1mzZrz88sv89ttvBAQE0Lp1wV9D586dy7Zt23B1dSUnJ4f8/PybXpPZbOajjz4qMunav38/kydPvmkZEREREZGySInaLVqwYEGhtWFXde/enTZt2rBz5052797NCy+8wLRp0+jWrRtw7dTH2NhYXn/9dWJjY0s9jp07dxIaGgqAq6srPj4+JCUlXVM+IyODQ4cOERgYCICHh8d1161d5e/vb0kM3d3dSU5OplWrViQlJTFp0iQAHn30UVq0aGE5p3nz5oSGhuLr60u7du0sI25/duTIEQIDAzEMg7p16zJ+/PiS3g4REbmH3C9r/e6X65TSof5y/1CidodUqVKFLl260KVLFx566CHi4+MtidofderUiZCQENLS0mjQoAHr1q0jLy/vmjVt1uSPo3e2trZFjo4BLFq0iH379vHNN9/w/PPPM2XKFHx8fAqV++MateJwd3dn7969mu4oInKPSk1Nv9sh3HEuLs73xXVK6VB/KZtsbEy3tIGdtue/A7744gvLOq/8/Hx+/vlnatSocd2ySUlJVK5cmcqVK9OiRQuqV6/O7NmzycnJASAnJ4c1a9bcUhwtWrSwbESSmprK9u3bad68+TVlnJyccHNzY/PmzQDs3buXQ4cOlbgtb29vYmJiAPj999/55ptvAMjLy+PEiRM0atSIYcOG0apVKw4cOHBL1/NnI0eOZMmSJfz000+W7w4ePMhXX31VKvWLiIiIiNwt1jlsU8YlJSUxZ84c7OzsyM/Pp2HDhvzjH/+wHL+6Rs0wDOzs7HjvvfewsSnImVeuXMm8efPo0qULDzzwAAABAQG3FMekSZOYPHmy5fwxY8ZQp06dQuXmzp3L+PHjWbFiBW5ubtdszlFcEydOZNy4cWzevJkaNWrQqFEjnJycMJvNhIaGkp6ejslk4uGHH2b06NElrv+9994jPDzc8nnatGn4+PgwdepUpk6dyoULF7Czs6NGjRq3VL+IiIiIiDUxGYZh3O0gpOzLysrCzs4OOzs7zpw5Q69evYiIiODJJ5+826GJiEgZdL+8R01T2aQk1F/Kplud+qgRNSkVx44dIyQkBMMwyMvL49VXXy0TSdq5cxmYzfpbhRRNvxyluNRXRESkNChRk1JRr1494uLi7nYYIiIiIiL3BG0mIiIiIiIiYmWUqImIiIiIiFgZJWoiIiIiIiJWRomaiIiIiIiIlVGiJiIiIiIiYmW066PcNj8/P+zt7XFwcCA7OxsvLy/eeustypUrR3R0NDNnzuTRRx8lNzeX2rVrM23aNCpXrnyl76pXAAAgAElEQVRNHUlJSQwbNoxatWqRn5+Pi4sL06ZNo0aNGoSGhtKwYUMGDBhQqO0vv/ySxYsXk5aWhpOTEy4uLrzxxhvUrVu3WLHfyjst5P7l4uJ8t0OQMkJ9xXrkZGdz8VLO3Q5DRKTElKhJqViwYAFubm7k5+fTv39/PvnkE7p06QJAy5YtWbBgAWazmddee42lS5cyfvz4QnXUrl2b6OhoAGbNmsXs2bNZtGjRDdv86quvmDhxIosXL+bpp58G4MCBA6SmphY7Ufu/OWNIv3CupJcrIiJlxKuzPgCUqIlI2aOpj1KqsrOzyc7OpmLFioWO2djY0KxZM44ePVpkPS1btiyy3OLFi3n55ZctSRpA/fr1ad26dckDFxERERGxIkrUpFSMGjWKwMBAWrVqRY0aNa6bLOXk5JCQkED9+vVvWpfZbOajjz4qstz+/ftp3LjxbcUtIiIiImKNNPVRSsXVqY/Z2dn8/e9/JyIigkGDBgGQmJhIYGAgAE2aNGH48OHXrePIkSMEBgZiGAZ169a97vRIERGRkrL2NYPWHp9YF/WX+4cSNSlVDg4OtGvXji+++MKSqF1do1aUP65RKw53d3f27t1b5MibiIjc31JT0+92CDfk4uJs1fGJdVF/KZtsbEy3tIGdpj5KqTKbzezatYtatWrd8bZGjhzJkiVL+OmnnyzfHTx4kK+++uqOty0iIiIicidpRE1KxahRo3BwcCA3N5c6derwyiuvlGr97733HuHh4ZbP06ZNw8fHh6lTpzJ16lQuXLiAnZ0dNWrUYPTo0aXatoiIiIjIX81kGIZxt4MQERERuROs/T1qmsomJaH+Ujbd6tRHjajJfe3cuQzMZv2tQoqmX45SXOorIiJSGrRGTURERERExMooURMREREREbEyStRERERERESsjBI1ERERERERK6NETURERERExMooURMREREREbEy2p5f7mu38k4LuX+5uDjf7RCkjFBfEYCc7DwuXrpyt8MQkTJKiZpc18WLF2nTpg19+vRh0qRJAERFRbF69WoAfv/9d8qXL0+VKlUAmDp1Ko0bN2bDhg2sWrUKe3t73NzcmDdvHgDnz59n0KBBAGRmZnLmzBlq1aoFQLt27Xj99devaX/gwIEMHjwYX1/fO3qd703/jIvn9UtURERK3+R53e52CCJShilRk+uKj4+ncePGbNmyhXHjxmFvb09wcDDBwcEAhIaG0rBhQwYMGGA5JzMzk5kzZ5KQkEDVqlU5fvy45ViVKlWIi4sDICkpiTlz5hAdHf3XXpSIiIiISBmhRE2uKyoqirFjx7J8+XI+++wzOnfuXOQ5NjYFSx5Pnz5N1apVefzxx0slltDQUOzt7Tl27BinT5/Gw8ODOXPmYDKZSE9PZ+bMmfz444+YTCa8vLyYPHlyqbQrIiIiInK3KFGTQg4ePMiFCxdo3rw5qampREVFFStRy8/Pp379+owaNYpVq1aVWqIGcPjwYSIiIjCZTAQFBZGYmEirVq2YOXMmjo6OxMXFYWNjQ1paWqm1KSIiIiJytyhRk0I2btxIYGAgJpOJDh06MH36dFJSUqhevfpNz3vzzTd57rnnqFKlCkOGDOH999/n0UcfpUWLFmzfvp3y5cvfckz+/v44ODgA4O7uTnJyMq1ateLzzz8nOjraMppXtWrVW25DRESktBVnYxltPiMlof5y/1CiJtfIyckhPj4ee3t7y5qy3NxcoqOjGTly5E3PTUhIIDQ0FFdXV8xmM0OGDKFfv374+fndVpIGWJI0AFtbW/Lz82+rPhERkb9Camr6TY+7uDgXWUbkKvWXssnGxnRLO43rPWpyjc8++4wnnniCHTt2kJCQQEJCAu+//z4xMTFFntuwYUM2bNiAYRj4+vry7LPPMmvWLPr06XPH4vX19WXVqlUYhgGgqY8iIiIick9QoibXiIqKIiAg4JrvPD09MZvNfPvttzc995133uHAgQN06dKF4OBgzp07x6xZsxg9ejQnTpy4I/GOHz+ey5cv061bN7p3786SJUvuSDsiIiIiIn8lk3F1KEJERERESk1xXnitqWxSEuovZdOtTn3UGjW5r507l4HZrL9VSNH0y1GKS31FRERKg6Y+ioiIiIiIWBklaiIiIiIiIlZGiZqIiIiIiIiVUaImIiIiIiJiZZSoiYiIiIiIWBklaiIiIiIiIlbmjr9HbciQIbRv355+/fpZvjMMA39/f2bNmoW3t3eJ6gsMDGT9+vWUL1++tEO9hmEYrF69mg0bNgBQrlw5GjZsyLhx46hYseIdbbu0pKSkMGbMGD788MNbOv/SpUusX7+eoUOHWr6bOHEiQUFBeHl5lVaY17Vw4UIyMzMJCQm5o+2IiIhYg7ysbM6n59ztMMTK6fUfZZPVvkctODiYDz744JpELSkpCRsbG5o2bVrsevLy8rCzsyMuLu5OhFnI/Pnz2bVrF//3f//Hgw8+iGEYfPLJJ1y8eLHMJGrVq1e/5SQNChK1lStXXpOozZgxozRCsxq7h44g+0zq3Q5DRETuc63iokCJmoj8wR1P1Nq3b8+UKVM4cuQItWvXBiA6OpqePXtiMpnIycnh3XffZdeuXeTk5FC3bl2mTJlChQoVCA0NxdbWlqNHj3L58mXi4uKoW7cu3333HcnJyYSGhlraSU5O5rXXXuOFF14gNjaWVatWAfDYY48xdepUqlWrRnR0NPHx8VSsWJHDhw/j7OzMwoULcXFxuSbmy5cv88EHHxAbG8uDDz4IgMlkokOHDpYy4eHhbNq0CYCnn36aSZMmUaFCBRYuXMivv/5KRkYGx44do0GDBgwbNozZs2dz6tQpnn32Wcso0cCBA2nQoAF79+7lt99+4/nnn6d69eqsWbOGM2fOMHbsWDp37szJkycJDg4mKSkJ4JrPV3/u27cv27dv58qVK8yYMQMvL69C533//ffMnTuXy5cvAzBu3Dhat27NnDlz+Pbbb8nNzaVKlSrMnDmTRx99lKlTp5Kenk5gYCAPPPAAkZGRDBw4kMGDB+Pr68vZs2d56623SE5OBuCll16iR48eAPj5+REYGEhiYiKpqakMHjyYAQMGYDabmTp1Kt988w329vY4OjoSGRl50z5U1HNbvnw58fHxmEwmHB0dWbduHTY2mtUrIiIiImXXHf/XrL29PQEBAURFRQGQkZHBp59+SlBQEAArV67E2dmZjRs3smnTJlxdXQkPD7ecf+DAAVauXFloJK1+/frExcURFxfH6NGjeeihhwgICODQoUOEhYWxatUqNm/eTJ06dZg2bZrlvH379hESEsKWLVt46qmnWLNmTaGYjxw5gr29PU8++eR1r2n79u1s2rSJyMhINm/eTH5+PkuWLLEc/+mnn/jnP//Jf/7zH3799VfmzZvHypUr2bRpE7GxsRw7dsxS9vTp06xZs4YNGzawYMECDh8+TGRkJPPnz2fWrFnFuscXLlzAw8OD2