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Created December 8, 2017 13:36
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Event Analyzer Tool (Texas Shooting)
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Event Analyzer Tool (Texas Shooting).ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# EVENT ANLYZER TOOL (Texas Shooting)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Table of Contents:\n",
"- [Part 1: Getting Started](#cell1)\n",
" - [1.1 Basic Statistics](#cell2)\n",
" - [1.2 The most popular tweets](#cell3)\n",
" - [1.3 Visualizing over time](#cell4)\n",
"- [Part 2: Creating the networks](#cell5)\n",
" - [2.1 Basic Stats](#cell6)\n",
" - [2.2 Degree Distribution](#cell7)\n",
" - [2.3 Giant Connected Component](#cell8)\n",
"- [Part 3: Community Detection](#cell9)\n",
" - [3.1 Top accounts](#cell31)\n",
" - [3.2 Community Sizes](#cell32)\n",
" - [3.3 Community Hashtag Analyis for Mention Graph](#cell33)\n",
" - [3.4 Hashtag Emoji Analysis for Mention Graph](#celll34)\n",
" - [3.5 Community Hashtag Analyis for Hashtag Graph](#cell35)\n",
" - [3.6 Hashtag Emoji Analysis for Hashtag Graph](#celll36)\n",
"- [Part 4: Export to JSON for D3JS](#cell40)\n",
"- [Part 5: Sentiment Analysis](#50)\n",
" - [5.1 Sentiment Over Time](#51)\n",
" - [5.2 WordCloud](#52)\n",
" - [5.3 Emoji Analyis](#53)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Prologue\n",
"\n",
"This part is showing the data collection and declaring of variables used throughout the analysis. By changing these variables and running all the code, you can run your own complete analysis of a different event."
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# these words will be used to look for hashtags\n",
"query_hashtags = ['sutherland springs' ,'sutherland spring', 'texas church shooting', 'texas shooting', 'texas church massacre', 'church shooting']\n",
"\n",
"# add the concatonated version of these strings for hashtags\n",
"query_hashtags += map(lambda s: s.replace(' ', ''), query_hashtags)\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell1\"></a>\n",
"# Part 1: Getting Started"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell2\"></a>\n",
"## 1.1 Basic Statistics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start by importing all of the data stored in our MongoDB Atlas Suite."
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda/lib/python2.7/site-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['f', 'text']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n",
" \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
]
}
],
"source": [
"from pymongo import MongoClient\n",
"import twitter, 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.texas\n",
"\n",
"# access tweet collection\n",
"# TODO: only select unique tweets\n",
"tweet_collection = db.tweetHistory\n",
"myTweets = tweet_collection.find()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start by figuring out how many tweets we have in total. "
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"We have a total of 52903 tweets.\n"
]
}
],
"source": [
"print 'We have a total of {} tweets.'.format(myTweets.count())\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us figure out some very basic statistics about our dataset. "
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 26289 differrent users.\n",
"The average lenght of a tweet is 19.2577169537 words.\n",
"A total of 7342 differrent hashtags are used.\n",
"The average number of retweets: 3.88087632081\n",
"The average number of favorites: 8.00228720488\n"
]
}
],
"source": [
"# define initial values\n",
"userSet = set()\n",
"totalNumberOfWords = 0.0\n",
"totalRetweets = 0.0\n",
"totalFavorites = 0.0\n",
"differentHashtags = set()\n",
"\n",
"# loop over data\n",
"for tweet in myTweets:\n",
" userSet.add(tweet['username'])\n",
" differentHashtags = differentHashtags.union(set(tweet['hashtags'].split()))\n",
" totalNumberOfWords += len(tweet['text'].split())\n",
" totalRetweets += tweet['retweets']\n",
" totalFavorites += tweet['favorites']\n",
"\n",
"# define means\n",
"averageLength = totalNumberOfWords / myTweets.count()\n",
"averageRetweets = totalRetweets / myTweets.count()\n",
"averageFavorites = totalFavorites / myTweets.count()\n",
"\n",
"# print results\n",
"print 'There are {} differrent users.'.format(len(userSet))\n",
"print 'The average lenght of a tweet is {} words.'.format(averageLength)\n",
"print 'A total of {} differrent hashtags are used.'.format(len(differentHashtags))\n",
"print 'The average number of retweets: {}'.format(averageRetweets)\n",
"print 'The average number of favorites: {}'.format(averageFavorites)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell3\"></a>\n",
"## 1.2 The most popular tweets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What are the most favorited tweets, the most retweeted tweets and the respective users and times? "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start by preparing our databases by taking advantage of mongo. "
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create databases and define number of desired elements\n",
"get_top = 5\n",
"display_conditions = {\"deepmoji\": 0, \"permalink\":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": "markdown",
"metadata": {},
"source": [
"And we print the results."
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The most retweeted:\n"
]
},
{
"data": {
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"<div>\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>favorites</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>17054</td>\n",
" <td>6641</td>\n",
" <td>I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions.</td>\n",
" <td>shannonrwatts</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>17054</td>\n",
" <td>6641</td>\n",
" <td>I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions.</td>\n",
" <td>shannonrwatts</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>20126</td>\n",
" <td>5912</td>\n",
" <td>The tragedy in Sutherland Springs happened a little over a week ago. Don’t let this fade into the next news cycle. We need gun safety reforms. Now.</td>\n",
" <td>KamalaHarris</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>13447</td>\n",
" <td>5252</td>\n",
" <td>It's been only one week since the Texas mass shooting . 42 days since the Vegas mass shooting . 53 days since Puerto Rico lost power and humanitarian crisis began. Time feels off with this much tragedy.</td>\n",
" <td>sarahkendzior</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2523</td>\n",
" <td>3922</td>\n",
" <td>Anyone hear about this from media??? This happened early Saturday morning, before the #TexasChurchShooting Suspected ILLEGAL ALIEN shoots at cars on I-35 with AR style rifle, hits 7 yr old girl in the head, and 4 others. http://www. informationliberation.com/?id=57612</td>\n",
" <td>ChristieC733</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" favorites retweets \\\n",
"0 17054 6641 \n",
"1 17054 6641 \n",
"2 20126 5912 \n",
"3 13447 5252 \n",
"4 2523 3922 \n",
"\n",
" text \\\n",
"0 I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions. \n",
"1 I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions. \n",
"2 The tragedy in Sutherland Springs happened a little over a week ago. Don’t let this fade into the next news cycle. We need gun safety reforms. Now. \n",
"3 It's been only one week since the Texas mass shooting . 42 days since the Vegas mass shooting . 53 days since Puerto Rico lost power and humanitarian crisis began. Time feels off with this much tragedy. \n",
"4 Anyone hear about this from media??? This happened early Saturday morning, before the #TexasChurchShooting Suspected ILLEGAL ALIEN shoots at cars on I-35 with AR style rifle, hits 7 yr old girl in the head, and 4 others. http://www. informationliberation.com/?id=57612 \n",
"\n",
" username \n",
"0 shannonrwatts \n",
"1 shannonrwatts \n",
"2 KamalaHarris \n",
"3 sarahkendzior \n",
"4 ChristieC733 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The most favorited:\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>favorites</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>20126</td>\n",
" <td>5912</td>\n",
" <td>The tragedy in Sutherland Springs happened a little over a week ago. Don’t let this fade into the next news cycle. We need gun safety reforms. Now.</td>\n",
" <td>KamalaHarris</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>17054</td>\n",
" <td>6641</td>\n",
" <td>I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions.</td>\n",
" <td>shannonrwatts</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>17054</td>\n",
" <td>6641</td>\n",
" <td>I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions.</td>\n",
" <td>shannonrwatts</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>13447</td>\n",
" <td>5252</td>\n",
" <td>It's been only one week since the Texas mass shooting . 42 days since the Vegas mass shooting . 53 days since Puerto Rico lost power and humanitarian crisis began. Time feels off with this much tragedy.</td>\n",
" <td>sarahkendzior</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>9842</td>\n",
" <td>3784</td>\n",
" <td>NRA can confirm Stephen Willeford is a member &amp; has been certified as a NRA firearms instructor. #SutherlandSprings http://www. 4029tv.com/article/man-wh o-shot-texas-church-gunman-shares-his-story/13437943 …</td>\n",
" <td>DLoesch</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" favorites retweets \\\n",
"0 20126 5912 \n",
"1 17054 6641 \n",
"2 17054 6641 \n",
"3 13447 5252 \n",
"4 9842 3784 \n",
"\n",
" text \\\n",
"0 The tragedy in Sutherland Springs happened a little over a week ago. Don’t let this fade into the next news cycle. We need gun safety reforms. Now. \n",
"1 I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions. \n",
"2 I know it’s too early to talk about the mass shooting of schoolchildren today in Northern California, but what about mass shooting of 600 Americans last month in Las Vegas. And what about the Texas church mass shooting ? Thanks in advance to whomever makes these decisions. \n",
"3 It's been only one week since the Texas mass shooting . 42 days since the Vegas mass shooting . 53 days since Puerto Rico lost power and humanitarian crisis began. Time feels off with this much tragedy. \n",
"4 NRA can confirm Stephen Willeford is a member & has been certified as a NRA firearms instructor. #SutherlandSprings http://www. 4029tv.com/article/man-wh o-shot-texas-church-gunman-shares-his-story/13437943 … \n",
"\n",
" username \n",
"0 KamalaHarris \n",
"1 shannonrwatts \n",
"2 shannonrwatts \n",
"3 sarahkendzior \n",
"4 DLoesch "
]
},
"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": [
"<a id=\"cell4\"></a>\n",
"## 1.3 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. "
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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AkiRJkqQhpNzrrF8QEYdGxAUR8afi18M28TkvAt7Yo+0LwA0ppZnADcXviYhd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\nlyRJkiSpMf8PSUB1x0XjqWgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1326f2f90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get dates and remove seconds for readability purposes\n",
"myTweets = tweet_collection.find()\n",
"dates = list(set([tweet['date'] for tweet in myTweets]))\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.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"<a id=\"cell5\"></a>\n",
"# 2 Generating the networks from tweets\n",
"From the tweets we collected we are going to generate a number of different networks that we will be using throughout the rest of the analysis. In either network, the *nodes* are going to be the users that have been tweeting about the event using one of the predefined hashtags. \n",
"For the first network, 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 *nodes*. We will refer to this network as `mention_graph`. \n",
"For the second network, 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",
"Below we will start creating the networks."
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"collapsed": true
},
"outputs": [],
"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 that have either mentions or hashtags\n",
"where = {\n",
" '$or': [\n",
" {\n",
" 'mentions': {\n",
" '$ne': ''\n",
" \n",
" },\n",
" },{\n",
" 'hashtags': {\n",
" '$ne': ''\n",
" }\n",
" }\n",
" ]\n",
"}\n",
"usernames = tweet_collection.distinct('username', where)\n",
"\n",
"# create two separate graphs for mention relations and hashtags, one simple, one multi\n",
"mention_graph = nx.Graph()\n",
"hashtag_graph = nx.Graph()\n",
"\n",
"# add nodes from users that wrote tweets\n",
"mention_graph.add_nodes_from(usernames)\n",
"hashtag_graph.add_nodes_from(usernames)\n",
"\n",
"\n",
"\n",
"# add edges to mention_graph between mentions in tweets \n",
"# get all tweets with their mentions\n",
"tweet_mentions = list(tweet_collection.find({'mentions': {'$ne' : '',}}, {'username': 1, 'mentions': 1}))\n",
"\n",
"# 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",
" # split mentions from string to list\n",
" mentions = map(lambda mention: mention[1:], tweet['mentions'].split(' '))\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",
"# add edges to the hashtag_graph\n",
"# get all tweets with hashtags\n",
"tweet_hashtags = tweet_collection.find({'entities.hashtags': {'$ne': ''}}, {'username': 1, 'hashtags': 1})\n",
"\n",
"# intialize a defaultdict to track the unique hashtags \n",
"# and how often users are using them\n",
"hashtags_dict = defaultdict(lambda: defaultdict(int))\n",
"\n",
"# populate the dict {hashtags: set(usernames)}\n",
"for tweet in tweet_hashtags:\n",
" username = tweet['username']\n",
" # list of hashtags\n",
" hashtags = map(lambda tag: tag.replace('#', '').lower(), tweet['hashtags'].split(' '))\n",
" # remove the query_hashtags\n",
" new_tags = list(set(set(hashtags) - set(query_hashtags)))\n",
" if len(new_tags) > 0:\n",
" for tag in new_tags:\n",
" if tag:\n",
" hashtags_dict[tag][username] += 1\n",
" \n",
"# add edges between all users with same hashtag if they have used it more than once\n",
"for tag, userdict in hashtags_dict.iteritems():\n",
" # find users who used the tag more than twice\n",
" usernames = [username for username, count in userdict.iteritems() if count > 2]\n",
" # create tuples of possible combinations of nodes\n",
" sets = combinations(usernames, 2)\n",
" # add edges\n",
" for combi in sets:\n",
" hashtag_graph.add_edge(*combi, atrr=tag)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell6\"></a>\n",
"\n",
"# 2.1 Basic stats on the networks"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mention Graph:\n",
" - Number of nodes: 15992\n",
" - Number of edges: 1700\n",
" - Average degree: 0.212606303152\n",
"Hashtag Graph:\n",
" - Number of nodes: 15992\n",
" - Number of edges: 29894\n",
" - Average degree: 3.73861930965\n"
]
}
],
"source": [
"print 'Mention Graph:'\n",
"print ' - Number of nodes:', len(mention_graph.nodes())\n",
"print ' - Number of edges:', len(mention_graph.edges())\n",
"print ' - Average degree:', float(sum(nx.degree(mention_graph).values())) / len(mention_graph.nodes())\n",
"print 'Hashtag Graph:'\n",
"print ' - Number of nodes:', len(hashtag_graph.nodes())\n",
"print ' - Number of edges:', len(hashtag_graph.edges())\n",
"print ' - Average degree:', float(sum(nx.degree(hashtag_graph).values())) / len(hashtag_graph.nodes())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell7\"></a>\n",
"\n",
"## 2.2 Degree distribution\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WpKCgAM2bN5fmPn78eKWPeSvvvfA6Ia9JSLFvbGyM8+fPY+3atTh79ixOnjwp3X7atGn4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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x125daa7d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('fivethirtyeight')\n",
"\n",
"# get degree distributions\n",
"mention_degree = nx.degree(mention_graph)\n",
"hashtag_degree = nx.degree(hashtag_graph)\n",
"\n",
"# get minumum and maximum degrees\n",
"min_mention_degree, max_mention_degree = min(mention_degree.values()), max(mention_degree.values())\n",
"min_hashtag_degree, max_hashtag_degree = min(hashtag_degree.values()), max(hashtag_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",
"plt.hist(sorted(mention_degree.values(),reverse=True), range(min_mention_degree, max_mention_degree + 1)) # degree sequence\n",
"\n",
"plt.subplot(212)\n",
"plt.title('Hahstag graph degree distribution')\n",
"plt.xlabel('Degree')\n",
"plt.ylabel('Number of nodes')\n",
"plt.yscale('log', nonposy='clip')\n",
"plt.hist(sorted(hashtag_degree.values(),reverse=True), range(min_hashtag_degree, max_hashtag_degree + 1)) # degree sequence\n",
"plt.show()\n",
"\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell8\"></a>\n",
"## 2.3 The GCC\n",
"### Plotting the size of components\n"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mention graph has 14501 disconnected components\n",
"The hashtag graph has 15245 disconnected components\n"
]
},
{
"data": {
"image/png": 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CCxTPnj3D4MGD1RiFiIjqEx8fH8ydOxdxcXGIjIxEt27dqlwNqqCgAABw/PhxHD9+vNJ+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\n4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"text/plain": [
"<matplotlib.figure.Figure at 0x11e4b7c90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get all the separate components\n",
"components_mention = sorted(nx.connected_component_subgraphs(mention_graph), key=len, reverse=True)\n",
"components_hashtag = sorted(nx.connected_component_subgraphs(hashtag_graph), key=len, reverse=True)\n",
"\n",
"print 'The mention graph has {0} disconnected components'.format(len(components_mention))\n",
"print 'The hashtag graph has {0} disconnected components'.format(len(components_hashtag))\n",
"\n",
"plt.figure()\n",
"\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))\n",
"\n",
"plt.subplot(212)\n",
"plt.yscale('log', nonposy='clip')\n",
"plt.title('Hashtag graph components')\n",
"plt.ylabel('Number of components')\n",
"plt.xlabel('Number of nodes')\n",
"hashtag_component_lengths = [len(c) for c in components_hashtag]\n",
"max_hcl = max(hashtag_component_lengths)\n",
"plt.hist(hashtag_component_lengths, range(max_hcl + 1))\n",
"\n",
"plt.tight_layout()\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"### Examining the GCC\n",
"\n",
"Since the main graph is so disconnecte, we decide to only work with the GCC of both graphs. This allows us to perform more in depth analysis."
