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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# THE FAKE NEWS DETECTOR - LAS VEGAS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Table of Contents:\n",
"\n",
"- [Introduction](#intro)\n",
"- [Data](#data)\n",
"- [Part 1: Getting Started](#gettingStarted)\n",
" - [1.1 Basic Statistics](#basicStatistics1)\n",
" - [1.2 The most popular tweets](#popularTweets)\n",
" - [1.3 Most Popular Sources of Information](#websites)\n",
" - [1.4 Chronological Visualization of the Data](#visualizeByTime) \n",
"- [Part 2 : NETWORK ANALYSIS](#networkAnalysis)\n",
" - [2.1 Mention Graph](#mentionGraph)\n",
" - [2.2 Hashtag Graph](#hashGraph)\n",
" - [2.3 Sources of Information Graph](#infoGraph)\n",
"- [Part 3 : SENTIMENT ANALYSIS](#sentimentAnalysis)\n",
" - [3.1 Sentiment Over Time](#sentimentTime)\n",
" - [3.2 WordCloud](#wordcloud)\n",
" - [3.3 Emoji Analysis](#emoji)\n",
" \n",
"- [Conclusion](#conclusion)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"intro\"></a>\n",
"\n",
"# Introduction\n",
"\n",
" In this project we have taken a systematic approach to analyze the Las Vegas Shooting. This sad event occured on the night of October 1, 2017. A gunman opened fire on a crowd of concertgoers on the Las Vegas Strip in Nevada, leaving 58 people dead and 546 injured. To analyze this event, we have collected publicly available twitter data under the hashtag '#LasVegasShooting'. This hashtag was specifically chosen as it is biggest hashtag on the topic and it is rather neutral(i.e.people from all different views could easily use). Hashtags such as #PrayForVegas were not collected for this exact reason.\n",
"\n",
" The focus here was to analyze “alternative narratives” of crisis events. In this type of big events, alternative media might be used to spread rumors. Some conspiracy theories claiming either the event didn’t happen or that it was perpetrated by someone other than the current suspects are spread using this media. By analyzing the publicly available Twitter data, here we attempted to get some insights about the event and the ways media was used to spread information about it. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"data\"></a>\n",
"# Data Collection\n",
"\n",
"This part showw the data collection and its format. Here, the actual data collection code was not included. However given the similar data for other events it is possible to rerun the analysis quite easily. This was why we could easily rerun a similar analysis for another event such as the Sutherland 'Springs Church Shooting, Texas, U.S.A, November 5, 2017' easily. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The official Twitter API sets some limitation in terms of time constraints, for example, it is impossible to get tweets older than a week. Thus, for data collection we have used 'Jefferson-Henrique/GetOldTweets-python' library found in a Github repository. This project was written in Python to get old tweets, it bypassess some limitations of the Offical Twitter API. \n",
"\n",
"With this tool we have collected all the publicly available tweets under the '#LasVegasShooting' hashtag between the dates 30/09/2017 - 30/11/2017. Remember that the event occured at the night of the 1/10/2017. Thus the very first tweet we have is from next day."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# those hashtags will be analyzed\n",
"query_hashtags = ['#lasvegasshooting']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each tweet is stored with some fields of interest. Let's now see the format of our data. First, let's import necessary libraries and reach the database."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"#IMPORT SOME LIBRARIES NECESSARY FOR THE REST OF THE PROJECT\n",
"from pymongo import MongoClient\n",
"import pickle, sys\n",
"import pymongo\n",
"import numpy as np\n",
"import pandas as pd\n",
"from IPython.display import display, HTML\n",
"pd.set_option('display.max_colwidth', -1)\n",
"import matplotlib.pyplot as plt\n",
"from collections import Counter\n",
"%matplotlib inline\n",
"%pylab inline\n",
"pylab.rcParams['figure.figsize'] = (15, 6)\n",
"\n",
"# intialize mongo client on MongoDB Atlas\n",
"client = MongoClient(\"mongodb://socialgraphs:interactions@socialgraphs-shard-00-00-al7cj.mongodb.net:27017,socialgraphs-shard-00-01-al7cj.mongodb.net:27017,socialgraphs-shard-00-02-al7cj.mongodb.net:27017/test?ssl=true&replicaSet=SocialGraphs-shard-0&authSource=admin\")\n",
"db = client.lasvegas\n",
"\n",
"# access tweet collection\n",
"tweet_collection = db.tweetHistory"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below you can see an example tweet as it is stored in our database. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"allTweets = list(tweet_collection.find())# A list containing all the tweets"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"exampleTweet = allTweets[603]#Just an interesting tweet with all fields filled"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"username : Luma923\n",
"permalink : https://twitter.com/Luma923/status/914998232505307136\n",
"query_criteria : #LasVegasShooting\n",
"text : @cjgmartell Mmm... 3 yrs ago, 2014 #LasVegasShooting = #falseflag w/2 shooters Las Vegas Shooting Could B False Flag https://www. youtube.com/watch?v=VG1TNd K85dc&sns=tw …\n",
"citations_urls : [u'https://www.youtube.com/watch?v=VG1TNdK85dc&sns=tw']\n",
"hashtags : [u'#falseflag', u'#lasvegasshooting']\n",
"citations_domain_names : [u'www.youtube.com']\n",
"retweets : 0\n",
"favorites : 0\n",
"mentions : [u'@cjgmartell']\n",
"date : 2017-10-03 02:39:13\n",
"deepmoji : {u'Emoji_4': 44, u'Emoji_5': 41, u'Emoji_1': 50, u'Emoji_2': 42, u'Emoji_3': 54, u'Top5%': 0.30533380806446075, u'Pct_5': u'0.0537824', u'Pct_4': u'0.0576868', u'Pct_1': u'0.0686643', u'Pct_3': u'0.062333', u'Pct_2': u'0.0628672'}\n",
"_id : 5a25fae5929c3244118029a4\n",
"geo : \n",
"id : 914998232505307136\n"
]
}
],
"source": [
"for field in exampleTweet: \n",
" print field,':',exampleTweet[field]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can go and see in the permanent link (permalink field), this tweet belongs to the user 'Luma923'. The user has some text in the tweet. Two additional hashtags were used in addition the one we searched for(#falseflag', '#lasvegasshooting'). Also note that the user cited a website in the tweet. In this example it is a video sharing website, however on many occasions, mainstream or alternative media are cited. This tweet instance has no retweet nor favorites. The tweet mentions another user (@cjgmartell)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Moreover, the user tweeted on the '#falseflag' hashtag. When analyzing other tweets from the same user, we see that this user posted multiple times on this hashtag by citing to alternative media websites. This shows that by analyzing the relation between users, and the websites they cite (of course taking into account many other variables), it is possible to analyze **media. **"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"gettingStarted\"></a>\n",
"# Part 1: Getting Started"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, let's get started by learning a bit more about our data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"basicStatistics1\"></a>\n",
"## 1.1 Basic Statistics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How many tweets do we have? "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"We have a total of 169913 tweets.\n"
]
}
],
"source": [
"print 'We have a total of {} tweets.'.format(len(allTweets))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us figure out some very basic statistics about our dataset. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 90721 differrent users.\n",
"A total of 22141 differrent hashtags are used.\n",
"There are 37077 citations in total\n",
"There are 4730 different websites cited by users\n",
"The average lenght of a tweet is 16.49 words.\n",
"The average number of retweets: 4.14\n",
"The average number of favorites: 7.71\n"
]
}
],
"source": [
"# define initial values\n",
"allUsersList = [] #All the users\n",
"totalNumberOfWords = 0.0\n",
"totalRetweets = 0.0\n",
"totalFavorites = 0.0\n",
"allHashtagList = []\n",
"allCitedWebsite = [] # All the websites tweets have ever cited\n",
"userCited = dict() # A dictionary which shows which user cited which website\n",
"\n",
"\n",
"# loop over data\n",
"for tweet in allTweets:\n",
" user_name = tweet['username']\n",
" allUsersList.append(user_name)\n",
" citedByThisUser = userCited.get(user_name,[])#Get the websites cited by this user\n",
" citedByThisUser+= tweet['citations_domain_names']# Add citations of this tweet\n",
" userCited[user_name] = citedByThisUser\n",
" allHashtagList += tweet['hashtags']\n",
" allCitedWebsite += tweet['citations_domain_names']\n",
" totalNumberOfWords += len(tweet['text'].split())#Add number of words used in this tweet\n",
" totalRetweets += tweet['retweets']\n",
" totalFavorites += tweet['favorites']\n",
"\n",
"# Get averages\n",
"averageLength = totalNumberOfWords / len(allTweets)\n",
"averageRetweets = totalRetweets / len(allTweets)\n",
"averageFavorites = totalFavorites / len(allTweets)\n",
"\n",
"# print results\n",
"print 'There are {} differrent users.'.format(len(set(allUsersList)))\n",
"print 'A total of {} differrent hashtags are used.'.format(len(set(allHashtagList)))\n",
"print 'There are {} citations in total'.format(len(allCitedWebsite))\n",
"print 'There are {} different websites cited by users'.format(len(set(allCitedWebsite)))\n",
"print 'The average lenght of a tweet is {} words.'.format(round(averageLength,2))\n",
"print 'The average number of retweets: {}'.format(round(averageRetweets,2))\n",
"print 'The average number of favorites: {}'.format(round(averageFavorites,2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see who are the top 5 users who tweeted the most using the hashtag '#LasVegasShooting'."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"nooneishere51 725\n",
"reviewjournal 599\n",
"nativekittens 593\n",
"TrishaDishes 338\n",
"ConsciousOptix 275\n"
]
}
],
"source": [
"for user, nOfTweets in sorted( Counter(allUsersList).iteritems(), key=lambda (user,n):n, reverse = True)[:5]:\n",
" print user,nOfTweets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are already getting some insights about the event. If you search for the usernames, you can see that reviewjournal is a local newspaper published in Las Vegas. Also 'nooneishere' and 'ConsciousOptix' look to be supporters of Presiden Donald Trump. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see what hashtags were the most common"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#lasvegasshooting 169907\n",
"#lasvegas 18005\n",
"#guncontrolnow 7057\n",
"#guncontrol 6871\n",
"#mandalaybay 5389\n"
]
}
],
"source": [
"for hashTag, nOfTweets in sorted( Counter(allHashtagList).iteritems(), key=lambda (hashTag,n):n, reverse = True)[:5]:\n",
" print hashTag,nOfTweets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The most frequent hashtags also give some insigths about the event. The event occured at the Mandalay Bay Resort Hotel. After the event, there were severall reactions to guncontrol policies. (Note that the most frequent hashtag is the one we queried for, as expected.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"popularTweets\"></a>\n",
"## 1.2 The most popular tweets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An interesting thing to look into our database are most popular tweets in terms of retweet and favorites. "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create databases and define number of desired elements\n",
"get_top = 10\n",
"display_conditions = {\"deepmoji\":0,\"citations_urls\":0,\"citations_domain_names\":0, \"id\":0,\"date\":0, \"query_criteria\":0, \"_id\":0, \"geo\":0, \"mentions\":0, \"hashtags\":0}\n",
"db_by_retweets = tweet_collection.find({}, display_conditions).sort(\"retweets\",pymongo.DESCENDING)[0:get_top]\n",
"db_by_favorites = tweet_collection.find({}, display_conditions).sort(\"favorites\",pymongo.DESCENDING)[0:get_top]\n",
"\n",
"\n",
"# a function that takes a cursor and pretty prints it. \n",
"def print_result(database):\n",
" array = []\n",
" for t in database: \n",
" array.append(t)\n",
" pandas = pd.DataFrame(array)\n",
" display(pandas)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The most retweeted:\n"
]
},
{
"data": {
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>favorites</th>\n",
" <th>permalink</th>\n",
" <th>retweets</th>\n",
" <th>text</th>\n",
" <th>username</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>29423</td>\n",
" <td>https://twitter.com/paopao619/status/916809797923569665</td>\n",
" <td>16048</td>\n",
" <td>My relative's friend posted this. Wypipo so desperate to make the #LasVegasShooting about brown people #LasVegas pic.twitter.com/InEMbcMxEa</td>\n",
" <td>paopao619</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>9195</td>\n",
" <td>https://twitter.com/MikeTokes/status/919325090277244929</td>\n",
" <td>10862</td>\n",
" <td>BREAKING: Kymberley Suchomel, an eyewitness present at the concert who identified multiple shooters has been found dead. #LasVegasShooting pic.twitter.com/N7IKVBkFkv</td>\n",
" <td>MikeTokes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>14901</td>\n",
" <td>https://twitter.com/CharlesMBlow/status/914807607554183168</td>\n",
" <td>6513</td>\n",
" <td>Prayer may provide comfort and consolation, but it is POLICY that provides protection and prevention. #LasVegasShooting</td>\n",
" <td>CharlesMBlow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>16475</td>\n",
" <td>https://twitter.com/DineshDSouza/status/915412752910491649</td>\n",
" <td>6486</td>\n",
" <td>Millionaires typically don't go on mass murder sprees--Paddock had a motive &amp; we need to know what it is #LasVegasShooting</td>\n",
" <td>DineshDSouza</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>7126</td>\n",
" <td>https://twitter.com/igorvolsky/status/915361057073451009</td>\n",
" <td>6480</td>\n",
" <td>News orgs obtained Trump's talking points on guns following #LasVegasShooting . He lifted them from @NRA , so I debunked them. Pls share pic.twitter.com/Gq7JXEMlTV</td>\n",
" <td>igorvolsky</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>18143</td>\n",
" <td>https://twitter.com/FoxNews/status/916119532778921984</td>\n",
" <td>6007</td>\n",
" <td>#LasVegasShooting victim on meeting @POTUS : I don't care what anybody has to say to me - he cared. pic.twitter.com/YCaHhPHGdk</td>\n",
" <td>FoxNews</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>25434</td>\n",
" <td>https://twitter.com/DonaldJTrumpJr/status/914819406445862912</td>\n",
" <td>5147</td>\n",
" <td>Our prayers and deepest condolences are with all those affected by the evil perpetrated in #lasvegas #lasvegasshooting</td>\n",
" <td>DonaldJTrumpJr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>12163</td>\n",
" <td>https://twitter.com/Israel/status/914946705933705216</td>\n",
" <td>4572</td>\n",
" <td>The city Hall of Tel Aviv displays the American flag tonight, as we stand in solidarity w/ the American ppl &amp; #LasVegasShooting victims pic.twitter.com/uoFEVw1Ngo</td>\n",
" <td>Israel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>19771</td>\n",
" <td>https://twitter.com/MatPatGT/status/914980392905478144</td>\n",
" <td>3893</td>\n",
" <td>Dear Media, Stop glorifying criminals by broadcasting their names and faces. Call the scum what they really are: COWARDS. #LasVegasShooting</td>\n",
" <td>MatPatGT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2081</td>\n",
" <td>https://twitter.com/kwilli1046/status/914923080195166208</td>\n",
" <td>3834</td>\n",
" <td>Would Stronger Gun Control Laws Have Prevented the #LasVegasShooting ?</td>\n",
" <td>kwilli1046</td>\n",
" </tr>\n",
" </tbody>\n",
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],
"text/plain": [
" favorites permalink \\\n",
"0 29423 https://twitter.com/paopao619/status/916809797923569665 \n",
"1 9195 https://twitter.com/MikeTokes/status/919325090277244929 \n",
"2 14901 https://twitter.com/CharlesMBlow/status/914807607554183168 \n",
"3 16475 https://twitter.com/DineshDSouza/status/915412752910491649 \n",
"4 7126 https://twitter.com/igorvolsky/status/915361057073451009 \n",
"5 18143 https://twitter.com/FoxNews/status/916119532778921984 \n",
"6 25434 https://twitter.com/DonaldJTrumpJr/status/914819406445862912 \n",
"7 12163 https://twitter.com/Israel/status/914946705933705216 \n",
"8 19771 https://twitter.com/MatPatGT/status/914980392905478144 \n",
"9 2081 https://twitter.com/kwilli1046/status/914923080195166208 \n",
"\n",
" retweets \\\n",
"0 16048 \n",
"1 10862 \n",
"2 6513 \n",
"3 6486 \n",
"4 6480 \n",
"5 6007 \n",
"6 5147 \n",
"7 4572 \n",
"8 3893 \n",
"9 3834 \n",
"\n",
" text \\\n",
"0 My relative's friend posted this. Wypipo so desperate to make the #LasVegasShooting about brown people #LasVegas pic.twitter.com/InEMbcMxEa \n",
"1 BREAKING: Kymberley Suchomel, an eyewitness present at the concert who identified multiple shooters has been found dead. #LasVegasShooting pic.twitter.com/N7IKVBkFkv \n",
"2 Prayer may provide comfort and consolation, but it is POLICY that provides protection and prevention. #LasVegasShooting \n",
"3 Millionaires typically don't go on mass murder sprees--Paddock had a motive & we need to know what it is #LasVegasShooting \n",
"4 News orgs obtained Trump's talking points on guns following #LasVegasShooting . He lifted them from @NRA , so I debunked them. Pls share pic.twitter.com/Gq7JXEMlTV \n",
"5 #LasVegasShooting victim on meeting @POTUS : I don't care what anybody has to say to me - he cared. pic.twitter.com/YCaHhPHGdk \n",
"6 Our prayers and deepest condolences are with all those affected by the evil perpetrated in #lasvegas #lasvegasshooting \n",
"7 The city Hall of Tel Aviv displays the American flag tonight, as we stand in solidarity w/ the American ppl & #LasVegasShooting victims pic.twitter.com/uoFEVw1Ngo \n",
"8 Dear Media, Stop glorifying criminals by broadcasting their names and faces. Call the scum what they really are: COWARDS. #LasVegasShooting \n",
"9 Would Stronger Gun Control Laws Have Prevented the #LasVegasShooting ? \n",
"\n",
" username \n",
"0 paopao619 \n",
"1 MikeTokes \n",
"2 CharlesMBlow \n",
"3 DineshDSouza \n",
"4 igorvolsky \n",
"5 FoxNews \n",
"6 DonaldJTrumpJr \n",
"7 Israel \n",
"8 MatPatGT \n",
"9 kwilli1046 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text": [
"The most favorited:\n"
]
},
{
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"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>favorites</th>\n",
" <th>permalink</th>\n",
" <th>retweets</th>\n",
" <th>text</th>\n",
" <th>username</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>29423</td>\n",
" <td>https://twitter.com/paopao619/status/916809797923569665</td>\n",
" <td>16048</td>\n",
" <td>My relative's friend posted this. Wypipo so desperate to make the #LasVegasShooting about brown people #LasVegas pic.twitter.com/InEMbcMxEa</td>\n",
" <td>paopao619</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>25434</td>\n",
" <td>https://twitter.com/DonaldJTrumpJr/status/914819406445862912</td>\n",
" <td>5147</td>\n",
" <td>Our prayers and deepest condolences are with all those affected by the evil perpetrated in #lasvegas #lasvegasshooting</td>\n",
" <td>DonaldJTrumpJr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>19771</td>\n",
" <td>https://twitter.com/MatPatGT/status/914980392905478144</td>\n",
" <td>3893</td>\n",
" <td>Dear Media, Stop glorifying criminals by broadcasting their names and faces. Call the scum what they really are: COWARDS. #LasVegasShooting</td>\n",
" <td>MatPatGT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>18143</td>\n",
" <td>https://twitter.com/FoxNews/status/916119532778921984</td>\n",
" <td>6007</td>\n",
" <td>#LasVegasShooting victim on meeting @POTUS : I don't care what anybody has to say to me - he cared. pic.twitter.com/YCaHhPHGdk</td>\n",
" <td>FoxNews</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>16475</td>\n",
" <td>https://twitter.com/DineshDSouza/status/915412752910491649</td>\n",
" <td>6486</td>\n",
" <td>Millionaires typically don't go on mass murder sprees--Paddock had a motive &amp; we need to know what it is #LasVegasShooting</td>\n",
" <td>DineshDSouza</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>14901</td>\n",
" <td>https://twitter.com/CharlesMBlow/status/914807607554183168</td>\n",
" <td>6513</td>\n",
" <td>Prayer may provide comfort and consolation, but it is POLICY that provides protection and prevention. #LasVegasShooting</td>\n",
" <td>CharlesMBlow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>12163</td>\n",
" <td>https://twitter.com/Israel/status/914946705933705216</td>\n",
" <td>4572</td>\n",
" <td>The city Hall of Tel Aviv displays the American flag tonight, as we stand in solidarity w/ the American ppl &amp; #LasVegasShooting victims pic.twitter.com/uoFEVw1Ngo</td>\n",
" <td>Israel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>12114</td>\n",
" <td>https://twitter.com/Franklin_Graham/status/914783253722263552</td>\n",
" <td>2959</td>\n",
" <td>Pray for the families of those killed and for the 100+ wounded in a shooting rampage last night in #LasVegas . #LasVegasShooting</td>\n",
" <td>Franklin_Graham</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9991</td>\n",
" <td>https://twitter.com/Franklin_Graham/status/914952619969454080</td>\n",
" <td>2474</td>\n",
" <td>“May God give us the grace of healing &amp;...provide the grieving families w/strength to carry on.” - @POTUS Donald J. Trump #LasVegasShooting</td>\n",
" <td>Franklin_Graham</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9940</td>\n",
" <td>https://twitter.com/FoxNews/status/914928212974510080</td>\n",
" <td>3168</td>\n",
" <td>Hundreds of people lined up to donate blood at a #LasVegas blood bank #lasvegasshooting pic.twitter.com/QNW6LW94Hk</td>\n",
" <td>FoxNews</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" favorites permalink \\\n",
"0 29423 https://twitter.com/paopao619/status/916809797923569665 \n",
"1 25434 https://twitter.com/DonaldJTrumpJr/status/914819406445862912 \n",
"2 19771 https://twitter.com/MatPatGT/status/914980392905478144 \n",
"3 18143 https://twitter.com/FoxNews/status/916119532778921984 \n",
"4 16475 https://twitter.com/DineshDSouza/status/915412752910491649 \n",
"5 14901 https://twitter.com/CharlesMBlow/status/914807607554183168 \n",
"6 12163 https://twitter.com/Israel/status/914946705933705216 \n",
"7 12114 https://twitter.com/Franklin_Graham/status/914783253722263552 \n",
"8 9991 https://twitter.com/Franklin_Graham/status/914952619969454080 \n",
"9 9940 https://twitter.com/FoxNews/status/914928212974510080 \n",
"\n",
" retweets \\\n",
"0 16048 \n",
"1 5147 \n",
"2 3893 \n",
"3 6007 \n",
"4 6486 \n",
"5 6513 \n",
"6 4572 \n",
"7 2959 \n",
"8 2474 \n",
"9 3168 \n",
"\n",
" text \\\n",
"0 My relative's friend posted this. Wypipo so desperate to make the #LasVegasShooting about brown people #LasVegas pic.twitter.com/InEMbcMxEa \n",
"1 Our prayers and deepest condolences are with all those affected by the evil perpetrated in #lasvegas #lasvegasshooting \n",
"2 Dear Media, Stop glorifying criminals by broadcasting their names and faces. Call the scum what they really are: COWARDS. #LasVegasShooting \n",
"3 #LasVegasShooting victim on meeting @POTUS : I don't care what anybody has to say to me - he cared. pic.twitter.com/YCaHhPHGdk \n",
"4 Millionaires typically don't go on mass murder sprees--Paddock had a motive & we need to know what it is #LasVegasShooting \n",
"5 Prayer may provide comfort and consolation, but it is POLICY that provides protection and prevention. #LasVegasShooting \n",
"6 The city Hall of Tel Aviv displays the American flag tonight, as we stand in solidarity w/ the American ppl & #LasVegasShooting victims pic.twitter.com/uoFEVw1Ngo \n",
"7 Pray for the families of those killed and for the 100+ wounded in a shooting rampage last night in #LasVegas . #LasVegasShooting \n",
"8 “May God give us the grace of healing &...provide the grieving families w/strength to carry on.” - @POTUS Donald J. Trump #LasVegasShooting \n",
"9 Hundreds of people lined up to donate blood at a #LasVegas blood bank #lasvegasshooting pic.twitter.com/QNW6LW94Hk \n",
"\n",
" username \n",
"0 paopao619 \n",
"1 DonaldJTrumpJr \n",
"2 MatPatGT \n",
"3 FoxNews \n",
"4 DineshDSouza \n",
"5 CharlesMBlow \n",
"6 Israel \n",
"7 Franklin_Graham \n",
"8 Franklin_Graham \n",
"9 FoxNews "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print 'The most retweeted:'\n",
"print_result(db_by_retweets)\n",
"print 'The most favorited:'\n",
"print_result(db_by_favorites)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you see between the users who have most popular tweets there are famous politicians and also political activists such as Donald Trump Jr. Also, some important organizations such as Fox News. Generally top tweets do not tend to cite any news but have some emotional content such as this [one](https://twitter.com/paopao619/status/916809797923569665)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"websites\"></a>\n",
"## 1.3 Most Popular Sources Of Information"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"People are spreading news using references. They comment on an event depending on an article and they reference this article to spread the word. So it is pretty interesting to see the sources of information. Let's check the most common urls: "
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 4730 differrent websites where people get information.\n"
]
}
],
"source": [
"print 'There are {} differrent websites where people get information.'.format(len(set(allCitedWebsite)))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"www.youtube.com 8335\n",
"www.reviewjournal.com 897\n",
"www.facebook.com 860\n",
"www.nytimes.com 610\n",
"www.pscp.tv 596\n",
"www.instagram.com 535\n",
"www.gofundme.com 497\n",
"www.foxnews.com 448\n",
"www.washingtonpost.com 441\n",
"www.theguardian.com 308\n",
"www.intellihub.com 295\n",
"www.dailymail.co.uk 255\n",
"abcnews.go.com 247\n",
"www.cnn.com 239\n",
"www.infowars.com 225\n"
]
}
],
"source": [
"for webSite, nOfCitation in sorted( Counter(allCitedWebsite).iteritems(), key=lambda (w,n):n, reverse = True)[:15]:\n",
" print webSite,nOfCitation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we can see some mainstream media such as New York Times, Fox News, CNN, and the Washingtonpost. However, people also cite some alternative media such as InfoWars and IntelliHub."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"visualizeByTime\"></a>\n",
"## 1.4 Visualizing over time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's also very interesting to understand the tweets in our database from a chronological point of view. So let's see chronological distribution."
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"data": {
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HTosvP2lkhIb7zh6KijturYY7fqyCO36IwzKrV8udHyxQAAAAAAAN0MQWQHcV2ptrbp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\niIiIgu7/AIrRIYLCj+B0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fccfd580bd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get dates and remove seconds for readability purposes\n",
"dates = list(set([tweet['date'] for tweet in allTweets]))\n",
"no_seconds = [date.replace( minute=0, second=0, microsecond=0) for date in dates] \n",
"\n",
"# count occurences\n",
"counter = dict(Counter(no_seconds))\n",
"\n",
"# prepare plot\n",
"x = []\n",
"y = []\n",
"for element in counter:\n",
" x.append(element)\n",
" y.append(counter[element])\n",
"\n",
"# plot nicely \n",
"plt.title('Number of tweets per date')\n",
"plt.ylabel('Number of tweets')\n",
"plt.xlabel('Date')\n",
"plt.scatter(x, y, c=y, marker='.', s=y)\n",
"plt.xlim([min(x), max(x)])\n",
"plt.ylim([min(y),max(y)])\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An interesting fact we see here is that the closer we are to the event, the more tweets we have (exponential distribution actually). However of course in the first couple of hours there are few people who know the event so we have less tweets. Thus if focus on the first two days we see the next plot."