NhYXnnlFcLCwq5b5tVXX2Xs2LFs2rSJmJgYnn76aQCGDh1KVFQUmzZtolu3bpbzJ0+ejLOzM3FxcddNpqZPn06dOnXYvHkzq1atIiwsjEOHDlmOZ2VlsX79elavXs28efO4fPkyBw8eJCkpia1bt7Jp0yaWL19erGu80XOLiYkhISGBf/3rX2zatImlS5cqSRMRERGRMu+Oj6gB9OrViyFDhjB69Gi2bdtGkyZNeOihhwBISEggIyODjz76CICcnBzq1atnObdTp044OjresO4DBw4wZcoU3n//fapWrcqWLVvw8fHB1dUVgL59+xIYGGgp36RJEx5++GEAGjduTGJiYomvZ+fOnXTp0gUnp4K5pn369GHmzJmW461bt8bZ2RmAunXrUq9ePezt7bG3t+eJJ54gOTmZWrVqWa7PxsaG6tWrU7lyZfz9/QFo0KABKSkpZGdnFxmPo6Mjvr6+AHh4eDBnzpxCZfbs2UPt2rVp0qQJALa2tlSqVAmAHTt2sG7dOjIzM8nLyyvRfbg6qunq6oqPjw9JSUm4ubkB0KVLFwBq1KhBxYoVOX36NDVr1iQvL4+JEyfSrFkzS9xFudFz+/zzz+nXr5/lWVSpUqXY8YuIiFgTFxfnux2ClAHqJ/ePvyRRq1evHq6uruzYsYOoqCheeOEFyzHDMHjrrbdo0aLFdc+9WZJ2+vRpRo0aRVhYmCXxKYqDg4PlZ1tbW/Lz8wuVqV27NtnZ2Rw9epQnnniiWPXerI2btXmjsra2tsD/1ub9cc+XPydv9vb2lp9tbGxKlGz99ttvzJo1i40bN1KzZk2+++47xowZU+zzb+Z61+3s7MyWLVtISkoiMTGRsLAwYmJiCk0/LU5dIiIi9xJtEiFF0WYiZdOtbibyl80RCw4OZuHChRw7doz27dtbvvfz8yMiIoKsrCygYGrkkSNHiqwvIyOD4cOH88Ybb1hGiQCaNWvG9u3bSU0t2CBiw4YNtGzZskSxVqhQgUGDBjF58mTOnTsHFCSUn376KSdOnKBFixZs27aNjIwMDMNg48aNJW6jJB588EFyc3M5fvw4APHx8SWuw8PDgyNHjvD9998DkJ+fz8WLF8nIyKBcuXK4uLhgNpuvmeLo5OREVlbWDRO/Fi1aWHbFTE1NZfv27TRv3vymcaSlpXHlyhXatGnDmDFjcHZ25sSJEyW+nqt8fX3517/+RUZGBgDnz5+/5bpERERERKzFXzKiBtCtWzfmzJlDnz59rhkBGjZsGIsWLaJXr16YTCZMJhOvvvqqZeORG/nkk084evQoy5YtY9myZUDBZhbdu3dnzJgxDB48GICaNWsyderUEsf7xhtvEBERwcCBA4GCRM3Lywtvb298fHz4+eef6du3LwANGzZk5MiRJW6juOzs7Jg4cSIvvvgiVatWpV27diWuo3LlyixcuJDZs2eTmZmJjY0NISEhtGzZkk6dOtGlSxeqVKmCj48Pu3fvtpwTEBBAQEAAlSpVKrRObdKkSUyePJmAgAAAxowZQ506dW4ax++//86bb75JXl4e+fn5tG3bFg8PjxJfz1U9evQgJSWF5557Djs7OxwdHVm7dq3WqYmIiIhImXbH36MmIiIiIjen96hJcWjqY9lkte9RE7Fm585lYDbrbxVSNP1ylOJSX5GSUH8RkRvR/DAREREREREro0RNRERERETEyihRExERERERsTJK1ERERERERKyMEjUREREREREro0RNRERERETEyug9amWAn58f9vb2ODg4ANCsWTMmTJhwW3UmJSUxZ84coqOjCx0LDQ0lJiaG+Ph4ywusT5w4wbPPPkuHDh1YsGBBkXXn5ubSunXr24rxqtTUVN555x3++9//UrFiRWxtbenTpw99+vQplfpFRESsQVZuDukXsu92GGLF9DqHsknvUbvHLViwADc3t1s6Ny8vDzu7kj3qBg0aEBMTw7hx4wCIiYnB3d29WOd+++23ZGZm3lKilp+fj62treXzlStXGDBgAD179mT27NnY2NiQnp7Oli1bSlz39byyeSKpmWmlUpeIiMjt2PDcUtJRoiYiBZSolWFnz57lrbfeIjk5GYCXXnqJHj16AAWjcF26dOGbb77Bzc2NmTNn8u6777J161YqVqyIt7f3Tevu1KkTUVFRjB49GhsbG7Zs2cJzzz3Hnj17LGXCw8PZtGkTAE8//TSTJk3i5MmTREZGYjabSUxMpGvXrgwbNozY2FhWrVoFwGOPPcbUqVOpVq0a0dHRbNq0iQoVKnD8+HHeeecd6tevb2kjPj6eypUrM3z4cMt3zs7O9O3bt8h7ICIiIiJSVilRKyNGjRplmfo4ZswY2rRpw/Tp06lTpw6LFy/mzJkz9OzZE3d3d8vIW0ZGBhs3bgQgISGBhIQEYmNjKV++PK+88spN23N0dMTDw4OvvvoKBwcH3NzcqFy5suX49u3b2bRpE5GRkVSoUIGQkBCWLFnC2LFj6du3L5mZmYSEhABw6NAhwsLCiI6OxtXVlfnz5zNt2jTmz58PwA8//EBcXByPPfZYoTh++uknGjVqdMM4i7oHIiIiIiJlkRK1MuJ6Ux937txJaGgoAK6urvj4+JCUlGQp98eRpaSkJLp06UKFChUA6NWrF0uWLLlpm0FBQaxfvx57e3uCgoK4cOHCNW136dIFJ6eC+bZ9+vRh5syZ160nKSkJHx8fXF1dAejbty+BgYGW402aNLluklYcRd0DERGRssTFxfluhyBWTn3k/qFE7R7m6Oh4W+c3a9aMt99+m9zcXGbMmGGZ5ljariaP19OgQQOioqLuSLsiIiLWRhtFyM1oM5Gy6VY3E9H2/GVYixYt2LBhA1CwM+L27dtp3rz5dcs2b96cbdu2kZmZSX5+frGSH5PJxPjx4xk/fnyhzUhatGjBtm3byMjIwDAMNm7cSMuWLQFwcnIiPf1//xNp1qwZ27dvJzU1FYANGzZYyhala9eupKWlsXLlSq5uUJqRkcH69etLfA9ERERERMoKjaiVYZMmTWLy5MkEBAQABWvXrm6n/2e+vr7s2bOHwMBAy2YiKSkpRbbRtm3b637v4+PDzz//bNnUo2HDhowcORIAf39/YmNjCQwMtGwmMmbMGAYPHgxAzZo1mTp1arGu0dHRkQ8//JB33nmH9u3bU6FCBezs7Pjb3/5W4nsgIiIiIlJW6D1qIiIiIlZA71GTomjqY9mk96iJ3IJz5zIwm/W3CimafjlKcamvSEmov4jIjWiNmoiIiIiIiJVRoiYiIiIiImJllKiJiIiIiIhYGSVqIiIiIiIiVkaJmoiIiIiIiJVRoiYiIiIiImJl9B41ERERkXtUXk425y/m3O0wpJTodQ5lk96jdp/x8/PD3t4ee3t7cnNzGTx4ML179wbgs88+Y/fu3YSEhBS7vt69e5OTk0Nubi7Hjh2jTp06ALi7u/O3v/2NiIgI5s2bd9M6Ll26xPr16xk6dGiJryc6OpqZM2fy6KOPkpubS+3atZk2bRqVK1dm4MCBDB48GF9f30Lnbdq0iffff5+srCwcHR15/PHHGTt2LI888kix2k1eNIK8i6kljldERKQseHJiFKBETaQsUqJWhi1YsAA3NzcOHTpEz549adu2LdWrV6d9+/a0b9++RHX9+9//BuDkyZMEBwcTFxd3zfGikjQoSNRWrlx5S4kaQMuWLVmwYAFms5nXXnuNpUuXMn78+JvG/MEHH7BkyRJq1aoFQFJSEmfPni12oiYiIiIiYo20Ru0e4ObmRsWKFUlJSQEKRqdGjRplOR4eHk63bt3o1q0b48eP5/LlyyWqPykpiZ49ewIFiVyzZs1499136dGjBx07dmT37t0ATJ06lfT0dAIDA+nbty8Ax48f54UXXiAgIICgoCB27NhRZHs2NjY0a9aMo0eP3rTcokWLGD9+vCVJA2jWrBmNGjUq0fWJiIiIiFgbjajdA/773/9SpUoV6tWrV+jY9u3b2bRpE5GRkVSoUIGQkBCWLFnC2LFjb7m9Cxcu4OHhweuvv86mTZsICwsjMjKSyZMnFxqNGzNmDH369KF379788ssv9O/fn23btlG1atUb1p+Tk0NCQgINGza8YZlz585x+vRpGjdufMvXISIicj9wcXG+2yFIKdLzvH8oUSvDRo0ahWEYJCcn895772Fvb1+ozM6dO+nSpQtOTgULGPv06cPMmTNvq11HR0fLejEPDw/mzJlz3XIZGRkcOHCA4OBgAJ566inq16/Pnj178PPzK1Q+MTGRwMBAAJo0acLw4cNvK04RERFBm0/cQ7SZSNmkzUTuQ1fXqG3bto3x48fTpEkTHnzwwTve7h8TQhsbG/Ly8kql3qtr1IqjWrVqVK9enb1799K6detSaV9ERERExFpojdo9oHPnzrRq1Yrly5cXOtaiRQu2bdtGRkYGhmGwceNGWrZseUficHJyIisry5K4OTk5Ub9+fWJiYgA4cuQIBw8exMPDo1Tae/nll5k9ezbJycmW73bt2sXevXtLpX4RERERkbtFI2r3iNGjR9OzZ89COy76+Pjw888/Wzb3aNiwISNHjrwjMVSuXJmAgAACAgKoVKkSkZGRhIWFMXnyZCIiIrCzs2Pu3Lk3XZ92I6GhoTg4OFg+h4eH07dvX8qXL8+oUaPIysrCxsaGevXq3db6OxERERERa6AXXouIiIjco/TC63uL1qiVTVqjJnILzp3LwGzW3yqkaPrlKMWlviIlof4iIjeiNWoiIiIiIiJWRomaiIiIiIiIlSlxovb777+zZ8+eOxGLiIiIiIiIUIJE7dSpU/Tt25fOnTvz4osvAvCf//yHiRMn3rHgRERERERE7kfFTtQmT55Mu3bt+O6777CzK9iDpFWrViQmJt6x4ERERERERO5HxU7U9u3bx7Bhw7CxscFkMgHg7OxMerp2KhIRERERESlNxd6ev1q1ahw/fpwnnnjC8t0vv/zCww8/fEcCu9P8/Pywt7fHwcGB7OxsvLy8eOuttyhXrtwt1zlw4EAGDx6Mr6/vLdexbt06Vq9eTfny5VmzZg1OToXfufDaa6/xzTff8OWXX95WvMU1dOhQ3nzzTR577LFSqe/o0aOEhYVx8OBBKlWqhL29PUOGDMHf379U6i+JW3mnhdy/XFyc73YIUkaor0hJ3On+kpWdR/qlK3e0DREpfcVO1AYPHsyIESMYNmwYeXl5xMfHs3z5coYOHXon47ujFixYgJubG/n5+fTv359PPvmELl263NWYPvzwQ+bOnUujRo2ue/zChQskJibyxBNPkJCQQMeOHe9YLGazGZPJxIoVK0qtzjNnzjBgwADGjh3L4sWLAUhNTeXrr78uUT15eXmWKbi346XpH3PmvH55iYjIvWvzvEA0/0mk7Cn2v3R79epF5cqVWb9+PQ8//DAxMTH84x//uCujIKUtOzub7OxsKlasCMDOnTuZP38+2dnZ5OfnM2LECLp27QoUjJo1bNiQPXv2cObMGTp37syYMWMK1bllyxbef/99Fi9ezEMPPXTNsb179zJjxgwyMzNxdHRk4sSJNGrUiNdee40TJ04wbtw4GjRowLx58wrVu3nzZnx8fGjdujVRUVGWRO3kyZMEBwfTp08fvvzyS7KysggLCyMyMpIffviB8uXLs2TJElxcXAAIDw/n448/Jj8/n+rVqzNt2jRcXFxYuHAhhw8fJiMjg1OnTrF+/XqCgoJYtmwZbm5upKSkMH36dI4dOwZAt27dGD58OJs3b2b16tXk5uYCEBISQosWLQrFv3btWpo1a0aPHj0s37m4uFg+Hz9+nMmTJ5OWloadnR2vv/46bdu2BaBu3bq8+uqrfPHFF7Rp04bHHnuMzZs34+DgQHJyMg8++CDvvPMO1atXL/7DFxERERGxQiUakvD3978nErOrRo0aZflHfuvWrWndujUA7u7urFu3DltbW86ePUvPnj1p3bo1lSpVAgpeUbB27VouX76Mv78/vXr1olatWpZ6V6xYwddff01ERATOztdOZ8jJyWHUqFHMmjWLFi1akJiYyKhRo/j444+ZP38+fn5+lpG+64mKiiIkJAQPDw9mzJhBSkqKJTG5cOECzzzzDKNHj2blypUMGjSIDz/8kOnTpzNlyhTWrFnD66+/TlxcHCdOnGDDhg3Y2Niwbt06Zs+ebUkM9+7dS3R0NFWrVi3U/pgxY/Dx8WHhwoUApKWlAdC6dWu6deuGyWTi119/ZdCgQezYsaPQ+fv376dVq1Y3fCZjxoyhT58+9O7dm19++YX+/fuzbds2SywODg5ERUUBEB0dzX//+19iY2N58sknWbRoETNmzGDBggU3rF9EREREpCwoUaK2e/du9u/fT2Zm5jXfjxgxolSD+qtcTYiys7P5+9//TkREBIMGDSItLY0JEyZw/PhxbG1tuXjxIkePHsXDwwOATp06YWNjg7OzM7Vr1yY5OdmSqC1cuJBHHnmE8PBw7O3tC7V59OhRypUrZxltatmyJeXKlePo0aPUrVv3pvHu37+fS5cu0bx5c0wmEx06dCA2Npbhw4cD4OjoSLt27QBo0KABDz30EPXr17d8vrpDZ0JCAj/++CNBQUEA5OfnX7MWrm3bttdN0i5fvsz333/PBx98YPnuarkTJ04wevRoUlJSsLOz4+zZs6SmplpG8IojIyODAwcOEBwcDMBTTz1F/fr12bNnD35+fgCWmK965plnePLJJwHo3bs3AQEBxW5PRETkfqF1k/cOPcv7R7ETtWnTprFt2za8vLxwcHCwfH91B8iyzMHBgXbt2vHFF18waNAgpkyZgp+fH4sWLcJkMtGxY0eys7OvKX+Vra0t+fn5ls8eHh58/fXXnDp16ppRttIQFRXFpUuXaN++PVAwOlehQgVLovbHxNDGxuaaz3+M0zAMRo4cSa9eva7bToUKFUoc2xtvvEFoaCj+/v6YzWYaN258zT27yt3dnX379pW4/qscHR1v+VwREZH7VWqqVqndC1xcnPUsy6D/Z+/O47Ks8v+Pv9iNVVR0KhcMQSXNpUwxFUWbXEDEvdLJ0dSyMhdGxYhKCZeY0TQZ0qkcK1MRFCHNyQqcEh1T+2YuGaaCTQEuKDfKevP7g5/3RILeECjI+/l49Oi+7+tc53yui1Pwuc+5zrG0tKjSAnZmJ2oJCQkkJCTckc//GI1G9u/fb0qscnJyuPfee7GwsOCrr77izJkzZtfVu3dvHn30UaZMmcKqVavw9PQsc7x169YUFhayd+9eevToQUpKCkVFRWVW0yxPQUEBiYmJxMbG0qpVK9Pnjz32GF9//fV1z8HdiJ+fH+vWrePRRx/FxcWFgoICfvzxR9q1a3fD8xwcHOjSpQtr167l6aefBkqnPjZq1IicnByaN28OlCaUBQUF5dbxxBNPEBQUREJCgmn06/z58/z73/9m2LBhtG/fni1btjBixAhOnjzJ8ePHTSOZ5Tl48CCnT/El0B8AACAASURBVJ/G3d2d2NhYevToYfZ9EBERERGprcxO1P7whz+UO5WvLrv2jFphYSGenp4899xzAMyePZvXXnuNlStX0rFjx5tOSfwtHx8fFi1axLPPPsuKFSvw9vY2HbO1tWXFihVlFhN58803b3pvd+3aRcuWLcskaQABAQHExsaaYjfHsGHDyM7OZty4cUDpCNvjjz9+00QNIDIyktdeew1/f38sLS3x9/dnypQphISEMG3aNFxcXOjduzcNGzYs9/xmzZrx/vvvExkZyfLly7G3t8fe3t60emhkZCRhYWGsXbsWa2trli5dWu40zGu6du3KkiVLOHPmjGkxERERERGRus6ipKSkxJyChw8f5u2332bIkCE0adKkzLFu3brVSHAiNxIXF0dSUpIWDxEREbkB7aN259DUx7qpxqc+HjlyhN27d7N//34aNGhg+tzCwoKkpKRKNyxSG5w/b8BoNOu7Cqnn9MtRzKW+IpWh/iIiFTF7RK179+4sW7aMnj171nRMIreMEjUxl/6YEnOpr0hlqL9IZai/1E1VHVGzNLfgXXfdxUMPPVTpBkRERERERKRyzE7Upk+fTkREBFlZWRiNxjL/iIiIiIiISPUx+xm1+fPnA7Bx40bTZyUlJVhYWHDs2LHqj0xERERERKSeMjtR++yzz2oyDhEREREREfn/zE7U7r333pqMQ0RERERERP4/s1d9hNJRtf3793Px4kV+fdrSpUtrJDiAwsJCoqOjSUxMxNraGisrK9zd3Zk+fTpt2rS54bnjx49n4sSJ9OvX77pj8+bNo0OHDqZNn2+ln376iddee42ff/4ZABsbGxYvXoyXl1eV6rvRdZrr8OHDLF++nFOnTtGwYUNKSkrw9/dn0qRJVa7z9zh79iwjRoxg3759t6V9ERGRO5H2VKvbtOpj3VTj+6i99dZbbNiwgcGDB/PJJ58wZswYEhMTGTx4cKUbrYyQkBDy8vKIiYnB2dmZkpISkpOTOXXq1E0Ttdrqtddeo0+fPqYkMSMjA2trs38U1e77779n8uTJLFmyBF9fXwDOnz/P2rVryy1fVFR0W+OtTpPC/0XmRf3CEhGR+iHhr4Hoz3yRusHsv7ZjY2N599138fLyIi4ujvnz5+Pv709UVFSNBXf69Gl27dpFcnIyzs7OQOkG23379jWVyc3NJTw8nMOHDwMQGBjI5MmTr6srIyODOXPmkJWVxb333oul5f8WvJw3bx62tracPn2a9PR0Hn30Ufr168fKlSv55ZdfeOqpp3jqqacAWLJkCf/5z38oLCzE1dWViIgI7r33XtMI0NixY0lOTubq1au8/vrr5W5p8Msvv9CsWTPT+1+/TkhIYN26dRQWFgIwd+5cfHx8ADh58iSvv/46WVlZAEycOJGgoCAA/vOf/7B69WoyMzMZNGgQwcHBQGmCnZiYiJ2dHRYWFqxbt850L69Zs2YNo0aNMiVpAI0bN2b27Nmm923btuX5558nKSmJ3r1788ILLxAZGcm///1vAHr37k1wcDBWVlbXjfD9+v348eNp164dhw4d4tKlSwwaNIhZs2Zdd49+q23btsycOZNPP/2U7Oxs5syZw2OPPQbAoUOHWLp0Kbm5uQDMmTOHXr163bROEREREZHayuxE7fLly6apeTY2NhQWFvLAAw+wf//+Ggvu6NGjtGrVChcXlwrLREVFYTQaSUhIIDc3lzFjxuDl5VUm6QAIDw+nW7duPP/886SnpzN06FB69+5tOv7DDz/wz3/+k+LiYvz8/MjJyeGDDz4gKyuLgQMHMnLkSBwcHJg8eTJz584FICYmhsjISJYtWwZAdnY2nTt3ZubMmWzbto3IyEg2bNhwXcxPP/00c+bM4f7776dTp0489thjPPDAAwD06tULf39/LCws+PHHH5kwYQK7d++mqKiIadOmMWPGDAYNGgTAxYsXTXX+/PPPfPjhh+Tm5jJgwABGjhxJw4YNWbt2LV9++SUNGjTAYDDQoEGDcu/zwIEDb/rzsLOzIzY2FoD169dz7Ngx4uLiAJg8eTIbN27kiSeeuGk9J0+eZMOGDeTn5zN27Fi6dOli1rRNR0dHYmNjOXDgADNmzOCxxx4jOzub559/npUrV9K1a1eKi4sxGAw3rUtEREREpDYzO1Fr2bIlP/zwA56ennh6evLRRx/h7Ox8wySquqWmpjJ79mzy8vLo3bs3oaGhpKSkMH/+fCwsLHB0dGTIkCGkpKRcl6jt27eP0NBQAFq0aGEapbpmwIAB2NraAtC6dWt8fX2xtLSkWbNmODs788svv+Dh4cHu3btZv349V65coaioqEwd9vb2poSjc+fOLFmypNzruJYkpqSk8PXXX/PUU0+xcOFC/P39SU9PZ/bs2abpkOfOnSMrK4vs7GyKiopMSRqAq6ur6fXAgQOxtLTEyckJDw8P0tLSaNGiBS1btjSNMPXt2xdHx5vPjw0PD2f//v2cP3+emJgY7r77bgDT6B1ASkoKQUFBpns2fPhwdu3aZVaiNmzYMKytrbG2tmbw4MHs3bvXrETt2jTbzp07k5mZSX5+Pt988w0eHh507doVACsrq1vaJ0VEROoaNzen2x2C/A76+dUfZidqM2bMIDs7G4DZs2cTHBzMlStXeOWVV2osOG9vb86cOcPly5dxdnamTZs2xMfH88EHH/Ddd99Va1t2dnam11ZWVte9Ly4u5qeffmLRokVs3ryZFi1acPDgQdMUQ8CUtABYWlpel8j9mqurK4MHD2bw4MH84Q9/IDExEX9/f2bNmsW8efMYMGAARqORTp06kZ+fX+n4i4uLsbKyYtOmTRw8eJC9e/cyfPhw/vGPf9CuXbsy57Zv357Dhw8zYMAAAFNC2717d4qLi03l7O3tbxrHtfZ/vRG6OfGb49o1WllZAdzw/oqIiEj5tBhF3aXFROqmqi4mYnnzIqV8fX3p1q0bAJ06deLTTz/lq6++4o9//GOlGzWXu7s7/fv3JzQ0lJyc/3XKK1eumF77+PgQGxtLSUkJBoOB7du307Nnz+vq6tGjh2naXnp6OikpKZWOx2AwYGNjg5ubG0ajsdxpjeZISkoyJS/FxcV8//33NG/eHICcnBzT69jYWAoKCoDSUT5ra2t27NhhqufXUx8rivfChQs8/PDDTJ8+HS8vL3744Yfryl2btrh7927TZwUFBWWSrd/y8fFh69atFBYWUlhYyNatW033vWXLlqZnBlNTU6/bEH3btm0UFRVx5coVduzYQY8ePW54HTfSuXNnTp48yaFDh4DS+3np0qUq1yciIiIiUhvcdETtv//9700rueeee6olmPIsWrSIqKgoRo4cibW1Nc7OzjRt2pQpU6YAMG3aNBYuXEhAQABQOq2wT58+19Xz0ksvMWfOHBITE2nevDndu3evdCxt27Zl4MCBDB48GFdXV3x9ffn6668rXc++fftYsmQJ1tbWFBcX06FDB1588UWgdJXLadOm4eLiQu/evWnYsCEA1tbWREVFsWDBAqKiorCwsGDixIkMGzaswnYMBgMvvPACeXl5lJSU4O3tXW5i3a5dO95++23efPNNXn31VRo1aoSNjQ3PPPMMTZs2LbfuMWPGkJaWZpoO2atXL0aPHg2UJn4vvvgin332Gd7e3nh7e5c597777mPs2LGmxUR+z7YCDRs2ZOXKlSxevJgrV65gaWnJ3Llzy03WRURERETqipvuo9auXTssLCz4bTELCwvTv48ePVpzEcodpTr2fBMREZGq0T5qdZumPtZNNbaP2pEjR677LD8/n/Xr1/OPf/zDtFqhSF10/rwBo9HsPd+lHtMvRzGX+opUhvqLiFTkponatYUboPT5n5iYGKKjo2nZsiVRUVGm1fZEzPH+++/f7hBERERERGo9s1Z9LCkpIT4+nrfeeotGjRoRERGhZ4BERERERERqyE0TtU8++YSVK1diY2PDSy+9pGeLREREREREaphZi4k0bNiQXr16YWlZ/mr+S5curZHgRGqanlETc+k5EjGX+opUhvqLVIb6S91UY4uJPPfcc6YVHkVERERERKTm3TRRe+GFFwDIysrCzc3tuuNZWVnVH5WIiIiIiEg9dtOpj9d07dqVgwcPXvf5ww8/zH/+859qD0xqRmFhIdHR0SQmJmJtbY2VlRXu7u5Mnz6dNm3a1Eibbdu25eDBgzg4OJh9TlxcHElJSaxYsaJGYhIREZHKyS8s5nL2ldsdRr2mqY91U41NfbymvHzOYDBoWmQdExISQl5eHjExMTg7O1NSUkJycjKnTp2qsUStNpv3xXecv1pwu8MQERGp9dYM1pZMIrfSTRM1X19fLCwsyM/Pp2/fvmWOZWdnM2TIkJqKTarZ6dOn2bVrF8nJyTg7OwNgYWFR5ueam5tLeHg4hw8fBiAwMJDJkycDcObMGcLCwrhw4QLW1tbMnDmTPn36ALBz506WLVtGgwYNGDhwIMuWLSt3FO3HH38kIiKCixcvUlhYyFNPPcWIESNuGPe+ffuIiIigU6dOHDp0CAsLC5YtW4aHhwcAmzdvZt26dQDY2Njw9ttv06RJk99/w0REREREbpObJmpvvPEGJSUlTJkypczqjhYWFjRu3Jj77ruvRgOU6nP06FFatWqFi4tLhWWioqIwGo0kJCSQm5vLmDFj8PLywtfXl+DgYEaPHs2oUaNITU3lySefZMeOHRiNRsLCwti4cSPu7u6sXbu23LqLiooIDg7mjTfewMPDA4PBwIgRI+jcubMp6apIamoqixYtYsGCBfz9738nKiqKv/71r+zbt4+3336b9evX4+bmRm5uLtbWZg8Ui4iIiIjUSjf9i/bhhx8GYO/evdx11101HpDcOqmpqcyePZu8vDx69+5NaGgoKSkpzJ8/HwsLCxwdHRkyZAgpKSk8+OCDHDt2zDT61aZNG9q3b88333xDSUkJ3t7euLu7AzBixAgWLVp0XXunT5/m5MmTzJo1y/RZYWEhP/74400TtdatW+Pt7Q1A586d+eKLLwBISkoiMDDQtNBNZZ6DExERkcpxc3O63SHUe/oZ1B9mDz1YWVmxbNkyEhMTyc7O5sCBA3z55ZecPn2acePG1WSMUk28vb05c+YMly9fxtnZmTZt2hAfH88HH3zAd999V+Ptl5SU4OrqSnx8fKXPtbW1Nb22tLSkqKioOkMTERERM2ghi9tLi4nUTVVdTKT8HazL8frrr3PixAkiIyNNC4h4enry0UcfVbpRuT3c3d3p378/oaGh5OT87z/yK1f+t4KTj48PsbGxlJSUYDAY2L59Oz179sTR0ZH27duzZcsWAE6ePMnx48fp3LkznTp14ujRo6SlpQGYyvxW69atadCgAVu3bjV9dvLkSQwGQ5WvqW/fvsTHx3Pu3Dmg9Bm7/Pz8KtcnIiIiIlIbmD2i9tlnn/Gvf/0Le3t7LC1L87tmzZqRkZFRY8FJ9Vu0aBFRUVGMHDkSa2trnJ2dadq0KVOmTAFg2rRpLFy4kICAAACGDh1qWjAkMjKSsLAw1q5di7W1NUuXLqVRo0YAvPrqq0yePJm77rqLvn37YmNjc91UWWtra6Kjo4mIiOCdd97BaDTSuHFjli9fXuXr6d69O1OmTOHPf/4zFhYW2NraEh0djZ2dXZXrFBERERG53czeR61fv35s27YNJycn095pFy5cYPTo0ezataum45RazmAw4OhYOqQbGxvL5s2bNdoqIiJyB9E+arefpj7WTTW+j9rAgQOZO3cuISEhAGRmZhIREaHl+QWA999/n08++YTi4mJcXFwIDw+/3SGZ5fx5A0ajWd9VSD2nX45iLvUVqQz1FxGpiNkjagUFBURGRhITE8PVq1e56667GDVqFMHBwWUWehCpS5Soibn0x5SYS31FKkP9RSpD/aVuquqImtmJ2q9duHABV1dX06IiInWVEjUxl345irnUV6Qy1F+kMtRf6qYaX/UxNTXVtLKenZ0dK1eu5K233uLq1auVblREREREREQqZnaiNmvWLC5fvgzAkiVL2L9/P9988w1hYWE1FpyIiIiIiEh9ZPZiIj/99BP33XcfJSUlfPrpp3z88cc0aNCA/v3712R8IiIiIiIi9Y7ZiZqdnR0Gg4GTJ09y991306hRI4qKirS5sIiIiIiISDUzO1Hz9/fnqaeeIjc3l3HjxgFw9OhRmjdvXmPBiYiIiIiI1EeVWvXxyy+/xNramh49egBw+PBhDAYDPj4+NRbgnczPzw9bW1vs7OzIz8/noYce4pVXXsHGxoa4uDiSkpJYsWKFqfwXX3zBu+++y/vvvw9A27Zt8fLywsLCAktLS+bOnVvuz+JG7Xz00Ufk5+czYcKEMm3u27ePJUuWEBcXR0ZGBsHBwaZ2V65cydSpU6t1W4Z9+/YxZcoU3N3dKS4uxs3NjYULF9K8eXPmzZtHhw4dTF8Q/Nq///1vVq1axYULF3B0dMTNzY1Zs2bRtm3baotNREREyldUWMDFbM2uulW06mPdVOMbXgP06tXL9Do9PR1XV1c6duxY6Ublf1asWIGXlxfFxcU8+eSTfPrppwwePNjs8zds2ICDgwO7du1ixowZpKSkYGl5/RoxFbXz+OOP37SNZs2amZI0gLfeeouJEydW+/55Hh4exMXFAbBo0SIWL17MW2+9VWH5L7/8kpdeeolVq1aZ+uGxY8fIysoyO1E7vDuCgryLvz94ERGReujBP74BKFETqQmVWvXx4MGDAMTGxjJkyBD8/f2JiYmpseDqk/z8fPLz83F2dq7S+Y888gjZ2dlkZ2dXqp2VK1eyZMmSG55z9uxZunfvDsBrr70GwNixYwkMDOTy5cucO3eO5557joCAAAICAti6davpXD8/P958803GjBmDn58fH3zwgVnX07NnT06dOnXDMqtWrWLatGllvixo3759mS8URERERETqIrNH1FJSUli8eDEAa9eu5b333sPZ2ZnnnnuOUaNG1ViAd7rp06djZ2dHWloavXr1KpNk7Nmzh8DAQNN7g8HAPffcU249O3bs4A9/+AONGjWqdDuV8corr7B+/XrTSB7AjBkz8PT0ZNWqVWRmZjJ8+HC8vb3x8vICIC8vj40bN3L27FkCAgIICgoynVseo9HIzp07ad++/Q1jOXr0qLaHEBEREZE7ktmJWmFhIba2tmRkZJCdnc2DDz4IYNoEW6rm2pTE/Px8XnjhBdauXcuECROA0lGl8p5R+7WxY8diaWlJkyZNWLVqVZXa+b1SUlKYN28eAE2bNsXX15d9+/aZErVrUzmbN2+Os7Mzv/zyCx4eHtfVc/LkSQIDAykpKaFt27aEhIRUS3wiIiJSc9zcnG53CPWK7nf9YXai1r59e95++21++ukn+vbtC0BGRgaOjpV/ME6uZ2dnR9++fUlKSqpUAvXrka2abOf3sLOzM722srKiuLi43HK/fkbNHN7e3nz77bc3HXkTERGRmqPFLW4dLSZSN1V1MRGzn1F7/fXXOXHiBAUFBcyYMQOAQ4cOERAQUOlG5XpGo5H9+/fj7u5e69txcHDAYDCY3vv4+LBp0yYAsrKySE5ONq0MWpOeffZZoqKiOHLkiOmz48eP8+WXX9Z42yIiIiIiNcnsEbWWLVsSEhLCt99+S1JSEtdW9W/dunWNBVcfXHt2rLCwEE9PT5577rla387EiRP505/+RIMGDXj//fcJDQ0lLCzMlLQHBwfj6elZXaED8Oabb7J69WrT+4ULF+Lr68uCBQtYsGAB2dnZWFtb07x5c2bPnl2tbYuIiIiI3Gpm76O2a9cu/vKXv9CqVStSU1Np06YNP/zwA127di2zdLuIiIiI1A/aR+3W0tTHuqnG91Fbvnw5ERERDBo0iG7durF161ZiY2NJTU2tdKMitcX58waMRrP3fJd6TL8cxVzqK1IZ6i8iUhGzn1H773//y6BBg8p8FhQUVGbPLBEREREREfn9zE7UGjdubFqK/9577+XQoUOkpaVhNBprLDgREREREZH6yOxEbdSoURw4cACACRMm8Kc//YnAwEAef/zxGgtORERERESkPjJ7MZHf+u9//8vVq1fL3bhYpK7QM2piLj1HIuZSX5HKUH+RylB/qZtqfDGR37rnnnuqeqqIiIiIiIjcgNlTH0VEREREROTWqPLUR6lZfn5+FBQUkJycjJWVFQBxcXGEhITw8ssvM27cOD766CPy8/OZMGHCbY312kbonp6eTJ06lVOnTjF48OAKy3/77bcsW7aM9PR0XFxccHBw4IUXXqBbt263MGoRERG5VQoKCrl0Ke92h1Hnaepj3XTLpz5KzWvatClffvklvr6+AGzZsoX777/fdLwqC7kUFxebEr/qcO7cOXbu3MnXX3+NpaUlcXFxJCUlVZioff/990ydOpWlS5fSu3dvANLS0jh27Fil2i0qKsLa+vd33zVr1nD58uXfXY+IiIhUbPbs2YASNZHKUKJWiwUFBREXF4evry/p6elcuXIFLy8v0/GVK1dy5coV5s6dC8Dbb79NYmIiFhYW2Nvbs379evbv3094eDgdOnTg6NGjzJgxg44dO/LKK6+QlpYGwKRJkxg2bBhGo5EFCxawd+9ebG1tsbe3Z8OGDQBs3bqVd955B4CWLVuyYMEC7Ozs+NOf/kReXh5BQUEEBgaybt06DAYDgYGBdOvWjdDQ0DLXtGbNGkaOHGlK0q7V17JlS6B0tO3111/nypUr2Nvb89JLL/HAAw9w9uxZRowYwfDhw9m7dy+jR4/m3LlzpKamcvHiRTIzM/H09CQiIgInJ6ea+6GIiIiIiNwCStRqsYcffpj169dz6dIltmzZwrBhwzhy5Ei5Zbds2cLnn3/ORx99hKOjIxcvXsTSsvQRxNTUVBYsWECXLl0AmDFjBp6enqxatYrMzEyGDx+Ot7c3RUVF7Nu3j+3bt2NpacmlS5cAOHHiBJGRkcTFxdG0aVOWL1/OwoULWb58OatXr2bEiBHEx8cD0LBhQ5KSklixYkW5cR49epSBAweWe6ygoIDp06ezaNEifHx82LNnD9OnT+df//oXANnZ2XTs2NGUmK5cuZIDBw6wdetWmjRpQkhICFFRUabjIiIiIiJ1lRK1WszCwoJBgwbx8ccf8/HHH7Nhw4YKE7UvvviCxx9/HEfH0vmvrq6upmOtWrUyJWkAKSkpzJs3DyidXunr68u+ffsYNmwYRUVFvPTSS3Tv3p1+/foBsG/fPnx9fWnatCkAY8eOJTAwsNqv99SpU9jY2ODj4wNAz549sbGx4dSpUzg4OGBnZ8egQYPKnNO3b1+aNGkCwMiRIwkPD6/2uEREROT3c3PTjJfqoPtYfyhRq+WCgoIYNWoU3bp1K5N8VYa9vb1Z5ZycnPj444/Zt28fe/bsITIyki1btlSpzYp4e3vz7bffMmDAgEqfe9ddd2FhYVGt8YiIiMitoUUwfj8tJlI3VXUxES3PX8u1aNGCmTNnMm3atBuW69evHx999BEGgwGAixcvVljWx8eHTZs2AZCVlUVycjI9evTgwoULXL16ld69exMcHIyTkxPp6el0796d5ORksrKyANi0aRM9e/Yst25HR0dycir+H8jTTz/Npk2b2LNnj+mz9PR0du7cSevWrSksLGTv3r1A6chfUVERrVu3rrC+pKQkLly4AJSuitmjR48Ky4qIiIiI1BUaUasDxowZc9Myw4YNIyMjgzFjxmBtbY29vT0ffvhhuWVDQ0MJCwsjICAAgODgYDw9PTly5Agvv/wyRUVFFBcX06dPHzp37oylpSXBwcFMnDgRKE0eFyxYUG7dPj4+vPvuuwwdOpSHH374usVE2rVrR3R0NMuWLSMsLIy77roLV1dXpk+fjq2tLStWrCizmMibb76Jra1thdf90EMPMXPmTDIyMmjTpo1pSqeIiIiISF2mfdSkzvrtqpciIiJSO2kfteqhqY91k/ZRE6mC8+cNGI36rkJuTr8cxVzqK1IZ6i8iUhElalJnvfDCC7c7BBERERGRGqHFRERERERERGoZJWoiIiIiIiK1jBI1ERERERGRWkaJmoiIiIiISC2jRE1ERERERKSWqff7qPn5+REdHc27777Lnj17cHV1JS8vj0cffZTg4GAA2rZtS4cOHYiNjTWdt3LlSt566y2io6Pp16/f7Qq/QoWFhURFRbF9+3ZsbW2xsrKiR48ezJ49m4SEBJKSklixYsUtj+vQoUO8+uqrGI1G7OzseOedd3Bxcamw/KlTp4iMjOT48eO4uLhga2vL008/zYABA25h1CIiIlJdigqKuHjp6u0Oo07Sdg51k/ZRqwZTpkxh3Lhx5OTkEBgYSJcuXejfvz8AJSUlpKam0qZNG0pKSkhMTMTLy6vSbRQVFWFtXfO3PSQkhPz8fGJjY3F0dKSoqIjY2FgKCgpqvO0bWbx4MS+88AIDBgwgIyMDOzu7CstmZmYybtw4/vKXv7Bq1SoAsrKy+Oqrr6otnlOr91N0Ob/a6hMREZEb8wzudbtDEKkTlKiVw8nJiY4dO3Lq1CnTZ0FBQcTFxTFnzhz27duHl5cX2dnZpuPnzp3jlVdeIS0tDYBJkyYxbNgwoHTUbvDgwezduxcvLy8iIiJYtmwZ27dvp2HDhjz88MOkpKQQFxdHVlYWs2bNIjc3l/z8fHx9fZkzZw5QOop36tQpcnJySE9Pp2XLlrz55pvcddddZeI/ffo0u3btIjk5GUfH0uzd2tqaMWPGmMoYDAZmzJjBDz/8gJOTEytXrsTNzY3vv/+e1157jatXr5Kfn8/o0aOZMGECABs3bmTt2rXY2tpiNBpZvnw5Hh4e/Pjjj0RERHDx4kUKCwt56qmnGDFiRLn31tbWlrNnzwLQrFmzG/4cPvzwQ7p37266jwBubm6m92fOnCEsLIwLFy5gbW3NzJkz6dOnzw3rFBERERGpC5SolSMjI4ODBw+WSWwGAGT2VAAAIABJREFUDhzIuHHjmD17Nlu2bCEoKIj33nvPdDw8PBxPT09WrVpFZmYmw4cPx9vb2zTqZjAY2Lx5MwCff/45X3zxBfHx8TRo0IDp06eb6nF2diY6OhoHBwcKCwuZNGkSu3fvNiUg3333HZs3b8bJyYlJkyaRkJDA6NGjy8R/9OhRWrVqdcMphYcPH2bbtm3cfffdhIaG8sEHHzBz5kzuvfdeUzKWm5vLqFGj6N27Nx4eHixdupQdO3bQtGlTCgoKKC4upqioiODgYN544w08PDwwGAyMGDGCzp074+HhcV277u7urF69mubNm990+uLRo0d55JFHKjweHBzM6NGjGTVqFKmpqTz55JPs2LGDRo0a3bBeEREREZHaTonar6xevZqYmBisrKx4+umn6dmzp+mYvb09nTt35tNPP+XAgQO8/vrrZRK1lJQU5s2bB0DTpk3x9fU1jbwBZUaF9u3bx6BBg7C3tzcdi4qKAqC4uJilS5dy6NAhSkpKOHfuHMePHzclar169cLZ2RmABx54wDSCV1ldu3bl7rvvBqBTp07s2bMHgLy8PF599VW+//57LCwsyMzM5Pjx43h4eNCjRw/mzZtHv3796Nu3Ly1atCA1NZWTJ08ya9YsU92FhYX8+OOP1yVqGzZsoLi4mI0bNzJp0iSsrKzo168fTz/9NJMnT6Z79+5mx28wGDh27Jhp5K5Nmza0b9+eb775Bj8/vyrdExEREbk13NycbncIdZbuXf2hRO1Xrj2jVpGgoCBefPFFgoKCKv2c2bWk7Gbee+89Ll++TExMDHZ2drz88svk5//vGapfP9NlZWVV5tg13t7enDlzhkuXLlU4qvbbeoqLiwH429/+hpubG4sXL8ba2pqJEyea2njrrbc4fPgwe/fu5U9/+hOvvvoq99xzD66ursTHx9/02j7//HOGDh1KixYteOedd5g0aRLnzp0jKyuLrl27lnsdhw8fvmm9IiIiUrdoQYyq0WIidVNVFxPR8vyV0L17d6ZOncqTTz553TEfHx82bdoElC54kZycTI8ePcqt5+GHH2bnzp1cvXoVo9HItm3bTMdycnJwc3PDzs6OjIwMPvvss0rH6e7ujp+fH2FhYRgMBqB0pC4mJobc3NwbnpuTk8Mf/vAHrK2tOXHiBF9//TVQughKeno6DzzwAFOmTOGRRx7h2LFjtG7dmgYNGrB161ZTHSdPnjS1+2sdOnQgPj6eq1ev0qJFC0JDQwkNDWXw4MHY2NhcV/6JJ54gJSWFhIQE02fnz59n69atODo60r59e7Zs2WJq8/jx43Tu3LnS90tEREREpLap9yNqRUVFN1x58NcsLCyYOHFiucdCQ0MJCwsjICAAKH1+ytPTs9yy/fv359ChQwwdOhQXFxc6d+7MpUuXABg/fjwvvvgi/v7+NGvWDB8fnypcVenqiqtWrWLEiBHY2NhgNBrx9fXF1tb2huc9++yzzJkzh82bN9O6dWu6desGgNFoZN68eeTk5GBhYcHdd9/N7Nmzsba2Jjo6moiICN555x2MRiONGzdm+fLl19X9zDPPEBkZSVBQEPb29jRu3JhVq1YRERGBl5fXddscNGvWjPfff5/IyEiWL1+Ovb099vb2TJ48GYDIyEjCwsJYu3Yt1tbWLF26VM+niYiIiMgdoV7vo5aZmcmgQYP46quvaNCgwS1t22Aw4OjoiNFo5KWXXqJp06bMnDnzlsYgIiIicqtpH7Wq09THukn7qFXSunXrWL9+PXPnzr3lSRrA3Llz+emnn8jLy+P+++83jRLJrXX+vAGjsd5+VyGVoF+OYi71FakM9RcRqUi9HlETUaIm5tIfU2Iu9RWpDPUXqQz1l7pJi4mIiIiIiIjcIZSoiYiIiIiI1DJK1ERERERERGoZJWoiIiIiIiK1jBI1ERERERGRWkaJmoiIiIiISC2j5fnrMT8/P2xtbbGzsyM/P5+HHnqIV155BRsbmyrXOXnyZF5++WVatmxZbXFmZWXxxhtvcODAAZydnbGysmL06NGMHj262toQERGRuqUgP59Llwtudxi3lJbnr5u04bVUyYoVK/Dy8qK4uJgnn3ySTz/9lMGDB1e5vjVr1lRjdHD16lXGjRvH8OHDWbx4MZaWluTk5PDxxx9XS/3/XBJMTvb5aqlLREREbp3nF70H1K9ETeoXJWoCQH5+Pvn5+Tg7OwOQm5tLeHg4hw8fBiAwMJDJkycDkJmZSXh4OP/973/Jz89nyJAhPPPMM0DpKF10dDReXl6MHz+eDh068M0335CZmcmgQYMIDg4GIDU1lZCQEK5evUq7du1IS0vj2WefpV+/fmXiSkxMpGHDhkydOtX0mZOTE2PHjgXg3LlzvPLKK6SlpQEwadIkhg0bVoN3SkRERESk5ilRq+emT5+OnZ0daWlp9OrVi169egEQFRWF0WgkISGB3NxcxowZg5eXF76+vsydO5dp06bRrVs3CgoKmDBhAh07duSRRx65rv6ff/6ZDz/8kNzcXAYMGMDIkSNxd3dnzpw5PPXUUwQGBnL48OEKpzEeOXKEBx54oML4w8PD8fT0ZNWqVWRmZjJ8+HC8vb3x8vKqnhskIiIiInIbKFGr565NfczPz+eFF15g7dq1TJgwgZSUFObPn4+FhQWOjo4MGTKElJQUunXrxn/+8x8uXLhgqiM3N5eTJ0+Wm6gNHDgQS0tLnJyc8PDwIC0tjSZNmnDixAkCAgIA6NixI23btq1S/CkpKcybNw+Apk2b4uvry759+5SoiYiI1ANubk63O4Rbrj5ec32lRE0AsLOzo2/fviQlJTFhwoQKyxmNRiwsLNi8ebNZi47Y2dmZXltZWVFcXGx6b2FhcdPz77//fmJjY29aTkREROqf+rawhhYTqZuqupiIlucXoDQB279/P+7u7gD4+PgQGxtLSUkJBoOB7du307NnTxwdHXnwwQdZvXq16dyff/6ZrKwss9tydHTE09OTxMREoHR644kTJ8otO2TIEC5cuMA//vEPri1QajAY2LhxoynOTZs2AaWrQyYnJ9OjR49KX7+IiIiISG2iEbV67tozaoWFhXh6evLcc88BMG3aNBYuXGianjh06FD69OkDQGRkJIsWLTIdc3Bw4PXXX8fNzc3sdpcsWcL8+fNZvXo1Xl5eeHl54eR0/VC+vb0977//Pm+88Qb9+/fHwcEBa2trnnjiCQBCQ0MJCwszxRIcHIynp2fVb4iIiIiISC2gfdTktsjNzcXe3h4LCwtSU1MZP348n3zyCS4uLrc7NBEREakDtI+a1BXaR03qlEOHDrF06VLTdMaFCxfeliTt/HkDRqO+q5Cb0y9HMZf6ilSG+ouIVESJmtwWv94KQEREREREytJiIiIiIiIiIrWMEjUREREREZFaRomaiIiIiIhILaNETUREREREpJZRoiYiIiIiIlLLaB+1O0BhYSFRUVFs374dW1tbrKys6NGjB7Nnz2b37t18/fXXzJ07l7Nnz/LVV18xZswY07mTJ0/m5ZdfpmXLlrfxCsrn5+dHdHQ0Xl5etzsUERERqQMK8ou4dPnq7Q6jxmg7h7pJ+6jVYyEhIeTn5xMbG4ujoyNFRUXExsZSUFBA//796d+/PwA//fQTGzduLJOorVmzptLtFRUVYW19Z3SdN8M/49LFO/d/6CIiIvVJ2F/9b3cIItXmzvhrux47ffo0u3btIjk5GUfH0kzd2tralIzFxcWRlJTEihUrWLBgAWfPniUwMJBWrVqxYsWKMqNWqamphISEcPXqVdq1a0daWhrPPvss/fr1Y/z48bRr147/+7//w8XFhTVr1rB161beeecdAFq2bMmCBQto3LgxK1eu5MqVK8ydOxegzPuVK1eSmprKxYsXyczMxNPTk4iICJycnG54nePHj6dDhw588803ZGZmMmjQIIKDgwHIyMggPDyc06dPA+Dv78/UqVNr4naLiIiIiNwSekatjjt69CitWrXCxcXlpmXDwsLw8PAgPj6eFStWXHd8zpw5jBs3jsTERJ566ikOHz5c5nh6ejrr169nzZo1nDhxgsjISN555x0SEhLw9PRk4cKFZsV84MAB/va3v/HJJ5/g6OhIVFSUWef9/PPPfPjhh2zdupWYmBhTYhYcHEynTp1ISEggISGBUaNGmVWfiIiIiEhtpRE1AcBgMHDixAkCAgIA6NixI23bti1TJiAgwDTlcd++ffj6+tK0aVMAxo4dS2BgoFlt9e3blyZNmgAwcuRIwsPDzTpv4MCBWFpa4uTkhIeHB2lpabi5uXHo0CHee+89U7lGjRqZVZ+IiIjcedzcbjxLp667069P/keJWh3n7e3NmTNnuHTpklmjajdjYWFR4TF7e3uz6rCyssJoNJre5+fn/+64AOzs7Mq0UVxcXC31ioiIyJ3jTl5sQ4uJ1E1VXUxEUx/rOHd3d/z8/AgLC8NgMABQXFxMTEwMubm5Zco6OjqayvyWo6Mjnp6eJCYmAnDkyBFOnDhRYbvdu3cnOTmZrKwsADZt2kTPnj0BaNWqFUeOHMFoNGIwGEhKSipzblJSEhcuXABKn6Hr0aNH5S/8/3NwcKBLly6sXbvW9Nm1ukVERERE6iqNqN0BFi9ezKpVqxgxYgQ2NjYYjUZ8fX2xtbUtU65t27a0bt0af39/7rvvvuueU1uyZAnz589n9erVeHl54eXlVeEiH15eXgQHBzNx4kQAWrRowYIFCwB49NFH2b59O4MGDeKee+7h/vvvL3PuQw89xMyZM8nIyKBNmzbMmzfvd11/ZGQkr732Gv7+/lhaWuLv78+UKVN+V50iIiIiIreT9lETk9zcXOzt7bGwsCA1NZXx48fzySefVMuUymt+uyKkiIiISHXRPmpSG2kfNfndDh06xNKlS7mWuy9cuLBak7Ta6Px5A0ajvquQm9MvRzGX+opUhvqLiFREI2pSrylRE3Ppjykxl/qKVIb6i1SG+kvdpMVERERERERE7hBK1ERERERERGoZJWoiIiIiIiK1jBI1ERERERGRWkaJmoiIiIiISC1TL1d99PPzw9bWFltbWwoLC5k4cSKjRo2qkbbi4uJISkq6bnNpgHnz5rFnzx4aNWrElStXaNy4MWPGjGHYsGE3rffYsWOcOnWKwYMH37Ssn58f0dHReHl53bBcQUEBERER7N+/H0tLS0pKSpg6dSoBAQE3vI4b+fW+aebcC1dXV/Ly8nj00UcJDg4GSjfqPnjwIA4ODmXOKSwsJCoqiu3bt2Nra4uVlRU9evRg9uzZ2NjYVCpOERERuTMV5eVzMafgdodRLbTqY92kfdQqacWKFXh5eXHixAmGDx9Onz59aNas2S2PY8qUKYwbNw4oTb5mzJjBxYsX+fOf/3zD844dO0ZSUpJZiZq51q1bR3Z2Ntu2bcPKyorc3FyysrKqrf6buXYvcnJyCAwMpEuXLvTv37/C8iEhIeTn5xMbG4ujoyNFRUXExsZSUFBgdqL29eRnyM+8ddcoIiIit9Yj8bFwhyRqUr/U+6mPXl5eODs7k5GRAUBxcTFLlizB398ff39/lixZQnFxMRkZGfTq1Yv8/HzTuc888wwJCQkUFRUxadIkhg8fzpAhQwgJCaGgoPL/Q2jfvj0vvfQSa9asoaSkhLi4OKZPn246fu39xYsXWbFiBXv27CEwMJDw8HCgdMPqxx9/nKFDhzJ06FC+/PJL07k7duxgzJgx+Pn58cEHH5Tb/i+//EKTJk2wsrICwMHBAXd3d9Nxg8HAjBkzGDJkCGPHji2TxK1evZqRI0cSFBTEM88887sSPCcnJzp27MipU6cqLHP69Gl27dpFeHg4jo6l31BYW1szZsyY60beRERERETqmnqfqB04cABXV1fatWsHwMaNGzl27BhxcXHExcVx9OhRNm7cSLNmzejWrRvbt28H4OzZs3z33Xc89thjWFlZERkZSVxcHImJiRQXFxMbG1uleDp16sT58+e5cOFChWVcXV2ZPn06PXv2JD4+ntDQULKzs3n++ef5y1/+wrZt29iyZQsdO3Y0nZOXl8fGjRtZt24df/3rX8nNzb2u3lGjRvHJJ58QEBBAWFgYu3btKnP88OHDzJ07l48//pg2bdqYEr74+HjS09PZtGkTW7ZsoU+fPixevLhK1w+QkZHBwYMH8fb2rrDM0aNHadWqFS4uLlVuR0RERESktqq3Ux+nT59OSUkJaWlpvPnmm9ja2gKQkpJCUFCQ6f3w4cPZtWsXTzzxBOPHj2fRokUEBQWxYcMGRowYga2tLcXFxbz77rvs3r0bo9HIpUuXaNCgQZXiquojg9988w0eHh507doVACsrqzJJzLUpks2bN8fZ2ZlffvkFDw+PMnW0bduWzz77jP3793Pw4EEWLlzI7t27WbBgAQBdu3bl7rvvBkoTyj179gDw+eef89133xEUFASUjkpeG+WqjNWrVxMTE4OVlRVPP/00PXv2rHQdIiIiIr/l5uZ0u0OoNnfStciN1dtE7dozajt27CAkJISuXbvSpEmTG57TtWtXiouLOXDgAFu2bGHz5s0AJCQkcODAAT788EMcHR2Jjo7m9OnTVYrr8OHDNG7cmMaNG2NlZYXRaDQd+/W0y8qys7MzvbaysqK4uLjCcr169aJXr174+vry5z//2ZSoVVRHSUkJzz77LCNHjqxyfFD2eb2b8fb25syZM1y6dEmjaiIiInJDd8oCHFpMpG6q6mIi9X7q46BBg3jkkUd4++23AfDx8WHr1q0UFhZSWFjI1q1by4zsjB8/nlmzZtGlSxfT6FJOTg6urq44OjqSk5NDYmJilWI5fvw4ERERTJ48GYBWrVrx/fffU1BQQEFBATt37jSVvdbWNZ07d+bkyZMcOnQIKB3VunTpUqXa//rrrzl//rzp/ZEjR2jevPlNz/Pz82P9+vWm9goKCjh+/Hil2q4sd3d3/Pz8CAsLw2AwAKXXHBMTU+60ThERERGRuqTejqj92uzZsxk+fDiTJ09mzJgxpKWlmabx9erVi9GjR5vKDhkyhAULFvDEE0+YPhs2bBifffYZAwcOpHHjxjz44INmj35dm+6Xl5dHo0aNmDp1qml5/s6dO+Pj48OQIUNo2rQp7dq1My3S4ePjw7vvvsvQoUN5+OGHCQ0NZeXKlSxevJgrV65gaWnJ3LlzKzV98OzZs4SHh1NYWIilpSWNGzfmjTfeuOl5w4YNIzs72zQaVlJSwuOPP2567q86DBw4EAsLCwDuuusudu7cyeLFi1m1ahUjRozAxsYGo9GIr6+vadqqiIiIiEhdVS/3Ufs9vv76a1599VUSEhJMiYOIiIiI1E7aR01uN+2jdgvMnz+fPXv2sGTJEiVpd4jz5w0YjfquQm5OvxzFXOorUhnqLyJSESVqlRAREXG7QxARERERkXqg3i8mIiIiIiIiUtsoURMREREREalllKiJiIiIiIjUMkrUREREREREahklaiIiIiIiIrWM9lETEREREakj8goLyMnOv91hSCVoH7VbpLCwkOjoaBITE7G2tsbKygp3d3emT59OmzZtbnd4xMXFkZSUxIoVK647Nm/ePPbs2YOrq6vps2effZaBAwcyfvx4Jk6cSL9+/arU7q5du2jatCkPPPBAhWXefPNNPD09GTx4sNn1lpSUsG7dOjZt2gSAjY0NHTp0YM6cOTg7O1cp1l97LuElsq5c+N31iIiIiNwKm8b8nRyUqNUHStQqKSQkhLy8PGJiYnB2dqakpITk5GROnTp1SxK1oqIirK2r/mObMmUK48aNq8aISu3atYsOHTpUmKgVFxfz4osvVrre5cuXs3//fv75z3/SpEkTSkpK+PTTT7l06VK1JGoiIiIiIrWRErVKOH36NLt27SI5OdmUJFhYWNC3b19TmYKCApYtW8b+/fspKCigbdu2vPrqqzg4ODBv3jxsbW05ffo0v/zyC507d2bJkiVYWFhgMBhYtGgR33//Pfn5+XTv3p2QkBCsrKwYP3487dq14//+7/9wcXHh73//O1OnTuXixYvk5+fzwAMP8Nprr2Fra1st13mjWDIyMggPD+f06dMA+Pv74+3tzeeff86ePXuIiYnhz3/+M3fffTfh4eF06NCBo0ePMmPGDHbu3EmHDh0YN26c6T79+9//xtLSkhYtWrBq1aoyceTm5vLee++xdetWmjRpYrrff/zjH01lVq9ezbZt2wDo2LEjoaGhODg4VMt9EBERERG5XbSYSCUcPXqUVq1a4eLiUmGZf/zjHzg5ObF582a2bdtG06ZNWb16ten4Dz/8wJo1a0hMTOTIkSPs2bMHgEWLFtGtWzc2b95MfHw8Fy5cIDY21nReeno669evZ82aNVhZWREZGUlcXByJiYkUFxeXKXsjq1evJjAw0PTPsWPHritzo1iCg4Pp1KkTCQkJJCQkMGrUKHr37o2fnx9TpkwhPj6eYcOGAZCamsro0aOJj4+/bkrl6tWrSU9PJy4ujm3btrFw4cLr4jh58iS2trbcd9995V5LcnIy27ZtY8OGDSQkJFBcXExUVJRZ90FEREREpDbTiNrvkJqayuzZs8nLy6N3796Ehoby+eefYzAY2LlzJ1A6wtauXTvTOQMGDMDOzg4Ab29v0tLSeOSRR/j888/59ttvee+99wDIy8ujWbNmpvMCAgJMUx6NRiPvvvsuu3fvxmg0cunSJRo0aGBWzOZMfawoltzcXA4dOmT6HKBRo0YV1tOqVSu6dOlS7rEvvvjCNMJ4s3oqkpKSwuDBg3F0LH04c/To0URERFS6HhEREZG6xM3N6XaHILeAErVK8Pb25syZM1y+fBlnZ2fatGlDfHw8H3zwAd999x1QuvjFK6+8go+PT7l1XEvSAKysrCguLjadFxUVRYsWLco9z97e3vQ6ISGBAwcO8OGHH+Lo6Eh0dLRpKmJ1qCiW3NzcStXz65irwsPDg/z8fE6dOkXr1q1/V10iIiIid4qsrJzbHYJUQlVXfdTUx0pwd3enf//+hIaGkpPzv/9Arly5Ynrt5+fH2rVrycvLA0qf9zp58uRN6/bz82P16tWmxO3ChQukp6eXWzYnJwdXV1ccHR3JyckhMTHx91yW2bE4ODjQpUsX1q5dayp74ULpionXYjFXv379+Oc//0lBQUGZen7NwcGBCRMmEBYWxvnz54HSJHLXrl2kp6fj4+PDjh07MBgMlJSUsHnzZnr27FnVyxYRERERqTWUqFXSokWLuO+++xg5ciRDhgzh8ccf58iRI4wfPx4onVrYrl07Ro4cSUBAAE888YRZidr8+fOxtLQkMDCQgIAAnn76aTIyMsotO2zYMHJzcxk4cCDPPPMMDz74oNnx//YZtY8++qhSsURGRnLw4EH8/f0ZOnQomzdvBmDo0KEkJiYSGBjI1q1bbxrHlClTuPfeexk2bBiBgYG8+uqr5ZabNWsWfn5+jB8/nsGDBzN48GCSk5NxcXHB19eXgIAAxo4dS0BAAFC63YCIiIiISF2nDa9FREREROoIbXhd92jDa5EqOH/egNGo7yrk5tzcnPRMgJhFfUUqQ/1FKsPNzUlJWj2iqY8iIiIiIiK1jBI1ERERERGRWkaJmoiIiIiISC2jRE1ERERERKSWUaImIiIiIiJSyyhRExERERERqWW0j5pc59KlS/Tu3ZvRo0cTGhr6u+tbuXIlV65cYe7cuZU6z8/Pj+joaLy8vH53DCIiIiJS/xQV5HPxUsFtjUH7qEm1SUxMpFOnTnz88cfMmTMHW1vb2x1SjUl76xmKLmXd7jBEREREpAbc91IscHsTtapSoibXiY2N5S9/+Qtvv/02n332GYMGDQJKR8ZSU1O5ePEimZmZeHp6EhERgZOT0w2P/dbq1av517/+RXFxMc2aNWPhwoW4ubndMKbx48fToUMHvvnmGzIzMxk0aBDBwcEAZGRkEB4ezunTpwHw9/dn6tSp1XtTRERERERuIT2jJmUcP36c7OxsevTowfDhw4mNjS1z/MCBA/ztb3/jk08+wdHRkaioKLOOXRMfH096ejqbNm1iy5Yt9OnTh8WLF5sV288//8yHH37I1q1biYmJMSVmwcHBdOrUiYSEBBISEhg1alTVb4CIiIiISC2gETUpY/PmzQQGBmJhYcEf//hHwsPDycjIoFmzZgD0/X/t3X1MlfUbx/EP5+Ch+YBAHhoBG0XFw6ThYsslCz1rQQZhzWURNHuQSWUb6taxXAq4BPNXlJzWakv+SHSVZP2o7IkcWpk4epDQagyRBTMFMZy/DnDO/fujeZapBASep/frL8593Q/fGy4uuM79Pfc9f75mzZolSVq8eLE2bNjg2Xak2DmNjY1qbW3V3XffLUlyuVyaPn10c3ZzcnJkMpk0Y8YMJSYm6tixY7Jarfr222+1detWz3pRUVHjO3kAAAAEHKv1whle/oBGDR6Dg4NqaGiQxWLRe++9J0kaGhpSfX29SkpKJuQYhmGopKREixcvHvO2YWFhnq/NZrNcLteEjAkAAACB68SJAa8ef7w3E2HqIzw+//xzXXPNNWpqalJjY6MaGxv1xhtv6N133/Wss2fPHvX19UmS6uvrNXfu3FHFzrHZbKqrq9Pp06cl/dkcHjlyZNxjnjZtmubMmaPa2lrPsnNjAAAAAPwVV9TgsXPnTuXl5Z23bM6cOXK73Tpw4IAkKSMjQ6WlpTp+/Liuu+462e12z7ojxc5ZtGiR+vv7VVhYKOnPK2z333+/kpOTxz3uzZs3q6ysTLm5uTKZTMrNzVVxcfG49wcAAAB4G89Rw6iN9Dy08T4rDQAAAJgsPEcN8FO9vWfkdvNeBf6Z1TrD63Pc4R/IFYwF+YKxIF+CC1fUENRo1DBa/HHEaJErGAvyBWNBvvgnbiYCAAAAAAGCRg0AAAAAfAyNGgAAAAD4GBo1AAAAAPAxNGoAAAAA4GO466Ofs9lssliirvY+AAAJHklEQVQsCgsLk9PpVEZGhtatW6cpU6ZM2DGSkpLU0tKiadOmTdg+/+6bb75RcXGxEhIS5HK5ZLVaVVFRobi4ONntds2ePdvzkOy/2rt3rxwOh/r6+jR9+nRZrVatXLlSSUlJkzZWAAAA+Jc/nMMa+P1/Xjk2z1ELYi+//LJuuOEGuVwuPfDAA/r000+1cOHCUW8/PDys0FDvp0JiYqLq6+slSRs3blRlZaVqamouuf6+ffv0zDPPyOFwKC0tTZJ0+PBhnThxYtSN2iMbPtFvp7zzSwsAAIDL47//yZe/PdjA+/+dY8I4nU45nU6Fh4dLkr7++mtVV1fL6XTK5XJp+fLluvPOOyVJRUVFSk5O1vfff6+ZM2fq9ddf1xdffKEtW7ZoeHhYJpNJlZWVSk5OPu8YVVVVOnDggIaGhhQZGannnntOsbGxKisrU2xsrB599FFJUltbm0pLS7V792699dZbqq2tlcVikdvtVnV1tRITE0c8l1tuuUWbNm0acR2Hw6HHHnvM06RJUkpKypi/bwAAAICvoVELAE8++aTCwsJ07NgxZWZmKjMzU5KUmpqquro6mc1mnTx5Uvfcc48yMzM1c+ZMSVJXV5fq6uoUGhqqjo4OrV27Vtu2bVNCQoIGBwc1ODh4wbGWLVump556SpL09ttva/PmzXrxxRdVWFio5cuX65FHHlFISIjefPNNFRQUKCQkRJs2bdJHH32k6OhoDQ4OyuVyjXg+brdbH3/88T82XW1tbXr22WfH8y0DAAAAfBqNWgA4N/XR6XRqxYoVqq2t1dKlS9XX16enn35anZ2dMpvNOn36tDo6OpSeni5JysvL80x5/Oqrr3TrrbcqISFBkmSxWGSxWC44VlNTk+rq6nT27FkNDw97licmJio+Pl5NTU1KT09XY2Oj1qxZI0maO3eu7Ha7FixYoPnz5ys+Pv6i59He3q78/HwZhqGkpCTP9gAAAMC/ZbXO8PYQxoRGLYCEhYVp/vz52rNnj5YuXar169fLZrOppqZGISEhys7OltPp9Kw/derUMe3/119/1caNG/XOO+8oPj5eLS0tWr16tSdeVFSk7du3q729XbfffrtmzPjzl6GmpkaHDh3S/v379eCDD2r9+vXKysq6YP9//YzaaKSmpuqHH35guiMAAAD+0YkT3vmU2nhvJsLt+QOI2+1Wc3Oz56rYwMCAYmNjFRISoi+//FKdnZ2X3HbevHlqamrS0aNHJUmDg4M6c+bMeeucOXNGU6ZMkdVqldvt1o4dO86LZ2VlqaOjQ1u3blVBQYGkP29U0tXVpRtvvFHFxcWaN2+eDh8+PCHnW1JSoldeeUU//vijZ9mRI0e0b9++Cdk/AAAA4C1cUQsA5z6jNjQ0pOuvv16PP/64JGnVqlUqKyvTli1blJaWNuKdEBMSElRRUaHS0lK5XC6ZzWZVVlaet01SUpJycnK0cOFCRUZGKisrSwcPHvTETSaTFi1apKamJs9NSNxut+x2uwYGBhQSEqKYmBitWrVqzOf40ksv6bXXXvO8rqioUFZWlsrLy1VeXq7+/n6FhoYqLi5uXPsHAAAAfAnPUcOEeuihh3Tvvffqjjvu8PZQAAAAAEk8Rw1B7NChQyotLVVqaqqys7O9PZxR6+09I7eb9yrwz6zWGV6b2w7/Qq5gLMgXjAX5Elxo1DAh0tLS9Nlnn3l7GAAAAEBAoFFDUDOZQrw9BPgR8gWjRa5gLMgXjAX54n/G+zPjM2oAAAAA4GO4PT8AAAAA+BgaNQAAAADwMTRqAAAAAOBjaNQAAAAAwMfQqAEAAACAj6FRAwAAAAAfQ6MGAAAAAD6GRg0AAAAAfAyNGgAAAAD4GBo1BKWOjg4tWbJE2dnZWrJkiY4ePertIeEys9lsysnJUX5+vvLz87V3715J0nfffae77rpL2dnZevjhh9Xb2+vZZrwx+JeqqirZbDYlJSXp559/9iwfqW5MRgz+4VL5cqkaI1FngtWpU6e0bNkyZWdnKy8vT0888YT6+vokTU5OkC8BwACCUFFRkbFr1y7DMAxj165dRlFRkZdHhMttwYIFxk8//XTeMpfLZdx2221Gc3OzYRiG4XA4DLvd/q9i8D/Nzc1Gd3f3BTkyUt2YjBj8w6Xy5WI1xjCoM8Hs1KlTxv79+z2vKysrjTVr1kxKTpAvgYEragg6vb29amtrU25uriQpNzdXbW1tnne1ELxaW1sVFhamjIwMSdJ9992n3bt3/6sY/E9GRoZiYmLOWzZS3ZiMGPzHxfJlJNSZ4BUREaGbb77Z8zo9PV3d3d2TkhPkS2AI9fYAgMutp6dHV111lcxmsyTJbDYrOjpaPT09ioqK8vLocDmtXr1ahmHopptu0sqVK9XT06Orr77aE4+KipLb7VZ/f/+4YxEREZf1nDA5RqobhmFMeIxaFBj+XmPCw8OpM5Akud1ubd++XTabbVJygnwJDFxRAxCUtm3bpvfff187d+6UYRgqLy/39pAABBBqDEZSUVGhqVOnqrCw0NtDgQ+jUUPQiYmJ0fHjx+VyuSRJLpdLv/3225imrsD/nft5WywWFRQUqKWlRTExMeru7vas09fXJ5PJpIiIiHHHEBhGqhuTEYP/u1iNObecOhPcqqqq1NnZqerqaplMpknJCfIlMNCoIehceeWVSklJUUNDgySpoaFBKSkpTDUKImfPntXAwIAkyTAMffjhh0pJSdHs2bP1xx9/6ODBg5KkHTt2KCcnR5LGHUNgGKluTEYM/u1SNUYafy2hzgSGF154Qa2trXI4HLJYLJImJyfIl8AQYhiG4e1BAJdbe3u77Ha7fv/9d4WHh6uqqkrXXnutt4eFy6Srq0srVqyQy+WS2+1WYmKi1q5dq+joaLW0tGjdunVyOp2KjY3V888/r1mzZknSuGPwLxs2bNAnn3yikydPKjIyUhEREfrggw9GrBuTEYN/uFi+vPrqq5esMdL4awl1xr/98ssvys3NVUJCgq644gpJUlxcnBwOx6TkBPni/2jUAAAAAMDHMPURAAAAAHwMjRoAAAAA+BgaNQAAAADwMTRqAAAAAOBjaNQAAAAAwMfQqAEAAACAj6FRAwAAAAAfQ6MGAAAAAD7m/wkmc6JsmqRSAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp[1].sort_values(ascending=False)[:20].plot(kind='barh', title='Assets with Positive Sentiments', figsize=(12,6))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": { | |
"_uuid": "0fceb4a589f6eb2fd9b0b61db0c3887dec659783" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f639aa2ae48>" | |
] | |
}, | |
"execution_count": 41, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"temp[0].sort_values(ascending=False)[:20].plot(kind='barh', title='Assets with Neutral Sentiments', figsize=(12,6))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": { | |
"_uuid": "356416f6e4c4934e3be7e4e9f87efc0eab7b8cbe" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f64d1cbbc50>" | |
] | |
}, | |
"execution_count": 42, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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