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mention GCC\n",
" - Number of nodes: 1091\n",
" - Number of edges: 1211\n",
" - Average degree: 2.21998166819\n",
"Hashtag GCC:\n",
" - Number of nodes: 718\n",
" - Number of edges: 29828\n",
" - Average degree: 83.0863509749\n"
]
},
{
"data": {
"image/png": 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wioykcPfuWP3xRwFVJiIi8vhTWBcREZH7ZrhwAYfRo3Pfn56O/axZkJLyCKsSERF5ciis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\nsU5ERERERERkYFisExERERERERmY/wPZgSmgSYFPawAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x127af5590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ZPQW9QIEC/PHHH5lag4iIiLw8hXUREclUBQsWZPny5QwcOJDJkyfj5OSEj49P\n4uvV+vfvj5eXF46Ojpw9ezbd6rC2tmbbtm3Exsbi4eGRJhvcbd68mUGDBqVBda9OYV1EROTNpLAu\nIiKZzmAw0Lp1a3bv3s2FCxfIkycPS5YsYdSoUTx79oxevXoxdOhQWrRoka6bweXJk4dVq1ZRpkwZ\nmjZtyn//+9/Xul69evXYuHEjV65cSaMKX97fm8yJiIjIm0VhXUREsoyiRYuyZs0aevfuze3btwkL\nC6Nr1648ePCATp06MW7cOFxcXDhx4kS61WBiYsK0adPo06cP9vb27N69+5WvlT9/fjw8PFiwYEEa\nVpiyI0eOcO3atWTHCxQooDXrIiIibyCFdRERyVIMBgMdO3Zk586dvP/+++zatQsHBwfi4uJo27Yt\n06ZNw93dnejo6HSto0uXLixatIhu3boRGBj4ytfx9vYmMDAw3XdkX7hwIcHBwcmOaxq8iIjIm0lh\nXUREsqTixYsTEhLCsGHDOHnyJLVq1eLixYu4ubnh7+9Pq1atOHjwYLrW0KBBA7Zu3cqcOXMYNWoU\nT58+felrWFtb06BBA5YtW5YOFf6PnZ0du3btSnZc0+BFRETeTArrIiKSZRkZGeHl5cXevXsxMzOj\nWrVqRERE0KJFC+bNm8enn37K3r1707WGjz76iB07dnDixAk+/fRT7ty589LX6N+/P/PmzUvTXeb/\nL1tbW/bs2ZPsCwVNgxcREXkzKayLiEiWV7JkSaKjo3FwcKBr1674+PjQuHFjlixZQufOndm5c2e6\njm9hYcH69et57733aN68+Uu/Rq5KlSpYW1uzcePGdKoQihQpQuHChTl69GiS45oGLyIi8mZSWBcR\nkTeCsbEx33zzDSNGjGDu3LnY2dlhZWXF8uXL6dGjB+Hh4ek6vqmpKf7+/nTs2JFmzZpx4MCBl+rf\nv39/vvzyy3R977qtrW2yqfB6si4iIvJmUlgXEZF0ldbh1MvLi4ULF3L27FkaNmzIoUOHCAoKol+/\nfilusJaWDAYDvXv3Zu7cubRv355Vq1alum/Tpk1JSEhI11kAdnZ2/PDDD0mO5c+fX2FdRETkDaSw\nLiIi6apr167MmTMnTddru7m5MXfuXExNTdm4cSMjRoxg5syZDB06lLVr16bZOM/TpEkTQkNDmT59\nOhMnTuTZs2f/2sdgMNC3b19mz56dbnXVrVuXQ4cOER8fn3gsd+7cPHnyJMkxERERyfoU1kVEJF2N\nHj2anTvwsv0MAAAgAElEQVR3YmtrS2RkZJpd18XFhc8//5yLFy/SpEkThgwZgpOTE2PHjmXFihVp\nNs7zlC5dmoiICPbv30/Hjh25f//+v/Zp1aoVp0+fTrauPK3kyZOHsmXLJtkl32AwaN26iIjIG0hh\nXURE0tVHH33E+vXrGTFiBD179qRnz55cvXo1Ta7t6urK9OnTCQwMZPHixVy4cIFcuXIxYcIEvv76\n6zQZ40Xy58/Ppk2bMDc3p3nz5ly8ePGF7c3MzOjduzdfffVVutXUoEGDZOvWNRVeRETkzaOwLiIi\n6c5gMODi4kJUVBSFCxfGxsaGBQsW8OTJk9e+tru7O9OmTaN3796MGzeO4cOH8/TpUyZMmMCsWbPS\noPqUxcXFkZCQQLZs2Zg7dy4eHh40bdqUn3766YX9OnXqxI4dOzh//ny61NWgQYNk69b1ZF1EROTN\no7AuIiIZJnfu3EycOJHQ0FCCg4Np2LAhP/7442tf193dnalTp9KyZUvKly/PgQMHqF27NlOmTOGz\nzz5Lg8qTevz4MWXLlmXYsGE8e/YMg8FA//79+fzzz2ndujUbNmx4bt88efLQoUMHAgIC0rwugJo1\na3L69Gni4uISj+XPn19hXURE5A2jsC4iIhmuTJkyhIaG0q9fPzp06EC/fv1ee5p2y5YtmTx5Mu7u\n7ty4cYM1a9bg5+fHsmXLKFGiBL/++msaVf/Xa9wSEhKIjo6mX79+PH36FAAHBwc2bdrEuHHjmDZt\n2nN3wu/duzerVq1KEqjTSrZs2ahZsyZ79uxJPKawLiIi8uZRWBcRkUxhMBho3bo1UVFR5MyZk1q1\narF06dJU7az+PK1atWLSpEm4ubnx66+/0qlTJ6Kiovjzzz+xsbFhy5YtaVZ/3rx5+eqrr7h48SI9\nevRI3O2+QoUKREREEBERQbdu3VLchb1o0aLY29un27p6Ozs7du/enfhnvWs9bV29epXo6OjMLkNE\nRN5yCusiIhnkzJkzXLt2LbPLyHLy5MnDjBkz2LBhA0FBQTRt2vS1gpCHhwcTJ07E1dWVX3/9lZIl\nS/Lzzz+TK1cuOnToQJ8+fdLkibaFhQWPHj1i9erV3L9/n44dO/LgwQMAChUqRGhoKEZGRjg6OnLl\nypVk/fv168fChQsT+6QlW1vbJOvWtWY97Vy7dg1nZ+ckX4aIiIikB4V1EZEMsnPnTmrUqEHPnj05\nePDgc6dIv6sqVqxIeHg4Xbp0oXXr1gwZMuSVQ3Xr1q2ZMGECrq6unDp1inz58nHkyBFy5szJ1q1b\nqVOnzmuHLQsLC27dukX27NlZvnw52bJl49NPP+XPP/8EIHv27CxatAh7e3uaNGmS7HVtZcuWpVKl\nSqxevfq16khJxYoVuXHjBpcuXQI0DT6tXL9+HWdnZ9zc3Ojfv39mlyMiIm85hXURkQzSo0cPjh49\nSsWKFenZsyd2dnasWLEixWnS7yojIyPat29PVFQUz549o1atWgQFBb3SFxtt2rTBx8cHV1dXTp8+\nTYECBdi3bx8PHjzgP//5D/7+/nTv3v2VQ2zevHkTv0wwMzNj8eLFFCpUiJYtW3Lnzh3gr6n+Q4cO\nTVxLHxoamuQa/fr146uvvnqtqf8pMTIyon79+omvcNM0+Nf3xx9/4OzsjLOzMyNGjMjsckRE5B2g\nsC4ikoEsLCzo27cvhw8fZsyYMQQHB1O+fHnGjRtHbGxsZpeXZeTNmxd/f39WrlzJokWLcHBw4MSJ\nEy99nbZt2zJu3DhcXFw4ffo077//PhEREcTGxlKgQAEKFiyIjY0NGzZseOkvBCwsLJI8+TcxMSEg\nIIAyZcrg5ubGrVu3Es+5urqybt06hg0bxhdffJE4Vr169cidOzdbt2596Z/t39jZ2SUJ63qy/upu\n3LiBs7Mzjo6OjBw5MrPLERGRd4TCuohIJjAyMqJp06asWbOGHTt28OzZMxo1akSbNm2IiIhI8yet\nb6qqVauyY8cOPDw8cHV1ZeTIkYlPrVPr008/ZezYsbi6uhITE0PZsmVZs2YNP//8MydOnGDp0qXM\nnDmTdu3acfny5VRf9/+Gdfjr7/Xzzz+nTp06tGjRguvXryeeq1KlCjt27GDTpk14eXnx8OHDxFe+\nzZkz56V+ptRo0KABu3btIiEhQWH9Ndy8eRNnZ2fs7e0ZPXo0BoMhs0sSEZF3hMK6iEgm++CDD5g8\neTInTpzA0dERHx8fqlevTkBAQLq82utNY2xsTNeuXTlw4AB37tyhVq1arFu37qWehHt6ejJ69Ghc\nXFyIiYnBzs6OkSNH8tNPPzF9+nTCw8MpW7Ys9evXZ8WKFam6dt68eZM8Pf+bwWBg0qRJODo64uDg\nwO+//554rmjRomzZsoU///wTFxcX/vjjD5ycnLhy5QpRUVGp/nlS44MPPsDU1JTTp0+TJ08e/vzz\nTx49epSmY7zJTp48mbiD//PcvHkTFxcXmjZtypgxYxTURUQkQymsi4hkETlz5qRjx47s3r2bgIAA\nDh8+TKVKlfjss89eaQr426ZAgQLMnTuXb775hi+++AIXFxdOnTqV6v7t2rVj5MiRuLi4cObMGZyc\nnPDy8uLkyZO0b9+egQMHsnHjRhYuXEjLli05f/78C6+X0pP1vxkMBkaNGkX79u1xcHBIssQhV65c\nLF26lHr16tGoUSNOnz6Nt7c3s2fPTvXPkhoGg4EGDRrwww8/YGRkRL58+bRu/f+7ceNG4l4Gz3Pr\n1i1cXV1p2LAh48ePV1AXEZEMp7AuIpLFGAwGateuzeLFizl48CBFixbFw8MDe3t7Nm7c+K9PA992\ntWvXZteuXdjb22Nvb4+Pjw/3799PVd8OHTokBvbz588zevRobG1tuXDhAu7u7hQvXpyIiAjq1auH\nnZ0dixYteu6ShOc9Wf+nAQMG4O3tTYsWLYiJiUk8bmRkxJgxYxg9ejROTk4ULlyYqKgozpw5k/oP\nIhW0bj1lEyZMwN3dnXLlyqV4Pi4uDjc3N2xtbZkwYYKCuoiIZIp0C+uLFy+mYsWKFCpUiAYNGrBv\n374Xtk9ISCAgIIAaNWpgaWlJqVKl8PHxSa/yRETeCIUKFWLYsGEcO3aMXr16Jf7bOn369BTf3f2u\nMDExwcvLi3379nHp0iVq1apFcHBwqqavd+jQgeHDh+Pl5UVsbCwBAQEULFiQR48e4ebmxv379xk0\naBDh4eGsXbsWR0fHFEP0i56s/1OPHj0YMWIETk5OnDx5Msm5Nm3asHLlSoYOHUqFChXSfO26ra0t\ne/fu5cmTJ+TPn5+bN28ma9OmTRvWrFmTpuO+rqdPn3L37t10ufbBgwfZvn07o0aNSvH83bt3cXNz\no06dOkyaNElBXUREMk26hPUNGzYwYsQIBg8ezO7du6lZsyYeHh5cuHDhuX1Gjx7N119/jY+PDwcP\nHmTNmjXY2NikR3kiIm8cU1NTXF1dCQsLY926dVy7do1atWrRtWtX9u/f/86+s71w4cIsWrSIgIAA\npkyZQuvWrTl79uy/9uvYsSM9evTA2dmZy5cvExQUxI0bN8ibNy9OTk788ccffPzxx2zduhVnZ2ea\nNWvG7NmzefLkSeI1/vnqtn/Tvn17pk6dipubG0eOHElyrmbNmnz33Xf8/vvvLFu2LNn72F+HpaUl\nVlZWHDlyJMUn67Gxsezfv5/Fixen2Ziv69q1a3z44Ye8//77WFhYUKRIEcqXL0+TJk3o1q0bM2bM\nYPXq1ezatYtffvmFmzdvpvr+f/LkCYMGDWLSpEnkyZMn2fnbt2/Tt29fatasydSpUxXURUQkUxni\n4uLS/P/wGjduTLly5ZKsv6tatSouLi6MHz8+WfuYmBjq1KlDZGQkpUqVSuty5B0RExNDyZIlM7sM\nyYLe1nsjLi6OlStXsnjxYnLkyEGPHj1o1aoVuXLlyuzSMsWjR4+YP38+s2bNonv37gwcOJAcOXI8\nt31MTAyRkZH4+fkREhJCfHw8zs7ONGnShKNHj7Jp0yYKFSoE/BVq+/fvz927d/nqq68oV64cZ8+e\nxc3N7aXC9ZYtW+jfvz/Lly+nTp06Sc7t378fe3t7TE1NGTp0KP369Xth/ak1cuRI8ufPz9WrV/no\no4/o1atX4rlZs2Zx7tw5IiIiWL58OVWqVHnt8V7HpUuXcHJySvy8b9++zfbt27l27Rrm5uY8e/aM\nu3fvYjAYyJ49O0+fPiU+Pp6EhARKlSpF06ZNqVevHrVr104xjM+fP5+wsDCCg4OTBfE7d+7g7u5O\niRIlWLBggYK6JPG2/h6R16d7Q9JTmj9Zf/ToEdHR0TRq1CjJ8UaNGj13p9stW7ZgbW3Njh07qFSp\nEhUqVKB3795JXnkjIiJJWVhY4OXlxY8//sjEiRPZunUrFSpUYNSoUal6uvwy7t27l+SpclZkZmZG\n//792b17N6dOnaJOnTps27bthX06d+7M4MGDcXJyIkeOHMyfP5+dO3fSsGFDHB0duXTpEgDW1tZs\n3ryZzp074+zszPTp08mZM+dL79bv4ODAwoULad++PT/88EOSc3Xq1OGTTz7h8ePHREVFvdTU/hex\ns7Pjhx9+IH/+/MmerG/atAl3d3d69OjBggULXmuc1xUbG4uDgwM2NjZYWFhQpUoVvvjiC06cOMHh\nw4cZOnQoZcuWJXv27BQvXpyHDx8SHx8P/LWU7vfff2fu3Ll06NCBDz74gA8++ICmTZsyfvx4YmJi\nuHLlCr6+vvj5+aUY1Fu1akXlypUZMmSIgrqIiGQJaR7Wb9y4wdOnTylYsGCS4wULFuTatWsp9omN\njeXChQts2LCBgIAAFixYQExMDG3bttW7hkVE/oWRkRGNGjVi1apVfP/995iamtK0aVM8PDzYtm1b\nmvw7unz5cmrVqsXKlSuzfGi3srIiMDCQzz//nFGjRuHp6fnCnd27dOnCoEGDcHJy4qOPPmLIkCHs\n2LGD1q1b4+joyG+//Qb8tfFfp06d2L17N0eOHMHd3Z07d+7w9OnTl6qvUaNGLF++nO7duxMeHp7k\n3KJFizA2Nub06dN8+eWXTJs2DRcXF37++eeX/yD+PxsbG44cOYK5uXmS3eBjY2O5ePEidevWpWPH\njmzdujXTviQ/c+YMLVq0oF+/fiQkJFCwYEGyZ8+eeN7KyoqePXvSpUsXjIyMiImJwWAw0KRJE0xM\nTChdunTiq/KqVq3KRx99hMFg4MiRI3z55Zc0adKEMWPG0KlTp2Qz+O7evYuHhwfly5fH19dXQV1E\nRLKMNJ8Gf/nyZcqUKUNYWBh169ZNPD5jxgzWrl3LoUOHkvUZMGAAgYGBHDp0iI8++gj46xd39erV\n2bFjB9WrV09xrH/urCsiIv/z4MEDtm/fztq1axOfGjo5OaU4NTg1EhIS+Omnn1i0aBHXr1+nS5cu\n2NvbY2JiksaVp61Hjx6xfPlyVq5cSbt27WjXrh1mZmYptl23bh2BgYHMmzePVatWce7cOerVq0dQ\nUBBz586lWLFiiW0TEhIIDw9n/PjxtG7dmr59+yYJl6lx8uRJBg0axNChQ2nSpEni8Tlz5rB8+XJ6\n9uxJ586d2bBhA4sXL6ZZs2b07NkTc3Pzl/4cunfvTlxcHHFxcezYsQOAZcuWcfHixcSN1qZMmULh\nwoXp1q3bS1//dZw5c4b+/fvTu3dvHBwcaN68OcWLF6dXr17UrFkT+OuLhenTp/Pbb79x69YtcuTI\nQXBwMNu2bcPX15edO3eSM2dOAK5cucKGDRvYvHkzhQsX5pdffqFly5ZERkayZs2aJH9P9+/fZ8CA\nAZQoUYIRI0ZgZKSX5IiIyOtJy2URaR7WHz16RJEiRfj6669xdXVNPD5kyBB+/vlntmzZkqzP1KlT\n8ff3TzI9LyEhgQIFCiS7jsjzaM2QPM+7fG/8HbIXLlzItm3bcHZ2pnv37lSqVOmVr7l3715mzJjB\nhQsXGDRoEJ9++immpqZpWHXai42NZcSIEZw5cwY/Pz/s7OxSvC8WL17Ml19+yaZNmxg5ciTvvfce\nlStXZsaMGWzYsIHSpUsnaV++fHnKlCnDuXPnmDNnTrJ16P/m+PHjeHh4MG7cODw9PYG/dkJ/7733\nMBgMbNiwgTp16nDjxg2mTJlCSEgIo0ePpkOHDhgbG6d6nGnTpvHVV19x//59du/eTcWKFRPfH25n\nZwf89eVBq1atOHbsWIb9fUZHR9O6dWumTZtGy5Yt2bVrFxMmTMDU1JQJEyZQsWJF/Pz8WLhwIWZm\nZlSqVIk9e/bg4+ODt7c3H330ETY2Nixbtoxdu3axaNEiIiMjad26NR06dMDNzQ0rKyvu37+Pj48P\njo6OiWPfu3cPDw8PSpYsyaxZsxKD+tv270V8fDzR0dEvfW9KUm/bfSFpR/eGpKc0/wrZzMyMypUr\ns3PnziTHd+7cSa1atVLsU7t2bZ48ecK5c+cSj8XGxvL06VPef//9tC5RROSdYTAYqF69OgsXLuTQ\noUNYW1vj6enJJ598wrp163j06NFLX7NevXqEhIQQEBDAhg0bqFatGoGBga90rYxibW3NqlWrmDRp\nEv3796dLly4pLs3q3r07/fv3x9XVFR8fH6Kiorh79y7jxo3DxcWF48ePJ2mfP39+Ro4cyfjx4+na\ntStDhw7l3r17qa6rQoUKBAcHM2XKFL7++msAjI2NGTJkCI8fP6Zbt27cvHmT/Pnz4+/vz/r161m9\nejUNGzZk//79qR7H1taWP//8E4PBwIABAzh79iznz5+nXr16iW3KlSvHRx99RHBwcKqv+zqioqLw\n8PDgiy++oGXLlgCEhITg5OREfHw8hw4dokqVKixfvpzChQuzePFiatWqhcFgoG3btqxevZq4uDjK\nli1LjRo1GDVqFE2aNOHEiRPMnDkTX19f7t69S6NGjShRogQODg6JY9+/f582bdrw4YcfJgnqb5Pr\n168zbdo0SpUqhaenp5YVioi8gdLlt5O3tzdBQUEsW7aMU6dOMXz4cK5cuUKXLl0AmDBhAs7Ozont\n7ezsqFSpEt7e3hw9epSjR4/i7e1N9erVM31nWhGRt0XBggUZPHgwR48epW/fvixbtowKFSowZcoU\nfv/995e+no2NDZs2bWLRokVs3ryZqlWrsmTJEh4+fJgO1acNe3t7Dhw4wIcffoinpydz5szh8ePH\nSdr06NGDfv360bZtW/z9/Zk7dy7m5uZMnz4dd3f3JK9e+/v1bU5OTuzbt4979+5hY2OT7AvrF/n4\n448JCwvjyy+/THzP+qBBg8iePTt58+bFy8srcZO5ihUrsmXLFgYMGED37t3p3r174iZ4L1KkSBHg\nr/fT37hxg0mTJtGiRYtkyxh69eqVIRvN7dq1i3bt2jF//vzEp93Pnj0jNDSUqlWrcubMGaZPn86D\nBw8YNmwYBw4coG7dusyfP59y5crx+++/M3DgQOCvp1qzZ88mMjKSLl26kDt3blavXk14eDiDBw9m\n6dKlzJgxI3Et+p9//kmbNm0oXrw4s2fPfuuC+unTpxkwYADVq1fnxIkTGBkZsXnz5rfu5xQReRek\ny7/c7u7uTJs2DV9fX+rXr8+BAwdYs2ZN4nq/K1euJHmKbmRkxOrVqylYsCCOjo60bNmS9957j6Cg\nIP1yERFJYyYmJjg5OREcHMzmzZuJi4vDxsaGTp06sXfv3pfefbxWrVps2LCBb775hq1bt1KtWjUW\nL17MgwcP0ukneD05c+ZkzJgxLFmyhJ07d2Jra0tkZGSSNj179sTb25uePXvi5+dHv379KFGiBLNm\nzcLDw4ODBw8Cf+3If+vWLeCv4D5v3jz8/f3p168fffv2TfVu8dbW1mzZsoXAwECmT5+OwWBg4MCB\nnDp1isuXLzNv3rzEtgaDgZYtW3Lw4EGsra2pX78+fn5+L/y8z5w5Q968eXny5AlWVlaEhITQtGnT\nZO3s7e25fPkyhw8fTlXdr2L79u1069aNpUuX0rhx48Tj+/bt48mTJ7Rt25b4+HhatGhBdHQ0PXr0\nwMTEhFWrVgFw69YtnJ2defjwIStXrmTJkiXY2NgkhvGYmBgGDhxIuXLlOHz4MH369MHa2hr4K6i3\nbdsWKysr5syZ89b8P0ZCQgJ79uyhTZs2ODo6UqRIEYKDgzl8+DDz5s2jYsWKmV2iiIi8gnT7LdW9\ne3eOHz/OtWvX2LVrV5LN5ubNm5dsKmHhwoUJDAzk4sWLnDlzhkWLFmFpaZle5YmIZEkJCQkZutt6\n6dKl8fX15dixY9SrV49BgwZhY2PDkiVLXmo6N0CNGjVYu3YtgYGBbN++napVq7JgwYJkIXL9+vVp\n+SO8smLFirF+/XpGjBhBr1696NmzJ1evXk0836tXL/r06cOoUaMYOXIknp6eVKlShfnz5+Pp6cne\nvXsTn6z/U5MmTdi3bx/ZsmXDxsYmxb1aUmJlZcWWLVsIDg5m/PjxeHt7Y2ZmhqWlJf7+/kme6APk\nypWLMWPG8P333xMdHU3t2rUJDQ1N8cuWX375hdKlS2NiYkJ0dDRGRkbs2rUrWTtjY2N69uyZbk/X\ng4OD6dOnDytXrkwyBT8iIoLWrVtz+/ZtqlWrRv78+Rk/fjx58+bl0qVLTJo0iYEDB3L37l369u1L\n7ty5KVmyJM2aNUty/fj4eNq1awdAhw4dOHPmDP369Us85+npSeHChZk7d+5LrfnPqh4/fszatWux\ns7Nj0KBB2Nvbc+zYMby9vfHy8sLb2xt7e/vMLlNERF7R2/GVsojIW+LMmTOUKVOGIUOGsH///gxb\nZ2pubk6PHj2Iiopi+vTpfP/991SoUIHhw4e/9Js3qlWrxurVqwkKCuKHH36gSpUqzJs3j/j4eGJj\nY+nVqxelS5dO9jQ7MxgMBlxcXDhw4ABFihTBxsaGBQsWJH5h0rt3b3r37s2cOXNo1aoVn376KXXq\n1OHrr7+mc+fO3L59O/HJ+j+Zm5vz+eefs3DhQsaMGUO3bt2SveM8JZaWloSGhrJnzx7Gjh2Lt7c3\ne/bs4bPPPqNLly7cvn07WR9ra2tWrFjBrFmzmDx5Mu7u7vz6669J2vz888/Y2toCf80GqFmzJhs3\nbuTYsWPJrtehQwfCw8OTfHGRFtauXcvQoUNZt24dNWrUAODSpUu4u7vj6enJw4cPmTJlCqGhoTx5\n8oSffvqJDh06ULduXU6ePEnhwoUpX748hQoV4ubNm4m72P/T8OHDuXPnDn379mXWrFn4+fmRLVu2\nxKBesGBB5s2b98YH9du3bzNnzhyqVKnC0qVLGTlyJFFRUXTu3BkzMzO6d+9OjRo18Pb2zuxSRUTk\nNSisi4hkISVLlmT79u0UKVKEwYMHU7FiRcaNG8exY8deenr6qzAYDDRo0IAVK1awe/ducufOjYOD\nA25ubmzZsuWl3ileuXJlVq5cyapVq4iMjKRKlSqEhoZy9OhRSpUqRYsWLbC3t8+0d3v/U+7cuZkw\nYQJhYWGEhITQsGFDfvzxRwC8vLzo1asXmzZtwtramp49e1K/fn1WrFjBtm3bkj3x/qd69eqxd+/e\nxC8C1q9f/69/j/ny5WPTpk0cP36cc+fOYWRkRGhoKI0bN+azzz57bn87Ozv27NlDs2bNcHR0ZOTI\nkYlP/X/55RcaN25MQkICDx48SFwKMGzYsGTXs7CwwN3dnaVLl77EJ/hiy5YtY/z48WzevJlKlSrx\n+PFjZsyYQdWqVTlw4ADdunXDysqK1q1bs2DBAm7fvs2kSZOws7Pj+PHjPHjwgFKlSuHo6Mj48ePJ\nnTs3LVq0SDLG6tWr+e677zA3N+fx48dUr14dOzs7Hjx4QPv27cmXL98bH9QvXLjA6NGjqVy5MkeP\nHmXFihWEhYXRvHnzxCn9o0eP5sGDB/j5+emd8SIibziFdRGRLMba2prBgwezb98+Vq9ejYmJCe3b\nt6dWrVrMmDGD//73vxlSx/vvv8/YsWM5fvw4bdq0wd/fn8qVKzNr1ixu3LiR6utUqlSJFStWsHbt\nWg4ePEjDhg1p3Lgxmzdv5vz585QuXZoRI0Zk6PT/5yldujQhISH079+fjh070q9fP27cuEGfPn3o\n2bMnR48e5erVq/j4+FC7dm169+5NREQEmzdvfu41c+bMyeTJkwkKCsLX1xdPT08uX778wjry5MnD\n+vXr+eOPPyhatCi//vorDRo0ICYmhsDAwOf2MzU1xcvLi6ioKOLj46lZsyZLly4lJiaGMmXKkC9f\nPu7evcuxY8do3749Dx8+TFwL/k89evTgm2++SZMd/ufPn8/MmTMJCQmhdOnS7Nq1i/Lly+Pn54eL\niwsnTpzgwYMH/Oc//6FSpUrs27cP+GsNe7du3Th37hynTp3i9OnT5M6dm1u3bvHZZ58lCd2nTp1i\n5MiRPH78mOHDhxMYGMiUKVN4+PAhHTp0wNzcnAULFiTbUO9NER0dTffu3bG1tcVgMLB7924WL15M\n5cqVk7T7+uuviYiIIDAwMMu/TlFERP6dwrqISBZWrlw5xo0bx9GjR5k7dy43btzA3t6ehg0b8tVX\nX73SLu4vK3v27LRt25YdO3awbNkyTp8+TdWqVfHy8nrhU+X/q0KFCixbtuz/sXfe8TXe7/9/npU9\nZCNERBIyjAxFjARRasRKjFKtVVW1S6kWpVarWjVq16xWhIhZuzaJhESQIFNkyN45OeP3h0fun5Qo\nyufb6v18PPIQZ7zvcd657/N6X9f1uggNDSUqKoqRI0cyatQoZs2axc8//4yDg8M/op5dIpEQFBTE\npUuXMDQ0pHXr1mzevJmxY8cycuRIsrKyCA0NZevWrTRr1gxvb2+mT59OcHDwM8f19vYWhGr79u3Z\ntm3bM6PshoaG/Prrr9SrV4/CwkLmzJnD+vXrmT9/PrGxsc/clqWlJT/88AO7du1i06ZNqNVqYmNj\n0dfXx8TEBCMjI27cuMHSpUuZO3fuE3X3rq6uODs7P3MR4nn4/vvvWbt2LYcOHcLY2JiAgAD69++P\npUJ715oAACAASURBVKUlx48fp1u3bgwdOpStW7fSokULLl26xLp161AoFIIYX7VqFT179kRPT49N\nmzahUqkYOnSosI2SkhI++OADmjRpQu/evdm6dSuffvop5ubmDBs2DENDQ9avX/+vE+oajYYjR47Q\no0cPhg4dSvPmzbl27Rpff/31U9vanjx5kiVLlrBr1y5q1ar1wtvTarWvvPRBREREROTvIYp1ERER\nkX8BEomEli1b8s0333Dz5k3mzJnDrVu38PHxoUePHmzevJnc3NzXvh8eHh6sXr2ayMhIGjduzLBh\nw/D39+fXX3997pZtrq6u/Pzzz4SFhXHjxg1Wr17NxIkTadu2LaNHj6Z169ZP1Fz/X2BqasrixYvZ\ns2cPO3fupEuXLrRv357Ro0ej0Wj46quvSElJQaPREBoayuzZs9m2bdszx9TV1WXWrFns3buXDRs2\n0K9fP5KTk2t8vZ6eHsHBwdStW5eMjAyOHTvGggULGD58OCUlJX95DC1atODTTz/FxcWF4cOHk5GR\nQXFxMd26dePQoUN4eXnRrVs3Fi1a9MR7/04bN61Wy4IFC9i5cydhYWFs374dNzc3oqOj+eabb+je\nvTsDBw5k06ZNBAQEYGFhwY8//kidOnUoLy9HT08PeFTT/vvvv6Ojo0Pjxo0pKChg2LBhmJiYCNua\nNm0atWvXJjExEU9PT7Kzs3n//fcZNmwYurq6/zqhXlZWxubNm2nVqhWLFi1i+PDhREVFMX78eExN\nTZ/6ntu3b/Phhx/y888/07Bhwxfe5h9//EHXrl2ZMGHC3919EREREZFXiCjWRURERP5lyOVy/Pz8\nWLVqFXFxcYwdO5Y//viDFi1aMHDgQIKDg1/Yyf1FsbCwYNKkSVy7do0pU6awa9cu3N3dmTdvHqmp\nqc81houLCxs3buTgwYMkJSURHh7OiBEjKC8vp23btjUaqv2vadq0KYcPH2b48OEMGDCA5ORk3nvv\nPXR0dFi6dCmZmZm4uLiwf/9+lixZwsaNG59rzBMnTtChQwc6duzI+vXrazQT1NHRYfv27ajVaubN\nm4ePjw/e3t5Mmzbtufa/ql49NDQUtVqNUqkkJSWFw4cPAzB79mxCQkKe6NLSrVs3kpOT2bVr13Nt\npwqtVssXX3zB4cOHmTlzJh07dmTZsmX07NmT9u3bM2/ePPLy8ti7dy8HDhygrKyMXr16CTXXFRUV\n6OrqArBu3ToGDRrEsWPHuHHjBmVlZYwZM0bY1o4dOwgPDyc1NZW5c+eyYMECFi9ezKhRo1AoFGzc\nuPFfkw7+8OFDFi1aRLNmzTh8+DDLli3j9OnTBAYGPvMYsrOzGThwIPPnz6/Weed5uHjxIj179mTK\nlCmMHj2aX3755e8ehoiIiIjIK0QU6yIiIiL/YnR1denZsyc///wzsbGx9OvXj+DgYFxdXRkxYgQH\nDx587oj3yyCTyejevTt79uzh0KFDlJSU0KFDB4YOHcrq1atZunQpaWlpzxyjcePGrFu3jsOHD1NU\nVERhYSFdunTh999/p3HjxixfvvyFjO1eB1KplKFDh3L58mU0Gg2bNm2iVatWyOVykpKSyMnJwdHR\nkQMHDrB8+XJWrVr1l2PK5XImT57MkSNH2L17Nz169ODu3btPfW2LFi1o164dlpaWdO7cmVmzZhER\nEfHUevM/c+vWLVxcXDh27BhvvfUWdevWJT4+ntjYWLZv3465uTmff/75E2ZzKpWK7OxsxowZ89w+\nCRqNhqlTp3LmzBl0dXUZMWIEpqamNGjQgFu3btGhQweio6NZunQpLi4uAOzfv59evXoJY5SVlaGn\np0dRURHbtm2ja9euZGVloVKp6NSpEw0aNAAeOdzPnj0bX19fnJyciIqKomPHjqxZswaJRMKmTZv+\nFUI9Pj6eSZMm4e3tTUZGBgcPHuS3336jffv2f2kQV1FRwdChQ4VOBc/L1atX6d+/P2PGjGHw4MFc\nvnyZoKCgf7X5noiIiMibiCjWRURERN4QjI2NGThwILt27SIqKor27duzatUqmjRpwvjx4/njjz9e\nq+h1cnJi8eLFLF++nNjYWGbPns3ixYtxc3PD19eX06dPP7NG28nJibVr13Ls2DHMzc3R1dXF0dGR\n+fPn4+bmxsmTJ1/bvj8vZmZmLFu2jJ07d5KcnIy+vj5qtZoBAwZQUVGBvb09hw4dYuPGjXz33XfP\nNaazszOHDh2id+/evP322yxfvvypZnsTJ07EwMCAoqIiunfvzsyZM5k5cybnz5/n/v37pKamkpqa\nSmZmJmVlZcK5rhLr+/bto1OnTpiYmNCgQQMhyh0YGEibNm0oKyvjt99+E7a3YcMGtFotcrmcAQMG\nUFRU9MzjUKlUjBs3jsOHDxMbG8utW7cwMDDA3d2dH374gYsXLzJ69OhqKeypqakkJSXh4+MjPFZR\nUYGenh7bt2+nQ4cOREZGIpFIUKvVfPzxxwAUFxfzwQcfMG7cOPbs2cPIkSMJDg4mJycHtVrN5s2b\n0dHRea7z/3+BVqvl3LlzDBw4kB49emBjY0NERATLly/H2dn5uccYP348NjY2zJo167neEx0dzaBB\ngxg2bBg9e/YkIiKCIUOG/KvKBERERET+S0jy8/Nffy8gEZH/AXfu3MHJyen/ejdE/oH81+dGWloa\ne/bsYffu3WRkZNCnTx+CgoLw8vJ6Za2d1Go1YWFhfPfdd2i1WqZMmUJAQACXL1/m66+/5sqVK8Aj\nsTtx4kSGDBmChYXFM8dMTEzku+++Y9++fejq6lJQUEDLli1ZtWrVS9Xl/pm/Oy/UajVbtmxhypQp\nyOVyunTpwi+//IJEIiEjI4PevXsTEBDA559//tznOSkpiQkTJlBUVMTKlStxc3MTntNqtUIrsz+n\nzEulUmQyGZWVlcL/tVotCoUCpVKJhYUFeXl52Nvbk56eTmVlJV5eXqSlpeHk5MSVK1dwc3Pjzp07\nBAcHU6tWLfz9/SkqKiIoKIjbt29ja2vLtm3bhHT1x6msrKRHjx5ERESg1WoxMjLio48+Yvjw4dSt\nW7fG412zZg3R0dGsXr1aeCw6OpqPP/6YwsJCNm3axOjRoykrK6Nu3bqcOHECeFRPL5PJSE5OJiAg\ngJCQEJRKJbVr12br1q1CGv3L8DqvF5WVlezbt4+VK1dSXFzMJ598wsCBA9HX13/hsb755huOHDnC\ngQMHMDAweOZrb9++zaJFi7h8+TKTJk3igw8+EHwBRJ6P//p9RKRmxLkh8joRI+siIiIif4OioiLO\nnj3LnTt3/id90F8GW1tbIbJ+8OBBzMzMGDt2LB4eHsyfP59bt2699NhKpZJt27bx1ltv8dNPP/Hl\nl19y7tw5+vfvj0KhoF27dhw5coSYmBj69etHfn4+8+bNw9XVlZEjR3Lu3Lkaz1vDhg1ZuXIlZ8+e\npXv37igUCiIiImjVqhWffvophYWFwmtLSkqIiIjgp59+okOHDpiZmWFpacn333//XEZsL4NMJmPE\niBGYm5vj5OTE4cOHGTx4MFqtltq1a3PgwAEOHTrE7Nmzn3tu2Nvbs2/fPoYPH05AQACLFi0S2qdJ\nJBImTJggiGUHBwfq16+Pn58fgYGBnDp1CiMjIwDGjx/PihUrhP1r2LAhtra21K5dG5VKhUwmIzEx\nkbS0NCIjI9FoNISHh5OXl4e/vz/e3t7k5+ejVqv57bffuHbtGocPH8bW1hY3Nze8vb3p0KED3bt3\nJyAggLp163LlyhVMTU356aefSEhIYNasWc8U6vBkCjw8iqyXlpZia2uLjY0NKSkp1KpVi48//hiJ\nRMK2bduIiYnBy8uLiooKdHR0uHv3LtbW1n9bqL8uCgsLWbFiBR4eHvz888989tlnXLlyhQ8++OCl\nhPqePXvYunUrv/zyyzOF+r179/jwww/p1asX3t7eREZG8tFHH4lCXURERORfghhZF3ljEFc2RWri\ndc0NtVrNu+++S2VlJXFxcUgkEvz8/OjYsSO+vr5YWlq+8m2+KrRaLdevXyckJIQ9e/ZgampKYGAg\n/fr1w97e/rnHeeedd4iOjmbMmDHMmDHjL1OPKyoqmDdvHhs3bqSyshIjIyMsLCwYMWIE7777Lubm\n5jW+NyUlhW+++YZdu3ZRWVmJVqvFwsIClUpFUVGRkCr9Z3R0dAgICOC9996jXbt2Ql3uq5oX3t7e\n7Nixg6VLlxIcHIyjoyM7duygcePG5OXl0bdvX1q2bMmSJUueGpWuibS0NKZMmUJqaiqrVq3Cw8MD\nlUqFs7Mzubm5SCQSWrRoQUZGBlKplIULF7J582ZOnTqFsbExly9f5vz58xw8eJD09HSmTp2Kr68v\n9erVY8yYMRgbG3Px4kVGjhwpCOYqQzONRoO1tTUKhYJVq1YxY8YMnJycOHnyJG3atMHMzIyCggIK\nCgq4ePEiANbW1ixevJg+ffo813E+fPgQLy8v4uPjq4nHs2fPMnjwYNasWcORI0cICwvDyMiI69ev\nExcXR+/evdm2bRvDhg1j48aNDBgwgObNmxMWFvZKROirvF6kpqaydu1aduzYQadOnfjkk0/w8PD4\nW2NGREQwcOBAQkNDadq06VNfk5SUxLfffsuRI0cYO3as8HmLvDzidwyRmhDnhsjrRIysi4iIiNSA\nUqlk3759XLt27anR2QULFlBcXMxvv/3GjRs32LNnD02bNiU4OBhPT086dOjAnDlzOH36NOXl5f8H\nR1AzVUJv/vz5xMTEsHTpUu7fv0/nzp3p0qULa9euJSsr6y/HmTNnDs2bN2f58uXUq1ePQYMGcfLk\nyafWXMMjQ7wFCxaQlpbGZ599hkqlIjk5mVWrVtG0aVNGjx7N+fPnnxqJtrOzY/78+bz77rvC8zk5\nORQUFKDRaKoJ9ceNxZRKJWFhYXz88ce4u7szd+7cv5VN8GfMzMzIy8tj/fr1dO3alXv37uHv78/c\nuXPR0dFh3759XL9+nUmTJr2QZ4CtrS2//vorkyZNYsCAAcyZM4fKykrGjx8PPFpwycvLw8bGhrKy\nMiZOnCj039bR0eHDDz8kNjYWW1tb4uLi8PPzQ1dXF319fby9vTl9+jTdunXjyJEjwjb9/Pxo1aoV\nRkZGZGRkIJFIcHZ25ssvv+T+/fvs27ePyMhIJk+ezJYtW8jIyAAetZhbv349K1asoGPHjpw8efIv\nswkOHz5M586dnxDYUVFRqNVqunbtyp49e7C1teX999+nvLycDz74gIULF7Jx40beffddJk2ahJWV\n1SsT6q+Ka9euMWrUKDp06IBWq+WPP/5g48aNf1uop6SkMHToUFauXPlUoZ6WlsbkyZPp2LEjdevW\n5erVq3z66aeiUBcRERH5lyJG1kXeGMSVTZGaeNm5ERgYSFlZGQUFBdy7dw8LCwucnZ1xdnampKSE\n33//nf379+Ps7PxETXJlZSURERGcOnWK06dPc/PmTVq2bImfnx9+fn40bdr0haKs/ysqKys5ffo0\nu3fv5vDhw3h6ehIYGEjPnj2pVatWje+rqrFev3495eXlSKVS+vbtS//+/WnXrl2NBlZKpZI1a9bw\n7bffolKpMDY2RiKRYGxszPDhw3n33XcxMzOjpKSE1atXs3z5crRabY2p7RKJhK5duzJixAh++eUX\nQkNDqz1nbGyMu7s7CQkJ1KpVi/fff5/AwECsrKxe+pwFBQUxcuRIunXrhpmZGVqtFolEgq+vL3fv\n3mXhwoX4+fkxePBg6tWrx6pVq17Y0Ovhw4dMnz5d6FMeGBiIVqtFKpXi7+9Peno6CQkJ6Ovrk5ub\ni1arxcvLi4KCAt566y00Gg0//fQT8MhZfvv27XTt2pVjx44REBBAXFwcMpmMpKQkOnbsiJGREaWl\npTg5OREfH8/48ePZvHkzGzduJC4uju+++w5TU1OioqKAR+aA4eHhaLVawsLCmD9/PnXq1GHu3Ll4\neXnVeN4GDx5Mv379qj3eqVMnlEolH330ERMmTBBq8U1MTOjTpw+9evVi2rRp2Nvbc+HCBWJiYrCx\nsXmJT+7pvOz1QqPRcPToUVauXElSUhJjxoxh2LBhNfZGf1EKCwvp1q0bQ4YMYdy4cdWey8zMZNmy\nZezatYv333+fCRMmPDNLReTFEb9jiNSEODdEXieiWBd5YxAvliI18TJzIy4ujl69ehEdHY2enh5q\ntZrU1FTi4uI4ffo0mzZtwsnJifv37yORSGjcuDHOzs44OTkJv9vZ2QmCvKCggHPnznH69GlOnTpF\nfn4+vr6+Qtp8vXr1Xseh/y1KS0s5evQou3fv5syZM7Rv357AwEC6du1aY51slWBZtmwZt27dwtDQ\nEKVSSe/evenTpw9t27Z9qlAtKSlh7dq1fP/99xgZGVFUVIStrS1paWno6+uTnZ1dY7Q9LS2tWsTa\nxsaG2rVrk5iYSJ06dYiLixOes7CwoLCwEIlEgru7O8bGxkRGRuLj48OgQYN45513XjhC++GHH9Kp\nUycGDRrEl19+yYoVK4TnAgICuHXrFg0aNOCrr77iyy+/xMTEhPXr179UW7H9+/czffp0Kisryc/P\nR6VS0a1bN4yNjYmJiSE+Ph65XE5lZSXvvvsuO3fuxMHBgQULFtC1a1cA/P39WbBgAV999RWTJ09m\nzpw5/PDDD7z11luMHj0aJycnrl27xtGjR/n+++/x8fHh888/JyIiAhcXF/bs2YOHh4fQks/AwAA3\nNzeOHTsm7KdKpWLHjh0sWbIEb29vvvjii2ou5/n5+TRt2pSbN29Wi/reu3cPPz8/OnXqxOXLl8nN\nzRVq9qVSKfHx8XTq1Al7e3siIyNZtGgR77333gufx2fxoteLKhf91atXo6+vzyeffEKfPn1eads4\nlUolLPYsW7ZMWBzMyclh+fLlbNu2jUGDBjF58mSsra1favzr16+zcuVK0tLSGD58+Au1gvsvIH7H\nEKkJcW6IvE5EsS7yxiBeLEVq4mXmRtWX3pkzZ1Z7PDMzk86dO7NgwQJ69+6NVqslOzubuLg44uPj\niYuL486dO8THx5Obm4uDg4Mg3hs3boyTkxOOjo5kZWUJUfc//vgDc3NzQbi3a9euWnurfwL5+fkc\nOHCAkJAQrl69Srdu3QgMDKRjx441ipKbN2+ydu1a9uzZQ6NGjSgrKyM3N5devXoJwv3PfZ3z8/OF\nCH1Vb+4qh/MqkW9mZsaGDRsICgoShJxCoUClUlUT9M2bN6dPnz5CKQP8f9f0KrMtMzMzKisrcXd3\np6CggMTERHr37s2gQYNo3br1c2U/TJs2DQcHB8aOHUtxcTEuLi5Cm7OqaH6LFi2Ijo5mxIgRREVF\ncerUKerXr09QUBAdOnSgRYsWz8xc+PM5CgoKIjw8XHjs/PnzrF27lkOHDpGdnY1UKkVPT4/KykpU\nKhXx8fFC9sDAgQMZNmwYsbGxFBYWCj4DvXv3ZsCAAURERNC2bVvy8vLo1q0b69evB2Dv3r2MHDkS\nU1NTysrKKC8vRyKR4O/vT1lZGQcOHHhiX0tLS1m3bh0rVqygR48efPbZZ9ja2rJr1y5CQkKqtYoD\nmDp1Kvfv3yc3N1dwlodHaf0ajYagoCAuXryITCbD2tqaQ4cOvbKOBlU87/UiOzubDRs2sHHjRjw9\nPfnkk09o167dK98fgM8++4y4uDiCg4NRKBTC38nGjRvp168fU6dO/Uszv8dRq9XExMRw9uxZzp07\nx/nz56msrKSiogInJyfu3buHlZUV33zzDb17937lx/NvRPyOIVIT4twQeZ2IYl3kjUG8WIrUxIvO\njdzcXDw9Pbly5Uq1KFVFRQUBAQH4+fk9IeKfRnFxsSDcq4R8fHw8ycnJ2NraCin1Tk5OSKVSUlNT\nuXTpEhEREbi7uwsp815eXq80Svd3ycrKIjQ0lN27d3Pv3j0CAgKEXt1PE7c5OTls2bKFDRs2UKdO\nHRwdHbl9+zYPHjwgICCAPn364OPjU024Z2Vl8d1337FhwwZMTU3Jzc2tNmbVdqysrMjKysLExEQQ\n7uXl5dVEe9OmTRk6dCgzZ85Eo9EIYkpfXx8HBwcyMzNp27atsMDSsGFDHjx4gFarZeDAgQwaNIhG\njRrVeD4WLlyIRCIR5sTXX39NVFQUJ06cQCaTIZFICAgI4Pjx41hZWZGRkVEtjb9qfxQKBTY2Njg6\nOmJlZcX169dJSkoiKCiITp064eLigqOjIwqFgvv37+Ph4SEsZDg6OhIeHk7fvn25cOECSqUSPT09\n9PT0sLKywtXVlc2bNyORSBg3bhytWrWicePGTJ06le+//54JEyZQt25dunXrRufOnenevTv5+fkY\nGhoSFhaGm5sbSqUSLy8vMjMzqaysRCqVolarGThwIDk5OezevbvGc5Sfn88PP/zAli1beO+994iP\nj6dXr14MGTKk2jzx8vKiS5cuBAcHVzs/S5cu5bPPPhM+z+TkZA4fPkzjxo1r3ObL8lfXizt37rBq\n1Sr27t1Lnz59+Pjjj1/LflSxYcMG1q1bx9GjR5FKpaxZs4a1a9fSvXt3Pv30Uxo0aPCXY2g0GmJj\nYzl37hxnz57lwoULWFtb06ZNG1JTUzl9+jR2dnbs2rULZ2dnsrOzGTduHMeOHaNu3bp8++23dOvW\n7bUsRPxbEL9jiNSEODdEXieiWBd5YxAvliI18aJz47vvviMhIYFVq1ZVe/yzzz7j8uXLrFmzBmdn\n55euOa+srCQxMfGJaPydO3cwNDTE0dERY2NjysrKSElJ4eHDh7Rr145OnTrRsWNHHB0d/zFfmpOT\nk4Ue7vn5+fTt25fAwECaN2/+1Dr+sLAw1qxZQ2ZmptDe7ciRI2RkZAjCvU2bNshkMsrLy7G3t6d3\n797s2bNHEKZVyGQyIaKuVquRSCQ0bNiQlJQUtFotWq22Wnq8iYkJJSUlqNVqIT2/StQbGBhgbW3N\nlClTSEhIYM+ePZSXlwvp9E5OTgwcOJB+/fphZmZWbT9Wr15NUlIS33zzDfCovtzb25tPP/2UL7/8\nErlcjkajYfXq1URFRbFu3TpkMlk1E75atWrh6elJXFycsFDwOFKpVDhWS0tLGjVqxLVr1ygrKxNe\nO2HCBJo3b86SJUuIj48X3rt161aWLFnChx9+yPvvv8+cOXMwNTVl/PjxNGrUiIiICFq2bCmUBGzd\nupU//vhDMJLbs2cPoaGhjBgxgujoaCH9XV9fn5KSEnR1dfH29n5qZP3PPHjwgIULF7Jjxw6mTp3K\nlClThJKKxYsXExoaKnRWqOol7+PjQ2hoKDY2Nsjlcnr16kWDBg2YM2fOX27vZXja9UKr1XL+/HlW\nrlxJREQEI0aMYPTo0X/L6+B5OHHiBGPHjmXv3r0cP36cFStW0KlTJ2bMmIGDg0ON79Nqtdy+fZuz\nZ89y9uxZzp8/j5mZGe3bt6d9+/b4+Phw4cIFpkyZQllZGZ9//jkTJ04U/maLi4uJiori8OHDbNy4\nkYqKCho1asSOHTto0qTJaz3mfyridwyRmhDnhsjrRBTrIm8M4sVSpCZedG7079+foqIiXF1dqV+/\nPvXq1aN+/fpkZmYSEhLCjRs3yM3NpVmzZnh6euLp6YmHhwd2dnZ/S0RrtVrS0tKESHyVkL99+zal\npaUYGBhQWlqKQqHAw8ODt99+m/79+1O7du2X3uar5NatW4SEhLB7927kcjn9+/cnMDDwqec+IiKC\nNWvWcPz4cYKCgnjnnXeIiooiNDSUrKwsAgICcHJy4pdffqF79+4sXrwYExMT8vPzkUqlgrmaVCpF\nLpejUqnQ1dUVxKtcLkepVArPSyQSKioqkEgkgriVSqUYGBjg6elJVFSUYFxXp04dxo4di7u7OydP\nniQkJASZTIaxsTEpKSl07NiRgQMH8vbbb6Ojo8Mvv/zC6dOnWbdunXB8U6ZMwdzcHIVCweLFi5HJ\nZGg0Gt577z3OnDlD9+7dn1gMgkdR5Hbt2rFy5UqmTZvG2bNnKSsrE55XKBRotVo0Go0gZh/H2NgY\nGxsb7t+/L3QgmDp1KgMGDKB79+4cPHiQY8eOkZ6ezsKFCxk4cCADBgxg+vTpvP322/z000+8++67\nODk5ERUVxd69e/Hz8xMyBB48eEBOTg7m5uaUlpbSrl07rl69Sk5ODiEhIXTs2PEv58n+/fv58ccf\nsbW15fLly0ybNo0OHTrQunVrJBKJsFADjxZk7t27R2BgIFFRUejp6WFkZERkZCSGhoZ/ua2X4fHr\nRWVlJfv27WPlypUUFxczbtw4Bg0a9FK90V+UW7du0bNnT/r378++ffto06YNM2bMeKpY1mq13L17\nVxDn586dw8DAQBDn7dq1w9bWFoCYmBjGjx/P7du3cXV1ZcuWLZSVlREeHk5ERATh4eHcu3cPfX19\n8vLy0NPTo0+fPly6dInk5GR69+7NTz/99I9y3/9fIH7HEKkJcW6IvE5EsS7yxiBeLEVq4kXnxoMH\nD4iOjub+/fukpqYK/6amppKdnS0YmBkYGKBSqSgoKBCioZ6ennh7ewsi/mXMnp5GXl6eIN4vX77M\n1atXSU5OpqysDF1dXerVq4enpye+vr64u7vj5OT02sTMX6HVarl69Sq7d+9m79692NjYEBQURN++\nfZ8w0nvw4AEbN25ky5YteHp68tFHH1G/fn327dvH+vXryc/Pp6KiAh0dHWQyGZ9//jknTpzg6tWr\nQs10rVq1KCwspLKyUui1rqurS4MGDbh37x5qtbpa7XNVuvzjmJmZ4erqyvXr1zE3Nyc9PR2pVEqz\nZs3o3r079erV4/Lly4SGhmJgYIBEIqGgoICgoCDs7Ow4c+ZMtdTthIQE/P39uX79OnPnzuXnn38W\nFhWqjPOqov+PUyVWTU1NKS8vp1GjRkRHRz/1PEulUnR0dJ5oCyiRSDAwMBBS7SUSCT4+Ptja2nLl\nyhXGjBkjRPh/+uknjhw5QlJSEvb29uzevZtGjRoxYcIE0tPTWbx4MX379uXKlSsYGhri4+PDsh8Y\nRgAAIABJREFU0aNHMTIyQk9Pjx9++IHMzEwWLVpETk4O/fv3Z+7cuc90Z//www956623GDVqFJGR\nkUyaNImYmBgA3n//fbZs2SKcl+nTp5OYmMjevXvp3r07x44do3v37mzcuLHG8f8ud+7cwcbGhq1b\nt7JmzRrs7Oz45JNP6Nat2/+sg0NaWhrt27dHo9Hg4+PDzJkzq7Vq02q1JCYmCsL87NmzyOVy2rVr\nJwh0Ozu7amNmZ2czf/58goOD0Wg0+Pn5oVQquXr1KrVq1aJly5Y4OTlx8uRJrly5grm5OTNnzmTk\nyJHCImRwcDBTp06loqKC2bNnP+FK/yYjfscQqQlxboi8TkSxLvLGIF4sRWriVc4NpVLJgwcPBPH+\nuJhPTEzkwYMHyGQy5HI5FRUV6OrqYmdnh5ubG61atcLPz49GjRq9sjT2wsJCDhw4wJEjR7h69SqZ\nmZno6uqiVCqxsLDA1dWVxo0bCyZ3zs7OWFpavpJtPw9qtZpz584REhLC/v37adKkCUFBQfTu3RsL\nCwvhdWVlZQQHB7NmzRo0Gg1jxowhODiYixcvotVq0dfXx9