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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t8woHXI9Z6S9T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\ns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"text/plain": [
"<matplotlib.figure.Figure at 0x7fccfd580410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Get first 2 days\n",
"firstTwoDays = sorted(x)[:48]\n",
"nOfTweetsInFirstTwoDays = [counter[hour] for hour in firstTwoDays]\n",
"# plot nicely \n",
"plt.title('Number of tweets per date in first Two Days ')\n",
"plt.ylabel('Number of tweets')\n",
"plt.xlabel('Date')\n",
"plt.scatter(firstTwoDays, nOfTweetsInFirstTwoDays, c=nOfTweetsInFirstTwoDays, marker='.', s=nOfTweetsInFirstTwoDays)\n",
"plt.xlim([min(firstTwoDays), max(firstTwoDays)])\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"networkAnalysis\"></a>\n",
"# PART 2. NETWORK ANALYSIS\n",
"\n",
"We have very rich and interesting data to analyze. There are different networks hidden in our data. \n",
"\n",
"From the tweets we collected we are going to generate a number of different networks that we will be used throughout the analysis. \n",
"\n",
"**Network 1:**\n",
"For the first network, the *nodes* are the users who have tweeted under the hashtag '#LasVegasShooting'. The *edges* will be constructed through mentions in these tweets. So, when a tweet mentions another user that is also a *node* in the network, there will be an *edge* between these two. We will refer to this network as `mention_graph`. \n",
"\n",
"**Network 2:**\n",
"For the second network, *nodes* are still the users. We define the *edges* between *nodes* if they share a common hashtag, not including the query hashtags. For example if two tweets from different *nodes* use the hashtag **#GunSense**, we will create an *edge* between them. We will refer to this network as `hashtag_graph`. \n",
"\n",
"**Network 3:**\n",
"Finally, for the third network, *nodes* are sources of information. Those are the websites, users are referencing to. We define the *edges* between *nodes* if same user share an article from both of the websites. For example if the user 'DonaldTrumpJr' shared articles from both 'Fox News' and 'CNN' there will be an edge between these nodes. \n",
"\n",
"Below we will start creating the networks."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"mentionGraph\"></a>\n",
"## 2.1 Mention Graph "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's create the mention graph first."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of nodes in mention_graph 90721\n",
"Number of edges in mention_graph 6209\n"
]
}
],
"source": [
"import networkx as nx\n",
"from collections import defaultdict\n",
"from itertools import combinations\n",
"\n",
"# start by finding all unique usernames in the tweets \n",
"usernames = list(set(allUsersList))\n",
"\n",
"# create two separate graphs for mention relations \n",
"mention_graph = nx.Graph()\n",
"\n",
"# add nodes from users that wrote tweets\n",
"mention_graph.add_nodes_from(usernames)\n",
"\n",
"print 'Number of nodes in mention_graph', len(mention_graph.nodes())\n",
"\n",
"# add edges to mention_graph between mentions in tweets \n",
"# get all tweets with their mentions\n",
"tweet_mentions = list(tweet_collection.find({'mentions': {'$ne' : [],}}, {'username': 1, 'mentions': 1}))\n",
"\n",
"\n",
"# define a default dictionary to store the unique mentions used per user as a set\n",
"mentions_dict = defaultdict(set)\n",
"\n",
"# populate dict {username: set(mentions)}\n",
"for tweet in tweet_mentions:\n",
" # get mentions from without @ (@DonaldTrumpJr -> DonaldTrumpJr)\n",
" mentions = map(lambda mention: mention[1:], tweet['mentions'])\n",
" # update dict\n",
" mentions_dict[tweet['username']].update(mentions)\n",
"\n",
"# add edges from mentions_dict\n",
"for user, mentions in mentions_dict.iteritems():\n",
" for to_node in mentions:\n",
" if mention_graph.has_node(to_node):\n",
" mention_graph.add_edge(user, to_node)\n",
" \n",
"print 'Number of edges in mention_graph', len(mention_graph.edges())\n",
"\n",
"# get degree distributions\n",
"mention_degree = dict(mention_graph.degree())\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you see in this graph there are much more nodes than edges. Actually this is expected because people in twitter generally tend to mention other people if there is a direct relation to the event with the mentioned user."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To further analyze this graph let's see some basic statistics about the graph."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Basic stats on Mention Graph\n",
"### Degree distribution\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's analyze the degree distribution to understand our graph."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wnz9/3ux1cnKyunXrpurVq2vIkCGqWrWqJCkhIUFz587VkSNHtHLlyvyNFgAA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\nvfHGG0pLS7PxkQEAwP5xhR0AgEdcjx4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"text/plain": [
"<matplotlib.figure.Figure at 0x7fcdeb7cd990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('fivethirtyeight')\n",
"# get minumum and maximum degrees\n",
"min_mention_degree, max_mention_degree = min(mention_degree.values()), max(mention_degree.values())\n",
"\n",
"# plot the degree distributions\n",
"plt.figure()\n",
"plt.subplot(211)\n",
"plt.yscale('log', nonposy='clip')\n",
"plt.title('Mention graph degree distribution')\n",
"plt.xlabel('Degree')\n",
"plt.ylabel('Number of nodes')\n",
"d = sorted(mention_degree.values(),reverse=True)\n",
"r = range(min_mention_degree, max_mention_degree + 1)\n",
"_ = plt.hist(d,r) # degree sequence\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the histogram above is in logarithmic scale let's see the distribution in loglog scale also."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Hbdu2pZcdN8U1Pl7uERFySU6WyWyWS3Ky3CMiCO4AAAAADMWpoT0z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\ndI1wMyZQjQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fcdfd371150>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"c = Counter(d)\n",
"frequency = c.values()\n",
"degrees_values = c.keys()\n",
"plt.loglog(degrees_values, frequency, 'ro')\n",
"plt.xlabel('k')\n",
"plt.ylabel('count')\n",
"plt.title('LogLog Plot of Degree Distribution for Mention Graph')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see we can safely say that the degree distribution follows power law. Note that there a lot of nodes without any connection. Here it is wiser to look only to GCC."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The GCC\n",
"### Plotting the size of components\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's get all the connected components. Biggest one will be the GCC."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mention graph has 85876 disconnected components\n"
]
}
],
"source": [
"# components_mention = pickle.load(open('componentsMention','rb'))\n",
"components_mention = sorted(nx.connected_component_subgraphs(mention_graph), key=len, reverse=True)\n",
"print 'The mention graph has {0} disconnected components'.format(len(components_mention))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A lot of subgraphs! Let's try to understand their sizes."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AAAAAAONSleQncnV1JbEHAAAAACCTSVWSHxMTo9mzZyssLExnzpyRJHl6eqpJ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\nXVsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fcdcf232e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.subplot(211)\n",
"mention_component_lengths = [len(c) for c in components_mention]\n",
"plt.yscale('log', nonposy='clip')\n",
"plt.title('Mention graph components')\n",
"plt.ylabel('Number of components')\n",
"plt.xlabel('Number of nodes')\n",
"max_mcl = max(mention_component_lengths)\n",
"_ = plt.hist(mention_component_lengths, range(max_mcl + 1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So apparently most of the components are actually pretty small. Let's see first 5 biggest component."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[3832, 20, 11, 11, 10]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mention_component_lengths[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we can see that GCC is big enough to give us good insight."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Examining the GCC\n",
"\n",
"Since the main graph is so disconnecte, we decide to only work with the GCC of the graph. This allows us to perform more in depth analysis."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The GCC of the mention graph has 3832 nodes and 5078 edges.\n",
" - Average degree: 2.65970772443\n"
]
},
{
"data": {
"image/png": 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61rVr1zA2Ns52rEIIIYQQQgghRH6RJ0Pchw4dyqBBg6hXrx4NGjRg/fr1PHnyhL59+wIw\naNAgADw8PFLV27hxI5UqVaJJkyZp2lyxYgXlypXD1NSU+Ph4fHx8OHDgAJs3b86LlyCEEEIIIYQQ\nQnxUeZKg29nZ8erVK+bPn8/Tp08xNTXFx8eHcuXKAfDw4cM0dd68ecPOnTtxdXVNd656QkICkydP\n5vHjx+jo6KS02aZNm7x4CUIIIYQQQgghxEeVZ4vEDRgwgAEDBqR77sCBA2mOFSlShPDw8AzbGzFi\nBCNGjMi1+IQQQgghhBBCiPwk1+egCyGEEEIIIYQQIuskQRdCCCGEEEIIIfIBSdCFEEIIIYQQQoh8\nQBJ0IYQQQgghhBAiH5AEXQghhBBCCCGEyAckQRdCCCGEEEIIIfIBSdCFEEIIIYQQQoh8QBJ0IYQQ\nQgghhBAiH5AEXQghhBBCCCGEyAckQRdCCCGEEEIIIfIBSdCFEEIIIYQQQoh8QBJ0IYQQQgghhBAi\nH5AEXQghhBBCCCGEyAckQRdCCCGEEEIIIfIBSdCFEEIIIYQQQoh8QBJ0IYQQQgghhMgHHj16hJub\nG8nJyeoORaiJJOhCCCGEEEIIoUYvX75k0qRJNG7cmKioKOLi4tQdklATTXUHIIQQQgghhBCfo8jI\nSJYvX87q1auxs7Pj9OnTmJiYqDssoUaSoAshhBBCCCHERxQTE8PatWtZsmQJlpaW+Pv7U6FCBXWH\nJfIBSdCFEEIIIYQQ4iNISEjA09OTBQsWUK9ePfbt24epqam6wxL5iCToQgghhBBCCJGHkpKS2L59\nO3PmzKFixYp4eXlRt25ddYcl8iFZJE4IUWC8WzAlLCyMsLAwvLy8iIyMZPjw4bKYihBCCCHyHZVK\nxf79+2nSpAnr1q3D3d2dnTt3SnIuMiQ96EKIAmP8+PEUKlQIY2NjfHx8iI2NJT4+nhcvXjBv3jwm\nT56s7hCFEEIIIQA4efIkM2fOJC4ujmnTptGmTRsUCoW6wxL5nPSgCyEKjClTpnD16lUuXbqEubk5\nenp6zJkzhy5duuDp6cn58+fVHWIqycnJuLu7qzsMIYQQQnxEKpWKmTNnMnr0aIYOHUpgYCDff/+9\nJOciUyRBF0IUGAYGBuzcuROlUskff/xBzZo1MTY2xsXFhVGjRjF48GCio6PVHWaKR48eMWPGDPr1\n66fuUIQQn7nt27cTEREBwLNnz9QcjRCfNg8PD/z8/AgKCsLOzg6lUlIukXny0yKEKFAKFSrEunXr\nqFu3LhcuXKB8+fIYGRnh4eGBqakp06dPV3eIKcqUKcPOnTvZvXs306ZNU3c4QojP1ObNm5k+fTpR\nUVEsW7aMtm3bEh8fr+6whPgkBQcHs3DhQjw9PdHT01N3OKIAkgRdCFHgKJVKZs+ejZOTExcvXsTI\nyAiFQsHTp0/Zu3cvAQEB6g4xRdOmTVm5ciVLlixh7dq16g4nX7h9+zYPHjzI1TafP3+er+67EPnF\n3r17mT17Nr6+vvzyyy9s2bKF3bt3o62tre7QhPjkPH78mP79+7Nq1SrZ01xkmyToQogCa8iQIcyZ\nM4c///yTYsWK8fDhQ0xNTRk2bBiRkZHqDi9F165dmTRpEi4uLgQFBak7HLX79ddfWbVqVa62uX//\nfry8vHK1TSEKuoCAAEaNGsXGjRuZOnUqt2/f5vDhw5QtW1bdoQnxyYmPj8fR0ZH+/ftjaWmp7nBE\nASYJuhAiQyqViqSkJAC2bt3KyJEjefPmjZqjSs3GxobNmzfz4MEDdHV1uXTpEsbGxkyYMEHdoaUy\nevRoHB0dcXFx4dKlS+oOR606d+7Mrl27SE5OzrU2Dx06RNu2bXOtPSEKuosXL9KvXz8WLlzI2LFj\nKVmyJL6+vhQrVkzdoQnxSZo4cSKGhoaMGjVK3aGIAk4SdCFEhkaOHEmjRo04evQovr6+7N69GzMz\nMwIDA9UdWiqNGzfmwIEDxMXFoa2tzfXr1zly5AiHDx9Wd2ipLF68mPr162NlZcX9+/fVHY7aVKtW\nDQMDA06fPp0r7UVFRXH69OnPrsdCpVKpOwSRT928eZNu3brh4uLCxIkTsba2ZunSpWhpaak7NCEK\nNpUKjcBAdAYPRnfAALTd3SE6mm3btnHixAlWrVolC8KJHJOfICFEupKSkjAyMiI8PJz+/fsTFxfH\nsGHDiImJoXv37owcOTJfrZhetWpVjh49yhdffIGWlhavX79m2LBhvHr1St2hpbJ48WIqV65MkyZN\neP36tbrDybR3yWBycjJeXl4pIyuyq3PnzuzYsSM3QsPf35+6det+Nj2D8fHxjBo1ii1btuReo7Gx\naK9ahZ6NDfrff49+69bod+xIoalTUfz9d+5dR+S5Bw8eYG9vT9euXVmwYAHTpk1j9OjRsr2TEDmk\nvH0bfUtL9Hr0oNC2bWhv347OlClo1a9P+OjReHl5fTbvQyJvSYIuhEiXhoYGEydO5MqVK/Tq1YtL\nly6xYMECmjRpQtOmTfH29qZevXqcPXtW3aGmMDEx4ciRI9SsWROFQkFkZCTDhg1Td1ipKJVKTp48\nSeHChWncuDGJiYnqDilTnJ2d8fb2Ji4uDh8fH5ydnUlISMh2e3Z2duzZsydHbbzzOQ1vf/z4MR07\nduTp06d06tQp5w1GRaEzfDiFmzZFZ+JEtE6eRPPsWTTPn0czKAidJUvQb9YMvZ49UTx8mPPriTz1\n4sUL7OzsMDMzw9vbm82bN9O5c2d1hyVEgad49gy97t3RvHgR5du3/39cpULv4UMmAbV++019AYpP\niiToQoj3KlGiBD///DMXL16kc+fOHD9+nJMnT2JpaUl8fDzW1taMGTOG2NhYdYcKQNGiRdm1axdW\nVlYkJibi5+fHr7/+qu6wUtHS0iI4OJg3b97QokWLXJ2LnVd++ukn3NzcmDx5Mp6enrx58wYnJyfi\n4uKy1V6FChWoWLEiJ0+ezFFcSUlJHDlyBCsrqxy1UxCcPXsWS0tLWrVqhaenJ0WLFs1Re4oXL9Dv\n0IFCnp5ohIaiyGBUhMaDB2gdOIC+jQ3KixdzdE2RdyIjI+ncuTNffPEFV65c4eDBgzRu3FjdYQnx\nSSg0YwYaoaEZn4+OptCGDVBAHrqL/E0SdPHZi4mJyVdDtfMrExMT3N3dOXv2LO3atcPPz4+YmBhq\n1arF5s2bqVOnTr5Z/ExbW5uNGzfSt29fEhMTGTp0KI8fP1Z3WKkYGBgQFBTErVu36N69u7rD+aDq\n1avj7+/P48ePsbe3x83NDaVSSc+ePYmJiclWm/b29mzfvj1HcV24cIGSJUt+0tvZqFQqNmzYQK9e\nvVi8eDEuLi45n+MYFYVely5oZuF3VuP2bfQGDEBx717Ori1yXWxsLN27d+f169eoVCr8/PyoXLmy\nusMS4tOgUqF5/vwHiylv30Zz//6PEJD41EmCLj57/v7+1KxZk6lTp37WC3dlVvny5Vm/fj2nTp2i\nUaNGXLp0CR0dHeLj42nTpg2urq7Ex8erO0wUCgULFy5kzJgxJCUlYW5unu8W1SpfvjyHDh3i2LFj\nBWLV12LFiuHl5UWHDh2wsrKib9++FC9enC5duvD2X0P+MsvW1pbDhw9nO8GHT394e1xcHCNGjMDD\nw4PDhw/Tpk2bXGlXZ9w4NLPRG67x11/oDh2aKzGI3JGYmEjv3r0JCQmhdu3a7N27lxIlSqg7LCE+\nHVFRkIkdbBTx8Whcu/YRAhKfOknQxWevXbt2HDt2jPj4eCwsLOjTpw/BwcH5LpnLbypXrsyOHTvw\n9/enWrVqREZGoqenx7p166hVqxZXr15Vd4gATJo0ifHjx/Pq1at8OQy6bt26bN68mQ0bNrB48WJ1\nh/NBCoWCn376idWrVzN48GC+/vprKlSogL29fZYXvTM2NqZOnTr4+fllO55POUEPDw+nffv2RERE\ncPToUSpVqpQ7DcfFoXnmTLara4SEoHzPUE/x8ahUKvr168dvv/1Gjx49WL9+PTo6OuoOS4hPi44O\nCk3NTBVVffFFHgcjPgd5lqCvXbuWWrVqYWxsjIWFBcHBwRmWDQoKwsDAIM3XrVu3UpXbs2cPDRo0\noGTJkjRo0IB9+/blVfjiM/PVV18xZ84crl69SpMmTRg+fDgWFhZs2bIl38ytzq9q1KiBn58fhw4d\nonTp0iQnJxMREUGLFi1wcXHJF4ugjR07lhEjRnD//n3++OMPdYeTRvv27Zk3bx7Tp0/H19dX3eFk\nioWFBf7+/hw9epQXL15QrVo1rK2ts7xqvr29fbZXc7979y6vXr2ibt262aqfnwUHB2NpaUn79u3Z\ntGkTRYoUybW2tTZtQvnXX9mur3z5kkLz5+daPCJ7VCoVAwYM4ODBg0ybNo2ZM2fK9k5C5AVNTZIy\n8YA0qUwZErp2/QgBiU9dnvwl37lzJ+PGjWP06NEEBgZSv359HBwcePDgwXvrnTlzhps3b6Z8/bu3\n4Ny5c/Tr1w8HBweCgoJwcHDAycmJ33//PS9egvhMFSlSBGdnZ86fP8/kyZPZuXMntWrVYvbs2Tx5\n8kTd4eVrZmZmBAcHs2PHDkqWLElSUhJr166lWrVqXLlyRd3hMX36dGbMmEHv3r2JiIhQdzhpDBw4\nkGHDhjFo0CBOnTql7nAypVSpUuzfv5+yZcsSGBjIN998Q4cOHXj27Fmm2+jUqRPHjh3L1kJ+hw4d\n4vvvv/+kkhKVSsWaNWtwdHRk2bJljBw5Mte3x9I6dCjDBeEySyMfPuj63AwYMIDdu3ezZs0aBg0a\npO5whPikxQ0bRnLx4u8tk/Tdd6hkeonIBXnyqWb58uX06NEDR0dHqlatyvz58zE2Nmb9+vXvrWdk\nZISxsXHKl4aGRsq5lStX0rRpU8aMGUPVqlUZM2YMTZo0YeXKlXnxEsRnTqlU0rp1a3bs2MG+ffv4\n+++/adCgAQMHDuTChQvqDi9fa9myJVeuXGHDhg0UL16cFy9eYGFhwbBhw9S+WrmDgwPff/89zs7O\nao8lPTNnzsTe3p7p06cXmD3StbW1mTdvHhMmTODIkSNUrFiR9u3bEx4enqn6BgYG1KxZk8mTJ2f5\nnnxqw9tjY2MZOnQoGzZswM/Pj1atWuXJdRS5MSooJgZkGpDazJkzh6NHj+Lr64utrW2qc/nxb5sQ\nBV2SpSVxw4aRlM4QdpWGBonm5sSsWKGGyMSnKNcT9Pj4eC5fvkzLli1THW/ZsuUH90tu3rw5VatW\npVOnTgQGBqY6d/78+TRtWlpa5qs9mMWnqWrVqixYsIArV65Qq1Yt+vbtS+vWrdm+fXuu7OH8KVIo\nFNja2nLnzh0WLFiAjo4OXl5elC5dmnPnzqk1tpkzZ/LmzRvmzZun1jgysmbNGmrXrs3AgQNJymEv\n58fk4ODAvn37CAkJwcDAgHbt2hEWFpapugMGDCA2NpbDhw9n+noRERFcvnyZ5s2bZzPi/OXBgwe0\nbduW2NhYjh49yldffZW9hpKTUdy7h/LGDRT376efROdGAidJoNqEh4ezYMECJk6cmOZz0d69e+nc\nubOsoSJEHogfPZqdzs4EGhmR9M03JFWrRmKjRsQsWEDU7t2gp6fuEMUnQhEREZGrf8UfP36Mqakp\nBw4cwNzcPOW4m5sbvr6+6Q5JDw0NJSgoiLp16xIfH4+3tzfr169n//79KW0YGRmxdOnSVNsRbdu2\njREjRrx3OGWoLGQjcllSUhKBgYF4e3tz//59OnfujK2tLcU/MPTpc5acnMyKFSvYvHkzKpUKU1NT\nNm7cqLahyS9evMDR0ZHx48fTpEkTtcTwPomJiQwfPpxvvvmG4cOHZ6rO27dvefnyJeXLl8/j6D4c\nx4wZM7hx4wZJSUmsWrWK8sbGGO3ahUFAAIr4eJJ1dHhlZcWrtm1RaWoSExNDmzZtqFKlygdHWr1z\n5MgRDh8+zC+//JLHryjvXbhwgYkTJ9KzZ0969eqV5SHtioQEDPfs4YujR9F+8QKNyEgU8fGotLVJ\nLFaMBCMjXrRvzysrK9DUpMqQIRTLxJZB7xPz1Vdc9/HJURsie3r06EFMTAy7du1KdXzr1q14eXmx\naNEiqlWrpqbohPi0OTk50a9fP5o1a6buUEQBVqVKlfeez9yShNnw3w8YKpUqww8dVapUSRVo/fr1\nuX//Pu7u7qmS/Ky0+e+2xf8LDQ2V70kuqFatGs7Ozly7dg0PDw8cHBzo0KEDP/zwAzVr1szTaxfU\ne7hkyRIWLFhA165dOXHiBB0CdKD/AAAgAElEQVQ7dmT//v18/fXXHz2WKlWq4OnpSa9evfDz88t+\nb2U2ZPb+eXt707JlS5o0aUKXLl3SLaNSqRg3bhyOjo48f/6cYcOG4eXlRf369XM77CzZuXMny5Yt\nY968efzcty8BRkbo3buXat5z0UuXKLt3L9E+PqiqVKFt27acOHGCqKgo6tSp88FrzJ07FwcHB7X8\nLuTW76BKpWLVqlX88ssvrFu3LlujATSOHUNn6lQ0bt5E8d8FGaOj0YqIQDcsjCJXr1J+1y5i5s1D\ns3lzyGGCrlmtWr79OzRhwgQqVqzIgAED0j1fUP+GAnh6enLnzh1OnTqV8hqSkpKYOHEiJ0+e5Pjx\n45QrV07NUea9gnwPRcG9f5cuXSIyMhInJ6dU03A/RwX1HhYUud59ZWhoiIaGRppe7RcvXmBkZJTp\ndurVq8df/1pl1tjYOMdtCpHbatasybJly7hw4QIVK1aka9eutG/fnn379hWo4ckfi5aWFjt37iQ0\nNJSBAwfStm1bJk+eTGRk5EePpUGDBri6utKzZ0+ioqI++vU/xNDQkK1btzJ+/HguZrBftUKhoHbt\n2nTs2JHHjx+zbNkyunfvzoEDBz5ytGnjGj58ON6bN7Px7Vv079xJsyiZIiEBzcuX0evZE1QqOnfu\njImJCSsyMYcvLi6OY8eO8f333+fVS8hz0dHRDBo0iK1bt+Ln55et5LzQ7NnoOTujef162uT8PxTx\n8WhcvYpenz6otLVJysFIi+QiRYgbMSLb9fOapqYmb9++VXcYuS4iIgJXV1ccHBwwNTUFICYmBicn\nJ/744w8OHz78WSTnQqjLmjVr6N+//2efnIu8l+sJura2NnXq1MHf3z/VcX9/fxo0aJDpdq5du4ax\nsXHK/83MzHLcphB5pUSJEowePZorV67Qr18/3N3dqVOnDu7u7vz999/qDi/fMTIywsXFhdOnT/Py\n5UsaNGiAt7f3R583OWDAAGrWrMlPP/2UL+dsVq9encWLF9O7d+8MdxHo0aMHBw8exMPDA29vbzZu\n3Mjo0aPZsGHDR442LYvQUKp/YJSTxvXraBw5QqtWrXjy5AmHDx/m0aNH761z6NAhLCws+PLLL3Mz\n3I8mLCwMKysr4J+h+hUqVMhyG9pLlqDt4YEyi9vaKZ89o9DKlaiKFcvyNd9J/vprkvLxe6+uri7R\n0dHqDiPXOTs7o1QqWbRoEfBPJ4W1tTU6Ojrs2LEDAwMDNUcoxKfr1atXHDhwgN69e6s7FPEZyJMJ\noEOHDmXr1q1s3ryZmzdvMnbsWJ48eULfvn0BGDRoUKotQVasWMH+/fu5c+cON27cYPr06Rw4cICB\nAwemlPnhhx8IDAxk0aJF3Lp1i0WLFhEUFMTgwYPz4iUIkS1aWlrY29vj5+fHpk2bCA0NpV69eri4\nuHDnzh11h5fvlCxZMmVu+qpVq2jbtu1H3ZJNoVDwyy+/EBISgoeHx0e7blZ07NgRR0dHevfuTWwG\nq29XrVqV48ePU7RoUX788UcWLlyIu7s7s2bNytGDh/v37+doRWitAwc+uJ2XIjqaQps3U6hQITp1\n6oSpqSlr1qx5bx0PDw/s7OyyHZc6nTx5ktatW9OtWzc8PDzQy8aiQspbt9BevRplNkeeKF+9QvHy\nJUnZmNqRVKoUsVOnQi5v/Zab9PX1P7kE/ejRo/j7++Pm5oa+vj5//fUXbdq0oWnTpnh4eFCoUCF1\nhyjEJ83Ly4u2bdtiaGio7lDEZyBPEnQ7OzvmzJnD/Pnzadq0KWfOnMHHxydl6NXDhw95+PBhSvmE\nhAQmT56Mubk5bdu2TSnfqVOnlDINGjRg/fr1bNu2DXNzc3799VfWr1/Pd999lxcvQYgcq1u3LkuX\nLuXUqVMULVqU77//nm7duhEYGJgve2vVyczMjOPHj9OjRw8cHBwYNWoUr7LYM5hdenp6eHp6snDh\nQoKDg/PsOsHBwdneOs3FxYVSpUoxatSoDH92dHV1+eWXX5gyZQojRoyge/fuHD9+nGHDhmVrt4Hk\n5GTMzMyIi4vLVsyQhe28/lfOwcGBV69esWnTpgyHKF++fJkHDx7QoUOHbMelDu8WzBs0aBBr165l\nyJAh2d7fXMfVFY1MbmOXEY3wcJJLlyapcuVM10kqVYq4adNIyueLI+np6X1SCXpkZCTOzs5UrlyZ\nnj17cu7cOdq2bcuPP/7I5MmT1bbYphCfi6SkJNatW5fhuhZC5LY8+6s+YMAArl27xrNnzwgICEi1\n2NuBAwdSzZEcMWIEly5d4smTJ9y7d49Dhw7Rpk2bNG1aW1tz/vx5nj9/zrlz51Il8ELkFcXLl+iM\nG4d+s2YUrlePwo0bo/vDDygyuYWUiYkJkydP5urVq1hZWeHi4kKzZs3YunVrjpKfT41SqaRPnz6c\nO3cOTU1NGjRowLp16z7KXP4KFSqwcuVK+vfvz+PHj9Mto1Kp+Pnnn7l9+3a2rrFkyRKOHz+erboK\nhYIVK1Zw9erVD87RtrW15dixYxw8eJASJUoQHh5Ojx49sjwn98mTJxQrVgxdXd1sxQygymTvsKpw\nYQDMzc2Jjo6mRo0abNu2Ld2yHh4e9O/fH03NPFvjNNfduXOHtm3bsn//fvz9/XO0+q/i3j00/vwz\nV+JS3rtH9IYNJFhYkPye9VySixYlsV49YlatIiGDBQvzE11d3Xy5rkR2TZgwgZiYGFauXMn+/fvp\n3r077u7uODk5qTs0IT4Lx44do3jx4tSrV0/doYjPhDx2FdmSmJhIx44dmTlzJhcuXMjRMNj8THnj\nBvpWVhRatQrNq1fRuHMHjT//RPvXXyncvj0aWdi3WU9PDycnJ06fPs3UqVPZvn07tWrVws3NjRcv\nXuThqyhYDAwMmDdvHrt372bnzp00b96c06dP5/l1W7VqhY2NDX369CE+Pj7NeZVKhYGBAW3atGHO\nnDkZDjfPSOvWrfHz88t2fPr6+mzdupWlS5dy4sSJ95atUKECR44coUqVKoSGhqJQKOjYsSPPnz/P\n9PXCwsJyvGVbQteuqLS131smSlOT8P8NV1cqldjb2/Pll1+ycuXKNH9Xnj9/zsGDB3F0dMxRXB9L\ncnIyq1evpnXr1tjZ2bF3715KlSqVoza1161D+Z6tRbNC4+FDNAMDid6zh7dHj3LL3JyrSiV3lEru\nKBTEVq5MQrt2RPv6EnX8eL7vOX9HX1+fmJgYdYeRKwIDA9m1axc2NjacOXMGV1dXduzYkW4nhhAi\n97169YoVK1bg6uqa7VFPQmSVJOgiWyIiIoiPj2fjxo20atUKQ0NDKlWqhJWVFVOnTuXcuXMFP2lP\nSkJv4EA0QkPTPa18+BDdceNQZHWRJqWSVq1asXPnTnbv3k14eDj16tVj+PDh/JlLPWOfgurVq7N/\n/35GjhzJgAEDcHZ2zrB3O7doampy7do1HBwc0vTcK5VKhgwZQlBQEH/++Sfm5uYEBARkuu1WrVpx\n7NixHP1elCtXjg0bNjBo0KAPrmmgra3Nzz//zIIFC7h48SJFihShTZs2qXbHeJ9cSdA7dyapRo33\nlnlcujTfjRyJu7s7CQkJdO7cmdOnT1OsWDEO/+cB2MaNG7G2tuaLL77IUVwfw4MHD7C1tcXHx4cj\nR47www8/pAxFvnHjBu7u7ikPgnbu3Jmy8NeHaNy6latxavxvuzVVhQrM/OorzDQ1afjFF8x3dibu\n99+J3ro1Xy8Il578PsRdpVJlqoc/KiqKwYMHo1Ao0NXVZcOGDRw+fDhT2xAKIXLu9evX2NvbU7t2\nbdq2bavucMRnRBJ0kS0lSpTgyJEj3Llzh5cvX+Ln50efPn1QKBRs3boVKysrDA0NqVixIq1bt2bS\npEmcOnWqQCXtmrt2ofzAh2GNe/fQXrw429cwNTVl6dKlXLhwgbJly2Jra4utrS1Hjx4tUN+rvBAY\nGMiMGTOwtbXl7NmzlClTBnNzc5YsWZJuD3dumDlzJlu2bOHMmTPUqlWL48ePp5nzXbp0aTw9PZk9\nezbDhg3D2dk5zRaQ6alQoQKGhobcuHEjRzE2btyYiRMn0q1bN27evAnAlStXWL58ebrl27Zty8mT\nJ0lISEBbWxsrK6sMt237t9xI0NHUJNrHh8T69dMMd08uWpQECwuMfvuNY8ePc/LkSZo1a8abN2/Q\n19fn+++/T/Wa4uPjWb9+faoFRvMjlUrFli1baN68Oc2aNePw4cNp9ooNCAhg8eLFnDp1KuX/69ev\nz1T7ilzeklDxr3URAgIC0NPTIyoqipEjR+bqdT6md68hP7p8+TLt27dnzpw5Hyw7a9YsEhMTKV++\nPLdu3eLIkSM5/50UKaKioti4cSO2trbZWqdDfNqioqLo2rUr3333HdOnT5fec/FRSYIuckypVGJm\nZsbUqVM5dOgQoaGhvHr1ipMnT9K/f38KFSqEt7c3HTt2xNDQkAoVKtCyZUvGjRvHyZMnSfzA/r3q\nor1rF4pMJIKa/+uByokSJUrg6urK1atX6dKlCzNmzKBhw4Zs2LAhX/cE5aVHjx6xfPlyKlSogJ+f\nH1OmTOHYsWMEBwfTuHFjjh07lifXtbS05MSJE7x+/ZqffvoJW1vbdFeWt7Ky4syZM5iYmNC4cWM2\nbtz4wYcqrVu3zpWF6JycnKhUqRJt2rQhKSmJ33//ndmzZ2dYvkyZMuzbt4+OHTuSkJCAjY3NB4fb\n379/P1f2VFaVKEHUkSNEbd5MQocOJFhaEm9jQ7SPD9F79kCRIlSsWJHt27czbtw4nJ2d0dbW5u7d\nu4SFhXH58mUA9u7dS+XKlalevXqOY8orT58+pUePHqxYsYLdu3czevTodOfKW1tb8/bt25S1WCpU\nqEBkLifemfXuIeTbt28JDw/n7du39O7du8BuYQf/JOj5bYj748ePGTx4MPb29lSqVInp06cTERHB\nokWL8PX1TVP+zJkzbNmyhdevX1O1alV27twp26jlknv37jFp0iRq1qzJkSNHGDFiRIFa00LkvdjY\nWHr27EnFihVxc3OT5Fx8dJKgizxTu3ZtJk6cyP79+1OS9lOnTjFkyBCKFCnCrl27sLe3p0SJEpQv\nXx5bW1vGjRvHb7/9lj96jzP7RD2bT95DQ0M5ceJEqt7gQoUK0b17dwIDA1m4cCF+fn7UrFmTGTNm\nfHBv6E9Nt27dCAsLw9LSkgEDBmBmZkZMTAze3t7Mnj0bV1dXevTowb1793L92tWrV2fp0qUoFAos\nLS3p0qULzs7O3L9/P1U5fX19pk+fzp49e1JGjvzxxx8ZtptbCTrA+vXriYqKwsXFhebNmxMdHf3e\nXiBNTU0mTZrEhg0b0NLSwsnJiU2bNmVYPld60N9RKEhq1YpoLy+id+wgZuNGkho2/E8RBdbW1pw5\nc4Y6derg4+ND7dq1WbZsGQCrVq3ihx9+yJ14cktcHJrbt1Po55+507cv0+vXp4apKf7+/tSsWTPD\naiYmJlSrVo09e/agUqmoUqVKphNKlb5+bkUPgPLJE7R8fTlz5gwqlQqlUsmYMWNy9RofW34a4h4d\nHY2bmxuNGzfG2NgYS0tLChcuzIQJE6hTpw6hoaHU+M80kJiYGJydnYmKiqJdu3asXbtWtlHLIZVK\nhb+/P926daNly5YoFApOnDjBtm3baN68uSRgIkVCQgJOTk4UL14cd3d32SVBqIX81ImP6ptvvsHV\n1ZU9e/Zw8+ZNXr58ydmzZxkxYgQ6Ojrs2rWLTp06pQyPt7KyYtasWe9NevJKciZ7kG49e8bFixez\nvHXa2LFj6dq1K+XKlaNfv35cvnw5pQ2FQkHTpk3Ztm0bfn5+vHnzhsaNG+Ps7JzjIdIFia6uLuvX\nr+fy5cvo6+vTpEkT7O3tadCgAadPn+a7776jZcuWzJ49O9c/kNvZ2dGhQwdOnjzJ2bNn+eqrr7Cw\nsGDy5MlERESkKlu9enUOHz5Mz549sbGxYcqUKekOsW3YsCF3797NlUUB9fT0sLe3Z+fOnfz+++8o\nlUouXLjwwXrvFt2rWbMmrq6uTJo0Kd2f3VxN0LOgSJEiLF26lBo1anDr1i127drF8uXLefbsGVZW\nVh89nvRo/v03OsOGUbhpU/QGDUJn3jzq7trF5uho5vj5UWTGDPjAz2PPnj2JiooiJCSEatWqkZCQ\nkKkdC5IrVMilV/EPRVISWhs34uvri0qlokuXLpQsWTJXr/Gx5YcEPTk5GW9vb+rXr8+NGzfw9/en\nQYMG7Nq1i19//RVdXV2Cg4NZuXIlpqamqer+9NNPPHr0iKpVq7J+/XpJEHLgzZs3rFmzhgYNGjBx\n4kTatm3LH3/8wcyZM6mQy79LouBLSkrC2dkZgNWrV6OhoaHmiMTnShERESEbMn9GQkND08yHzI+u\nXLnC7t27OX36NLdu3eLvv/9GqVRiZGRE9erVsbCwwNbWlrJly2bYhuLVKxSvXqEqVAjVl1+CllaW\nYlDcu0fhNm3eu2JyrFKJh4UFS8PCUKlU2NvbY2dnxzfffJOqXFJSEiqVKs0wups3b7J69Wp8fX2J\niYmhePHi9OnThwEDBqQZYhoREcHmzZtZvnw5FStWZMiQIbRr1+6zegM5ceIEgwcP5uXLlwwaNIiZ\nM2fy6NEjpkyZwrlz55g9ezadOnXKtd6Qd8PBGzVqxKRJk3jy5Alubm7s27ePESNGMHDgQHR0dFLV\nef78ORMnTuT06dPMmzcvzcIyNjY26Ojo0KNHjxxvFRkQEICrqysvXrwgPj6eoUOHMm7cuEzVTU5O\nZtasWSxdupTmzZvz66+/pvx8JiQkUKpUKcLDw9H+wCrseWXt2rUEBwfz6tUrgoKC+O677/D29lb7\nMF/lrVtodu2K7t277y2XWK8e0b6+qDJY0O7p06fUqFEDFxcXhg8fjomJCSEhIR8cWq68ehX9Tp1Q\n/uchUU4klSlD2bdvefL6Nbdv38bQ0DDX2laHFy9eUL9+/QwXRMzr98GzZ88yYcKElN+xyMhI3N3d\nuXr1Kt9++y1bt26lSJEi6dYNDg6me/fuJCYmEhQURMWKFfMszoLsQ/fwzp07rF69Gm9vb5o2bYqz\nszNNmjSRnvJ8Ij9+Fk1OTmbo0KE8efKEbdu2pXlvF6nlx3v4KZEE/TNTUH+hkpOTCQwM5MCBA5w7\nd46//vqLN2/eoKWlhYmJCbVr18bS0pJOVlYYHzmC9q+/orx7F2JjQUMDlaEhifXrE+fqiioL82p1\nhgxB29cXRTpDh5OBU9raNI+PR1tHh6+++gpDQ0Pu3LlD8eLFsbOzw97engoVKtCsWTNCQ0Np2rQp\nAwcOpEWLFmj964FBcnIyv/32G8uWLePkyZMkJydTtWpVhg4dip2dXao3ihs3bhASEsKKFSt4/vw5\ngwYNomfPnhQtWjRH3+OCxN3dnVmzZqGtrc2CBQvo2rUrQUFBjB07lhIlSuDm5pamVyq7nj17RosW\nLZg/fz7t2rUD/nmwMn36dK5du8akSZNwcHBI08sVEBDAqFGjMDU1Ze7cuZQpUwaAefPmsXr1aooU\nKcLFixdz9IExKSkJU1NTXF1dGTduHObm5uzZsydLbRw/fpwePXpgYmLCyZMnMTAw4N69e3To0EEt\nI1feefnyJd9++y2enp7Y2dlhZ2dHUFAQ06dPp0uXLmr5oK14+RL9du3Q+N/ifB+SWL8+Ufv3QwYP\nOZo0aUJcXBznz5/H0NCQXbt2ZWqPdP02bdA8dy5Lsb9PkokJho8fU7V+/SxvBahx9iyahw+DQkFC\nx44kf/ttrsWVkRUrVmBmZoaZmVm656Ojo6lYsSJPnjxJ93xevQ/ev3+fadOmcfbsWcaNG0dSUhIr\nVqxAV1cXR0dHpk+fztmzZzN8CPP06VNatGhBpUqVqFevHtOmTcv1GD8V6d3D5ORkjh8/zurVq7l0\n6RK9e/emX79+732QL9Qjv30WValUuLi4cP36dbZv345+Lk8l+hTlt3v4qZFxU6JAUCqVNG/enPnz\n5xMQEMCDBw948uQJa9aswdzcnFu3brHE1ZUX1aqhOWIEmqdPo3zyBGVEBMqXL9G4dYtCXl4UbtMG\nbXf3TF83dtky4nv3Juk/b/DJxsYkduhArbAwwh8/Zvbs2RgYGHDhwgUeP37M48eP2bZtGy1atMDS\n0hJLS0t69uzJjRs36N69O6VLl6Zjx47s3buX+Ph4lEolzZo1w8fHh7CwsJR5T8OHD6dcuXI4ODgQ\nHByc0gv/bqX3NWvWcO7cOWrXrs2ECRMICwvL7W99vjR8+HAePHhAu3btGDx4MN9++y1FihQhMDCQ\n9u3b06FDB1xcXHj9rxWqs6tkyZJs3LiRH3/8MWVrs6pVq7J161Y8PDxYs2YNzZs35+TJk6nqWVhY\ncOrUKWrUqEGzZs1Yvnw5iYmJNG7cmKioKP7+++8024hllYaGBp06dWLOnDkULlyY06dPZ3l/dktL\nS65cuUJCQgJ9+vTh4cOHhIWF5coCcTlhaGhIw4YNWb16NZUqVaJcuXJs2bKFFStW0KFDB0JCQj56\nTIVmzsx0cg6gcfEiWp6eGZ7v06cPd+/e5eXLl+jo6HArk1uoxU6ZQlyxYpmO40MiFQoi4b1rEvyX\n8uJF9C0t0XNwQOeXX9BZtAh9Gxv0W7dGmYfbRR45coSJEyembEm5cuVK6tevz08//ZRSRldXl7i4\nuExNGcgNb968YcaMGVhYWFC2bFl69OjBzJkzOXjwIAsWLODkyZOEh4fTuXPnDJPzd/NeLS0tuX37\nNqNHj/4osX8KXr9+zcqVKzEzM2PmzJlYW1tz7do1pk6dKsm5+CCVSsXUqVO5cOEC3t7ekpyLfEES\ndFFg6ejoYGNjw8qVKzl3+DChlStjBrxvQK7yyROUc+eitWJF5i6iVBK7aBFRgYHEjhtHfLduxA4d\nytvjx4nx8gJdXXR1denfvz+HDh3i8ePHnD59GltbWxITE3n9+jVXr15l06ZNbNmyhVKlSjFx4kSG\nDh3K48eP6du3L6VLl6ZNmzb4+PgQGxuLrq4u3bt3JygoiJCQEEaNGsX169fp2LEjFSpUYN68eTx4\n8AAAMzMzNmzYQGBgIBoaGjRv3pw+ffqkLPj0KdPW1sbDw4Nr165haGhIixYtsLOzo3Pnzpw9e5Zj\nx47x9ddfs3jx4hwvOmhmZsaECRPo1asXb9++TTneuHFjjh49yujRoxk1ahT29vZcu3Yt5byOjg7j\nxo3Dz88PPz8/WrRowYsXLzA2NkZPT4+ZM2dmK4mIjY2lf//+PHjwADs7O7S1tXn79i3x8fE4ODhk\n+d5/+eWX/PHHHykPk44ePZovtnOysbHh6NGjzJs3j3Xr1lGuXDlOnDiBjY0N7du3Z/r06R9tO63o\n1695uXt3luooEhPR9vHJ8LydnR0A+/bto0iRIpneoz6pSRMuVa5MfC7NTb5lbIxT376YmJhkqrzy\n2jX0nZzQvHAB5b9Wn1e+fo3m+fPo9eyJ8vbtXInt38LCwujVqxc9evTA0dGRuXPnMmHCBO7cuUNw\ncHDKVCJXV1fgn8Q5LyUlJbF582bMzMy4efMmbdu2ZePGjTx+/Jg9e/bg4+NDs2bNiIyMZP369Qwf\nPjzDtqZMmYK+vj7Xr19nypQpGQ6BF//v5s2bjBkzhtq1a3Pu3DmWLVtGQEAAvXr1QldXV93hiQLC\nzc2NY8eOsXPnzs9qJKLI32SI+2dG3UNS4uPj0dLSyvXhqbpOTmhn4cPzPcCyWDGMqlWjUaNGWFtb\n820eDM1MSEhg+/bt/Prrr1y4cIG3b9+ira1NcnIyNWrUSFkoavv27SmLv9WoUQMnJye6du2K3r/2\njr558yZLlixh9+7dxMXFUa5cOZydnenTp0/KE9+3b9+ydetWVq1ahYGBAUOGDMHa2jrVcPpMU6nQ\n3LMH7fXrUT59CvyzcF58//4kduwI+Wwu32+//cbAgQN59uwZ/fv3Z8qUKUyePJnNmzdTsmRJ1qxZ\nQ5MmTbLdvkqlYujQocTGxrJu3bo0P8Px8fFs3LiRBQsWYGlpycSJE1OGtb+r7+vry/jx41PmG3/7\n7bf079+fbt26ZSmWu3fv0rFjR8LDw6lfvz53795lyZIldO/eHfhnW7Xjx49jbGyc5dcZEBBAjx49\nqF+/Pjt37lTrnM0NGzYwZswYQkJCmDdvHtra2inbyT19+pTJkydz+vRp5s6dS7t27fIs1vPnz+Pb\nuzfLnz5FM4sPP5JLlODtiRMZTq1p2LAhRYoU4e3bt1SuXBnP9/S4/1uH9u0Z/+efNP/7b/Q+XDxD\nSaamNE1OZvIvv9C4ceNM1dGzsUHrPyNG/uthnTqstbbOtf3U4+PjMTU1pVSpUgQFBTFhwgRWrlwJ\nQMuWLfH19SUsLAwrKyuePn2KhoYGJ06coGbNmmmmn+TG+2BAQAATJ05EpVJhaGjI9evXcXJyYuDA\ngWl6yRctWkRISAirV69Ot63t27cza9Ysqlevjr+/Pw8fPizQC8OpVCpiYmJ48+YNb9++TfNv+/bt\nU723ZUVSUhJ+fn4sXryYv/76C0dHR/r160epUqVy+VWIvKTuz6LvuLu7s2nTJg4ePFjgF8f82PLL\nPfxUSYL+mVH3L9TYsWPx9fWlatWqab5KlSqVvQ/YkZEUbtYMjSxut+VvZsYkLS1u3rzJq1evUCgU\nGBkZYWpqSosWLWjTpk225jFfvnyZmTNn0qxZM5o1a0atWrVSFnK7d+8ea9as4eDBgynbgykUCipW\nrMjAgQPR0tJi69atXL58OWUees+ePXFycqJw4cLAP4l6eHg4ixcvTtmy67vvvmPUqFG0atUKpVJJ\nUlISR44cYcWKFWhqatKsWTOcnJz4IoMFq9JITkZ34EC0Dh5E8Z/tn1S6uiR06EDM6tX5LkkH8PDw\nYNq0aWhoaDB37lyaN29O3759uXDhAg0bNmTjxo3ZfiOOiYnBysqKLl26MHTo0HTLREZGsnTpUtat\nW0efPn0YOXJkqoXNLszXOvcAACAASURBVFy4wIIFCzh06BCOjo74+/tz/vz5bG2jdPz4cVxdXblz\n5w7GxsY8e/aMKVOmMHPmTOCf1aAnT56c5d+rnj17cu3aNerWrYu7u7taevNUKhUWFhYUK1aMjh07\n0rFjRxo1asTp06dT9fQGBgYyZswYvvrqK9zc3HJ1Zea4uDjmzZuHp6cn+1u0wMzbO+uvQ0uLqIMH\nScpgvvSyZcuYPn06DRs2JDY2lqNHj36wzZiYGCpXrkx8XBw7zM35JiCASpmJBXj3k5D8xRckf/MN\n18aPp/2AAVy/fh2lUolKpeLs2bM0aNAg5efm9evX3L17lzp16qB49IjCLVqkPLTLyGNtbQIWLaJt\nr16ZiOzDLC0tuXPnDiEhIbi4uODl5YVKpWLgwIHMnz+fuXPn4ubmhoaGBra2tgQHBxMZGcns2bPp\n06dPqrZy8j54584dJk6cyO+//07x4sWJi4vj66+/5sSJE9y+fRtdXV2cnJzo1q0bjRo1Yvjw4Vy6\ndIl9+/al+35y/fp1OnXqhKOjI56enkRFRallS83k/2PvvMOiuL43/tldepEiCBYEG2IDC6hgR2OL\nSSyJGruxt2jsSoyxxxYVS9SIipVYsQBiRayoiNioEkDpSG+7y+7+/kDmByKKJn7TeJ9nn92dcmfm\n3rkz973nnPcoleTk5AifkqS6+HfxJysrq8x2Jdfl5uairq6Onp4eenp66OvrC9/6+vqsWbPmvYUI\nMzIy2L9/P7t27aJq1ap88cUXTJw4sTL93D8Uf/VYFIqESDdv3oy3tzc1a9b8S8/ln4i/Qxv+m1FJ\n0P9j+CMdSi6Xf5gltgRUKhUpKSmEhoYSHh5OWFiY8DsvLw9ra+tSpN3GxgYLC4u3KpVrrluH5vLl\nvC9VLLS1JdffHyganNy6dYuzZ89y+/ZtsrKyiIqKQiQSYWBggJWVFc2bN6djx45069btrYQlOzsb\nPz8//P39uXbtGomJibRr104g7DY2NohEIpRKJWfPnmX37t0EBAQIeZDNzc0ZNGgQzZo1w93dnTt3\n7iCXy6lTpw4DBw7kk08+oWXLlkDRQN3Dw4Pt27cTERGBlpYWvXv3Zt68eUI7BwcHs2PHDry8vIRB\nzesq82XqdPlyNF1dEZXI0V4SKk1NpDNmIF2w4D1r/X8DuVzOd999x6FDh7CwsMDNzY3s7GwmTJhA\nWloaEyZMYMmSJWVU9SuCmJgYunXrxu7du+nQoUO528XHx/PTTz/h7e3Nd999x9ixY9HU1CQiIgIr\nKyuqV68uDFKHDx/O999//8HX6+7uzpw5c5DJZBgbGzNnzhyWL1+OVCrF2NgYd3d3HB0dK1xejx49\nmD9/PidOnODu3bvs37//o76IRYmJaK5fjzgmBgoLQUeHR82bM+jQIZavXMn69eu5cOECLi4uyGQy\n1q5dW2p/mUzG1q1b2bx5M5MnT2batGl/eOD+6NEjJk6ciIWFBZs2bcLixAm0P+B+V2pokOfri6Ic\nD5309HTq169Pu3bteP78OUFBQe8s08/PjxkzZhAXF0edOnUwF4k436EDarduIUpORpSSgghQACpT\nUx6npJBmZ0ebCROQPHoEWlrIBw9G2bAhq1evJi0tjdWrVwNFz2hHR0dWr15Np06dAJg7dy5SqZRN\nmzYhuXoV3S++eOfztgAoOH8eUevWFa+scjBr1izc3d0JCAhgyZIlnD59GoDPP/+cdevW0b17d6Kj\no7GxsaF///7s3bsXfX19tLS0ePnyJfv27ROemfBh78GMjAxWrlzJgQMH0NLSonbt2kyfPp3z589z\n+PBh+vTpw9y5c+nRowdyuZzBgwdz+PBhDA0NadGiBb1792b9+vVcvHhRmGDKyMjA2dmZXr16cezY\nMT777DM8PT2JfI/wALlcTnZ2NllZWWRmZpKVlSX8L/7IZDJevnxZhmyX/J2Xl4e2trZApl8n1iW/\nS5Lt8rb9o2OFYoSEhLBjxw5OnjxJjx49GD9+PPb29pXk4B+Ov7r9Dh06xIoVK/Dy8qpMt/eB+Kvb\n8N+OSoL+H8OHdqiMjAzs7OxQKpXUqFGD+vXrY2trS/PmzbG2tsbCwuKDyM7rxwgLCytF2kNDQ3n5\n8iX169cXSLu1tTU2NjbUrVsXdXV1tMeMQeP48fc+nsLCgpwHD6Ac8q9UKrl//z4XL14kICCAiIgI\nkpOTkclkaGpqYmZmho2NDW3atKFHjx40adLkjZbKpKQkrl27hr+/P/7+/uTm5gpkvWPHjlhZWSES\niUhMTGTTpk2cOHGCpFfWqZYtWzJ58mTU1dU5ePAgN27cIC8vj1q1atGvXz+mTp0qWIOTk5PZvHkz\nHh4epKamYm5uzvDhw5k8eTKGhoYkJyezZ88edu/ejY2NDRMnTqRHjx5lXSkViiKPhCdP3lp/hc2a\nkXv1KvyNXTETExMZNWoUAQEBODo6smfPHg4ePMhPP/2EtrY2rq6ufPHFF+9d7uXLl5k8eTKXLl16\n58x7SEgIP/74IxEREbi4uNC0aVMaNmxI+/btMTAwoG3btvz8889MmDCBhQsXflAMnEqlws7ODpFI\nREZGBllZWRgZGaGhoUGdOnW4ffs2Xbt2Ze/evYInxttgY2PDxYsXqVWrFu7u7ixbtoyNGzfSp0+f\n9z63t0GUkoL2lClIHj1CnJBQap1ULCbDzAzdGTOos3YtFy5cQE9Pj9atW3P16tU3itjFxsYyf/58\nwsPDWbduHZ07d37vcyosLGTTpk1s27aNpUuXMmTIEEQiEZJbt9AZMADxe+bXVlSvTu61a6hMTMrd\nplWrViiVSjIzMysUh7506VL27NlDjRo1CAkJITAwkDp16gAgSkhAHBTEnPHjMWvUiN+NjTkdEEBU\nVNQb3aYdHR3ZsGEDbdu2FZbt27ePs2fPcuTIEYKDgwVdB2NjYyQBAej26fPGzBYlUaCujtzPD2WT\nJu+8nrfBw8ODSZMmsXfvXvbs2SOIMero6NC9e3eBrK9cuZK8vDz27t2Ljo4On3zyCUuXLuX06dPM\nnDmTRYsWMXLkSEQi0Xu9B+VyOZs3b2bdunUolUqcnJyYNWsWTk5O9O/fnytXrjBx4kT09fVZu3Yt\n2traGBsbk5CQgJGRkUB809PT0dLSYubMmeTm5vL9998zePBg1NXVuXXrFsuXL+fEiRM8fvyYRYsW\nlSLYrxPukv9lMhn6+vpUqVJF+K5SpQoGBgbCfxMTEzQ0NAQyXaVKFeF3ManW1dX926TsVKlUXL9+\nHVdXV9LT0+nWrRujR48uFbJTSQ7+2fgr2+/EiRMsXLiQ06dPY21t/Zecw78BlX3w46KSoP/H8KEd\nKicnh1OnTvHw4UNCQkKIjo4WyKpEIkGhUGBgYEDNmjVp0KABtra2ODg40LBhQ0xMTP5QbGhOTg4R\nERGlSHtYWBjx8fFYWlqyKzub9h/gEqioVYucwEB4T0tbWloaFy5cwN/fn4cPHxIbG0vWK6EkQ0ND\nLC0tsbW1pWPHjnTv3r0M4YqJiSlF2Itd0Is/NWrUQKlUcvToUcLCwnj69Ck3b97EysqKzp07o6mp\nSWhoKP7+/mRmZmJubs6nn37KjBkzBMXaJ0+esGbNGs6fP49UKsXW1pZJkyYxYMAAlEolJ0+eZPv2\n7WRkZDBhwgSGDBkinKf4wQP0evUq49r+OpS6ukQfOIBW69Z/e9XT27dvM27cOOLi4hgxYgSLFy/m\n22+/xcvLCxsbG/bv30+9ehVxEv5/rF+/Hh8fH7y8vMpYa3fv3k3btm1LeSrcvHkTFxcXCgoKWLNm\nDZcvX2bv3r38/vvvDBs2jJiYGFJTU1m0aBGDBw9+7xjUH3/8EV9fXwoKCjh16hTTp0/nypUraGho\nMG7cOA4fPkxOTg5Lly5l4sSJ5ZaTn5+PlZUV8fHxwoA9MDCQkSNHMmjQIBYuXPinDORFcXHoDhiA\n5B1q7EoDA85ZWXHzlTL/smXLhMmo8uDj48O8efNwcHBg+fLlFRY/i4iIYNKkSejq6rJly5bSCtAq\nFbpduqD24EGFyiqGvGtX8t4xgbh69WrWr1+PSCQSJufehg4dOvDo0SN0dHT4/PPP2b59e6n1QUFB\ndOvWjb179zJixAgOHjwopAgsiZCQEAYMGMDjx49L3W/5+fnY2tpy5swZpk6dyogRI/7fTVwqLZrA\ne4eafYG1NdJbt8qdAK0IHj9+TKdOnZg8eTLXr18nKCgIkUiEmpoampqa5OTkULduXby9vXFzc+P4\n8eOoqanRp0+fUqEdERERjBgxgubNm7N+/Xri4uIq9B7ct28fixYtIjc3l169erFo0SKsra1RKBQ4\nOjoSHh7OpEmT8PHxITo6GkNDQzIzM9HU1CyVTUEsFqOtrY1MJkOhUKCmpobslXeSWCzG1NSU6tWr\nExsbi0Kh4NNPPy1Dtl8n4MX/dXV1/zW5vQsLCzlz5gyurq7k5OQwbdo0Bg4c+MZ81JXk4J+Nv6L9\n0tLSWL58Oc+fP2fx4sU0bdr0f3r8fxsq++DHRSVB/4/hz+5QWVlZeHp6cuLECfLy8sjMzCQ9PZ2s\nrCwKCgqKLE8SCUZGRqXIezF5+SPErqCggMjISIy//55G7xAsehOya9QgxteXwMBAWrZsiYWFxQcP\ndJRKJcHBwZw/f547d+4QHh5OUlKSYG2vVq0aDRs2FKztzZo1QyQSoVKpiIiIEMj6tWvXqFq1qkDW\n27dvj4mJCXK5nMDAQK5cuYKPjw9RUVG0atWKpk2b8uzZM+7du0dqaiomJiZ0796d7777jgYNGqBU\nKjl37hxubm74+fkhkUho3749c+bMoU2bNty5c4ft27fj5+fH4MGDmTBhAvXj4tD9/HNE71A+lwFr\nevXil+Bgxo8fXyrN0d8Ve/bswcXFBYDly5fj6OjIiBEjePbsGf3792fLli1vHAy+CUqlkuHDh2Nm\nZsbPP/9cat22bdvw9/fHw8OjzD6//PILO3fuxMLCguvXrxMVFUVmZiZdu3bl119/ZeXKlYhEItas\nWVPKLfddCA4Opl+/fhQUFAgxrPHx8XTo0IG0tDQMDQ1p3Lgxt27dwtLSksOHD2NjY1OmnPDwcAYP\nHsz9+/dLLU9JSeGbb75BXV2dXbt2VVzP4E1QKNDt1g21CrhzA8j09HDR1cUlNJTMzExatmzJhQsX\n3jqpkpeXx88//ywIzY0bN65cLx+lUsmOHTv46aef+Oabb1i0aNEbJ0g016xB86ef3tk3hMvU0SF/\n714U3bu/dbv09HTq1KmDSCQiPT39rdtmZGRQv3591NTUEIvFxMTElHEnHjJkCEFBQejp6aGtrY3/\nq1Ce17Fq1SqysrJYtWpVmXUrV67kxo0byGQyfH19S9WH1uzZaOzeXW49yAHF9OlIlyx567W8DVlZ\nWTRu3BhbW1uSk5OJjIxEV1e3lGr/kiVLmDZtGj/88AMXL16ksLCQfv36sXDhwjLP8tzcXGbMmMHT\np09ZtmwZzs7OZY5ZWFhISEgIZ86cYffu3bx8+ZJq1apRo0YNCgoKSlmwAUHcrzj9ZbGKfElUqVIF\nuVxOfn4+IpEILS0tFAoFcrkcU1NTpk+fLuhZFIdPnTx58oPr7Z+IvLw8Dh48yNatWzE3N2fatGn0\n6tXrrZOUleTgn43/ZfspFArc3d1ZtWoVffv2xcXFpZQuTCU+DJV98OOikqD/x/AxOlRkZCQXL14k\nMTGR+Ph4EhIShN8KhYIqVaqgpqZGYWEhUqmU/Px8wXqgrq6OsbExtWrVwtraGjs7OxwdHWnatGmF\nrXTiqCh0u3dHnJr6Xud9WkuLgSoVenp6SKVStLS0sLe3x97enlatWtGiRYs//BDPyMjg4sWLXL16\nleDgYGJjY4Xc3AYGBtSuXRs7Ozs6dOjAJ598goGBAY8fPxbI+q1bt7CwsKBTp0507NgRJycnkpKS\nMDMz4/r16/j5+eHn50dqaiqtW7cmNzeXsLAwkpOTqV27Ns2aNWPcuHF07tyZgoIC9uzZg5ubG8+e\nPUNfX59PP/2U+fPnIxaL8f7pJxofOYK9REI1qRTxO9SqE8Vi2mtqUsPenps3b/Lpp5+ye/fuPxzq\n8LFRWFjInDlzOHnyJA0bNmTKlCnk5eUxZ84c5HI5S5YsYcKECRUqKysrC2dnZ2bMmMGwEmJYUqkU\ne3t7du7cWSb2OyIigtq1a+Pm5sbChQsxNDTk9OnT7Nu3D01NTZYtW8bhw4dZtmwZXbt25YcffqiQ\nGnuxm3tsbCypqalCO7x8+ZLOnTtTq1Yt7t69i4aGBvr6+iQlJTFo0CC2bNlSiuCdOnWKx+fO8WOL\nFohkMgo7dkRpayvU3dKlS/H09GTfvn00b968QvX0OtSOH0dn8mREUmmF9wnU0CDn/HmaN2/OmjVr\niIyMLKOKnZuby4sXL2jYsKGwLDw8nNmzZ5OWlsbPP/9M69diomNiYpgyZQpyuZyOHTuSkZFRJsZd\ngEyGbt++qL0SZ3wb5IBqwADyd+2qkJhi06ZNefHiBS9evHhrGIK3tzfDhg1DqVSyZcuWUvcdFLVR\nzZo16dmzJ2fOnOHBgwfl5rRv27Ytrq6uZeoEIDQ0FEdHR06fPl1Wa0EuJ83JiVoREbweaSwDXjo4\noHPu3Adbz5VKJa1btyY7O1sI/7G0tCQ2NhaVSoWpqSnXrl2jWrVqzJkzhzt37pCXl8fAgQOZN29e\nueWqVCrc3NxYsWIFW7Zswd7ennv37nHv3j3u3r1LUFAQampqFBQU4OzsTM+ePTE3Nxes1SKRiO7d\nu5Obm0v//v05ceIEGhoayOVyJBIJhYWFAEgkEnR0dAQiX/wuk0gkODg48PjxYywtLWnbti2rV68W\nJmttbW3p3LnzW71D/k1ITU3l119/xc3NjTZt2vDtt9/Spk2bCu1bSQ7+2fhftV9AQABz5sxBV1eX\nNWvW0KxZs49+zP8KKvvgx0UlQf+P4X/dobKyskhMTCQhIUH4FJP4mJgYXrx4QWZmJhKJBJFIhEKh\nEPJCq6mpUaVKFapXr46NjQ2DBw+mdu3amJmZYWBgUMpCotOnD+rXr1f4vPJ1dPjlq6+4mp7Oo0eP\niIuLQyaToaGhIcTiZWVlYWxsTLNmzWjXrh0dOnSgadOmf1h8SqVS8fDhQ8HaHhYWRlJSElKpFA0N\nDapVq4a1tTWtW7cWrDzFLvGBgYFYWVnRvXt3OnbsSOvWrdHR0eHFixdcvXpVIOzFcZCJiYkkJSWh\npqZG48aNGTBgAGPGjKGgoICff/6Zo0ePkpKSwihDQ1ZkZ1P91QCzIrgIfALo6upSu3ZtIiMjsbKy\n4sKFC/+I2elmzZoxZcoUjh07RkpKCuPGjSMyMpL9+/dTvXp19u7di729/TvLCQ0N5dNPP+X48eOl\nCOvhw4fZu3cv586dK3WvluyDxWnfnj59yldffYWvry/Xrl3DwsKCrKws1q5dy8GDB/nuu++YMGEC\nGhoabz2XFStWsG7dOry8vEqlzHry5AkuLi7MmzePkydP4u7ujlKpRKVSoaGhwZYtW+jfvz+i5GSi\nO3emTnY2+q/IhdLQEKW1NfkrV6J8VR+enp7MmjWLZcuWMWTIkArW+P9D57PPUL927b32ydPUZOtn\nnzF+1y6ysrJo2bIlZ8+eLeUFcO3aNebPn8+NGzeAosmJqlWrolKpOH78OIsWLeKTTz7hxx9/xMjI\niP3797NkyRLBiunh4cH169eF9F1vRE4Oor590Q4KQr2cHPZZQFbHjuifOAEVnLBatGgRmzdv5sKF\nCziUo/gOMHDgQM6fP0/dunXLeDkA/Pbbb0yePBlNTU369u3Ltm3b3lhOSEgIX331FQ8fPnyjpfLb\nb78lICCAr776itmzZ5daFxYWRkcnJ/a1aEF/lQpRcjKoVGTp6bE1NZWpYWGI/oBr+6hRo/D29kZL\nS4usrCyaNWvGo0ePAHBycsLLywulUsm0adMIDQ0lIyODoUOHMmvWrHLLlEqlPHr0iLt37+Lp6cm9\ne/dQU1Ojffv2tGrViuTkZE6dOsWXX37JggULyniIREdH4+DggEKhQCwWU1hYKJDzYqu5SCRCR0eH\n/Px8lEql4EFWpUoVxo8fz9ChQxk6dChqampUq1aNgwcPIpFIyMzMpHPnziQkJPDo0SNMTU0/uO4+\nFgoLC/+0ydfff/+drVu3cuTIEerXr09CQgKXLl16r1RpleTgn42P3X6JiYksXryYa9eusWTJEr78\n8st/TSjI3wWVffDjopKg/8fwd+xQCoWC1NTUUgQ+IiKCR48eERMTQ3p6Ovn5+ahUKiQSCSqVCpVK\nhY6ODoaGhpiamtJNQ4P5jx5hXAEBJ5VIhPyzz8jft6/U8tTUVI4dO4aPjw93795FW1sbPT098vPz\nSU9PF9wXDQwMsLCwoEmTJjg6OtKmTRssLS3R1tb+Q/WQmZnJpUuXBGt7TEwMGRkZQJGbZO3atWnc\nuDHa2tro6uoSGBjIo0ePBHX5jh070qpVK9TV1Xny5AlXrlzh6tWr3L59G1NTUwoLC0lOTkYqlVK9\nenW6du3K5MmTyXr+nCYjR1KrRMzkuxAnFrOwfn32hYcLy3R1dYWBvo+Pz98+vuuzzz5j5syZdOnS\nhbt377Jt2zb8/Pz44osvePDgAcHBwXTo0IG9e/e+053b09OTRYsW4efnJyizKxQKOnTowPfff18q\n/rdkH/zyyy8ZP348ERERLF26FJFIhK2tLV5eXoJVOyIigoULFxIdHc2qVavo1q1buecREhKCk5MT\nc+bMYeHChaXWeXt7M3v2bC5cuIC5uTmrVq3il19+IS8vD5VKRTsbGy4qFGhFRLyxbGWtWuS6u6Ns\n1QoompgYNmwYnTp1YtWqVe+cPBCgUKDfogXi2NiKbV8CB7S16f3iBRKJhE2bNnH//n3c3d2Boomv\nH374gZMnT3Lo0CHq1q1L48aNefToEQYGBkBRH1u5ciVHjx7F3NwcNTU1tm/fLmgFnDp1iqNHj3Lg\nwIG3nkdEaCiZbm5Idu3CwcAAZUYGYomETLGYRBMTluflsSc6+r3SECYnJ2Ntbc0PP/zAzJkzy93O\n1NQUuVzO7du33xii0K5dO1JSUsjJySE2NrZcUrVy5Upyc3OFvPIlcffuXYYPH467uzsjR47k4cOH\nQvtKpVKaNWuGoaEht27dKrIOy+UgEjF24kRatWrFpEmTKnzdr2Pbtm24uLigrq6OTCajRo0aQsiG\njY0NN27cQKlUMmHCBOLi4khKSmL06NFMnz5dKEOlUvH8+XPBMn7v3j2ePHlCvXr1cHBwwMLCgnbt\n2rF8+XJSU1PJz8+nbt26rFix4o11eu/ePbp3745EIkFejjieurp6mXWtW7dm7ty5ODs7IxKJmDJl\nCg8ePEBDQwMvLy90dXV5/PgxPXr0wMDAAD8/vzemgFQqlZw+fRqFQsGAAQM+uG4/BPHx8fzyyy94\neXkREBDwh9TZAwMD2bRpE35+ftSsWZO4uDi++OILxo4di52d3XuV9Xccy1Si4vhY7SeXy9mxYwc/\n//wzw4cPZ/bs2X9JmtD/Air74MdFJUH/j+Gf3KHy8/NJSkoiPj6e6OhoIiMjiY6OJi4ujoKCAhye\nPWNxTg613lKGHAgyNmZr9+5Ut7TE0tKSevXq0aBBg1IkrLCwkNu3b+Pt7Y23tzeFhYV07dqVhg0b\nkpGRwYMHDwgPDycxMRGZTCZMGNSsWRMbGxsaNmyI5avyraysqFGjxgcJa6lUKp48eYKvry8BAQGE\nhYWRkJCAlpYWBQUFVKtWDTMzM7S0tEhLS0NdXZ0qVaoIrvr29vYYGRlx584d/Pz8uHLlCqGhoRga\nGgopd5aLxbhUMKY2HwgHZgKXATMzM7Kzs8l7NTFSrDeQkZHB1q1bGTRo0Htf8/8K06ZNo2XLlowe\nPVpY9vz5c3bu3MmBAwdo1KgRoa9inqdOncqPP/741hn4RYsW8ejRI44fPy609blz51iyZAnXr18X\nlpXsgxMmTKBTp04MGTKEq1evMmLECHJycqhZsyYrVqygT58+wjF9fX1ZsGAB1tbWrFy5krp1677x\nPMzNzWnatCkXL14ss27jxo14enri7e2Njo4OKpWKrVu3smbNGjZmZTH6DeWVRKGjI7k+PsL/zMxM\nJk+eTHJyMu7u7hWzgGVkoO/oWEa1vSK4bmFB3Nq19OzZk9zcXFq2bMmRI0eEwf2wYcOQy+XUq1eP\nlStXMnDgQNq2bYuTk5PQx48fP87s2bPR1tamZs2abNiwQXB7vHz5Mq6urnh6er71PCIiIsjKyuKT\nTz7hp5kzObVjB0qRiI5ff83GvXuZP38+33333TuvR6VS8fjxY7y9vfHx8SEsLAx7e3tOnjz5RmId\nERGBg4MDjo6O+JRoh2JkZGRQp04doV2HDh1a7nHbtGnDtm3byniJFBYW0qVLF7799lu++uor+vbt\ny+DBgxk8eDBQFN9++fLlMpbe5ORkHBwcCA4OrpgHTU5OUahAXh5KOzuUdeoIoTLFaSiLQ6PEYjHq\n6urcv38fExMTRo8eTU5ODtHR0UyYMIFRo0YRFBRUipAD2Nvb4+DggL29PS1atBA0TyIiIigsLGTh\nwoUEBwcDRWmXSirZF+PMmTMMHz5cOJfXUeyeXgxdXV2qVKnCzJkzGTdunLB8z549rF27FrFYzKVL\nlzAzM+Po0aNMnDgRR0dHPD09y7S5SqXi3LlzrFixAjU1NZYsWSKkvvvYCAsLw9XVFS8vL77++msm\nT54siCZmZmbi4eFBUlISP/zww1vLUSqVXLhwgQ0bNhAWFoa2tjbq6uqMHTuWYcOGYWRk9EHn908e\ny1Ti47Sfn58f8+bNo1atWvz000+V98dHRmUf/LioJOj/MfzbO5T4/n20fvoJ0aNHqJUgAFJ1deL1\n9fE3NGRzlSq8zMgQiKVUKkX5iqAWqwMXp6IxNjamWrVqaGpqkpGRwbNnz0hNTaVz58707duX7t27\nk5eXx7179/D3VuxvTwAAIABJREFU9+fOnTuEhoaioaFBlSpVEIvF5OTkkJWVRa1atbCysipF3It/\nGxsbV9j9KiIiAjMzM86fP8/ly5cFa3tOTo7gTqmvr49EIiE1NbUUYW/VqhWWlpbcu3ePMWPGUFhY\nyAWgfJvs/yMO+BY4Cbz+0DAyMiolblXs5jl27FjWrFnzt3QtW79+PVlZWSx5g5BVTk4Ohw4dYvv2\n7RQUFJCUlISenh5bt24tN9VYsUBVmzZthJzmKpWK3r17M2zYMIEsleyDLi4umJmZ8e233wJFFvBe\nvXqhp6eHlpYWVatWZdmyZUKMsFQqZfv27WzatImRI0cya9asMvHK7du3Jz4+/o3pulQqFRMnTkQq\nlbJnz57/bxeZDEWzZhi/Q0FcaWRE7rlzKEvEeCuVSjZu3MjOnTtxc3OjXbt2Zfa7desWT58+ZcyY\nMSCTodeyJZIXL956rDchzNGR8erqQmqt7du3c+XKFX777TcAzp49y7p164iPj+fJkyds3LiRzZs3\n06RJE2bPno2fnx/nz59n+/bt2NnZsX//fpYtW8a4ceOYNm0aT548YcGCBW+c3CiJiIgIqlWrhqWl\nJSNHjuTixYvEx8czffp0tm3bRkJCQrkTcnK5nJs3b+Ll5YWPjw9isZjevXvTu3dvmjdvzpgxY9DW\n1mbXrl1lrJVNmjQhLi6OxMTEN4oZuri48Msvv2BpafnWfOpPnjxh0KBBPHr0qEzf3LFjB2fPnuX0\n6dOIRCIuXLjA0qVL8ff358CBA0yfPh0PDw+6vyZ8t379emJiYnB1dX1r3ZGfj9bMmagFBCCOikIE\nKE1MKKhbF+f79wkoQYKrVq1K7dq1CQ4OZv/+/XTp0oVhw4aRn59PWFgY1tbW5Obm8uzZM5o0aVKK\nkJcn+pmWlsa8efO4fPkys2fPZuzYsVy+fJkpU6Ywc+ZMJk2aJOy3bds2QXDudfG3khCJRNjY2DBv\n3jwsLS0ZO3YsAQEBAuG+d+8eAwYMQCwW4+Pjg42NDQsWLGD79u1MmTKF5cuXlypPpVLh5+fH8uXL\nyc/PZ+HChcLExcdGQEAAGzduJDAwkHHjxjF27FiBRD98+JDdu3dz8uRJunbtytixY0uF0qSmprJr\n1y5GjRqFsbExR48eFZ6zBQUFODo6Mn78eLp27freWSpex799LPNvx5/ZfrGxsXz//fcEBwezcuVK\nevfu/bccc/zbUNkHPy4qCfp/DP+VDiVKSUH90CHE8fGodHQo7NABRZcu5bqcKpVKXrx4QWRkJFFR\nUcTGxgruky9fviQjI4OcnBzy8/MpLCwsNWCTSCTo6uoK1mwzMzN0dHSQy+W8fPmSmJgYYmNjqVmz\nJlZWVlStWhV1dXWysrKIjY0lOjoalUpF7dq1yxB3KysrateujY6OjnCu5bWhXC7n6tWrXLhwgXv3\n7hEVFSW4yOvo6AhlZGRkoKenR5MmTTA2NmaWlxcdy4mlLYnimPO3QUNDQxAAhKKBq729PWfPnv3D\nsft/No4fP86ZM2fYu3dvudsoFAp8fX3ZsmUL9+/fp6CgABsbGzw8PLCysiqzfUpKCl9//TXDhw9n\n5MiRQNGAd8yYMdy7dw8tLa1S7bdhwwbS09NZunSpUMaNGzcYPXo0IpEIqVSKVCqlfv36LFq0iG7d\nuiEWi0lISODHH3/k2rVrLF68mIEDBwoDEjc3NxYsWEBcXNwb3VELCgr47LPP6Nq1K/PnzwdAFBuL\nXpcuiF++fGe95W3ejHz48DLLL1++zMSJE5kxY0YpkgNFQmx9+/Zl2LBhzJw5E71u3VALDHznsUpC\npalJ9tatNF68mMOHD2Nra0tBQQGtWrVi7969ODg4IJPJaNSoETVr1mThwoWYmpryySef0KBBAyQS\nCc2aNWPjxo2lwlFSU1NZsWIF/v7+zJs3j/Xr1xMQEPDWc4mIiKB+/foYGRnRvn17YmJiSEpKwtjY\nGEdHR/bs2VNq+8zMTC5evIiPjw8XL16kXr169OrVi969e9OoUaNSdSWVShkxYgTq6urs3r1bcC1v\n164dT548oXnz5kIu8NdRu3ZtsrKyuHXrFo0aNSr3/JcvX45UKmXZsmWllicmJuLk5IS3t7fg6q1U\nKmnbti1z585l4sSJjBw5kvXr15faT6FQYGdnx4EDB94uHCiVotu3L5Jbt3jTkzgaGAwEAGPGjMHJ\nyYkxY8bQrl072rRpw549e8jJyUGpVNKsWTMGDRqEg4MDzZo1e+fzRS6Xs2vXLtavX0+XLl1YvXp1\nKa+p6OhoRowYQb169XB1dWXlypVv1yKgaEK3OGbd0tISKAoduHv3LosXL6Z58+akpKTQvn178vPz\nOXDgAE5OTnz++ecEBASwc+fOMi7rN2/eZPny5SQnJ7NgwQL69ev3h8nsu6BUKvH19cXV1ZX4+Him\nTZvG0KFD0dbWFtI2urm5ER8fz6hRo4TsFcV49uwZW7du5fjx4/Tu3Rtzc3Pc3d0RiUTI5XJGjBjB\n2LFj3/jM/FD8V8Yy/1b8Ge1XUFCAq6srv/zyCxMnTuTbb7/9w6GGfxVUKhVpaWlERUUJn99//51n\nz57xzTfflOsN9Veisg9+XPy95ZYrUYkPhMrUFFmJmMR3QSwWU7t2bWrXrv3G9DslIZVKSU5OJjEx\nkadPn3LlyhUePHgguNurq6tTWFhIfn4+ampqQjqk58+fExUVhVgspjrQU6nEzsiIPEdHCq2tUVNT\nQ6lUUlBQQFBQEL6+vsTGxqJUKsnOzqZ27dpYWFigp6eHnZ0dFhYWwjJ9fX3U1dXp1q1bqRhllUpF\nUFAQPj4+3L59m/DwcBQKBenp6Vx/JapXUSf0imSaL0nOi49/7949mjRpwpUrV0rnlf6LYWVlRXR0\ndLnrVSoViYmJaGtr8/nnn1OtWjX8/f0JDQ2lXbt2ODs7M2HCBJycnNiyZQu1atWib9++7Ny5k969\ne2NiYsKnn35KmzZtsLW1ZdeuXUydOrXUMUxMTIh4LeY7KysLW1tbjh49yu+//86VK1fYt28fEwYN\nwlJNjUZt2tC4Rw/BtXfBggXs3r2b1atX07x5c0xNTdHV1eXSpUv07NmzzHVpaWlx4MABunbtio2N\nDX379gV1dVQVtDhs/vVXUmNiaNy4MU2aNKFevXqoqanh7OzM8ePHmTJlCoGBgbi6ugouxZaWlvj4\n+NCvX7+itF59+iC5fx/ROzIFlISyQQNU/foxPi6OLVu2sHPnTrS0tJgzZw4rVqzA09MTDQ0N+vfv\nT2xsLB4eHixZsgR1dXUiIyMZMmQImzZtKkN2TExM2LBhA6dOnWLmzJnCpMi7CJ9IJEJdXZ34+Hjy\n8/MxNzfn+fPnQsqy58+f4+Pjg7e3N4GBgTg6OtK7d2+WLVv21rzsmpqa7N+/n1GjRjFixAj27NlD\n27ZtiYmJYe7cudy+ffuN+92/f5+srCy6du36VnKuUqnw9PQso4AP8MMPPzBixIhScdhisZgJEyYw\nZcoU6tSpw7p168rsd/78eczNzd+p6q+5fn255BzACnAViTgxdy5RUVFFHhcUketDhw5hbW1NbGws\n8+bNY9SoUW89VsnrvXDhAi4uLlhYWHDmzBnU1NTK6EpYWVlx/vx55s6di42NTal0bq/D1NQUFxcX\nhg4dKkyCFRQUsH//flxdXalfv77wHhg6dCj5+fmsWbOGhg0b0rRpU3Jycrh27ZqgfQBF8dkrVqwg\nMjKSefPmMWjQoI+eEUMmk3Hs2DFcXV3R0NBgxowZfP7556ipqREdHc3evXs5cOAAtra2TJ8+nR49\nepQ6pzt37rB582Zu3rzJl19+SZ8+fThx4gQSiYQaNWowbdo0BgwYUGqCuRKV+KNQqVT4+PiwYMEC\nbG1t8fPzEybI/s5QqVQkJyeXIuBRUVE8e/aMqKgolEol1atXx9jYGF1dXdTV1TEyMuLhw4d/S4Je\niY+LSoJeiUq8JzQ1NbGwsMDCwgIHBwfBUiqXy7lx4wZeXl7cuXOHp0+f0qJFC3r37k29evWKXN2f\nPaOHhwc1UlIwlUohPZ1UX1+eXbnCTImEJxoaqFQq5HI5UqkUXV1dIYe8rq4uUqmUjIwMEhMTycrK\n4uXLlyQkJKChoSGQ9ZLE3cLCgjp16pTKC9y7d28CAwNRV1dHKpWySi6nO2DylmtOBlZ+YH2pVCpS\nU1Np0aIFR44ceecEyP8KxQRdLpcTHR1NWFgY4eHhhIWFERERQUREBDo6OjRo0ICGDRvi6OjIqFGj\nMDIywsPDg3379nHlyhW0tbXp1KkTHh4erF+/HhcXFw4dOsTAgQOpWrUqbdu25YcffqBPnz4Mf83y\nbGJiwsvXrNYhISGCVbVu3brUz8tjmq8vVK+OPDmZnOvXSQoK4oSeHuvz8mjVqhW6urr069ePXr16\n0bZtWywsLPDw8HgjQYci7YCDBw/Sv39/rKysaG5nR1aVKhi9I1Wh1NwcqwkTSI+N5cSJEyxfvpyE\nhAQaNGhArVq18Pf3Z+bMmTx+/Jhu3bpx4MABIVe5ubk5Xl5efPXVV3zXqBFb6tZF7dmzCrWVSk0N\neY8eIJEwcuRImjdvTlxcHDVr1mTo0KFs3LiR69ev0759e4YMGcKIESPIzMykf//+yGQyJBIJs2bN\neqsl8osvvqBx48Y4Ojri7OzM9u3b35mSR0tLSxCxFIlE1KtXj927d+Pj40N8fDzdu3fnm2++4cCB\nA29NnfY6NDQ0BIG22rVrU1hYiKenJ1WrVsXLy+uN+xRrKezfv/+tZT9+/BiZTEaLFi1KLff39+fm\nzZtv9B64evUqUqmUbdu2vdF11M3NTSDT5UKlQs3Xt1xyXgwbQDMoiFtPnwJFgpPz5s2jY8eOXL9+\nnYULF5bpR+UhNDQUFxcXYmJiWLFiBd27d0ckEpWZFCuGlpYWDx48KJecOzo6smHDhlITGHl5ebi7\nu+Pq6oqdnR0mJib8+uuvNGrUiPnz5xMSEsLkyZOxsrLCzs6OGjVqEBAQIAgXPnr0iJUrV/Lw4UNm\nzZrFsGHDKi64+IHIzs7G3d2dX375hQYNGrBq1So6d+6MUqnk4sWLuLm5ERgYyNdff42vr6/Qh6HI\n2u7j48PmzZuJj49nwIAB5OXlCSEz3bp1Y8aMGdjb25e5V/Lz8/H19eXzzz//6F4Blfh3IjIykvnz\n5xMbG8vGjRvp0qXLX31KpaBUKklMTCQqKorw8HCePn1KWFgYMTExJCYmIpFI0NPTE/p4QUEB2dnZ\naGhoYG5ujqmpKWZmZlSrVg1zc3OqVatWrt5MJf7dqCTolajEnwR1dXU6d+5M586dUSgUuLu7s2PH\nDkEluU2DBvyWkkKNlJRS+5kAJjIZl2vU4L6LC8+qVCElJYWEhIRSrvaxsbFkZWUJqbGK09LJZDJE\nIhFJSUnk5OQQFRWFmpoaCoWC3NxcXr58iUqlwsLCAktLSxo3bixYi3JycngqFuMNDFQqKRvVCgXA\naSDsD9ZPYWEh/fv3x8XFhTlz5vzB0t4fubm5REREEB4eTnh4uCAAV6tWLWrUqIG1tTXW1ta0b9+e\nMWPGYG1tXa7YlZ2dHT/88ANHjhxh48aNXL58GZlMhpmZGbNmzcLMzIwpU6YwbNgwzpw5Q6NGjejR\noweurq6C2BYUEfSU1+6HkJAQYdAhuXEDnYkTET9/DoA6oANUy82lTm4ufRwdCX0V7/rixQuOHDmC\nh4cHRkZGREZGEhsbW24ObDs7OzZs2MDQoUO5dOkSocbG9I6ORv0tgoGi1q3pOXQoJWl/Tk4OoaGh\nPH1FqFatWoVEIkEikdC2bVu6detG7969adq0KQ0bNsTT05Ovv/6alTVq4JKXh+QdYnEqiYRCZ2ek\nLi4AGBoaMnjwYHbu3ClYyOfOncuKFSvw9vamefPmglDXpEmTkEgkKBQKMjMz33ocgDp16qBUKpky\nZQp9+/Zl8uTJTJ8+vVxLpq6uLikpKSgUCgoKCpBIJOTl5bF69Wpat279hyygUqmUa9euIZfLad26\nNW3btiUtLY20tLQy2+bl5ZGSksKXX375Tmulp6cn/fr1K0WeZDIZc+bMYdWqVYLXQzGOHTvGmTNn\n6N+/P7/99luZFHC///47QUFB71S+l6anoxEf/85BRxWVil4SCatfvOBIp07IBg3iVyMjnp8+zXc9\ne9KoX793lFAUZ75q1SpOnDjBrFmzGDt27DtJr0KhoG7dumXuE5FIxNSpU/n+++9LeVXk5uaye/du\ntmzZgoODA4cPH8ba2pp69epRv359Tpw4gbu7O7169cLExITevXvTs2dPDhw4gFgsJjw8nFWrVnHz\n5k1mzJjBnj173qgr8GciOTmZHTt2sGfPHjp37szBgwdp3rw5qampbNq0id27d2NiYsKYMWNwd3cv\n5S5cUFCAh4cHW7ZsQV9fny5dugjhP9ra2kyfPp3x48eXSRFX7MV14MABTpw4QatWrejQoYOQ7aIS\nlagIcnJyWLduHfv27atw2tGSyM3N5fHjx1y/fp0HDx4QERGBs7MzK1e+n+mhsLCQly9fkpKSQlhY\nGJcvXyY6Opr4+HjS0tLIzs5GJBIJQpe6uroYGxtTo0YNHB0dsbCwEAh4cUhktWrVyjx3X4dcLicq\nKoqnT5+WEkjOzs7m0qVL73UNlfhnoDIG/T+GypgR6N+/Pzo6OlhaWgpu7cW/38fKVVFER0ezY8cO\nnH79lWHvyDMub9eOvHIsZFA02Hnw4AH6+vokJyeTnJwsqNo/f/6chIQEUlNTyczMJDc3F7FYjFgs\nRqlUolAo0NDQQEtLC5VKhVQqFRToRcA64FOgPiABCoFnFJHzuX9WZbxC+/btOXPmzJ8i5KJSqYiL\ni+Phw4c8fPiQ9PR0cnJyMDExoaCggIiICEJCQkhLS8PU1BRDQ0Mhf3FaWhoNGjSgW7duODk5YWtr\n+96kSqVSceXKFbZt28bdu3epXr060dHRSCQSDAwMkMlkQsxwhw4dOHToEI6OjkARufniiy94+PCh\nUF67du3YunUrzZs1Q7dDB9ReEd83IVsiYVrNmnz288907dqVvLw8XFxcOHr0KAUFBYhEIho1aoST\nkxNOTk44OjqWSeO0du1azp07R2Z6Ojdr1MAkIADRG1JJ5TVpgtzbG15Z/spDdHQ0Q4YMwcbGBjs7\nO9avX0+tWkW5FaKioqhVqxY2NjaEhobSUaVis0qF1osXiF8LjwBQmplR2KkT+du2lconHh0djbOz\nM8HBwejr61NYWIijoyOrV6/G2dmZ4cOHC5a/sLAwxGIxCxcufGv6smJUr16dyMhI0tLSmDp1Krm5\nuYKlEYo0HPbt20dQUBCenp6CFoWRkRFRUVF/yj2dkpJCs2bNKCws5MaNG6xZs4a0tDR2795Nw4YN\nSUpKKnWc8ePHc+HCBX7//fe3lqtSqWjVqhW7d+8u5Y6+adMmrl+/zpEjR0qVm5CQgK2tLcOHD2fu\n3Lm0bduWoKCgUsrbixYtQiQSldJReFOas8jHj3kil1P9Hc9AgPtAFTU1LAsLKamioAKUdeqgaNEC\n6fz5KK2tS+0nl8txc3Nj3bp19O3blwULFryRCL7+HszPzy8TdmBgYMC2bdvYv38/aWlp7Nmzh5o1\na5Kdnc2uXbvYtm0b7dq1Y/bs2UJKyfv37zN9+nR27txJly5daNSoEdbW1hw5cgQXFxdmz55NdHQ0\nP/30ExcvXmTq1KmMGzfunYPzP4qoqCg2b97MiRMn+PLLL5k6dSpWVlbcuXMHNzc3fH196dOnD2PG\njKFly5al9k1LS2PXrl3s2rULOzs76tevz/Hjx3n58iX16tVj/vz5glt8SaSkpPDbb79x8OBB8vPz\nGTp0KF9//bXwLPijqBzL/LNR0fZTqVQcP36cxYsX0759e5YsWYK5uXm52yYlJXH9+nXu3LnD48eP\niYmJITU1FalUikgkQl9fH3Nzc+rVq0fPnj3p0aMHmpqapKSkkJKSQmpqKqmpqcLv15dnZWVhZGSE\nqakpNWvWJCIiAnNzcywtLalfv75gADEzM8PY2PidniIFBQWEhoYSGhpKVFSUQPZTUlKEsUxBQQFK\npRKRSISGhgY6OjoYGBhgbGyMmZkZ7u7uH93r5k2o7IMfF5UE/T+Gyg6FEC8eGxsrCLgVf+vq6pYi\n7CW/LSwsPlyARCZDx8kJ9cjIt25WoK9PxtmzaL8lJ+z7vNgyMjJISkoS0tNFRUURExNDfHw8ycnJ\npKenk52dLby8tJRKBgN1KCLnHhRZ0D8GtLW1CQkJqVhKpldQKBRERkYSHBzMzZs3CQwMJDIyEqVS\nKbjsQ5F4k1wuR6FQCC+1Yg8CExMTqlSpIrRlRkYG8fHxxMTEkJCQgL29PY6Ojjg6OmJvb/9ebR4W\nFsb27ds5fvw4NjY2xMfHExcXh0QiYe3atTx79oyEhATc3NyAonjzRo0aERcXBxQRjNq1axMVFYX+\nuXPoTJyI6NU1lYfYpk1p+/IlVatWZcuWLYSFhbFmzRph4qJVq1Y4ODgQGhrK7du3MTU1Fci6k5MT\nFhYWDBkyhCtXrhD/4gXa27ahfupUURo0lQqVsTF39fVZoq7O4QpOquTm5jJ16lRiY2PZsGEDCxYs\nQEdHh61bt5KamsrTp095+PAhR44cISstja+USkarVNTR10dHQwM1fX3EbdqAiwuqmjXfeIyRI0fS\ntm1bIef2iRMn2Lx5M926dcPDw4P09HS0tbXJzc2loKCAFi1aVMjS0KBBA65fv46ZmRlKpZJdu3ax\ncuVK2rdvT0ZGBsHBwTRv3pyvvvqK/fv3c/fuXaCIqM6aNeud5b8L0dHR2NvbI5FICA4OxtzcnMLC\nQiZPnkxiYiKBgYGEhIRQpUoVANLT06lfvz6bNm1i2LBhby07ODiYkSNHEhQUJLTj8+fP6dSpE5cu\nXaJOnTrCtiqVCltbWzQ1Nbl79y4ikYiJEyfSsGFDIYVcfn4+TZs25cyZM6Slpb0zzVm1vn1Re1Vf\n5UFB0QThu6CoUQPp4sXIBg6ksLAQb29vlixZQvXq1Zk1axaWlpbIZDJkMpkQMiSXy5HJZMTExFC1\nalVkMhn5+fmlUuJZWlri7+8vuKArlUo2bNjA9u3b6d69O+fOnaNLly7MmjWrTKz/vn378PPzw9/f\nX4hzj4iI4ODBgzRu3Jh169Zx+vRpxo8fz6RJk4RjfCw8ePCAjRs3cu3aNUaPHs2ECRPQ1tbm2LFj\n7Nq1i/z8fL755huGDBlSJt1ZdHQ0W7du5ejRo/Ts2ROFQoGXlxdSqZSuXbuyZMmSMtdfWFjIhQsX\nOHjwIP7+/kIGCycnpz/dpb1yLPPPRkXa7/Hjx8ydO5fs7GzWrl0rpEFUKBQEBwdz7do1goKCiIiI\nID4+noyMDFQqFWpqaujq6qKnp4eOjg7q6uqoVCpyc3PJzs4mNzcX+atJ6GLSbmpqiqmpKSYmJsKn\n5LLibyMjowqlzM3MzOTBgwc8efKEiIgIYmNjSUpKIi0trZTgsEqlQiQSIZFIUFdXR0NDo9RHTU0N\niUSCSqUSnld5eXnk5eUhEonQ1tbm5MmTtGrV6o83ynuisg9+XFQS9P8YKjtU+SgW8ChJ2Ev+fvHi\nBYaGhuUS+Fq1apU7iymKjkbP2RnxG9xTX8d4DQ2eOjjg7OyMs7MzdnZ2pQY3f1YbPnv2jM8++wwt\nLS0SEhJKvSRK1olCoUAulwuE923phj4ER44cKZOyCYpmloODg7l8+TK3bt0iJCSEly9fCq79xW7U\nxTPLBgYGGBoaoqurK7zQil38s7KykMvliMVi9PX1MTMzo06dOtSsWRMTExPu3btHYGAgurq6WFhY\noKamRmpqKrGxsdja2gpktk2bNhUaVBdb3Hbt2kXNmjWJiYkhJSUFXV1d5HI5np6eODk5oVKpMDc3\nJzo6Gm1tbcLCwhgyZAiBgYFojx2LxrFj7zxWnLExdXNyUFdXR0tLS9A7+P3339HR0eHrr7/m0KFD\nfPPNN3z77bfExMRw8+ZNbt26xc2bN1FXV8fU1JTw8HC++eabopRPKhVkZiJSKFAZGVGoVPLJJ58w\nevRoRowYUaF2ValUbNq0ie3bt7NixQru37+Pl5cX+/btw9bWFigaaM2ePVtwu27UqBFPnz7lyZMn\nhISEoK+vT5MmTQRBuiZNmtCgQQM0NDS4e/cuY8aM4f79+6ipqSGVSrG2tqZq1ar4+voyfvx41NTU\nuHHjBnl5eZiYmHDx4sV3KkkXayVkZ2fj7e2Nt7e3kDatWrVq7N27F5FIRIMGDRg5ciSnTp0SQkz+\nqBXj4cOHdO7cGW1tbZ4+fVrqXlMoFEyZMoWTJ0/i5+cnkKOhQ4dy9+5dwsPD31l+cUrBxYsXC8uG\nDx9OkyZNBEX/YkycOJGTJ08KXgoymYzg4GDGjRvH1q1befjwIV5eXoSFhaFQKLCysqJevXrUrVsX\nS0tL9PT0hOdGMVFucvEin1679sZQmg9BEkWpH4++mmzQ0dFBV1e3zCBXQ0NDGPxqamoik8kwMjIS\ncqtHRkaio6NDTExMmcwHGRkZ/PLLL2zbtg25XM7ChQuFtIivY/78+Zw9e5bU1FQ0NTURi8UcO3aM\nI0eOcOTIEUaNGsW0adPKCNT9mSj26Nm4cSNRUVFMnjyZESNG8OLFC9zc3Dh69Cjt2rVj7NixdOrU\nqQxxvn//Pq6urvj7+9O3b18iIyO5ceMG2trajBo1innz5qGvr19qn/DwcA4ePIiHhweWlpYMGzaM\nvn37CpNIHwOVY5l/Nt7WfhkZGaxcuZJjx44J6QWDg4OJjY0lOzubwldeOMUeglA0kVacLrdYwFNL\nS0sg6sXjA2NjY6pWrUrVqlWFZ4VCoRA8Ct/2XZFtSm5bDLFYjJqamuDBqK+vj6GhISYmJpibmwsG\nA11dXbS1tYWsOyU/b1r/piwt/0tU9sGPi0qC/h9DZYf6cBSLf7xudS/+TkhIwNTUVHCbL0ng62tq\n0nDIkAq4zeSOAAAgAElEQVSlsRoqFnPJ1JSqVauSkZFBfn4+zs7OdOnSBWdnZ3Jzc/+UNrx27Rou\nLi70798fX19fBg4cSGpqKi9fviQ9PZ3MzEyysrKEGef8/HwKCgooKChALpcLL8k/C2PGjOHOnTs8\nf/6c7OxsFCVSv+kC34lEOAPaKhVyIFksZpeJCcm1apWa+a5atWqpl3DxR19fn4iICPz8/Lhy5Qq3\nbt2iTp06dOnShS5duuDg4EB8fDyBgYHcu3eP+/fv8+TJE8zNzTEwMCAvL48XL15Qt25d2rVrJ1ih\nS6Ybeh0ymQxPT0+2bdtGZGQkampqgo5A69atGT16NEuWLOH8+fNYWFhw8uRJjh8/zoEDB9AeMwaN\n48ffWW+yhg2pGhdHrVq1qFu3rqBaXVhYSJ8+fWjatCnDhw/nxx9/5ObNmyxZsoQBAwYIqQKjoqIY\nNWoUGhoaPP4/9s47LIpzbeO/XRaW3kGpgqKAgF0UFOyx9xjrsSWxxE4SS2KOJmos0ViixiTGduy9\nxRJjRLCiIAg2hChIb9KWsvX7A3c+UEBN9BxNuK9rri0zO+2dmX3v93me+46JoUmTJmzcuPEZxf1b\nt27Rp08fQkNDsbe3f6E2VSgU9OzZk5s3b7J48WJMTU2ZOXMmX3/9NYMHl/kHKJVKnJyccHBw4Nix\nY0KqsVqtJjExUSDst27d4vbt2yQmJlK3bl28vLy4cuUKgwYNYvDgwcyePZvc3FxKSkq4ePEi+/fv\nZ9OmTVy7dg1dXV2GDRuGs7Mz06dPr3RfS0pKCAkJYcKECYjFYiwtLQUrtBYtWqDRaFizZg3r1q3j\no48+IigoiAkTJrBnzx4sLCxYtGgRw4YNe6HzAmVESqlUChHe8+fPM3r0aExMTAQPci251UaAS0pK\nmDhxIhYWFkybNo3CwkK++uorBg0aRP369YVltYT46Qjy2bNn8fLyEkhqVlYWSUlJODk5VSDTRUVF\nlJSU5c7o6OgI6cvaKI5YLBZEK21sbHB0dERfX18gwlKp9JloUHp6OmdOn+aEoSGtsrJ4VQmZiWIx\nhz79lGEff/zCAyTa/8GVK1eyYMEC+vfvz7179wgODhaONScnh/Xr1/Pzzz/Ts2dPgoKCkMvldO/e\nnZiYmErT0j09PYXyA3d3dzp06MDOnTsZMmQIM2bMeKa85FVCKyS4evVqlEolU6dOpW/fvvz6669s\n3LiR+/fvM3LkSEaNGvVMmrlarebXX39lzZo1JCYmMmTIEKKiovjtt99wdnZmzpw5DB48uEL2TH5+\nPocPH2b79u0kJCQwePBghg8fjru7+2s7xvKo6cu8vZDL5Vy/fh0TExOhnlvb90hNTWXHjh3V/l4s\nFgvXonbAXqPRCKRcX18fqVQqDMg97/V1zNPV1X3tLgz/a9Tcg68XNQT9H4aaG+r1QalUCqnSTxP4\nR4mJHE1Opulz1vFILKafkxOJMhm5ubmCD6121DUvLw8rKyt69epFp06d8PPz+9MWNsXFxbi5ufHl\nl18SERHB+vXrX3odGo2G4uJisrKySE1NJT09XfizzcnJITMzk7S0NNLT08nKykImk70wsdfV1cXW\nxoZvdXTokJ+PdV7eMwrQanNz1O7uFK1fj6ac0vCLQNtJOHfuHMHBwdy5c4eWLVvSoUMH2rdvj7e3\nNwqFgpiYGMLDwwXinpKSgq2tLSKRiIyMDKytrQkICBBIe506dZ5JA9doNISGhvL+++8L3vRisRgb\nGxuSk5Pp0qULkyZNIjQ0FJFIxOeff47upk0YzJyJ6Dnn656jIyH//jfjx4/H1NSU8ePHExcXx+nT\np5HL5ZiYmHD79m309fW5fPkys2bNwsjIiCVLltC4cWPkcjlubm5EREQQGxvLwIEDkUgkTJo0ialT\np1a4vhYvXkxkZCS7d+9+bqq7Uqnkww8/pKioiC+//JLRo0fTunVrRo8ezdixY+ncuTMLFy7kxo0b\nBAUFMXDgQLZt28bhw4erjXIXFxdz7949bt26xbFjx7hw4QIlJSWIxWKaNWtGXFwcvXr1YsCAAfzr\nX/+iuLgYXV1d9uzZw+zZswV7QSgjYadPn+bkyZMEBwfj5eVFamoqs2fPriDmVx4xMTGMGjUKCwsL\n0tLSSEpKQkdHhw4dOgiijdWR5PLzxGIxUqlUuI/EYjFOTk7o6+sLRLd89FdPT4/r168jFouFLJLC\nwkLGjBlTZbRY+z45OZn169ezfv16YZlZs2bxr3/9i3bt2pUtr1Ih+fFHojdswMzAAKVYzFGFgpgW\nLWjaqhUtW7YkPzOTc+vXs/DLL+kwYQLh9+5Va0mnHdhYv349P/74I2IgdsQIJjs7I0lJQS2XU6xQ\nYCyXP1fhvSqUfvghJd9888LL379/nxMnTjB//nwWLlzIRx99RJ8+fejduzcDBgxg7dq1bN26lb59\n+zJ9+vQK1+O7777LkCFDePfddyusc/fu3UyYMAEAb29vUlJS6NevHx9//DEOVZRpvAoUFRWxfft2\n1q5di4ODA9OnT8fLy4utW7fyn//8h3r16vHBBx/Qs2fPZwYwSktL2bNnD+vWrUMqldK/f3+io6MJ\nDg5m2LBhvPfee0K2C5S15aVLl9i+fTu//PILAQEBjBgxgs6dO//Xo3l/h75MVlYWJiYmz7V0fNOh\nHezTkmxt7bb2/dOTTCbD1NSU2rVrV0gp105Lly7F1NQUGxsb4f+nuLiY4uJiZDIZMpmMwsJCQf3c\n1NQUMzMzzMzMhPflX6v7ztjY+K1yFNBoNOTl5Qm18eVr5cvXzC9atOgZp45Xjb/DPfgmo4ag/8NQ\nc0P97yBZuBCDVasQV0O4jkulTHd0RCQSIZPJyMrKQldXF11dXYqLi4Woso6ODvr6+pSUlNC4cWOB\nsHt5eb2USFX37t3x9vZGrVazYsWKv3yMVUEmk3H16lVCQ0MJCQkRamjz8vKoU6cOd+/erfR324B3\ngedVgWdZWHD1s8+watsWOzs7zMzMKj0PouRkpMuXI34ipqXy9kY+YwaaJ9kKoaGhQoS9oKCAdu3a\n0b59ezp06CB0snNzc7lx44aQFn/16lWUSiXGxsZCh8Hf35/27dvj5+eHp6en0AEoLCykffv2yOVy\nUlJSqFu3LvHx8ULU6Y8//qBjx47MmzcPd1dXjNu2Raea1GW5ri6TTUzotH49Y8aMQVdXF0dHR1q0\naIGenh4HDhxALpdjbGzMokWLGDBgABqNhu3bt7No0SJ69OhB586dWbFiBefOnQPKarnnzp1Lo0aN\nuHXrFgsWLKBv376IRCLkcjnt27dnxowZDBo0iOPHj9OjRw/EYjF5eXmCGrVKpWLixIlkZWWxc+dO\n9PX1KSgoYMKECWRlZfHdd9/x73//m9zcXBo1aoSJiQlffPEFP/30E6tWrRJq+J+H27dvExgYyIgR\nI5gzZw537tzh0KFDHDp0CFdXV2JiYtBRqRgFTHR3548//sB57FiyevRg4dKlxMTEEBgYSPfu3ena\ntSvW1tYMHjyY0aNH0717d6CsQ5SQkMDVq1e5du0aV69e5f79++jq6lJQUICrqyseHh6MHDmy0rTq\nyqLJ2nk6Ojps2rSJoKAg6tWrR1hY2HPrG8eNG0e7du0IDg5m3759bNu2jT59+jz3XM2bNw+JRMIX\nX3wBwJEjR1i9ejVnz55FpFQinjaNkpMnsXz8uEINuEZHB7WbG4pOnRAVFiK5fJmSuDgkYjGPDQ2x\n7NKFkm++QVOJGFtBQQGTJk0iKSmJbdu2YW5uTuvWrWnbti2Pc3JIDg1FolTyk0JBi+ceQdVQeXpS\nGBpaQUiwymVVKqZMmcKBAwcYN24cCxYsAODChQu8++67SKVSBg0axLRp057JIgHYs2cPBw8eZM+e\nPcJ30dHRBAQEAGVp9v369WPmzJnVl1MoFIgeP0ZjYABPpYyXhyg5GZ3oaDRSKaqWLeGJkKlMJmP7\n9u0sX74cX19fpkyZQklJCRs3buTChQsMGjSIsWPHPlMnDmXPsE2bNvHjjz/i7e1Nx44dOXfuHNHR\n0UycOJExY8ZUSE9PTk5m165d7NixA6lUyogRIxg8ePAziu3/TbxtfZmSkhKCg4M5ceIE165d4+HD\nhxQXF7N582b6v4AzwX8T5Ql3VVP5yHdRUZGQqabNZrOyshJqt8u/t7a2xszMjPj4+L/cfhqNhqKi\nIiHbLz8/X3j/ot/JZDJMTEyqJPKVEf+n5/9V9wVtkONpUbryJFw7ZWdnI5VKMTc3x8TEBCMjIyFj\nQPufIhaLGT58eJU2q68Kb9s9+LahhqD/w1BzQ/0PoVJhOHw4kt9+qzQqqmjcmLvffUdCXh6PHj0S\npvv37/Pw4UOysrIE6w6NRiNE0bREVCKRIJFIaNu2LQMGDKBz587P7UAtWLCA8PBwGjZs+NJ2I9Wh\npKSEa9euERoaSmhoKDdv3qRRo0Y0adKEhw8fcuXKFUaPHs0HH3xAYGCgUN/apUsX4p94Y88E/k1Z\nevuLIBLwBVRPyLCJiQmWlpbY2dnh7OzMh0lJtI6OxvApGyW1oyMlQUEoxo6t8H1CQgLnz5/n3Llz\nnD9/HisrK4Gst23bVujAahWrIyIiuH79OhcvXuTWrVvo6+sL6vlNmjShS5cuBAQEoFAomDx5Mrm5\nufTt25fdu3ejq6uLSqVCLBbTtWtXLly4gJ2dHV+6u9P9t9+QVOJPrgCOi8Xc+eorVq1ejbm5OfHx\n8UilUjp16sTChQtp0qQJn3zyCTExMaSnp5Ofn8+4ceMYP348ubm5LFmyhFOnTuHs7MyePXsEQbxF\nixYREhLCrFmz+Pzzz7GysmLx4sWsWbOGunXrsnnzZs6ePYuPjw/t27fn8OHD5Ofn4+zszOeffy64\nCpRfJ5Sl0i5fvpytW7eyefNmgoODWbZsGcuWLWPsk/O/e/duwcKuvNL407h06RKjRo2iY8eOFBUV\nCf7fGo2GsWPH0qdPHxrGxmKyeDH1QEiplgNxwLfW1hR26kSjRo3w9vbGx8cHS0tLRo8eTf369TE2\nNiYsLIywsDAkEgm+vr60bNkSR0dHli5dir29PSNGjOD999/nnXfe4fvvv39GaOt5WLZsGV9//TWN\nGzfm3LlzLxTJmTNnDg4ODhw9epS7d+9Sv359Dhw4UK3YokajoXHjxuzYsQMfHx/UajUBAQF88cUX\n+DVvjrxzZ1wSEqq1QNNAlRFuVcOGyI4eRWNtLXwXGxvLsGHDqFu3Lo0bNyYsLIzLly8jlUpp3bo1\n8fHxlJSU4JKTw+nSUoz/graFRk+Poo0bUT5noKKgoIAPPviAGzdu4OXlxYEDB0hPT2f16tXs3r0b\nZ2dn6tWrx+bNm6tcR2FhIQ0bNiQiIgJra2uSk5Px8vICyiwAz5w5U+1/rCgpCf3589GJjESUn49G\nVxd1nTooPvgAxYABwnLiu3fRnz0bnTt3EKenoxGJULu6omjRgh+aNGHJmjX4+fkRFBREVFQUZ86c\nIS4ujg8++IBBgwZV6kiSmJjI+vXr2b17N926daNZs2YcPHiQtLQ0pk2bxtChQwWyUVpayokTJ9i+\nfTvh4eH079+fESNG0KxZs1fiVPBX8Sb3ZdRqNZGRkRw5coRLly4RGxtLfn4+IpGI2rVr4+PjQ8eO\nHenZs+crU7WvDqWlpZUS66qi3VrNjspI9tOTjY1NlQPi1eFNaT+VSkVBQQF5eXkvTe61rxqN5rmR\n+ytXrhAVFSWUB6pUKlQqldCf01qzaaHV+qlK80dbfy8Wi4UyJIlEIgR0pk6dyvjx41/ruXtT2vDv\nihqC/g9DzQ31P4ZKhfTbb5H88kuZSrZajcbaGqW/PyXz51cbSVGr1WRlZXHp0iVyc3O5fv06d+7c\n4cGDB+Tm5goCKeWhr69Pw4YN6d+/Pz169KBOnToV6qLOnj0rREO1kbU/A4VCQUREBCEhIYSGhhIR\nEYG7uzuBgYEEBATg7OzMDz/8wP79+xk5ciRTpkzB2tqabdu2ceDAAWJjY7lz5w4KhYLZs2dz8MAB\nfsvNpdnzNy2gFBhHWdQdyv7A9PT00NHR4QO5nPkKBVVRmGyJhB9atiS3bVucnJyws7PDzs4Oe3t7\nLCws0Gg03Lx5k3PnznHu3DnCw8MFctqhQweaN29e4bwqlUru3r1LeHg4Fy5c4MqVK6SmpqKrqyso\ntT969Ag3Nzf8/f2RyWTcuXOHqKgoDA0NmTBhAs2bNy8TIDt2jH9LpdSTy5EWFaGRSFDXq0dRYCC+\nwcEkJCUxatQotm7dir+/P8HBwdSqVYvbt2/j7OzMsGHD2LNnD7du3WLJkiVs2LABa2trVq1aRZcu\nXWjVqhXW1tYkJiby2WefCbWmo0ePpqioiMuXL9OtWzdCQkIoKipCJpMJEZ+LFy+SkZFBSEgIjRo1\nonnz5iQkJNCyZUv2799fpX3UiRMnmDp1KlOmTGHFihXo6enx6aefMm7cOEQiEcePH2f69Ols3bqV\nNm3aPPP7w4cP88knn/DTTz/h6+uLj49PBRXyc+fOcXDKFDYrleikpVW6DyVWVhwfMoSDOTmEh4dT\nVFREfn4+hYWF2Nvb07NnT3x9ffH19RU60Vu3bmXBggWMHTuWzz77jC1btnDq1ClcXFw4duwYq1ev\npkuXLsI2RImJ6H/9dRkZKy5GY2iIskkTSj//nJnffccPP/xAQECAUHP+Ili+fDmJiYn85z//4cSJ\nExw5coQrV65w6NChKgcIIiIiGDdunKDGfuzYMZYuXUr//v1pvHQp/eVy/mqSp6JHD1K//56wsDC2\nbNnC6dOnEYvFNG7cGD8/PxwdHZk3bx42NjbY2toyZswYli1bxnCRiEUPH/7FrUPJnDmUzppV5fzY\n2Fhmz56NWCwmJiaGAwcOsGXLFvbv38+wYcOYMmUKhoaGtGrViq1bt+Lr61vluj744ANatWqFj48P\nAwcORK1WM2jQIIyMjFi8eHGVvxPfuYPh8OHo/PHHM/PUpqbIx46ldP58xLdulS1XxXmJMTMjdds2\nbty9y3fffUf9+vWZPn06gYGBlV5Ht2/fZsWKFfz+++8MHz4cJycntm7dilgsZsaMGfTt21d4fkVF\nRbFjxw7279+Pt7c3I0aMoFevXn+6lOp14U3qyzx69EgQb7x16xaZmZloNBosLCzw8PAgICCA3r17\nv3SGW1XQEu7yxLqqlPLs7GyKi4ufIdhPR7vL67j8GcL9sniT2u+voqSk5Bnyrn2vnc6cOcP9+/cF\ncdvypFob9S5fVw9l5Lz8pCX2SqVSIPpa7RCtMJ42in79+vXXqnkBf682fBNRQ9D/Yai5od4QaDSI\nsrJApSqLOr2EmEhVbZiXl8fVq1f59ddfCQkJISEhoYKSqBYGBgbUr18fDw8PatWqxfr16xk4cCCf\nfPIJjo6OL9QRU6lU3Lx5UyDkV69excXFRSDkfn5+mJmZkZaWxsqVK9mzZw8jRoxg2rRpQlRfo9Hg\n7+/P1KlTWbp0KZGRkcL6zwYF0XXTpheOnmtxHujwRI1e+6cm1dPjQmkpzZ4ToTsvEtFeoxHEX6Cs\nI6RSqbCwsBAi8c7OzlhZWVFYWEhiYiLR0dGkpaXRpk0bQXDOzc3tmQ5OYWEhUVFRHD16lMjISKKj\noykqKgLAyMiI5s2bc+fOHXx8fAgNDUUikTBx4kQmTpzIr7/+ytWff0Z87x4NAwJoNnUqzf38yM3N\nJSAggNzcXFQqFb169RK8uY8fP87KlSt58OABtWvX5v3336dv376kpaUxYsQIoqKiqFOnDqmpqTx8\n+JDw8HDmzZtHZmYmCQkJfPvtt2zcuJGcnBySk5Np3749bm5ubNy4EQBHR0e++OILxo8fj66uLhkZ\nGYwZM4bDhw9XqcxfHrGxsfTo0QMLCwt27tzJ4sWLMTMz45tvvkEikRAcHMz777/Phg0bKpDedevW\nsW7dOnbv3i3Ux3755ZcUFhbyzZM6ZI1GQ5yTEy0KC6vdh4t6evQzNcXX15emTZtSWlrKjh07yMvL\nY/To0fzrX//C09OTzMxMJk+eTEpKCj/99BM6OjrC4MqSJUto164d58+fZ/LkyXTs2JGFCxdiHhGB\n4ZQpiBMTn9luuqEhg4qKMOvVi+3bt1e7j09jy5YtfPXVV9jZ2XHx4kU0Gg1z584lNDSUw4cPV6oQ\n/sUXXyCVSpk7dy4ymYzmzZtTVFTEe23bsvbaNaSZmS+1D5UhXSLBV08PtaUleXl5zJs3j6FDh1Ja\nWspPP/3E8uXLqVu3LitXrqRx48b06dOH0tJS+qSksOgF3C2eh5LJkylduLDSeYcPH+bjjz9m0qRJ\nrFmzhiZNmgiWc5MmTaqQabR3717Wrl3LuXPnqiw3OHLkCDNnzkQmk2FjY8OFCxeYMWOGUG5RKTQa\njDp2RHLjRpXHoDY3p2jnTvS/+grJlStVLwd8b2jIyQ4dCAoKqtJiKTY2lsWLF3Px4kUmT56MWCzm\nxx9/xNHRkRkzZtC5c2dEIhE5OTns27eP7du38/jxY8Gz/HmOB/9L/K/6MgUFBRw7dowzZ85w48YN\nkpOTUSgUGBsbU7duXVq1akXv3r3x9/d/YZGwkpKS56aRa99nZ2dTUlJSKcmuKtr93yDcL4uavuir\nhdZtR6lUolQqMTU1fe219TVt+HpRQ9D/Yai5od5+vEwblpSUEBMTw7Fjxzh16hR//PGH4P8JZUJs\nSqUSS0tLDA0NSU9Px8TEBCcnpwqTg4MDCoWCBw8eEB4ezqVLl7CzsyMgIICAgADatm1bgRikp6ez\natUqdu3axbBhw5g2bdozaufBwcF89tln/PTTT7z//vtcKdchNZgwAb3du1/63KRKpTQ3NycrJwdd\nXV1KSkpoKRLxm0rFswmfFZECNAfSKCOfbm5uWFhYoFAoyM7OJjk5mfT0dKCMUGu9VUtLS4Xac11d\nXeRyOTo6OtSrV48JEybg6+tLvXr1hD/L8u03a9YsfvjhB+zt7ZHL5WQ/Ufk3NjZGX1+f7OxsJBIJ\nH374IfPmzSMtLY19+/axa9cuNBoNQ4YMoUOHDgwePJjHjx9jY2NDnTp1CAsLo0WLFsycOZMhQ4aw\natUqTp48ya5du4TjPXLkCBMmTEClUmFvb09paSm7du3i9u3bTJo0CY1GQ7169ZDJZNjZ2XHjxg3c\n3d1Zv349nTp1AsDMzIwJEyawdOlSXF1dMTc3Jy4uDktLS6Kiop7bXn379iU3NxcjIyPWrVvHp59+\nikajYfPmzZiamhIWFsbw4cNZtmwZffv25fPPP+fcuXPs27evQn1wamoqrVu3JjIyEgsLC0SPHqHb\nti0GT5UzPA2FlRVFwcFQbl1LliwhOzsbU1NTdu7ciZGRERkZGfzrX/9i3rx56OnpERcdjf6mTSTt\n20fHNm1AVxe1jQ1ZY8cya8MGIkJCCFOpME5Jqfp6MzHB6N49eMnI5MqVK/nyyy8JDQ3Fx8cHKBuQ\nmD9/PmfPnuXIkSNYlasH12g0+Pj4sG3bNq5cucKyZctQq9WcPHmS5j//jHTTppfafnU4Y23NwoYN\n2bx5MwUFBaxbt469e/fi7e1Neno6V65cQSQSMXLkSGJjYyksLMQ3NZXDr2DbxV99hfwp+zOFQsG/\n//1vwSN91qxZFBQUMGTIEKF042loNBp69uzJgAED+OCDD56Zf/bsWaZPn05qaipWVlaEhIRQq1Yt\n2rRpw9q1a6sUZtIJDsZw+HDEMlm1x6Fo0wad27cRP35c7XIyNzeUYWFQSSf84cOHLFmyhDNnzvD+\n++8jFovZtGkTzZo1Y8aMGbRq1Qq1Wk1oaChbtmzh7NmzdO3aleHDhxMYGPhWiGb9N/oySqWS4OBg\nfvnlF8LCwnjw4AFFRUVIpVKcnJxo1qwZXbt2pVu3bhWyhbQ1xeWj21WllGsJd3Vp5E9Hvt9Ewv2y\nqOmLvv2oacPXixqC/g/Dy9xQqamp1K5d+63/I/i74a8+FFUqFRcvXmTt2rVcvXpVqKHS19cXfMXL\nWyxp/UXLXwf6+voYGxsLfp4WFhZYW1tjZGTE3bt3uXHjBq1bt6Zv377Y2dmhr68veHkaGhqir6/P\npEmT6N27N02aNCEoKIjg4GBh/QajR6N3+OW77UkiES2MjPDr3BlHR8cy7/HTp/n5iXJ6dSgA2gDR\nT32vrQ83NDTE3t4eV1dXXFxcMDc3F8T8kpKSePDgAUlJSeTk5GBsbIxIJMLIyIiCggIUCgUuLi54\neXlRp04d2rVrh4WFBSUlJfTr14/S0lI6deqElZUVTZs25fLly0RHR5OcnExxcbGwLy1atGDs2LG8\n8847PHz4kN27d3Pw4EFcXV0JDw/HxsYGmUyGWCxGLpezb98+Bg4cyMqVK/n888+FulktRowYIUTQ\nZTIZJSUleHl5cfDgQYYOHUpERIRwHH369GHnzp1YWlpy/vx5gRza2dnx+PFjSkpK+P3337ly5Qqf\nffYZ8fHxlRIgLQoLC/Hw8CAmJoa1a9eye/dutmzZws6dO7ly5Qp79uzBycmJ6Oho3n33Xezs7DA0\nNGTnzp2V1luPGzcOMzMzGjRoQN6JE8w/d47q5dbK9AryjxxB/ETgC+C7774jLy+PGTNm8Nlnn3Hy\nl19o7OJCTGws73bsyOz8fCzi4tBLTHxm/WpbW1QeHiSpVDhfvFjt9jUiESXz5yOfNu05e1kRPj4+\nQlZDhfVpNCxcuJCTJ09y5MgRISp86dIlRo8ejUQioUmTJsTHx/P555/Tp08fjN55B0lY2EttvzqU\n6Ogw18iIuwEBXL58mSFDhjBq1Cj69OnDjh07aNGiBXPmzOH48eMUFRWRnZ2NnUhEjIEBlk+ySf4M\n1BYWyI4fR/2kFhwgJSWFsWPHCm4Jp0+fxtnZmdOnT5OVlVXtM/TWrVv07duXK1euYG1lhSg3l/y7\nd9m+eDHyqCh6NGxIdFgY7q6utGjRApVIxPa9exkydSpiT0809eqhrlULTa1a8ETdXH/iRKTlBsiq\nPJIBZ+AAACAASURBVBZbW8QZGc9frnZtCi9erCDOl5yczPLlyzl8+DDDhg1DpVKxZ88eunTpwvTp\n02nYsCFpaWns2LGDrVu34urqSp8+fRg4cGC1GgZvIl4HOYiOjubQoUNcvHiR2NhYcnNzEYvF2Nra\nUr9+fRo3boyPjw8qlapa8TS5XF4psa4q2m1qavqP62fVkLu3HzVt+HpRQ9D/YXiZG8rf35/U1FRa\ntGhB8+bNhdeXFUKqwavF63goFhYWsnfvXnbv3k1kZCRqtRoDAwNatWpFp06daNq0KaamphQXF5OZ\nmUlSUhLJycmkpqaSkZFBZmYmOTk5KBQKsrKyMDc3x8zMDENDQ6RSqUD0tV7qBQUFZGVloaOjg1Kp\nxNXVlTp16giCXX0OHKDW6dMvfRwJYjGuajWSJ36ocrmcfg4ObH74EINKavTLI5WyCHpqJfO09V0i\nkUioA3t6vtZXXCvgV76uTKPRCF6t2t+KRCKkUilisZiioiJEIhGenp44OTmho6Mj1JNB2WDZ7du3\nMTExIT09ndLSUnR1dalVqxYNGjTAwsKCgwcPotFokEgk6OvrI5PJqF+/Pvr6+piZmWFnZ0fz5s0F\n4RiVSoWbm5sg4hcUFISzszM3btxAoVDQqVMnJkyYwHvvvSesd9asWSxatEhQiO/du3eF8yCVSklP\nT8fa2pq2bdtyuJpBluPHj7Nx40ZhmaNHjxIUFMTChQvJyspi3bp17Nq1izp16gg+1TNnzmTGjBkA\nZGdnc+3aNUFZPTw8HIVCweDBg+np6Mh7a9agU25wozLIdHQY4uDAh999R7t27QBYtWoVd+7c4W5Y\nGIslEjqJxUjy81GXlqLJz0f3BWwCqxNUKw9Fhw4UHTr0AkuW4fz58/Tr1w9nZ+dKMxQ0Gg1ff/01\nx44dY//+/fz222/MnTsXW1tbNm3aREZGBvPnz+fChQuIxWKM27VD5wUyHV4G18ViTn/5JQcOHiQh\nIYH69evj7e3NihUrWL9+Pd9++y1yuZz8/HwkEgn+/v7MDgmh+1/YZpKrK9KrVwUbsZCQEMaMGYO1\ntTU5OTm0b9+ey5cvc+HCBczNzat+hpaWonPrFpLffuPOrl0YFxRQ18SEksePUefmYgQvVKuvkUrR\nmJiUKbSbmqKuXRvxw4foPBHArA65UinmlZQmPY0SS0s2BwVx/Y8/mD17NitXrmTXrl3069cPuVzO\niRMnGDRoEJMnT8bJyYlz586xZcsWQkND6devH6NHj65WhPFNx1/5H1SpVGRkZLBhwwbOnz/PgwcP\nhIFqqVQqDCKLRCLy8vJQKpUViPXzJhMTk38c4X5Z1JC7tx81bfh68doI+saNG1mzZg3p6el4eHiw\nePFi/P39K1326NGjbN68mZs3b1JaWoq7uzsff/wxPXr0EJbZsWMHkyZNeua3aWlpf9ni4J+El72h\nUlNTBTupa9euERUVRe3atWnRooUweXl5/dc9UP/JeFUPxaSkJEFlPSQkBIVCQWBgIG3atMHU1JSI\niAhOnjxJcXEx3bt3p3v37gQEBFTr2VpcXExcXBwRERFER0dz//59EhMTSU9PRy6XC50epVIpRIa1\nZLQ8kX1HoWAPL67groW2Bt3AwAC5XI5SqcTI0JCLpaU0fopUV/bbzhLJC/m0W1lZ0bBhQ2xtbdHR\n0SE7O5uEhAShHlEqlQqp7g4ODrRp0wYPDw+aNSuTvVMqlfz++++C4nvhk1ppsVhM8+bNadeuHV26\ndKFx48aVPt8eP37MmTNnOHfuHJGRkYJlj/Ycloe/vz83btxgx44dLFiwQLBTu379OlOmTOHy5cvC\nOufMmcOVK1dwd3fn119/BWDo0KGEh4dz7949AN577z327t2LWCymU6dOnDlzBrFYjJubG7Gxsfj6\n+mJnZ8eRI0fYvn07vXr1qvQcTp48GS8vLyZOnCh8d/v2bYYPH06PHj3w9fVl2rRpGBoa0r9/f9q3\nb8+8efPQ1dVFJpORnp5O8+bNadmyJW0bNqTdtWtE7d2Lg7MztSdPLhNjjImpth2VjRqxb+ZMZs2Z\ng6+vL/Pnz2fKlCnEXrnCzVq1sEpIeO618FegDAxEdvToCy/fuHFjateuTVxcnOB28Mw6lUpGjRrF\nr7/+iq+vL7GxsRw9ehQPDw+6dOnCpEmT6N+/PwqFAt2AAMyqsDj8s1CbmvK+hwfbrl9Ho9FgbGxM\ndHQ0ISEhTJ48GYVCQXFxMfr6+lhaWpKdnc1AY2M2ZGdTtURm1dAA33p4sFom4+OPP+bGjRvs2rUL\nExMTPvnkE9q1a0efPn3Yu3evcP+Vf4aK//gD3c2bkYSHI0pORpyRgeg5Azt/Fi8ycBMuFuOgVlP7\nOctdBwbVqUPzFi345ZdfkMvleHt7k5SUxNixY4XsAW203MLCgjFjxjBw4EBMqhEjfVtQ1f+gWq0m\nMzOTlJQUYSA5OTmZlJQUkpOTSUpKIj09HQsLC2QymaCs7uXlRePGjSuok2tJeQ3hfvWoIXdvP2ra\n8PXitRD0gwcPMm7cOFasWEHr1q3ZuHGjkLZYma/orFmzqF27NoGBgVhYWLB3716WLVvG8ePHBVK/\nY8cOPv30U248JbDydF1rDarHX72hlEold+7cITw8XCDuiYmJ+Pj4CFH2Fi1a4PjEy7sGrx5/tg0z\nMjIqEHKtwFhAQACBgYHUr1+/0ja7efMmBw4c4MyZMzx48AB3d3ecnZ0xMzMjLy+PzMxMIYpeUlKC\nra2toNRsY2NDrVq1sLGxwcjIiKKiIh4/fkxaWhp//PEH9+7do7i4GHd3dzw8PPDw8MDT05P6bm64\nvPsuxtV4gD8NtUTCrg4dmHL9Oo+f1G9KJBJMTU0ZnpPDAsCsit8+1tVlrEIh1MLq6OgIae1F5VJv\nnybARkZG2NjYkJOTg5GREd7e3kLtukgkIjU1lfPnz5OdnS3UqZeWlmJpaYm7u7ugEj5y5EgUCgXu\n7u6kpKQI2QZQNhjg7e0tkHYPD49KxatsbW3ZsGEDS5YsIbaS86anp4daraZ///74+fkRERGBVCpl\nxYoVFZY7deoUQUFBdO3aldjYWC5evIiOjg5t2rQhJCQEoMJ5adasGREREULdqlqtxsnJiUePHgEw\nffp05s+fX7Gt1Go8PDw4ffq0oLyuRW5uLiNHjhQ61HK5HIlEgoODAz4+Ply6dIkBAwbw9ddfo6Oj\ng3TRInR370bnyfagLIKpMjJClJNTZZq5GlBMmkTJokUUFRUxd+5ctm7dirm5Ob8ZGNAkKamKX746\nyPv3p7gaS6/y+OWXXwRxv6ZNm5KRkVHhOlCpVOzbt49ly5bh4OCAq6srv//+O1KplPDwcE6cOMGs\nWbMYPnw4ly9fJjw8nEMiEZ0LCl7pMamADsCFJ8Rn4cKFODs7069fPxQKBXK5HGNjY+RyOTY2NpSU\nlJCdnc1ZkYiOf8JqLQ9IjYpi98GDLFq0CKVSSe/evdmwYQM6Ojp07dqVoUOHMmHCBOE3SceOUf+X\nXxDfvYs4IeG59d7/LciBj4AhQOdqllMAiyUSFkskQjkSlPWlPDw8WLRoEXFxcZiYmDBw4MC3Plqu\nhUajEfRArl27hkajEQi4dkpLS8PExAR7e3scHBxwdHTEwcFB+Kx9r822qMH/BjXk7u1HTRu+XrwW\ngt6pUye8vLxYs2aN8F2zZs3o27cv8+bNe6F1dOzYET8/PxYtWgSUEfSZM2c+U3dXg5fD67ih8vPz\nuXHjBtevX+fatWuEh4cLkcCWLVvSvHlzmjZt+rcYtX8T8DJtmJyczJo1azh//jypqan4+/sTEBCA\nr68vVlZWZGVlkZ6eXoFkZ2RkCFNmZialpaXY2tpia2uLmZlZhTR3V1dX2rZtS8+ePWnatOmfEq95\n/PhxWUrx3bvC6927d/koP59ZcjkGL9hpjwI6m5vj07Qp77zzDjk5Ofz000/kPqk/XyISMUqjeSYy\n9UgkYq2+Put1dHB1dSUmJgaNRvMMOQewt7cnLy8PWSVCT4aGhnh7e1OrVi1kMhnx8fGkpqai0Wjo\n0aMHfn5+mJqakpiYSGJiIlFRUSQmJlJQjiDVq1eP4uJinJycWLNmDffv3+fMmTOCQJFcLkckEmFn\nZ0ejRo3o3LkznTp1wsnJSWjPFStWEBUVxcmTJxGLxSiVSsHWRS6XIxaLsba2Jjc3F5FIhKmpqTA4\nop3s7OxYvnw5Fy9e5NNPP2XFihU8ePAAsVhcqZ1fVd9rBzQCAwM5Wi5SHBERwcSJE7l69WqZ4npc\nHFevXuXatWuEhYUJYoZarYLDhw/Tvn17Fi9eTGZmJr1792b48OHMAqQrViCuQq39eRHL0latKD51\niv/85z/Mnz+f0aNHE7ZzJ2fS0njdeVlqMzNkx46hfqJE/zx4enri4+PD3r17cXFxISIiAktLS9Rq\nNYcOHWLJkiVYW1szZ84cAgMDycvL45133iEhIQFPT0+ioqJwcXGhV69e+Pv707p1ayzj4jAaMABx\nfv4rO65swB/w6t+fvLw8vvnmGzp06IBMJkOlUmFiYiKUX2izMkxNTRnSsycroqIwvn37hbelBqbp\n6/OjWo1SqSQwMJDJkyezcuVKUlNTcXJywtTUlG3btiGSy9Hdtg29ffvgzh0kr3hg4q9CA8iA3cCP\nwH5jY5wrua4VwFmgF2WDIVDmzOHp6SmUJ0kkEsaOHUv9+vX58ccfef/99ysMULyJ0Gg05ObmkpSU\nJAzOaSPe2s8pKSkYGBgI9pcNGjSoQLodHR2xt7evyap8C1BD7t5+1LTh68UrJ+hyuRw7Ozt+/vln\n+vXrJ3z/ySefcPv2bU6cOPFC6/H19WXQoEF8+umnQBlBnzJlCvb29qjVanx8fPjss89o3Lhxteu5\nf//+nz+YGvwpaDQaUlNTiYmJEab79+/j6OiIl5cXPj4+eHl54erqWqWNTQ1eHsXFxWRnZ5OTk0NO\nTg7R0dHs27cPV1dXDA0NkcvlwjytcrulpSVWVlYVXp/+Tit49jRKSkq4evWqYLVmZWVFYGAggYGB\neHp6/mUl4NzHj3GeOxfX8HB0n5Oefh/oB9ymYpRbKpXi4uKCjo4O9+/fx0Gh4HNAG7ONAfbUrUuD\ngAAePHjA5cuXhci5Nu3c0NCQ4uJiIfqto6ND3bp1MTExIScnh9TU1Gfs7CQSCRqNBl1dXfz9/TEz\nM0Mmk5GQkMDDhw+xs7OjQYMG1K9fHxcXF7744gv09fWRSqWIRCLS09OF31taWuLi4iLcN/n5+Vy+\nfJnbt28L0XYtEe/atStyuRwHBwfs7Oz45ptvEIlEiMVizM3NWbJkCdOnT8fKyorExERBV6B27dpY\nWFggFouRyWQkJycLKcjJycm4u7vj4+PD/v37K4jWVQYtWdd6vmvbw9ramkOHDqFWq1m6dCkpKSlC\n+rOhoSGNGjXCx8eHvLw89u/fz7Jly8jOzmbJkiV8+OGHhISEoKury6JFi5DJZEwZP57QwkLs/kL0\ns8jAgE/c3fFMTKRfvXoYGhmhOH+e2n8ikvsyUADnzMwo2rJF8FivDloV8lOnTmFhYcHAgQP55ptv\nePDgAT/++COGhoYMHz4csVhMZGQkN27cICEhAaVSiYeHBwkJCRgZGXHo0KFnnrmGXbrQ8AVEFF8U\nl4Bt48eze/du1qxZw8cff0x2drYgRCmXyzEwMEAmk2FlZUVubi4ODg6sWrWKD4YMYYdCQVs9PYxf\noA77CmXCjhqRiB49ejBv3jzhWfXDDz+wbds2vKyt+dnODvesLPQfPUL8HC2KNwFpIhH3nlyDDoAt\nZWQ8ETgFfP7ks1gsRldX95nnjzZbSaPRYGZmxty5c8nNzeXgwYNlGg09e/5XjwfKdE7S0tLIyMgg\nPT1dmMp/lkgk1KpVC1tbW2rVqiVM5T8bGBj81/e9BjWoQQ1eNZ43uPHKCXpqaiqenp788ssvtGnT\nRvh+6dKl7Nu3j+vXrz93HT/99BNffvklly5dwtnZGYCwsDDi4uLw9vamsLCQDRs2cObMGS5cuEC9\nevVe5SH8rfG/GvGSy+XExMQIEfbr16+TmZlJ06ZNK4jQ/Z1LFhYuXEhGRoYw4q8d7XdwcKhg0VIe\nMpnsmYj23bt3USqVFSLemZmZKJVKIbVcJBIRHR0tRG6fTjd/1aqxKpWK69evc+LECU6cOEFhYSHd\nunWjR48eBAQE/PmIhkZD7rhx6J8+jU1+/jMCTTmUkfKRwAOeTUF/GlqxN4VCIQjUaSGRSOjatSst\nW7Zk+/btxMXFVVifSCTC2NiYgoIC6tWrx7vvvsuFCxeIjIykfv36GBsb8+DBA1JSUirsg7m5OXZ2\ndiQlJWFhYYGbmxuenp4YGBhQUFDAnTt3CA0NRSqVolQqGT16ND4+PqxYsYI2bdoglUqJiori4cOH\nQjaA1gqvPGlfsWIFjo6OPHr0CI1Gg4GBAUZGRmRlZQn78uDBA/r06UO3bt24evUqnTp1YseOHeTn\n59OwYUP09PSIjY0lIyMDT09P7O3tkUgknDhxolpiXt15F4lE6OvrC7/X19dHLBbTtWtX+vXrJ9Ss\nazQavvnmG7Zv387+/ftp0KABAPfu3WPEiBH4+/ujVCq5efMme/bsweT4cWxnzuSvJqrK9PQwksuF\nzy8q8PZnoRGJkA8ZwrcNG7L8ibr+2LFjq7wftXZ3gYGBbNmyBY1Gg6+vLyqVClNTU4YNG8aVK1fI\ny8tDLBbj7++Pn58fcrmcWbNmcenSJZo2bUpBQQG///47derUEdZ95coVPuzWjTBzc2q/AEl/AJjr\n6GBRxYBZJrDAyorDhoY0aNCA5ORk7t27J4gMat0FpFIpCxcuZObMmRgZGbFv3z4GDx5MSUkJn376\nKaLoaLyPHqWFSISTRoMuFdskH7gGjNDXB3Nz9u/fj7e3tzA/Pj6eAZ07czEgAPPLlzF6BT7v/wvk\nAjeB9UAkZQORVQ0viMViQaRSez/6+/tz9+5dcp74zBsZGbF48WKcnZ1JSkqq2rP9JVFYWChEuMvX\nfZev/dZoNM+kmj89vUyWXU307u1GTfu9/ahpw9eL10bQT5w4UUEUbsmSJRw4cIBr165V+3utN+/P\nP/9cQSTuaahUKsF/edmyZa9s///ueJNuqOzsbIGsa+vZTU1N6dWrFy4uLvj5+eHl5fW3ibJfuHCB\n2NhYHjx4wB9//EFSUhJpaWmC17WBgQESiQQo8+/VRkCsra2xs7MTIgkSiQQPD48Ktd62traCkM3B\ngweZOXMm27Ztq1KY8XXj/v37nDx5khMnTnD79m3at29Pjx49eOeddyr4pb8Itm7dyjfz5jG6oID2\nKhUGlEWPsnR0WCmVclWpFFK/qyPn1UHylDicgYEBQ4YMITk5md9//71S4ThjY2OuX7+OmZkZYWFh\nhIaG8vvvv3Pjxg1MTU1xcHAgLi4OeTnyZ2RkhLu7O5aWlhgYGHD27Fl8fHxIT0+ndevWZGdnk5+f\nT61atbhx4wZJSUm4uLjQrl07gYwDXLx4kcuXL3Pv3j1SU1MFKzxbW1v09PSwtrbG09OThIQEIiIi\nhDpVqVSKtbU1hYWFDB06lAULFiCRSIiKimLXrl0cOHAANzc3evfujZOTE/fu3SMiIoJz585VqHU1\nNTVFLpdX+O5551dSrl7W0NCQxMRE4XpXKpUEBQURGRnJvn37nhmoy8/P56OPPiI1NZXAwED27t3L\npQ4dcN6+/YW2/yZBAxxzd0fy7bdYWVkxceJELCws+O6773BwcKi4rEbDggULWLlyJVFRUdy9e5ev\nv/6a+Ph4unXrRm5uLjExMXz00UeMGjUKU1NT4bezZs3C0tISf39/pk2bxocffsj69es5duwYLi4u\nqFQq6tWrR4MGDci6fp2jBgY4y2SVCrU9powgvgsMBz4G6jy1TALwk6Ehq8VixGIxBgYGpKenC/O1\n91jdunXJzc0VnAu++OILVq5cyePHjwkKCuLkyZNER0djYmJC26ZNMXn8GFV0NEMAKWWkdZ+dHRFi\nMfb29gQEBJCYmIhIJKK4uBhjXV1anDzJIJEI59ck9vbfRiZwFZgOPF8HvuKAmbm5OVZWVmRmZlYo\np/Hz83uhjMbi4uJn6ry1U2FiIkXJyeQpleg6OGBXjmw/Xfv9qr2736S+TA1eHjXt9/ajpg1fL96o\nFHctOd+wYQN9+/Z97rY++ugjMjIy2L9//yvZ938C3uQbSq1WEx8fz82bNwkODubKlSukp6fTqlUr\n/Pz88PPzo1mzZtWqiL8sNBqNoCpcUlIivJZ/X1xcTGFhIbm5ueTl5ZGXl0dBQQGFhYUUFhYik8ko\nKioSli8tLaW0tBSFQoFCoUClUqFSqVCr1UIkuXw028bGBmNjY3R1dYX9KSoqIi8vj/T0dFJSUkhN\nTcXIyAgHBwfMzc0r1N6Vr8Hbvn07y5cvZ+/evYJP9f8aWVlZnDp1ipMnTxISEkKjRo3o3r07PXv2\nfEYg7HnQaDQkJiZy8+ZNbt++TVxcHI8ePSI+Pp6srCzEYrFgY6ZNsddGlf4sjI2NadSoEdeuXUOh\nUDwzf8eOHfTs2ZOEhAQGDRpE+/bt6dSpExcvXiQkJIT79+9ja2tLWlqaoLReu3Zt8vPzhYj6gwcP\nUCgUPH78GLlczrBhw+jQoQMGBgZMnDiRQYMGUVpaSnR0NHfv3sXe3h4fHx98fHzw9vZGrVYzfvx4\nevXqxenTp4Voqjb1HcpIsEgkws3Njbi4OGH/tYJ1bdu2pUePHiQnJ7N3717OnTtHp06deOeddwSl\n9acHMl4GIpFISP1XKpU0adKE48ePAzB27FhUKhVbtmypMoqm0WhYvXo169atY8yYMYjXrmXxX/DO\n/l8ix8KCNrVqoVAoGDp0KPn5+ezcuZNFixbx3nvvIRKJuHHjBnPnziUiIgIrKytSU1MxMDAQri2A\nuXPnMmTIkGcyVNRqNQ0bNuTw4cMMHTqUfv36MW/ePDZu3MiqVas4evQoCxcu5NSpU0DZ8yghIYHe\n+vpMKCnBkTIyXArEASskEi6Va3crYBbQiLIBhxjgP3Z2xOfnU1paWuk1orUclEgkuLq6cu/ePTp2\n7EhsbCzJycl8+OGH7Nq1i/z8fAwMDOjSpQvHjx+voG2gzfzJy8ujVq1atGzZEnd3d9zc3DAxMUFy\n6hRN9+2jbmkpklfYXm8KUoAjlBF1+XOWLQ+RSIShoSG6urrCf5SbmxsXLlwQot5V1X3LZDKBZNvb\n2+NSuzZdExPxuX0b05wcJEolIj09NDY2KAIDkX/8MRpra6BsoPnBgwfcuXOHBg0a4Onp+crOxZvc\nl6nB81HTfm8/atrw9eK1icR5e3uzevVq4bvmzZvTp0+fKkXiDh06xMSJE/n+++/p37//c7eh0Who\n37493t7erFu37pXt+98db9sNlZmZyeXLl4Xp/v37NGrUSEjj9PX1rRA1Ko+xY8fy+PFjCgsLBQJd\nXFz8DIEGhPTLp/2s1Wq14F8tkUjQ09NDT08PfX199PX1MTQ0FFKJjY2NMTExwcTEBDMzM8zMzLCw\nsMDCwkKo57a2thYUvl8GarWarKwsUlJSuHbtGmq1ukKH6tGjR4IgWYMGDahbt+4zafTauuRXqV67\natUqHB0dy5TX69d/7rqLi4sJDg7m5MmTnDp1CisrK7p3706PHj1o1qzZX6pbj4yMZMSIEYwcOZIB\nAwZw8+ZN7t69S3x8PI8ePSI9PZ2cnBwKCwv/UqRdez2Uh6urK3l5eQQFBTF58uQK83JzcwWyHhoa\nSnx8PHXr1kWhUJCUlETdunUpLS0lLS1NsJwzMTHBxsaG2NhYDA0NycnJYerUqQwZMgRnZ2fi4+OJ\njo4WpsjISPLy8ggMDCQ/P586deowcuRI8vPzCQ8P5+rVq1y9ehUoI+SPHz9GR0dHEFSSyWTk5uYi\nk8kQi8XY2tri7u6OmZkZN2/eFPystR32VwljY2M8PDyYM2cO3t7eQolGZSgoKBC0K8YNGsQnO3fi\n/BbUFD8NtZkZBTducC0+nv9s20bagQP0tLUlKTeX+z4+qC0sCAsLw8/Pj19++QUnJyfatGnDmTNn\nyMvLQ6FQ0KRJE5YuXUrTpk2F8yXKzERv9WpyIyKIuXkTjbExn6Wn49i3L1u2bAFgy5YtLFy4kOzs\nbKytrYUBSO1z7+myjqruFW2pCICLiwupqanI5fIql7exsWHq1Kl069ZNeG7b2dlx79492rVrx/nz\n5wXdBe2Aphb29va8++67JCQkcOHCBT766CN0dXWJj48vE2O8f5+FmZm8o1bzcvk5bx9UlAliTqKs\nBv9lIBKJMDIyQiQSUVJSgkqlEiLdVU3W1tb/f33Fx2M0ciTiu3cRVVHmkG1qynp7ezbk55Oeni6U\ntLi5uQkWj68Cb1tfpgYVUdN+bz9q2vD14rXZrI0fP54VK1bQqlUrNm3axPbt27l8+TLOzs6MHz8e\nKBNxAThw4ADjx49nwYIFDBgwQFiPnp4eFhYWQFmKfMuWLalXrx75+fn88MMP7Nmzh9OnT9O8efNX\nfQh/W7ztN1RBQQHXrl3j0qVLXL58mcjISOrWrYufn59A2rXpsXXq1EGhUGBoaIihoWEFAm1qaoq5\nuTnm5uaYmZkJ88ovU/6zgYHBG2Mb93QbqtVqZs+ezcWLF/n+++9RKBSV1gAmJyeTnp6OpaUlDg4O\nNGvWDJFIJIjv1K5dm1q1amFnZ4eVldVzybJGo2Hp0qXcvn2bu3fvkpiYiIuLi2CV5unpScOGDasU\nA1Sr1Vy/fl1Ihc/NzRXq1gMDA/+UGFBaWhrDhw/HxcWFtWvXVrkOlUpFXFwckZGR3Lt3j/j4eO7f\nv09SUhIFBQV/isDr6upiYGBA9+7d6dOnDx07dqx0+2FhYaSkpBASEsL58+dJS0vD0NCQrKwsPDw8\nqFu3Lr/99huNGjXi1q1bODo6IhaLiY+Px9TUtEKdsZ+fH97e3sTHxzNo0CCWL1/OihUrKCgoXCAd\nlAAAIABJREFUoLS0lJSUFBo0aICPjw/u7u4sW7ZMUGVv2LAhsbGxFBUVYWlpiY6ODvn5+RQWFmJi\nYoJSqRSUt7UQiURIpVJq165NVlaWIKRXFZoDnwAWlEX8dgF7KKujLR+Nt7K0xKN2bdKTk8kB3Bs2\nrGC9d/DgQezs7JgzZw7Hjh1j1KhRqNVqjlla0r0aK7U3FWozMwpDQxHHxKD/zTeIYmPReTLw8RAI\nAxa4uHA/NZUmTZqQlpaGg4MDQUFBdOrUSdBoycjIQE9Pjw969WJ8eDhGcXHoPOV0UiCRkGltje2q\nVai6dUOpVOLo6FihPOFpcl6emFem0F9+vrGxMWq1mlatWhESElLheoEyZ4IVK1bQoEEDYmNjGTNm\nDLm5uRgYGDzjkqCvr19hvxo1akTDhg2Jj48nMjISpVKJkZERurq6qNVq5HI5nUtK+FqjwZt/FtKA\ng8AMXi6aroWBgQGffvopQUFBL7S8KDkZw759kZTLvqkKGf/H3nnHR13ff/x5eyWXvYDsHQKEsMGw\nEUVEUetAqjhatdpSra21Wv3ZatVWKdZRBxRH1Qoo4ACRTUAIKwsImWTvcUkuuX33++O4r0lIIMFE\nQe75eHwfufG9u+/d5765z+vzHi+xmDcSE2mfP19YvI2Ojh5UJ5dLfS5zueMev0sf9xgOLUMi0AFW\nrVrFK6+8Ql1dHYmJifztb38Tmsa5Ooh+9dVXwnVXyl5Xpk2bJuzjmpjV19ej1WoZPXo0f/zjH5k4\nceJQHP5Plp/aCWUymcjKyhIi7AcPHsTPz48pU6YwefJkpk2bRmRk5EUjrgeDrmNoNpt58MEHqays\n5OOPP8bb2/ucj7XZbNTV1VFVVUVDQwPl5eXU1dVRW1vb7W9bW5uQht9VvPf8GxgYiEwmA5xd3QsL\nC8nLy+u21dfXExsbS0JCAklJSYJ4Dw0N7TYuxcXFbN68mS1btnD8+HGmT5/OggULmD9/Pn5+fv3+\nfAwGA8uXL6ewsJAPP/yQYcOGnXN/h8NBR0cHbW1twtba2kppaSkbNmzgyJEjQup8bynuPXGlcdvt\ndlQqFV5eXvj5+SGXy5FIJFgsFjQajWB9ZrVaaWlp4fjx48jlcqEkQiqVEh4eTkBAAFarlZKSElpa\nWlAoFEI9Z2dnp+A939LSws0338zJkyfx9fVl5syZWK1WYVyrq6vJzs4Wan9jY2NJTEzEbDYTHBxM\nRUWFUNNuMpkEEabRaLDZbIIfudVqFQSbQqFAqVTS2tra7TNQAGuBNJzi3IURyMNZy1xy5raHgZuB\nMJEIlUKBIiSEuoQEPp8yhY07d2IwGDhy5Ag2mw2xWMyCBQsICgpi9erVyIDPgRnApdTb2RYejvGJ\nJ1D9+c+Iu9Rpd2UfTi/sqMREXnjhBWbMmCHc99///pdvv/2W119/neyNG4levpwR57FKM/r48PXU\nqdxz4IDQNOz7Mnv2bH71q18xdepUxo8fT3V1tXCfRqNhxowZVFdXU1RUhFqtRqFQUFFRgbe3Nzqd\nDq1WS1svxy0Wi4Vsla6CX6vV4u/vj5eXF1azmUdKS7m2o4P+/3f4aWEDjgE3AJXn2Vcul3PNNdfg\n5+eHl5cX1dXV5OfnU1VVRXp6OoGBgcK+JpOJ4uJijh07xsGDBzlx4gR/P36cuf34/yccW2ws+n37\nYBBL0rryQ81l7HY7LS0teHl5CT0z3Hx/fmpz0csR9xgOLUMm0N1cnPzUTyi73U5eXl63tHibzSZE\nGydPnkxycvIl3XjONYYdHR3ceeedSCQS1qxZg1qtHrTXMJvNgv1NT/Hu+ltXV0djYyNeXl7nFPGe\nnp60trZSXFwseJ3n5eWh1+uJj4/vFm1PTEwkMDCQ5uZmtm7dypYtW9izZw8jR45kwYIFLFiwoJtr\ng06no6ioiOHDh58lsD/77DP27t3LokWLUKlU3e7vul97ezsKhQKtVotWq8XLy0u4rNVq0Wg0VFZW\ncvToUcxmM1dffTULFy4kKCiIDRs28Nprr/Vac9uzXEIulws9B8LDw/Hx8RGyOLRaLStWrOCee+5B\npVKRnp7O1q1bu/mYh4WFoVAoaGhoYNKkSdTU1FBeXo5Op0OtVtPR0YFGo6GtrQ0PDw+io6MJCAjA\n399fWAioqKigoKBAsIszmUzdopgSiUSIUDY3N+Pr64vVaqWzsxOr1YpMJhMiqj3FU1fWA4vhrK77\nLnJxemWvBhZBr57jJVIpy6xWkoERWi2NUilrmpvRgVBu0tnZiQinxd7/4ayJvhSwXH01ovJypCdO\n9LmPHXjFx4c/GQxIpVJuueUWfv7znzNmzBi+/vprVq1axe033sj0xx4jup+e3k0KBdeZTJy9HN47\nrgW03jJK/vrXv6JSqThw4IBgn+ciMDCQJUuW4OPjg16vp7S0lFOnTpGbm3vO15PL5cTHxxMeHk5E\nRATFxcXs2rWL4cOHCw0U7XY7HsA6YCa9f3cuNwqA+4GBJJC7+gHMnDmTqVOnCv0tXFlErgwqf39/\nJoSE8H5BAT4D6PngkEgwvPACll/8YkDvpb8UFhYSFRV1Qb/lLtHd1R2lrq5OcEXpentjYyMajYad\nO3cSFRU1BO/k8uSnPhe9HHCP4dDiFuiXGZfbCeVwOCgrK+sm2Ovq6pg4cWK3xnMXbAP2I1BYWIi/\nvz+33HILUVFRLFmyhE2bNhEREUFYWJgwuT1fNH0wsNlsNDU1UVtbK2wu8d5V0NfX1wup0S7x7uXl\nhdVqpa2tjaamJmpqaqg6k54bHBwsRHoUCgXNzc1UVlZSU1ODWCxGqVQKkW+bzYZEIhFqWgMDAwWR\n3dTUxO7du1m0aBHTp0/vJrxdfQI8PT2RSqXnzbJwOBxkZGTw5ptvsnv3bm699Vbuu+8+ZDIZOp2O\np59+mh07dnR7jEQiQS6XY7FYzuoSHxAQwLBhw7Db7dTW1lJZWYlSqSQ8PJyQkBBOnTrFyJEjGTdu\nHIWFhWRmZlJaWio0G7z99tu5//77CQgIYO3ataxevZqgoCAOHDiARqMhLCwMg8FAZWUl0dHRjB8/\nHoVCwapVqxCLxUI2gFKpFJrW6XQ6IcVZq9ViNBqFFPnIyEjq6+sxGAyUlZVx+vRpGhsbiYqKwt/f\nn7q6OvLz84l0OPgWOJdhoh3YCszGGW0/135dRX6NUskBo5GncTYmA9CKxYTY7UwE3j/nCF4clItE\nvK5Q8LTRyPmW1Ap9fPjlmDFkZWXR0dGBSCRCLpcL37ln/P15vKFhQA3RvgauPsf9ruaCrsWX3sS5\np6cnQUFB1NbWditzkMlkyGSys1LXu1qA9cYVV1xBamoqe/bs4fTp072WmSgUCgIDA1kQH89zBQX4\nlZf37w1fJlQBLwErz7OfSCTqNr4upFIpHh4eBAcHExcXx8iRI0lISGDEiBGkrFqF78cfD/iYrJMn\n03GmEeFgYLVa2bBhA2vXriUjIwObzSb8ZlyI6O5pP9r1uutyQEDAoDamdePkcpuL/hRxj+HQ4hbo\nlxnuE+q7xnMHDx7kwIEDFBQUMHr0aEGwT5w4ES8vr+/9Ona7XfAg7svn/ELYv38/jz76KLNmzeLZ\nZ5+ltLSU7du3U1paSllZmbCJxWJBrHf9Gx4eTmho6KAtSjgcDnQ6HeXl5dTX11NbW9trtLqpqYnm\n5mZaW1uFxn2uplCuSLPVasXhcKBQKITGfTabDYPBgEKhECZSANXV1RgMBq6++mri4+Opqqriyy+/\nRK1Wc91117F48WISExM5efIkS5Ys4cYbb+TJJ588q7a+ra2NyMhIvL29SUxMJC0tjcWLFxMbG9un\naK+oqGD16tV88MEHBAUFUVlZiVgsJi4ujvLycmprawGE49i/fz/bt2+nsbERT09PzGaz0OwLnCLZ\n1Vzw5z//OSEhIeTm5vLBBx+waNEi6urqqKmpoaamhpaWFux2uyB4pFIpwcHB1NbW8s477/D5558T\nFBREeHg4O3fuJCMjg46ODiHl3mAw4HA4hKi8n5+fUPYAzsUDk8kkCKSIiAhSU1OpqKjg8OHDeHh4\n4O/vj0ajwWAw0NraSkdHh9B06t84o3nnwwLIBv51A6AcpxiZAaQAvjjFvAfnFvy90XMRYKiwAcVS\nKb+RSLjKZOK3/XhMmVjMaLUak8WCyWQ66/79ODMRBkIVMAGoGeDjBopYLEar1aJWqzGZTDQ1NZ33\nMa4FCLvdTlhYGH/961+ZOHEifn5+iEQiJHv2oFq+HElp6RAf/aVJK84eD/f1cX/PBoAajYbt27cT\nFhYmLJDW1NRQXV3dbXv+xAnmmwde6W5LSEB/cKCt7Lo83mZj+/btvPvuuxw+fFhw6uiafeQqyTIY\nDG7RfQnhnote+rjHcGhxC/TLDPcJdTbt7e0cOXJEaDyXmZnZrfHc5MmTCQ4OHtBzNjc38/HHH/PR\nRx9RUlJCfHw8EydOZNKkSUyYMOGs+uv+UlxczLXXXsu9997Lww8/3OdzOBwOWlpauol21+XS0lKq\nq6vx8/MTBLtrc4n4kJAQQcjabDZqa2upqKigsrKSioqKbptLnIaGhpKamorVau01Ut3zNq1W2+si\ngV6vPysCX1NTw+nTpyksLKSxsZH29nYsFosgNNVqNUajkZiYGOLj4xGJRGRkZODp6cl1113HzJkz\nefbZZ/H29uatt97q1qzI4XCQlZXFpk2b2L9/PwUFBbS2tgrCd/To0cydO5dFixbhf8Y+yEVnZyf/\n+9//eO655wQBIpfLhU7prlTya665hjvuuIOAgAC2bdvGyZMn2bNnDz4+Pvj7+1NTU0NFRQV2u10Y\nU9cCRUJCAjfddBNpaWkkJCQgFospLy9n2bJlwkTz6NGjNDQ0AN0n4RKJhICAAEaMGIG3tzcdHR3k\n5eWh0+mQy+WCrZ/r9by9vWlubkYul2MymVAoFMhkMkHgK5VKZsyYIVjbhYWF4eHhIWRRBAQE8Fpt\nLdf3kfo+mHwfgd+Vg0ATEA3EA+c7K88n6G2ASCpFJxaDxYLS2xsSE1krk/FoZia+QUHcU1jIY/04\ntmIgpo/7/HF6kw/v4/5z8UfgxT7u8/b2JiQkBKVSSXZ29lkN4uBsuz1PT080Gg0KhQKr1So4AgwG\nrlKRqx0O3nA4CBuUZ/3pYgQ+BX4OKJRKoaQmMjKS0NBQIiIiiIqKEsRqf5pxqn/2M2Tbtg34WGyx\nsegPHwacC9auLJ2WlpZum+s2qVRKyYED6AsLaWlro9RmE0pavL29CQ4OxmAwUF9f382Nw8PDg+Li\nYrfovoRwz0UvfdxjOLS4BfplhvuEOj9ms1loPPftt9+SkZGBj4+PEGGfOnUqUVFR5xTY5eXlPP/8\n8+Tk5FBcXMywYcPw8vLCbDZTXV2NXC5n8uTJgmgfPXr0eS3KsrOzueWWW7j77rv5wx/+8L3eo81m\no7q6mtLSUoqKijh+/DhFRUVCFNwVsXY4HJjNZtRqNUFBQYSFhREXF0dMTAwjRowgNDSU0NDQQck4\n6A+vv/46L774ItHR0cyYMYPk5GQcDgd6vZ6Ghgb2799PXl4ejY2NQsRYo9HQ0dGBSqVCrVZjt9t5\n9913GT9+fJ+d6k0mE7t27WLz5s0cPnyY0tJSDAYDSqWSsLAwxo8fz/Tp06mpqeH9999Hq9Uybtw4\nwQrQlSYulUpRKpVC12pXVHHChAmkpKSg1WqFjI4jR45gNBpJSUkRJptyuZy6urpuKeleXl7ExMSQ\nnJzM9u3bmTt3LgkJCaxYsYLm5mYUCgUdHR2CXVVISIhQ2y+Xyzl9+jR79+4VOmZLJBIh3bWnGJNI\nJELDu564eg+4GijdddddLFmyBMOSJSQeODDIIz80NOGslU8HvHA23DpflWkxzsZ0s4BAnBF7C6DH\naX/1slRKZ3g4comE0qYmGnqJHCcBe3CK7HOxWyzml9HRGI1GmpqauqWOx+JcXLgQW7F/ActxCh+J\nRMKUKVOIi4sjOztbaIro6enZrZmcy4bS9V1RKBRCw8KmpiYhM+N8zJgxg1mzZtHQ0EBzczNNTU00\nNjZSVFSEXq8XehyoVCokEgkikYirLBZeMhgYcYH2iJcbZmCTSMTtYjEOkYioqCimT59OWloaMTEx\nREVFDcglQ7VsGfKNGwd8HCfVaq4NDqalpYW2tjY0Go1gPeqKgms0GqorKkg8fpybmpuJdTjwAhCL\n6ZDLOSUW84LZzNdnFoREIhG+vr7ExMRwww03cP311wvOLW6ctLW1kZ2dTVZWFp6enixbtuzHPqSz\ncM9FL33cYzi0uAX6ZYb7hBo4XRvPudLirVYrkydPZubMmSQnJzNq1Kg+U8aNRiMnT54kOzubnJwc\nsrKyyMvLEyYnHR0dtLS0MGrUKKZOncrEiROZOHFit6666enp3HXXXYI91kDGUKfT9Rn9rqioQKfT\nMWzYMEJDQwXRHRQUJKSa6vV6qqqqek2f75k6HxERwYgRIy7IIq2/mM1mMjIy2LlzJzt27KCsrIy0\ntDTmzJnD7NmzCQ8Px2g0smfPHj777DO2b9+ORCLBz8+P9vZ2ampqhLr14cOHExcX160MwHVZq9V2\ne92Wlha++OIL1q9fz7Fjx4TaW41GQ0JCAlOmTOG6667Dx8eHN998k//9738EBQXR0dFBfX29IHKD\ng4NZunQpnZ2dZGVlkZOTQ0BAAKNGjWLbtm2kpaVRXl5OZWUlAQEBlJWV4e3tzeLFiwkPD6e0tJT0\n9HTKysown0k7FYlEeHh44OPjwy9+8Quef/55/vvf/7J37142bNhAQ0MDHh4e6HQ64uLiOHXqFHFx\ncaSlpXH69GlOnz5NZWUlBoOhVx/qrrgElEQiEVLtAwMD8fX1paqqirsnTuTJHTvOKz5/bNqA14E/\ndbltHc4O8+fiI+B2nJF2X8Ab6ASsWi0jU1NpaGggPz9fWCjpzaYMYDfOFP2+aAfuBDZ0uc0lWK1W\nK0menuxqbyewj8efi3LgOeA/IhFWh0NYPJJIJIwaNYojR4508zT39/dHr9d3K33oSdfFrr6+O1Kp\nVHA5cDgcZzUadGWNuF7D4XAwy2plFbgj5wPEIZfTduWVfLJwIRs2buTAgQNYLBahYWagvz+3azT8\nrL0djUgESiU5KSmcHDmSVr2+W2Q7pqKCf5WV4THABZLKa6+l/v/+Dx8fH7RardCZ/6uvvuLjjz/m\n0KFDGJua+EIkYqrD0Wd5SodYTFF8PLZ33yU6Ph5wz2VctLe3C/OKrKwsMjMzqampITk5mZSUFGbP\nns38+fN/7MM8C/f4Xfq4x3BocQv0ywz3CfX9cTgclJeXc+DAAYqLi9m6dSuFhYXExMSQmprK2LFj\nGTt2LElJSYIFWU8sFgsFBQVkZ2eTnZ1NZmYmOTk5QlSqra0NLy8vJk2ahK+vLxs2bODdd99l1qxZ\n3cbQbrdTX1/fq/B2iXK73S5Eul1b1+h3UFDQgDrhni99PjQ0lOLiYiGtMjIykoiICOGyj4/PoNre\n1dfXs3PnTmHz9vZmzpw5zJkzh2nTpqFSqcjKymLz5s1s3ryZuro6IiIiyM3NRS6X4+3tTUJCAv7+\n/rS2tgrvQ6lUCoI9NDQUnU4n1EHee++9LFu2DL1ez4YNG9i7dy8nT56ksbERETDPy4sZ/v6o5HLS\n6+ooHjaM1PHjhRR6cDbUmjp1KnfddRdRUVGcPHmS5557DpVKRVVVFYGBgQQGBlJXV0d5ebkgnK1W\nK/7+/syfP59bbrmF6upqHnnkEUJCQigrKxNEMzhr2z08PBCJRLS3t2MwGIDv0oYlEgnR0dFMnjxZ\nSBldvXq18LkePHiQXbt2kZ6eTklJyTkbfbnw9PRkXUcH8/sQaRcDJcB/cIrUrvgDO+i7G3wmzsZ2\nuh63P/vsszz00EPYbDaefvpp/v3vf2Oz2RCJRHh6ehIbG0tycjLvvfee8JgROBu2jezlddqBD0Ui\n/pWQwIQJEwgJCaGyspL9+/dTeqb+WoLTsu5C/5ubgG04O+BfaEGCK0tEKpUKvSQ6Ozv7ZUfY2/O4\n/v9pNBo8PT0ZL5Hw/KlThFxA/bMbMEsk7IyKYmVUFC0tLdTW1tLQ0IDaYOALYAx0a1RoAE4Ad3p7\nw5lF26ioKOJiY7nrzTfxOvO/qz/YQ0LQ79yJIySEY8eOsWbNGvbs2UNFRQUikciZIWGzscloZGY/\nns8hkWBZtAjDf/4DItFlOZfp6OggNzeXzMxMQZBXVFSQlJTE2LFjSUlJISUlhfj4+IveEu5yHL+f\nGu4xHFrcAv0yw31CDQ0Gg4ETJ05w7NgxMjMzyczMpKysjKSkJFJTU0lJSSE1NZW4uLg+xbDdbqek\npERITTt48CBZWVlYLBbBH9vX1xcPDw80Gg3t7e3U1tai1WrPEt2uLSwsTPDM/qGwWq1UVVVRWlpK\naWmpEKF1XQYEwd5VuIeHhzNixIjvNbGw2+3k5OSwc+dOtm/fTk5ODuPGjRMEe1JSEmVlZWzZsoX1\n69dz9OhRgoKCiI+PJz8/H19fX66//nquu+46/Pz8OHr0KB9++CG7du0S0jPb29tpaGhg2LBh3aLu\nUSNGMO3bb/HZuxdVWRmqMymZnThtkLZLJDwvkRCXmkpnZyf5+flYLBbsdjtisZioqCi8vb2ZOHEi\nTz31FJ9++ikbN27kyJEjtLS0IBaLBQu01tZWodY8ODgYhULB6dOnhesSiYTOzk6Cg4OF5nyuFGXH\nmYhpe3s7UqmU0NBQ4b0qlUomT54spMOOGTNG+L4ajUb+9a9/8emnnxIWFkZ6erpw/D1FuwfONPCJ\nwOC1R/x+tOEUtNtwNphr7WM/f+BNYCwQfua2UuAozuZ3LT3237lzJ6mpqbz33ns8/vjjGAwGJBIJ\nCoWCWB8fpK2tPPj009z9+9+f9TkNl8n4p0JBsl6PN06h3BEYiO2OOxDdfTdHjhzh8OHDHDp0iGPH\njgFw5ZVXMnv2bL5+8UXW19ej5cKxAGt9ffmtWOxcXOrSv6AnwWc2C0BYGDa1GpvNhtlspqWlpdfO\n611RKpUkJyej1+u7dX//1a9+xR133IHJZKKuro7q6mqOHTtG/rff8vapUyR9j/fnBoxqNTm33krz\nz37mTC338iJ86VIUR4/2+Rh9QgKfP/44RWdKoIqKihh14gR/bWvrV8aGXSrlcEIC9zgc5OfnC1aR\nXf9XiMVi/k8q5XGzud8uBA61mo41a7DNn/+Tn8sYDAaOHz8uzCeysrIoLS0lMTFREOJjx44lISGh\nz0DAxcxPffwuB9xjOLS4BfplhvuE+uHQ6/VCdDwrK4tjx45RX1/PqFGjGDt2rBBtj4yMPKsWurm5\nmWeeeYYvv/wSiUSCj48PAK2trTQ1NQlpoV5eXiQnJzNr1iyuueYa4uLiflAxPlC6Rt+7ivbTp09T\nVlZGQ0MDw4cPP0vAu0Swh4fHgF6vra2N9PR0QbCbzWZmzZrFnDlzmDVrFu3t7dx22200NjbS2dlJ\naGgoWq2W/Px87HY7JpOJa665hkcffZSkpO+kgtlspqKiQoi21+Tnc+e6dSQ0N3OuXIQcmYyrLRaq\n+c56ysvLC6PRSFBQEFVVVULzLZVKRXR0NFFRURQXFwsCXCQSoVQqBQ9zkUjULaX4pptu4sknn2T6\n9OkUFBSgVCqx2+2cPn2anJwcMjIy2Lx5M+Xl5cjlcsRiMUajEXA2WwoLCxO6Izc0NDB16lRBsPv4\n+DB9+nSKiooQiUQUFxeTlZXF3r172bZtm9C93uFwIAIWAA/gTE9OgnN+NkPN/4DbBrC/NzDqzOVs\nnAK/J5WVlWRlZXHvvfdSW1srWJTdoFbzqN1OHGDX6+kATgHPAzt7PIdYLGbhVVdxav9+Ft18M6eb\nmzl06BB6vZ4JEyYwcuRIdu7ciVKpZNmyZXz44YdkZ2SQbrEwZoCfQW+cBOb5+1PT1NRNPNntduQi\nEXc4HPwcZ6TeE+ciQhPOBnUvAIf7eF6RSISXlxepqalCfwuA2NhYZs+ezYcffsjChQupq6vjyJEj\nxMTE4OXlxeHDhxFZrXxtsTDtIs7CuJSwhoRgePdd7JMmIdmyBc3ddyM6k03TGzaplM5XX8V+W/cz\nxv7SS6hfew2FrmcOyXcYgC+BW4Cuk0uFQoFYLMZqtQoZFodwOgoMBMvs2XR+9tlPai5jNBo5ceKE\nMFfIzMykpKSEuLi4bpHxpKSk8/aquVT4KY3f5Yp7DIcWt0C/zHCfUD8uOp1O+AF2Rdvb29uF1fCU\nlBTKysp49dVXWbx4MX/6058Ece6isLAQrVZLZmYm27ZtIyMjg5KSEiFyN2zYMFJSUpg3bx6LFi36\nwRq4DQZGo5Hy8vKzIu+uFHpPT09BrPeMwAcGBp5zccLhcFBSUsKOHTvYsWMHBw4cIDY2lpkzZ1Jc\nXExOTg4PP/ww2dnZpKen09DQQHh4OBUVFQQGBrJ48WKuv/76s88fiwXNddch/fbbfr3HY8BiHx+a\nzOY+O113Fc4ikYjgoCCGNTfzzC9/ScqECbQFB9Pm5UVrayt5eXkcO3aMgwcPCg3qwCmQbrvtNpYu\nXUpiYmK379GOHTu45557eOGFFxCJRCxfvpyUlBTy8vJoa/tOirpq913d3U0mExaLhYceeoibbrrp\nrAWh1tZWnnjiCSoqKsjPz6e2thaRSMTbDgf39uvTGRrMwK+A1YP0fCKRiBtuuIGDBw8K9nSukoEn\nfH35VX19r5HGWpw17ycnTeKaa66htraW9evXU19fj0gkYsaMGSxatAhfX18aGxv56quvSE9PF+q1\nwVka8Z5azS2trYNiD2fBmba/78x11+LPCKWStUYj40UipH0I5WacNfm/PnPd29sbkUjE/PnzWbdu\nHQ8++CBpaWk0NzdTXl7Oq6++Kny/fHx8CAoKQq/XU19fj9lsRi6Xo9Vq+Y/FwoLW1h91QeenhgH4\nSqkkVC5nUltvy03d2SGXs+6uu7jlllsYO3ascJ5LduxA8corWLOyUHV5njaci1BrgZeMRuZyAAAg\nAElEQVT7eE6pVIqfnx9arZaROh3vNzTg2ce+fWEfNgz9nj0U6HSX5FzGbDZz8uTJbpHxwsJCoqOj\nhfI4lxgfLCvUixH3XPTSxz2GQ4tboF9muE+oi4/6+nqysrL4+uuv+eyzz9Dr9Xh4eDBhwgThBzs1\nNVXoVNvXGLa0tLBr1y62bt3KsWPHqKiowGg0Eh4ezsKFC5k+fTpTpkw5q/nZ90HU0IB8xQokRUVg\nsYBCgWXhQiy33gqDnHZnt9upq6s7S7i7Lnd2dgrivatwj4iIICws7KzIg8lkIiMjQxDsxcXF2Gw2\n7rnnHu6//35qamrYsGEDmzZtQqVS4efnR2lpKT4+PsTHx3Prrbcyd+5cVO+9h+ef/oRoANZi/xCJ\neAyEiKvL/70nauBh4DogDmencTtQDxTJ5WwMDmZ/SAgqtRqVSkV9fT0lJSXo9XrBJs7X15f8/HzU\najUJCQkkJCSgVCr56KOPuPrqqwUrtb/97W+AU2Tn5uaydetWvvnmGwoLC7Hb7UKdsdFoRCaTIZFI\nkEgkjBkzhvnz57Nw4UIiIyPZtWsX27dvZ//+/eTk5BAXF8eHjY2M64cP9lBxEqdf+sAqo3vH5RPf\nNWvBVdPvZ7dzmO9S43vjNDBNoSBx2jSioqJQKBSsW7cOg8FAe3s7gNBMC0Cr1WIymVi4cCF/+MMf\niBs+HNmYMagbGwfh3Ti5Btjc5XqASsV2m43R/aj9NgBfh4byB4WCoqKibvdpNBoWL17M73//e8LD\nwzl06BA33ngjBoMBq9WKTCYjJiYGnU7HypUrGTVqFIo33yT0nXeQnSPC6+bCMQP9icG2p6by3Lx5\nrF27FrFYzKJFi1i3bh1VVVU4HA4igGVAEM5ykS3AXoAzZRKurLC++lb8RiTilQvoyu9QKOjYsoVT\nZ3o7XMzYbDZhAdUlyPPz84mMjBQW5ceOHcvIkSOHtLHqxYh7Lnrp4x7DocUt0C8z3CfUxYdOp+OF\nF15g/fr1PPnkk/z85z+ntrZW+EF3bSqVipSUFMLDw5k7dy5jx47F1/fcJkuNjY1CY7L09HSOHj1K\nYmIiaWlpTJ8+nUmTJqFWq8/5HH0cNOoHH0ScmYmkurrbXQ6ZDHt0NJYbbsD0+9/DD5Ry39bWRllZ\nGadPn6akpITi4mJKSkooLS2lvr4eX19fgoKCCAwMxM/PT/Bn12icVdKNjY0cPHiQzMxMwCnE/P39\n8fT0xGKx0NDQgE6nEyacrknnXiBtgMeaK5HwtxtvZMKZz1+lUnHy5ElWrVpFc3Mz4eHh+JtMvFNf\nzxi7vc9IaQfwjUTC86NHc/OSJURHR/Pb3/6WlStXcs8992CxWCgtLUUikVBZWcmpU6c4deoUBw4c\nYMeOHZhMJkQiEVOnTmX06NEkJiaSkJBAfHw8Xl5eWK1WPvroI7Zs2UJ6ejoGgwGbzSbUs7vSVg0G\nA3a7HZlMRmRkJJMmTeLaa68V6qfX5OcTUVNzQeN6Lmw4G7b54Uyn7e2bVgk8iLMm/vsSFBREXV1d\nn/f/E/htP57neZyRdLVajdlsxm63Ex0dTVxcHCdPnuT06dNIJBI8PDyYNWsWkZGRNDc3Mywnh1/m\n5BBus53Xr72/tADjcC4cuHhDJOKBAYinDqWSO0JDCZ43jwceeICnnnqKzZs3YzKZhH1cEdiZM2fy\n8ssv88gjj7B7926hYdjtt9/O72+9lai770ZSVjY4b87NBZPh48M/Zs+mtraWEydOoDtHWntviMVi\nZDKZ0PhPqVQikUgES77fOhz8YwCLmi4cMhkdX33FKR+fi24uY7PZyM3NZd++fezbt48DBw4wY8YM\n1Gq1IMhHjRp1Yb+5PzHcc9FLH/cYDi1ugX6Z4T6hLh4cDgefffYZDz/8MEajkdjYWKKjo8+yLgsN\nDUWhUFBWVsaxY8fYuXMnpaWlZGdn4+vr261z/JgxY9i4cSMff/yxEOF0eR27LJpaW1tpbm4WBKev\nry/Dhg1jxIgRhISEIJfLuz3Gddn118Nk4rb//IegHsK8Jxa5nKIJE9i9ZAn2M17aNputm71SQkIC\nGo0Gg8Fw1tbZ2YnRaOx2ubOzE4PB0O1yb5vFYkGtVqNUKlGpVIKnMjgj8RaLBZPJhMFgELyXfXx8\n8PPzw9PTk7y8PPz8/AgKCqKkpITGxkY8PDyQSCRCcyu73U6sVMpekwn/AUaCOnHWZ2dqtdx5550s\nX74cf39/HA4Hc+bMoTwnh+02G2P68bxW4FPg1i63yWQyvL29aWxsZPjw4dx9993Ex8cTFRVFUFAQ\nDQ0NzJ07F6PRyFVXXcXSpUs5deoUeXl5nDp1ioKCAnx8fISIu2tTqVR8+umnvPHGG0IKvoeHB4GB\ngcikUkaUlvIbs5kgQOJwYAAygKtUKkYOQUS0GrgaSADm44ySRwMqnHXSecD/4fQ5/yHYgTNd/Hx8\ng/N4VSoVZrOZuXPn0traSlFREY1nIuMqlQqLxSLYLy6srWXc558TMMAO6eejCgjt0hxOKZFw2GYj\neYDPs04s5sijj/LAAw/wm9/8hvnz5/Paa69x//33c/DgQT755JOzIqlarRar1UpnZyfeXl5s1OuZ\ncQGizc3gYgTuwVm+MFC6duRXqVR4eHig1Wrx9fUlICAAPz8/PvnkE16aNYs7N21CfKbnRn+x+/mh\n37mTArP5R5/L9CbIg4KCuOKKK7jiiiuYNm2a26O9D9xz0Usf9xgOLW6BfpnhPqEuDgoKCnj00Udp\namri5ZdfJiYm5izLMtdWVVWFn5+fkKrt6enJ2LFjCQsLw+FwUFlZKTSjO378OOCcJMlkMkFUu0Sx\nq4uu3W4XNqvV2u0+V7puV7r6Eu/m3P7NXdEDfwH+0cf9I0eO7Caie25dRbbrsivi3PVyz/0VCkW/\nm+U5HA6ampq61b0XFhby+eefk5SUxPjx4wkMDKS9vZ3S0lKOHTtGUlISoaGhTBeJuH3VqguqlX3c\n25uVRqMQZYyPj+fxxx+nsrKSCatXM6+kpN/PZffwoOqNN/hnZib//ve/hUUIsVgs2H253mtviMVi\n1Go1Xl5e+Pr6olQqcTgcmM1mjEYjer1e2JRKJQaDgVGjRuHv709TUxOK0lL+1dpKAs40/J4YcIrm\nweYUkNjjtpGAFqfXd9UQvOa56K9A3wZceeay6xwVi8XExMRQWlrK1q1bSYqMpHnlSnI+/piG8nIW\n4uyiPtgcAKaC4IN+k8XCGujTk7ovjKGhPJiWxoYtW+jo6GDfvn1s3bqVAwcOcOTIEVasWIGnpyf3\n3XcfIpEInU4n2P4BPAL8le62X25+HA4Dk3GW04Dz90Sj0eDn54dGoxF+U0wmE21tbTQ3N+Pv7y9k\n38TFxRETE0NcXBxBQUFn/S/etGkT//z73zlstSLNzx/QsVknTaLjjLXpDz2XcQvywcM9F730cY/h\n0OIW6JcZ7hPq/LS1tQmTkMGms7OTl19+mTVr1vDoo4/yy1/+8ry2YjabjerqakG4uxrLlZeXU1ZW\nRnNzM8OHDxei7YcOHaK9vR2LxSJEiLVaLX5+fgQGBgpp3kqlUoiWy+VywcqtoqKC4uJiiouLaWho\nID4+Xug8P8ViYfxf/oKss7Pf79manEzH3r0gHoyWVj8Mx48fZ86cObz//vvMnz+/230Oh4OsrCze\neust2rdsYWNra79tgrryC2DVmcsKhQKz2YzD4UAhFpMFJAywg3VxYiIfL1nChg0bOHHiBL/4xS+E\npngqlQqdToePjw9ms5nOzs5uYv1c9lpdGTFiBG1tbej1euEx8XY7nwMxAzrawWGPSMRMh4OkpKRu\nZQg/Fu+d6Xp+PvYmJHBbWxvVZ7JQXF3TAcIDA3lVImGyToevwTDkjdK+xpmFkJSUxKJFi4h45RXu\nu4BsB7ufH/o9e3h3xw7+9re/0dnZSWJiIocOHWLKlCmUlZVRU1ODRCIRyic6OjqcnuetrewBogb7\nzbk5Jz3LQgxAoULBV7/4BVfdfTcjRoxg/fr1rFy5Eg8PDx555BEWLFhwluuI1WqlvLycgoICCgsL\nu21ms5mYmBhiY2MF4R4bG8tvf/tbVsnljNq3j/7ikEoxvPgilnvu+UHmMucT5BMmTCA0NHRIj+Gn\ninsueunjHsOhxS3QLzPcJ9T5efrpp1m9ejWjRo1izJgxgsVJbGzs9xLtmzdv5rHHHmPixIk8++yz\nhISEXNDz9BxDg8EgWH71FoW3Wq0EBQWhUqmw2Wy0tLTQ0tJCVFQUEyZMYOLEiYKfas/FgubmZvbt\n20d6ejrp6emsKCri6gGmJDqUSjrfeQfrtdde0Pv9Mfjzn//Mpk2bWLlyJbNnO2Oip0+f5ptvvuGb\nb74hIyODlJQUbpo0iftWr0Y5QFHYDtygVpNus3Wr0wVnqvp79K+RU1eq5HKeWrSIb48fJz8/H6lU\nioeHB+3t7YSHh1NfX097ezseHh50dnZit9vx8/OjubmZiIgIIWW9vb2dtrY2pFKpIBrlcjlWqxW1\nWk1ERAQ2mw2FQsHdd9zB0pUr8SotHeDRDg7/xtmd/WIhCvgWZ+OsvqgGJuGsje+KBngD+BmgpPd6\n+qHg2PDhTK6vx2KxEBwczJ/r6vjVBTTvalcouD81lU05OYJtYG1tbbcGgwATJkzAy8uLo0ePUlNT\ng8PhYLNIxNUX8Jpuvj/VIhHlSiVBkZF4/+Y3iH/2M+jxO2e32/nyyy9ZsWIFRqORhx9+mBtvvPG8\ni8vg/A3pKtgLCgooKiqitLQUb5uNQyoVEX24WfTEOmkSHV98AXL5kMxl+hLk06ZNIzExkdbWVrKy\nsjh+/Dg1NTVotdqzGiO66R/uueilj3sMhxa3QL/McJ9Q/UOn05GdnU1WVpawNTQ0kJyczOjRowXR\nHhcXd95JSmlpKY899hglJSW89NJLzJjR3wTx3hnoGOp0um7ivaysjJKSEgoLC4WIlkgkwmKxEBQU\nRExMDKmpqcyZM4dp06Z1i5Yox41DUVw84GP+2suLt2bNYvTo0UyaNIkJEyZctH6uNpuNkSNHEhIS\nwvXXX09tbS3btm2jvb2defPmMW/ePGbOnCnY16kXLkQ2gCgQwEm1ml+mpFBQWEhDQwMikUhIR/8b\n8PgFHHczMAUolcsxm81CyrKrQ7yrY7zdbickJISWlhYyMzNZtmwZjz76KHPmzBGey2q1UlVVRWlp\nKYcPH2b//v2cPHlSsAMDZ9T9fk9PXtbpBpwOPRhU4UzD7Sl0f2xexpkd0Zt9VBvwOs4GcV3xwOmP\nPlBP6MFgJfCkRoPVasVqtfI7qZQXeywa9YdWLy82Pfccv3rsMebOncsXX3yB3W5HLBYTGRmJobKS\nR+12oi0W7MAesZhjDgd/dzgYD25LtR+J+hkzUGza1K99HQ4Hu3btYsWKFZSXl7N8+XJuv/32C7ID\nM5vNLF26lFiHg6eysghsaDjn/q2JiTS8+y7+Z6wdB2Mu05cgHzlyJGKxWHANqaurw2q1olKphCw0\npVJJR0cHOp2OV155hSuuuOJ7HcvlhnsueunjHsOhxS3QLzPcJ9SFo9PpyMnJ6Sbca2trGTlyZLdI\ne3x8PFKpFJPJxKuvvsrrr7/OQw89xEMPPYRC8f2lzGCOocu6rKysjLy8PA4fPkxeXh4VFRVoNBqa\nmppITExk1KhRJCcnc9/f/466tnbAr7NFLmephwcGg0GwqHI1Mhs2bBgxMTGCeB8/fny/IjNDQUVF\nBa+99hr/+9//0Ov1xMXFceONNzJv3jxGjRp1VmonwLa77mLRxo3I+xkBtAPPSaU8L5MJaeIuQW21\nWnne4eCxCzj2FmCWUkm20Qg4BbSnpydyuRydTodGo6Gtra1bKrtSqcTb25vAwED++c9/kpqaes7a\nfbPZzKFDh/jiiy94++232QXM+JEin5/jtJ+7GPkDsASIxxkN7wQKcGZGrOxl/zU4Lat+aPTAByIR\n41QqFA4HbVYrX1it3O9wDDjd/FsPD2ZbLExwOPiZ1YrYbueolxdrTSZ+azTyS7rbz9lxZgn8UJkC\nbnrHdO21GD/4AFFlJYq//x1JXh4ik8npxjF8OKZHHsGeknLW4zIyMlixYgXZ2dk88MAD3HXXXQO2\n8CwrK2PmzJlkfPUVYW++ifTgQcTFxYJlpUUqpc7LiwOenryoUnE0Lw9wZvQolUr8/PwICAhg+PDh\nREREEBsby/DhwwkICCAwMBBfX99u/7N7E+ReXl74+PhgMBhoamqiubkZh8MhNLhzlX61tbVhNBqF\nhVSNRoOXlxeenp6MHz+el1566SftWz7YuOeilz7uMRxa3AL9MsN9Qg0ura2t5OTkkJWVJQj3mpoa\nhg8fTl1dHWFhYTz11FPMmjVr0ETnDzmGra2tnDhxgtzcXI4fP84za9cSeQHRtXXAzb3c7ooci0Qi\noWkdOBtneXt7M2LECGJjYxk9ejSTJ09m7NixZ32OaWlptLe3k5yczIwZM1i4cGG/ywcsFgsZGRls\n27aNbdu2UVtbi4eHB1OnTqWoqIhnnnmGadOm9frY5uZmnn32WexWK0s/+YRZJlOfdmhdyZBIWBoS\nQkJKCo2NjWRmZmKz2fDz82PMmDHMqarikRMnBlzX3qBWM1Yspkqvx9PTE5vNJvQbOHLkiLBo1JWe\ntecikQgfHx/GjBnDlVdeyeLFiwkO7r012cyZM/mqsJBh/UxPHUwKgekSCbVdOn53fS+uUhTbj9gR\nXIzTfm8EzoZ1+3DW/PZECeTy49Twd+Ispej6XbPgtO/zHsDzGMRi/uzpyZ02GyP0eny6PH/zmefy\nGIwDdjPo5Gq1NMnlJLe14d+L773d2xt7YiKda9bg6OV/QW5uLitXrmTXrl3cc8893H///fj5+fX7\n9Z9++mmampp47bXXwGxG+uWXSAoLQSrFOmoUtrlzhf4lNpuN06dPc/z4cfbv309raysVFRXU1tbS\n1NSEXq8X3EdcTiGupqEOh4P29nakUilSqRSLxYL5zPt13eZaLHX9Hrl6s7jKfcxmMyaTCdmZxVWr\n1YpYLMbf358vv/yS6OjoAX32dXV1vPjii0RERPCb3/xmQI+91HHPRS993GM4tLgF+mWG+4QaWqqr\nq3nsscc4dOgQ8+bNw2QykZWVRVVVFUlJSaSkpAjR9oSEBKEucyD8mGN4IencFuBR4F+DdAwu32Sl\nUomnpyfBwcFIpVLq6+upqqqis7MTmUxGcHAwSUlJpKWlsWjRIsLCwgDnpMglyHfv3k1kZCTz5s3j\nyiuvFBYDjh49yu23385f/vIXJk+e3Otx6HQ6PvjgA7Zs2UJBTg5fyGSM1elQ9BFRtolEZKtUXGky\n0Wy3o9VqhYlkyhmxXlBQgMxmI1ssJmaAtf7pGg0d69ezbNkypkyZwrfffktnZyc2m42QkBCuvfZa\n0tLSeOihhwgMDCQvLw+pVIrRaBS697smqdYury2VSgkODmbq1KnMnj2b5uZm1q9fz/HsbPJtNiIG\ndJTfnxpgOc5FH3DakXl6etLc3NztuLsik8mwDLI92WCRirNu/YcuE7Bx7rRys0jU76yQfWIxAXY7\n8YNyZG5+SCw4vwfnW1y0xcfTsXEjjj4WP0tKSnjllVfYtGkTt912Gw899BDDhw8/7+u3trYyfvx4\nPv30U0aPHt3v4+7td9BisbB3716++uordu7cSXl5OQ6Ho18NMHtDKpUK7hbBwcFERUWRlJREYmIi\nkZGRBAcH4+nZWzHLudHr9bz22mu89dZbLFmyhN/97nf4+vpe0DFeqrjnopc+7jEcWtwC/TLDfUIN\nDVarlbfeeouXX36Zu+++m0ceeQS1+jvDoPb29rMi7ZWVlSQmJgqifcyYMSQlJZ1XtP+YYyhdtw71\ngw8i6iXS0hd5wFhg4HH370/X7thdBWhsbCw33XQTS5cu7WaL89FHH7Fp0yY++eQT5s6dy/PPP8+E\nCeevDG5paWH7N9/QuWoVY48dIxHwORO9bQHycXoKr5FI8A0OZvTo0djtdjIzM6mvr0cmk6FSqTCZ\nTCQmJvLHggJuGUCnfD1wI05/bYCJEydiMpl4++23WbVqFe+99x5msxlvb2+efPJJlixZQmxsLHfe\neSeRkZE88cQTzJ8/n5iYGLKysigqKqKurk6IMPVFAXAh38RWerdjOx+VwBPA+zhFt81m63MCrlQq\nsdlsF4Uwn4Czr0AkTiHUALzNd5klH/LD12DbObcoMwONwLBz7GMF9uCMkv9s8A7NzUVKjocHK268\nkaSkJCIiIoiLiyMsLKxb89Sqqipef/11PvroIxYtWsTy5cvPG1l+5513+PLLL9m4cWO/7TELCwuJ\nioriwIEDvP3226Snp9PS0tKvx4pEIhQKheBkIhKJMJvNtLe3o1Qq8ff3x8/PD7VajUwmEyLrer2e\npqYmGhoakMlkJCUl8c0335z/Bc9gsVj44IMP+Pvf/8706dN54oknCA8PP/8Df4K456KXPu4xHFrc\nAv0yw31CDT4HDx7kd7/7HQEBAfzjH//o9+fb3t7O8ePHhXr27OxsysrKSEhIICUlhalTpzJhwgTC\nw8O7TVp+1DG02fCYPh3JiRP92t0hFlN1zTV8Nncux48fJycnhxMnTqDVaomNjcXT05OOjg6qqqoo\nKyvDx8eH4OBgfHx8UKvVGI1GOjs76ezsxGg00tHRgcFgwGw2YzabsVqtgn97f3B5vHcVdXK5HK1W\nS0hICLW1tUJX+zVr1nDrrbeSmJiIWq1Go9H0+letVncbH4vFQvYXX5D7xRcc/PZb8trbKZVKaWtr\n6/V4tFot/v7+gqe92WxmmFzOVrOZ5P58xsABX1+mNTf3en9YWBjXXnst77zzjuB3P2XKFMxmM6dO\nnWLfvn28//77vPbaa7z00kvccccdWK1Wdu/ezccff8zmzZtRqVS0tbWdFaH+BpjXr0/+OzqB+4Cb\ngJn0T6ibgWPAvUD/vnkXD38FHgB6Jv0acL6XEOD8ccbBpQ2nV/z52A7U4VxgiOa7RQQ9Tg/6L4GX\ncI5N3OAfppuLDLNazbply9hntwuWag0NDURGRhIbGytscXFx+Pr68tFHH7F69WpmzJjBww8/zKhR\no3p9XovFwtSpU3n22WfPsrXsius385Zbbun1/6kLmUyGVqtlxIgRgi97YmIiCQkJDBs2DJVK1evj\n7HY7DQ0NlJeXU15eTkVFhXDZdV2lUhEaGsqwYcP49a9/zdSpU8/7uTkcDr766iueeeYZQkJC+Mtf\n/kJKL3X9lxPuueilj3sMhxa3QL/McJ9Qg0djYyNPPfUUu3fv5tlnn2Xx4sX9Xv3vi46ODnJzcwUr\nl23btiGTyUhLSyMtLY0rrrgCk8n0o46h+Phx1LffjqSs7Jz7OQDr9Ol0fvopdMkKsNvtlJWVkZub\nK9S25+bmotPpCAsLE8SgK8Ng5syZpKWlMWnSpG5ZCf3BJXpffvll1q5di0KhQCKR0NbW1q3+EBCi\nseCMvlqtVkJDQwkLCxM69roWC1yXOzo6MJlMglB3Cfeu4t1ut9PU1ER1dTV1dXXIZDLMZrMQ2e+J\nRCJBrVYT2N7OZ8C5kj4tIhFV8fH47N6NTSYjMjKS9vZ2goODqamp6fUxHh4eQv2lXC4nKCiItWvX\nMmfOHLy9vfH19aW2tpaQkBAkEgknTpzAZrMxatQoZs2aRUVFBbt27UKn07HAZuNjnBZh/SUTmOPl\nRZtezwybjUeAJCAY6DpttgK1QAnwAc5Gan1VlLtKBS4GJMBEwB9nXfmfQajJ7klPH+qhRg/sx1kP\n3ntnhe5sA64E1DgzNKJwZsJkALvO7BMBHAICBvlY3VycWBYsoPOjj4TrnZ2dFBcXCxZq+fn55Ofn\nc/r0adRqNUFBQZhMJiorKwkICGD8+PGEhIQIdo6uvy7bss7OTsFZxGq1YjabMRqNGAwGLBYLarVa\nsIlUKBT4+fkREhKCv78/Go0GqVSKRCIR6sqlUilisbjP666a9a7X+/orkUjQ6/W0tLTQ2NjIuHHj\n8Pb2Pudz5eTksGLFCjo6OvjTn/7ErFmzkMlk3Y7FtWDsWmzu7XrP+3rbD+j3vl2vux7n6enJsGHn\nypkZPNxz0Usf9xgOLW6BfpnhPqG+Pzabjffff5/nnnuOm2++mT/+8Y8D7l7bXxwOB4WFhYIX+b59\n+5DJZMyePVsQ7P2p8xtsxCdOoH7gAcSFhYgMhrPuN3h5URcXR9vrrxMaE9Nr9/Oe6HS6boI9JyeH\ngoICPDw8EIlEtLW1ERMTw+zZs7n66quZMGHCgLrid3Z28sYbb/D6669z2223sXz5cioqKti/fz+Z\nmZkcOHCAlpYWISrfE7VaTWRkJNOnT+eqq67iiiuuEIRhV+HeU8h3FfPNzc0cPnyY6upqys4scLii\n0q5JadeFAm/gSWAu33UEB2dK8UmcqdHviESMGTuWyZMn88EHHwj2dVarlblz52Kz2di4cWO/PiOl\nUimke9psNkQiETKZjJiYGPz9/amqqqKuro7Fixdzxx138O5//sMLu3czoo/FgJ50AK9oNLx6pmbc\nbDY7FwJMJkKbm5kD+IlEdDgcfAscPPNeBwNX9kRfCyODwV+A63Gm/Stx1vcOvMvEuekrNd31Q96b\n4G/DWWaxBqd3/JfANf14rU9xZjqciyCciy79a8vo5lKnzM+Px+bOpa2trZvAdl2WSCR4enri6emJ\nSqUSyoxMJhONjY20trYC4OvrS1RUFBEREYSEhCCVStHr9RQXF3Py5ElaW1uJjY0lJiaGmJgYoqOj\nBfFos9koLy8nKChIsAe02+3C5d6uu5rGXcj1C3mcqyu82WxGo9Egk8nO2t9iseDh4YFer/8xh1Qg\nOTmZfQPsMXOhuOeilz7uMRxa3AL9MsN9Qn1/dDodDzzwAE888QTJyf1JQh48HA4HW7dupaKiQhDs\n3t7eglhPS0vrs+v2EBwMkm++QfH224jr68FqxaFUYhs5kg8jI1l76BDHjx+nrUt+6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zzjvs3r1bXnfPPfdQWlrK+++/P6B9KkRnOHyh3G43jY2NNDY2CoOvhgb5vrReemyz2UhKSooQ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\nLT+IjaWhoxwhHJ1OJ9e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a29vJysqiqKiIl19+mbvvvpvc3FwSEhJITEwkscP9HeDw4cMc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pmZmVy8eBEbG5t8zxMXF0fLli25cOHCe8n/4HX5rTp16nDkyJE84811vLzQ2r0710RzKiMj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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fcdd1b45ed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get the giant connected component for both graphs\n",
"mention_gcc = components_mention[0]\n",
"mention_degree_gcc = dict(nx.degree(mention_gcc))\n",
"\n",
"# number of nodes and edges\n",
"print 'The GCC of the mention graph has {nodes} nodes and {edges} edges.'.format(nodes=len(mention_gcc.nodes()), edges=len(mention_gcc.edges()))\n",
"print ' - Average degree:', float(sum(mention_degree_gcc.values())) / len(mention_gcc.nodes())\n",
"\n",
"# draw the graphs\n",
"nx.draw_networkx(mention_gcc, pos=nx.spring_layout(mention_gcc), node_size=[v * 100 for v in mention_degree.values()], with_labels=False)\n",
"plt.title('Mention GCC')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here the size of the nodes depend on their degrees. Obviously there are some guys who have lots of connections. Let's see who those are. "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(u'CNN', 649), (u'FoxNews', 538), (u'LauraLoomer', 516), (u'TuckerCarlson', 195), (u'RealAlexJones', 160)]\n"
]
}
],
"source": [
"mention_degree_gcc = dict(nx.degree(mention_gcc))\n",
"usersWithMostDegree = sorted(mention_degree_gcc.items(), key = lambda x:x[1], reverse = True)[:5]\n",
"print usersWithMostDegree"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Apparently people like to mention about he media in their tweets. Here we can also see that especially right wing polytical commentators (Alex Jones, TuckerCarlson) was mentioned frequently by users. This might be because the event concerns laws about gun restriction in U.S.A. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### GCC degree distribution\n",
"\n",
"Since we are now only looking at the *GCC*, we run the *degree distribution* again. This time we have no *nodes* without *edges*. "
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The user with the lowest degree: (u'SonoranRed', 1)\n"
]
},
{
"data": {
"image/png": 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oR0dHs3JHR0ddvHhR0v2kvU+fPrp7966MRqO8vb3Vvn37TIsBAAAAAIDslKF1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\nOTlpwYIFGeoHAAAAAICnkdX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"text/plain": [
"<matplotlib.figure.Figure at 0x7fcdd19b3290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get minumum and maximum degrees\n",
"max_mention_gcc_degree = max(mention_degree_gcc.values())\n",
"\n",
"# plot the degree distributions\n",
"plt.figure()\n",
"plt.subplot(211)\n",
"plt.yscale('log', nonposy='clip')\n",
"plt.title('Mention GCC degree distribution')\n",
"plt.xlabel('Degree')\n",
"plt.ylabel('Number of nodes')\n",
"_=plt.hist(sorted(mention_degree_gcc.values(),reverse=True), range(max_mention_gcc_degree + 1)) # degree sequence\n",
"\n",
"#So let's also print the node in the gcc with the minimum degree to see if it has a link\n",
"print 'The user with the lowest degree:', min(mention_degree_gcc.items(), key= lambda x: x[1])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you see now in GCC all nodes have at least one degree and the distribution is nicer."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Community detection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To further analyze our graph, let's now see the communities to understand if some users are especially mentioning between eachother."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For the mention GCC we have found 42 communities\n"
]
},
{
"data": {
"image/png": 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+3yrNf9WqVUhNTUVHRwe6urrwyCOPwMXFBXPmzGHu09DQgF27dsHLy6vXdcQ3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J06lbCwMPbt2zemXSIhIcHjPrh161ZhzHguysrKeO211zzaEkZHiLW3t/PZZ5+xf/9+4WJ/PiQn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OnpwYwZMyAWi0nw43K58NFHHyEYDEIgEGD58uUT2pxRGO3nDYAEqenp6dDpdPjb3/4GnU4H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\n+Mc/sn//fnbt2oXJZEKpVA4LqGtra6mqqn