jYmL59+9KnTx9UKhUzZszgzp076Ovr\nI5VKcXJyIjo6GolEIkSjFQoFVlZWmJmZkZiYSGlp6VP308LCQhD+ycnJaLVazM3NUSqVeHh4EBcX\nh76+Pt26daNu3brcvHmTAwcOYGJiQmFhIeXl5UybNo0BAwYIIumDDz6gZcuWjBs3jiFDhnD48OGn\nRsOfxuMZAFXI5XIMDQ0pKiqqNo5UKsXY2JiCggLhMXNz82p1/oaGhjg7O5OUlERhYSFyuZz27dtj\naWnJrl27mD9/PosWLWLLli3MnTuX1q1b06BBA8LDwyksLCQ8PJwmTZpw69Yt/P392b9/P7q6uiQm\nJrJjxw5iYmJISEigqKiI5ORkJk+ezJgxYwTzuiqUSiXOzs5cvHgRa2trvv32W1asWEFZWRm1a9cm\nPT1dOO6qVm1hYWGMHj2aGzduEBERgZWVFRcuXHiu8/ii3L9/n0WLFnHo0CE6derEJ5988rd7o78I\nKpWKrVu3MmPGDOrWrcumTZvw9PQEHpWcPB4512g0QtS8Q4cONGjQ4InrikqlIjo6mh9//JGDBw8K\n88bLy4t27drh7e2Nt7c3ubm5TJ06lYsXL2JjY8O8efMIDAwUxsvPzycmJoaIiAj279/PtWvX0Gg0\n5OXl/WNKcl434neM/yZ3796ldu3aGBkZ1fgacW6IvE5EsS7yxiBeLEVq4n85N7RaLQ8fPuT+/fuk\npKRw/fp1oqOjSUhIICsri5KSEiQSCUZGRtjY2NCoUSOaNWuGg4ODkG5va2v70oZyVS3iTp48yfHj\nx8nLy8POzg4jIyPKyspISkpCJpM9tdVc/fr1nztyuG/fPr788ku6dOlC48aNsba2xsrKChsbG6ys\nrDAxMXniS3xFRQUnTpwgJCSEY8eO0apVK/r370+PHj2E9l1arZYzZ87w448/cuLECQBGjBjBvHnz\nePDgAaGhoYSGhpKfn0+vXr2oXbs2a9as4eHDh1hbW2NkZISPjw/Hjx/n4cOHQrRdIpFgYmKCv78/\nBw8eFFLiH69ph0eR948//hg9PT127NhBWloaEokEMzMz+vXrh56eHqdOneLBgwf4+/tja2vL9evX\nOXnyJHXq1KGgoAB3d3eGDh2Kvb09Y8eOJSoqCplMhpeXF4mJiU+cy8eFeU2R/yo8PT25c+eO4DZf\nE1VR/Kooe1lZGXXr1iUwMJBff/0VmUzG0qVL2b59O4cOHcLR0VFIfa5duzaVlZXo6upiaWmJTCaj\nUaNGbNu2DV1dXebMmcOyZctQKBTExsayatUq7t+/z/Tp0+nUqRPDhw/n3LlzJCQksGjRIrp06SLs\n14kTJ1iyZAk7duxg1KhR3Lx5E11dXaGkISkpSXitq6srFRUVyGQydu7ciZ+fn2AIuH///lf6N33t\n2jVWrlzJ8ePH6d69OzNmzHgiMv06UavV7N69m8WLF1NcXEyTJk1YvXo158+fFwR6WVmZEDVv3779\nUxf9MjMzq6WzX716Vcg00Wg0TJw4kSlTpgjXl0uXLvHZZ58RExNDvXr1WLhwIW5ubsTExBATE8ON\nGze4fv06OTk5yOVySktLkUqleHh48NVXX9G2bdv/2Tn6v0b8jvHfICUlhaNHjxISEsL169eFOT98\n+HC++OKLJzxLQJwbIq8XUayLvDGIF0uRmvgnzQ21Wi207goPD+fWrVukp6djaGgoRMSLi4uxsrLC\nzs5OEPCP187Xq1fvma3dhg0bRpMmTXjnnXcwNjbm4sWLnD59mtOnT1OrVi0hampoaEhycrJQH5+f\nn0+jRo2eaDXXqFEjdHV1q21j3759TJo0iby8PAwNDalfvz7Gxsbk5OSQlZWFSqXCysrqCRFvbW2N\njY0NRkZG3Lp1i1OnTnHlyhU6d+5M//796dKlC7///jszZswgOzu7mqmcrq4uTZo0wdPTExMTE9LS\n0oiKiqKkpAQHBwciIiKEFHIHBwcCAgLYtm0bsbGx1USwk5OTUNuenp7+1Gi3XC7H3t4eR0dHbty4\nQX5+vpBu7uLiIrR1u337NhERESiVSoYMGUJqaioXLlwQIu6GhoYMGjSIuXPn4u/vT0xMzBMLBC+K\nlZUVDx8+fK7XVol2eLQooKuri5mZGRkZGYwfP54tW7bg4OBAt27d0NPT47vvvmPUqFH8+OOPmJiY\noFarKSoqwsLCQvisbWxskEqlJCcnExkZyc6dOykqKmLOnDncvHmTXr16ERISQmZmJp9//jmOjo4s\nWrQIBwcHJk6cSElJCUePHkWtViOTySguLhb8CP6Mrq4u+/btY8WKFTg5ObF582aCgoKwtrZm2rRp\nf+s8ajQajh49ysqVK0lMTOSjjz5i2LBhZGVl/c+uFxqNhrCwMBYtWoShoSF6enrEx8djbGxMYWEh\nbdu2FcR548aNq4nziooKoqOjq4nzoqIiWrZsScOGDbl69Srp6eno6Ojg6OjI8uXLsbW1RavVcuTI\nEWbNmkVSUhKWlpZ4eXmRn5/PjRs3MDExwdHREblcTmpqqrDAZ2VlxYQJExgyZMj/pGb/n8Y/6T4i\n8mqo8nq4cOECx48f5+zZs5SUlKDVanFxcSEwMBAbGxthEa1qwevDDz+s9jcgzg2R14ko1kXeGMSL\npUhN/NPnRkVFBbGxsURGRgo/SUlJNGjQgDp16mBiYoJUKqWwsJD79+9z//59FApFNQH/uKD/4osv\nuHXrFsXFxcAjcde8eXNatGiBoaEh2dnZXL9+ncjISNzc3IT+7o0bN67mUl/1k5KSQr169YQ0+seF\nfF5eHl999RVHjhxBqVTi7e3N9OnTad26NQ8fPiQrK4usrCwePnxIZmZmtceqHq+srMTAwAClUklp\naalQe9u1a1fUajVr164lJSVFOF9SqRRzc3PMzMwoLy8nMzMTIyMjKioqqKioQKVSYWRkhEKhwM/P\nj65du/LFF1+Qn5+PTCYToup6enpIpVIaNmzIjRs3qn0mVcLW398frVbLuXPnKC4uRkdHB5VKhbu7\nO1qtlnv37uHp6cmZM2fw9/cnPDwce3t77OzsePDggZAurK+vj1arFYTs407wT0NPTw+NRvPMKHut\nWrWeKnD/iqqFC4VCIbR3q4rUl5eXo6urS0VFBe7u7qSkpBAQEMCuXbuQyWTIZDJKS0vRaDTI5XKs\nrKywtLTE2tqaCRMm4OLiwsWLF5k1axanTp3CxMSENWvWMHfu3Gpp/QqFglatWjF48GCmT59erZXd\nnzEwMMDS0pIrV67g6urK8uXLWbx4MefPn3/hY6+srCQnJ4dff/2Vn3/+GZlMRufOnXFycqKoqIiC\nggJSUlKQSqUUFRWRm5tLfn4+eXl5FBUVCYtHVX3sraysSE9Pr/Y5nThxAi8vr2fuh1arZefOnSxa\ntIiysjJ0dHTIz89Ho9EwdepUunfvjouLi5DpotVqSUlJEUR5REQEN2/exNHRkZYtW+Lt7U3Lli2x\ntLRk6dKl7NixgxYtWhAdHc1XX31Fly5duH79Or/88gtHjhwR/B4aNGhA69atadq0Kebm5iQlJXHi\nxAni4uKENoPdunVj7NixeHt7/2dS3p/GP/0+IvLXqNVqbty4wcWLF7lw4YJQTiKXyykpKcHX15ch\nQ4bg7+8viPFTp06xbNkyrK2tKSwsRKFQEB0dzcyZMxk0aBAymUycGyKvFVGsi7wxiBdLkZr4N86N\n4uJiQVBHRUURGRkpONB7eHgItecqleoJE7z79+9TVFSEjY0Nurq6FBUVkZ2djb6+PkZGRlRWVlJc\nXIyjoyMWFhaoVCru379PTk7OU1vEKZVKEhISnnCpv3v3LiYmJjg5OeHs7Ex5eTnnz58nKSkJQ0ND\n+vbty/Tp06lfv/4zj7WoqIi1a9eyYsUKWrdujUKh4OrVq+Tn52NjY4OBgQF5eXlkZmZWi4JXpY/r\n6+tTv359XFxckEgkQn/yx13fGzZsiJ6eHikpKSgUCnJzcwUhpNFoMDMzo7S0tFo7N3gkKo2MjBg/\nfjy+vr6sW7eO0NBQVCoVGo0GNzc3mjRpwp49e6hTpw4ajUbYj9u3byOVSoXa8bKyMqHd3OO18zKZ\nrFq0XSqVCsepUCieaFn3OIaGhs8UuvCoxVrdunVRq9Wkpqai0WiEY2zRogVOTk7s27cPJycnYmNj\nkcvlgimfQqEQftfX10epVAoLDXp6elRUVGBgYIBMJkNXV1eohzcwMECr1TJ16lQ2bdrEnTt3nrmP\nf6ZqweDxEoGuXbsSFxfHW2+9xf79+/H19UWr1VJUVERJSQmlpaWUl5dTXl5OZWUlSqUStVot/PzZ\nA+Dx813F83oKeDdrxrpBg7COjSWteXMGrlpFUnIyEomEOnXq8McffzzR1i03N5dz586xc+dOTp06\nhVKppHnz5vTv3x9zc3O++OILwsLCcHd3F1qnPS7OJRKJIMq9vb3x8PAQTCTVajU7duxgwYIFNG7c\nmHv37qFQKLC1teXOnTuCAaNWq8XOzo6ZM2fSu3dv7ty5w/79+zlw4ADZ2dm4ubmRkZFBfn4+I0eO\nZNiwYa/MJPPfzr/xPvJfR6lUEhUVJYjzS5cuYW5ujoWFBdnZ2UI5VUBAAL6+vk9kkAH8/vvvfPnl\nl6xYsYLJkyfTsmVL3nrrLdasWUNRURGjR4/m7bffFueGyGtDFOsibwzijVSkJt6UuZGbmysI9yoR\nX1lZiYeHBx4eHoIDvY2NDaWlpaSlpQkCPiUlhWvXrhEXF0dWVpYQWTUxMcHIyEgwi1IqlUKUW6FQ\n4O3tTc+ePenVq9cTxnQajUZoNVfVK76q1VxxcbEgkszMzAgICGD06NE0adIEuVwujHHnzh0mTpyI\nUqnkxx9/xNXVVXju3r17Qiu48vJy+vfvT4sWLdiyZQtnzpwR2peZmJigUqkEAfys9maGhoaC+VzV\nc3p6elRWVgq92p8m6qysrFAqlXz44Ye89957bNu2jdWrVwv+A9nZ2cjlclxcXDA3N6ewsJDbt29j\nY2MjROCNjY0xMTEhJyfnCQf3p9GlSxfS09OfiPo/jcfT3f+MmZkZenp6ZGdn06dPHyIiIkhMTBS+\nmO7evZuJEydSUVFBaWkp7u7uhIeHs2nTJhITE/npp58wNjZm7ty5jBgxAh0dHUxNTenSpQuhoaEo\nlUrBrb+kpISysrK/zBx4GSQSCZs//xxjXV3eXbhQOIdVYlsqlQpu+o//wKPslfLycoyMjLC2tsbY\n2Jjy8nIyMjIoKCioUaTXNB+OzpuH/+zZSACtQkHIzJkMXrgQmUwmpJAHBwcTHh4u1JwnJCSgo6OD\nQqFg3LhxjBs3Dh0dHZKSkvD39ycoKIiKigqhdZq7u7tgAOft7U39+vWrRbaLioqIjY1l//797Ny5\nk/LycioqKtBqtTRr1gxfX18SExM5duwYGo2Gli1b8vXXX6NUKtm/fz/79+9Hq9XSqVMnVCoVx44d\nw9HRkdGjR9OjR49qf6cib8595E2mpKSEiIgILly4wIULF4iMjKRRo0a4uLhQWVnJzZs3ycnJoWfP\nnvTu3Zu2bdtW84fJy8sjMjKSQ4cOceHCBRITEykvLxfK1PT09EhPTxcWNDUaDQqFgjNnzuDi4vJ/\neOQibzKiWBd5YxBvpCI18SbPjfT09GrR96r+04+L9xYtWlCrVq1q78vIyCA0NJSjR49y5coV9PX1\nsba2Ri6Xk5ubK0SxJRIJKpUKrVaLjo4OtWvXxtvbm969e+Pr6/vEuFXk5uYSFxfHkSNHCAkJEVqV\nSSQS6tWrR/PmzSkoKCAqKooRI0Ywbdo0wWTuz2i1WmJiYggJCSEkJAQjIyM6d+5MYmIip06dAh6l\nN9vZ2fH2228THx9PREQEhYWFGBkZoaurK6QYSyQSNBqNEOEGnimcHxdrVXW7JSUlfPDBBwQGBrJh\nwwb27NlDaWkpXbt2ZcCAAdy8eZMLFy5w7do16tati0qlIjk5GR0dHczMzIRIsLW1NVlZWc/ctkwm\no3Xr1pw7d67mSfAcyGQynJ2defjwIRYWFsTHxyOVSgUxa2NjQ3p6OsuWLWPy5Mm0bt2a9evX065d\nO+RyOdu3byc+Pp59+/YREREBwKFDh0hNTWXs2LHMmDGDzp07c/fuXe7du8fVq1cJCQmpMZr9MhgZ\nGRE5eTJGmZn0CA/n5s2bODg4CJkCjy/QaDQaysvLKSwsFKL/Ojo6lJWVUV5e/rf36/SsWfguWCD8\n/8CsWfR67P/wqNygbdu2NGjQgKioKAoLC5k5cyadO3cmKiqK8PBwLl++zJkzZzA1NaVz585C5Nzd\n3V1YTNFqtaSlpQmGb1X/PnjwAH19fSoqKvD19SUuLg57e3s+++wzdu7cya+//gpAmzZtCAgI4MaN\nGxw8eBBzc3N69OhBgwYNOHHiBCdPniQwMJCRI0dWWywTqc6bfB/5t5Kfn8+lS5eEyHlsbCxNmzal\nTZs21K1bl5SUFI4dO0ZRUZEg0Fu3bo1MJhPKwa5du8aZM2eIjo6msLAQrVaLiYkJ9erVw9jYmLy8\nPJKSkoSFMCMjI8rLyxk+fDjDhg2jV69eHDt2TJwbIq8NUayLvDGIN1KRmvgvzQ2tVktSUlK1+veY\nmBhsbGzw9PQURHyzZs0wMDAAHqXQXr9+nePHj3P8+HFu3bpFmzZtaNu2LY0bN0atVhMdHc25c+eI\nj48nLy9PiJxKpVKMjIywtbXFwcEBd3d3vLy8cHBwwNbWVqj7Ky4uZvPmzaxevZqMjAy0Wi3GxsY0\nbdqUvLw8EhISsLa2rlYTX/X74y3eNBoNV65cYffu3YSGhlK7dm3kcjl3797F0NCQnJwcDAwMGDNm\nDP369SM4OJiDBw9y584doTYRHkXfq+p227dvL5jEVRmdPa8JnJ6eHubm5mRkZACPUs5nzJjBmDFj\n0Gq1REVFMXbsWCoqKsjKysLQ0JDKykpKS0vR19ensrLymVFomUyGvr4+Go0GlUr1zBr2v8LNzY2E\nhAS0Wi1KpZJJkyaxceNGCgoKhEWJoKAg9uzZw6xZs4TSizp16rBx40Y6depE27ZtOXDgAM2bN+fK\nlSu4ublx/PhxpFIptra22Nvbk56e/pdp73Xr1uXBgwcvfAwBHTtiamzMtrAwJBIJ4eHhODo6Cs+r\nVCrBkC43Nxc3NzdSUlKIi4urdp7lcrlQYmBoaCi0vTM1NaWkpESIgJeUlAjvMzQ0pGHDhshkMvxc\nXZmpUmF16hRpffsyNSWF4N9/F86jgYEBffr0ITMzk9jYWHx9fQGIjIwkPT2dFi1a4OXlxenTp3F1\ndRWyNJRKJXFxcU8Ic7lcTrNmzXB3d8fZ2ZmoqChCQkIYMWIEAFu2bGH06NHExsZy9OhRJBIJrq6u\nWFtbc+nSJRwcHOjVqxf+/v5ERkaybt06ysvLGTVqFIMHD8bU1PSFP4v/Gv+l+8g/lczMTEGYX7hw\ngaSkJLy8vPDx8aFNmzbI5XJ+//13wsLCUKvVBAQE0Lt3b+rVq0d0dLQgzq9evUpBQQH6+voUFxcL\n1/GKigpycnLQ09MT/u5dXFzw9fWlS5culJeXM2PGDIyMjEhJSWHFihUsWLCAn3/+WZwbIq8NUayL\nvDGIN1KRmvivzw21Wk1cXFy1CPzt27dxcHCoJuBdXV3R0dEhLy+P06dPc+zYMU6cOIGhoSH+/v74\n+/vTrl07DAwMKCgo4Pjx4+zevZvLly9TVFQkpJNXVFQIaYJ6enrY2NjQsGFDHBwcuH37NteuXcPO\nzo47d+6g1Wqxt7dn9OjRtGrVivT0dCGtvqo+XqFQPCHgnZ2dqV27NmfPnmX37t0cOHBA+OJVv359\nEhISgEd1znPnzqVhw4YcOnSIuXPnCoIV/n99uIGBgdCurMrM73moKU1aT0+PUaNG0blzZ0aOHEl4\neDitWrVi5MiR/Pbbb4KJGSCY3j1rG40aNeLu3bsv+tELVKXJKxQKIbvA0NAQT09PITvhcXR0dJBK\npahUKnx8fEhOTiY5ORlDQ0MsLS3x9fXl6NGjBAUFERYWRklJCbq6uqSlpf3luZFIJOjo6DzzmF+E\nhIQE5HI5a9asYfXq1ajVaioqKqotbFTV1Fe1glOr1YJfQ25urmAoWFX+UeVdYGBggEajwdLSkoyM\njGq17x3btKGThwe3Hz7E28eHVatWce/ePZo0aUJ6ejpFRUXI5XLs7Oxo2bKlUGvu4uKCXC5n4sSJ\nXL9+nf79+3Pz5k1iYmK4e/cuDRo0wN3dnaZNm9K0aVPc3d2Fcoq9e/cye/ZsWrZsyeDBg5k3bx66\nurrIZDJiY2OprKzE0tKSgoICPD096dWrFz169ECpVLJhwwZ27txJq1atGD16NH5+fs/dqlFEvI/8\nr6kyVawS5hcvXuThw4e0bt2atm3b0qZNG5o2bcq1a9cICwsjLCwMPT09OnbsiL29Pfn5+YJALy0t\nxdzcHKVSSU5ODvD/r08WFhZIpVKys7OxsLCgXbt2tG3bltatW+Pk5PTUFqQ//vgj33//PTKZjJYt\nW7JkyRJxboi8NkSxLvLGIN5IRWpCnBtP8mcH+qioKJKTk3Fxcakm4B0dHbl165YQdb9+/TpvvfUW\nnTt3xt/fH2dnZyQSCampqUJ7uFOnTmFoaEijRo1QKBTk5eURHx9PYWGh0DqsyhisKsW+qid4w4YN\neeedd+jatSv29vbUrl2bnJycJxzqq8ZzdHTE2dmZhg0bUlpaKphxSaVSnJycePDgAUVFRTRp0oTZ\ns2fz9ttvExMTw0cffUR2djYlJSWCQZtEIhFaZtUkNF+GqtT/KrM2lUpFeno67u7u+Pr6sm3bNkxN\nTUlOTv7LsaRSKVqtFqlU+kIt4P7cv71KuL4IVZGn0aNHY2BgwIEDB4iJiRHOk5mZGXl5eX85zsue\n22ctjDytlKGqt3hlZSV6enqYmpqi1WrJy8tDIpEIhmtV4t3c3Bx9fX0ePnyIUqkUFnKqhH6VJ4KB\ngQF6eno4ODjQoUMHduzYQXZ2tpCOL5PJqFevHj4+PsyePZu0tDROnjzJjh07cHNzQ6PRcOnSJQoL\nC4UylSph3qRJEyHj5XGuXbvGzJkzKS4uZv78+Vy8eJHVq1djZGREfn4+SqUSiURC69atGThwIN27\nd8fMzIwTJ06wfv16rl69ytChQxk+fDj29vYvfO5FxPvI60ar1RIfH19NnCuVSnx8fIQfV1dXNBoN\nFy5cICwsjH379qGrq0v9+vWFNmwajQZbW1vUajU5OTnk5uYKGTSWlpaYmJhQUlLCgwcPaNq0Ka1b\nt6ZVq1a0atXqCVPIqv2qSpm/cOECMTExJCQkkJ6eTmlpKWPGjGHUqFHi3BB5bYhiXeSNQbyRitSE\nODeej+LiYqKjo6tF4LOzs2nWrJlQ/+7k5ERCQgInT57k+PHjSCQS/P396dy5M76+vhgbG6PRaIiJ\nieH06dMcPXqUy5cvI5PJeOeddwQH7/j4eG7dukVsbCwVFRVYWlpSVlYm9A/XarXo6emhVCqpXbt2\ntfZ0VS3qatWqRXl5OSkpKdWi8ffv38fQ0JDi4mKUSiUWFhbI5XKys7OpVasWn3zyCSNHjmTp0qVs\n376dfv36cf78eeLi4qoZjVVFox93Z6+J5xGgBgYGlJWVCZFthUKBSqXCzs6O3NxcNBrNXzq7/3l7\nr3JR4VXxLLO710mVwZxarUZXVxdDQ0M0Gg2FhYVC+7yqRYqKigrBw6BqMaWsrEyIuhkZGVFYWIhU\nKsXT05PIyEjkcjnGxsaC43tMTAw6OjpUVlaiUChQKBTY2dkhlUrJysqisLCwWncBiURCx44d8fDw\nYMuWLRw9ehQHB4dnHlNWVhZff/210Be9SZP/x96Zx0dV3vv/PftkMkv2fQ9kIRAgIQECAooCte4t\nrUuvVW+trW3dqva6VK9eW2st3J+2ta1Vq1Z7ba0KapV9k80kJEAk+0r2zGSfmcxktt8f3vPcBIii\nEpZw3q/XeWUymZnzzOSZc87n+S6fLG688UZ6e3vFgkNSUhI//OEPueGGG0QZx2uvvcaLL76I2Wzm\n+9//Ptdcc8156Y1+KpHPI6cWn89HRUXFOHEeHBwshPmiRYtIS0sT5SFvvvkm//jHPyguLkalUuHx\neAgKCiIpKQmtVktvby9dXV3CRSIqKko4orS3t+NwOCgsLBTifO7cueI7EQgE6O7uprGxkaqqKg4c\nOEBVVRVtbW3i2KxQKAgJCSEhIYHMzEzmzZvHkiVLhPuCPDdkJgtZrMtMGeQTqcxEyHPjy9Pf339c\nB3q32y2i71FRUdhsNoqLiykpKWHOnDlCvFdXV/Pwww9zxRVXcOGFF7J//3527NhBc3MzRUVFXHjh\nhVx44YWEhIRQXV1NVVWV8MBtamrC5/OhVCoJDg5mzpw55Obmotfr6enpEV3u29vbMRiADG2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IaHh/nwww+BT5sHjo6OYjKZGBgYmPA1DAYDYWFhTJ8+XVhOnYw3em9vL5dffjmXX345DzzwwFd6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\nAAAAYGH+F3JlXWqHj+f3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11ac57110>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get the giant connected component for both graphs\n",
"mention_gcc, hashtag_gcc = components_mention[0], components_hashtag[0]\n",
"\n",
"print 'Mention GCC'\n",
"print ' - Number of nodes:', len(mention_gcc.nodes())\n",
"print ' - Number of edges:', len(mention_gcc.edges())\n",
"print ' - Average degree:', float(sum(nx.degree(mention_gcc).values())) / len(mention_gcc.nodes())\n",
"print 'Hashtag GCC:'\n",
"print ' - Number of nodes:', len(hashtag_gcc.nodes())\n",
"print ' - Number of edges:', len(hashtag_gcc.edges())\n",
"print ' - Average degree:', float(sum(nx.degree(hashtag_gcc).values())) / len(hashtag_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()\n",
"\n",
"nx.draw_networkx(hashtag_gcc, pos=nx.spring_layout(hashtag_gcc), node_size=[v * 0.1 for v in hashtag_degree.values()], with_labels=False)\n",
"plt.title('Hashtag GCC')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### GCC degree distribution\n",
"\n",
"Since we are now only looking at the *GCC* of both graphs, we run the *degree distribution* again. This time we have no *nodes* without *edges*. The shapes are, however, remarkably similar the the full graphs. The distributions are plotted on a logarithmic scale so we can easily see whether the degrees follow a *power law distribution*. We can see that the `mention_graph` still looks logarithmic, so this seems to be an extreme distribution of a couple of highly connected nodes and a lot of poorly connected nodes. The `hashtag_graph` seems to follow a more linear relation now that one scale is logarithmic."
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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29pYpExISgh9++AFpaWmwtraGn58f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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126e5a710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mention_degree_gcc = nx.degree(mention_gcc)\n",
"hashtag_degree_gcc = nx.degree(hashtag_gcc)\n",
"\n",
"# get minumum and maximum degrees\n",
"max_mention_gcc_degree = max(mention_degree_gcc.values())\n",
"max_hashtag_gcc_degree = max(hashtag_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",
"plt.subplot(212)\n",
"plt.title('Hahstag GCC degree distribution')\n",
"plt.xlabel('Degree')\n",
"plt.ylabel('Number of nodes')\n",
"plt.yscale('log', nonposy='clip')\n",
"plt.hist(sorted(hashtag_degree_gcc.values(),reverse=True), range( max_hashtag_gcc_degree + 1)) # degree sequence\n",
"\n",
"plt.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell9\"></a>\n",
"# 3.1 Community detection\n",
"The next step in our analysis is to define communities in our network and\n",
"see what these communities revolve around.First, we will look into the\n",
"sizes of the communities and the biggest accounts in the biggest communities,\n",
"to get a sense for the kind of accounts we find.\n",
"Then, we will look into the most common hashtags used in every community in\n",
"the mention graph, to get a feeling for the topics that live in every community.\n",
"\n",
"We use the [Louvain method \\[1\\]](references) for community detection with\n",
"the following [implementation](https://github.com/taynaud/python-louvain) in\n",
"Python."
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For the mention GCC we have found 25 communities\n"
]
},
{
"data": {
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JqR03/H4/du3ahcbGRtx///1X/TgiIhpJ/CRKRCNKLpdj2rRp0Gg0MJvN+OlP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\neOmll3C73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uOYmJjIpZdeSnt7uxhH19raSmtrK06nkzlz5vDv//7v4n5mz57N3Llzh70e\nkbaFSAAmcvtIiXxvby8vvfSSqKhYvXo1y5Ytw263M2vWrKi2iUWLFvHuu++yaNEilEolycnJrFy5\nkq6urh9USfyZEjESzM7O5qKLLqK9vZ26ujrWrl2Lz+ejoKBABLjMZjO1tbV8+OGHeDwe8vPzKSws\nJDMzUwS/IqMcI+tUqVTy5z//WYxe/KZ4PB7kcnlUsE2hUHznn09fx7kOYEhI/FCRxLqEhITEWSZS\n/p6dnc1dd90letafeuopceI8f/58Vq1aFSXKI/2+wWBQiPfBwUG8Xi9er1fcLhAIiMxKpL9Yp9Mh\nl8ujsoI+n4+srKzv+Gj8cxGZK/7hhx+SnZ3NTTfdRHx8/Hf6mAYHB+no6KC9vZ2Ojg5cLhelpaVC\nHL7//vssX74cp9OJRqNh5cqVwIk14Ha7/yE3/9jYWMrKygiFQtTX17N161Y++OADxo8fT3l5ObGx\nseTl5TFixAhaWlpoaGigpqaGUaNGsWjRIpxO57AeeDgh3GNjYykqKqKyshKbzcaLL76IXC7noosu\nYtasWYwfP55gMEhdXR1vvvkmTqeTsWPH0t/fz9GjR0Uf/sKFC6P6r2+44QYCgQB///vfUalUhMNh\nPvnkE/7nf/5HPIaYmBg0Gg3JyclihF1CQgIajYba2lqsVisXXXQRXq8XlUrF2rVr6erqore3F7vd\njtfrxWw2Y7VaycjIoLq6mtTUVLZs2cKYMWOE+Ni7d68IfJSUlAiBffToUfbv3z/svTrUyfzLhMNh\n8Z4f+vnw+9//nrvuugu9Xk8oFGLbtm0sWrSInp4eEhMTaWlpGdbPPnXqVADhGh/xOtBoNFHBhq/i\nhyy6ZDIZqamppKamMmXKFHp6eqitrWXz5s3U19czYcIEUS7f39/P/v37eeutt2hra0Ov16NWq5HJ\nZGRkZGA2m7n66qvp7++nr6/vjMz8AoGAWHM9PT3Y7Xbsdju9vb0Eg0FuvPHGqM+lyPfB91Gwh8Nh\n/H4/tbW15yyAISHxQ0YS6xISEhJnmUj5+/jx44VAnzt37rC+V41GIwR5ZBb10Kx5MBhELpejUqkw\nGo0kJSWRnp5Ofn4+RUVFFBYWYrVahRBqampi/fr1Qrx8lyXb/4z09fXx4Ycf0tfXx6WXXvqdBDq8\nXi+dnZ1CmLe3t9Pf3y/EZUFBASkpKRgMBh5++GE6OztJTk4WPccNDQ1CdCkUCpKTk7/R45HL5aJc\nuLW1lerqarZu3UpFRQVjxoxBp9OJrGRPTw87duzgueeeo7y8nAULFtDW1obVamXdunVifzExMRiN\nRjZu3Mhnn33Gzp07mThxItdffz3JycmEw2EOHjzI5s2bueiiixg3bpwQOTU1NaIP3+fzRb2ndDod\nwWCQK664gubmZlpbW/H5fOj1egYGBnA4HKhUKvx+P263m8bGRtRqNXfeeScPPfSQEBG//e1vSU5O\n5siRIwQCAZKTk5k8eTIjRoyIqlJxOBw89NBDuN1uFi9eHCXEIv3o4XCYjo4O9u7dy+HDh0lJSSEv\nL4/s7OyoDP7Q1pSMjAyWL18uHs9vfvMbWltbheN5pBS+ra2Np59+mscff5wnn3xSZNaDwSAFBQVc\neeWVw/rlV65cKS6bzWZ+/etfi8srVqwY9vpHXOpdLhc6nY7ExET279/PT37yk/8ToisxMZGqqirG\njRvH5s2bsdlsrF69mmPHjhEbG4vBYKCwsJAxY8aIqQMOh4OysjKuueYa/vCHP5zyOIXDYZxOJ729\nvVGCvKenR6xVjUYT1QaVkZFBbGwsarV62GP9OrEeCoU4duwY3d3dJCUlkZqaSlNTE4ODg/T395Oa\nmkpmZqZYx5HJDF6vV3wnDf15sutOdXulUklWVlaU4WVra+sPdt1ISJxNJLEuISEhcYYM7Q2PZObc\nbrfY4uLixIiniJgYWhKvUCiIi4vjyJEj4rJKpcJkMqFSqbBareTk5JCTk0NmZiYWi4WEhISv7TWX\nyWTcfPPNAMJ9XuLrCQaDVFdXU11dzbhx45g3b96wfu5zgd/vp7OzMypr7nA4sFgsYg1UVVWRmJh4\n0oxcXl7esLLlSKn8UBF/tkhLS+Pyyy+nr6+PHTt28Pzzz5OXl8f48ePFzPSLL76YCy64gD179vDW\nW2/R3NzMZZddxpQpU3C73aSmprJy5UqampowmUw0NzczYcIEli1bhlKpxO1288EHH+B0Orn22mtJ\nSkoCTrxGTU1NtLS08NBDD+FyucjNzY16TxkMBnbv3o3b7aa8vFwEXJKSkpDJZPT19fHJJ59w+PBh\n8vPzMZvNtLa2Mjg4GCUiampq2LBhA1lZWYwYMYL09HS0Wi2Dg4N0dXVhNBpRqVQYDAZ++tOf8vDD\nD/P+++8ze/ZscawGBgaoqalh7969DA4OUlFRwfXXX8+GDRtITk5m9OjR3HXXXbS3txMKhXj22WeF\nZ8CKFSt45513xPNavnw59957r+hdDwQCYhTeXXfdxerVq1m0aJE4FgDnnXceK1euFP3sOTk59Pf3\nc9NNN6HVavF6vcJVPnJ8bTabWJcRE0Cfz8eGDRtEVnj06NE0NDR8b0TX2c7yB4NB7HY73d3dYmtr\na6OnpwePx0N6errIvNtsNtrb23nvvfeIj48nIyODiooKpk2bRkxMDIFAgDVr1tDe3k4gEKChoYGm\npibxnu/p6SEcDhMXFyfGGkbEtkajQaVSERcXh1qtjvq9srJSlMFH+tZDoVDUZ1Y4HMbj8eBwOHA6\nnUL8DzVPvOWWW2hpaYkK8F577bVUV1eLYHFsbOzXeqlEgjiRv8XExAy7vVwujwq0KZVK0tLSvtmL\nLyHxfwRJrEtISEichEgJcWTr7+/H5XLhdruxWCw8++yzUY7Rhw8fFieJKpWKG2+8EZVKJU6gP/zw\nQ26//XbsdjvhcBi1Ws3MmTPJyMggJSUFi8WC2WzGZDL9w0Jx165d5OXlMWrUqLN5KH7QHD16lPXr\n16PT6bjhhhvO2XzlQCBAV1dXlDDv7e2NKqkeP348ZrP5GwUK5HL5SUX82cRoNDJjxgwmT57M7t27\n+etf/0pSUhITJkwgOzsbjUZDVVUVEyZM4C9/+YvwUUhMTMRisbB161ZRAp+WlsZdd92FUqmktraW\n9evXU15ezuWXX45CoaC7u5v9+/dz8OBBDAYD5eXlZGdn093dTWdnJ3feeSd2u10I8jlz5pCcnHxS\nwWY0GrnsssuYOHEimzZtYvv27aSkpJCRkRElIkpLS7n66qtxOBw4HA76+vpwOBwcPXpUXJbL5WJE\nXHl5Oc888wwymQyr1Sr64XNzc5k2bZrIKL7xxhuoVCouvfRSFAoFnZ2dOJ1Odu/eTTAYFFnNoaI7\nGAwSFxfHU089hc/nIzY2lueee47jx48DJ8bPdXV18e6777J06VJuvvlmlEqlCCxExrfdfffdPPPM\nM+Iz6+67747yOFAoFGi1Wh5//HHgxGfY4OAgF154YZT3gEqlory8nEcffVS0OXxbosvv94vXJLLF\nxMREVSF8XZZ/qLiPVJ0cOXJETCyw2WyieiFSwWAwGEhPT2dgYIC8vDx0Ol3UplKpaG9vp7a2llGj\nRkV9hvziF7/gtttuQ6lU4nK5ePzxxzEajZjNZgwGAyqVSjyumJgYYmNjUSqVou2pv79fTAGIvO/U\najVyuVy0RUTo6+tj3bp1tLW10d7ejsfjEcEdv98/zIiyt7eX1NRU9Hq9KK8PhULccMMNqFQqYmJi\nzmpZfVFREX/+85+jAisSEhJfjyTWJSQkfjCczlzzrxLhQ68bHBwUva05OTk4nU5MJhNyuRyXyxV1\n0uNyuejp6UGv12M0GoXgNhgMLFu2jIaGBtRqNa+++iozZszg1Vdf5dZbb+VnP/vZWXvuTqeT48eP\nc9lll521ff6Q8Xg8bN68mcHBQX70ox9RWFh41k5MI1nK9vZ2Icx7enowmUykpKSQmprK6NGjSUpK\n+qd25ler1VRVVTF+/HiRjZbJZIwbN070aVdUVGC1Wtm/fz8ff/wxmZmZdHZ2Yjab0Wq1TJ48GYB3\n3nmH1tZWLr/8chITE9m7dy/79+/H6XRSVFREVVUVLpeLvXv3smHDBlGym5mZyYQJE04rwBEMBjl6\n9CgNDQ1iBv3Bgwdxu938/ve/x263k5aWRlxcHCqVCpVKddI2gnA4LMrqHQ4HCQkJ7Nq1ixUrVlBc\nXIzFYiEtLY3e3l52795NbW0tu3btIikpiWnTpgnn+LS0NOLj48nJySE2NpZgMMiMGTMwmUwkJydz\n1VVXIZPJSElJ4YknnqCzsxOFQsHSpUtZu3Ytl1xyCXFxcSxevBitVsv//M//COF91VVXCSFusVjo\n7+8fJtQsFgtLlizB4XAQHx+PwWDg4osvpq6ujsOHDxMTEyO8MCKZ9Yjr+NGjR8V1paWlZ2U9BQKB\nYWJ8aLDE6/Wi1+sxGAwYjUYMBgN2u/1rs/x+v5+uri66uroYGBjgvvvuE+L+3nvv5fPPP8disVBW\nVkZqaiomkwmtVitGHcbExABQX19Pfn6+WAMOh0MI49bWVrq6ujj//POj7jsrK4tbbrkFnU7H22+/\nTUZGBqFQCLvdjt/vx2KxkJ2dzaRJk/B4PMTHx7Nv3z76+vrweDz09fWJKod77rkHs9kMINaQXC7H\n5/PR0NDAL37xC1paWoiJiRHZ+EhmPNJ6cuWVVzIwMCAqvV588UXmzp3LG2+8gUKhwOv1cuzYMbRa\nLRkZGWdVrMvlcoqLi6XSdwmJM+Sf9yxBQkJC4kt8ea75HXfcQWtrKw0NDWi12igRrtPpiI+PR6vV\notVqSUtLQ6vVAidO+gYGBnA6nWi12qiM1E033TSspD03N5cZM2acNJsXyUa1tbVx0UUXsW7durPS\nS/xl9u3bR1FR0Xcy//t0CQaDHDp0iGPHjpGRkfGdjIoKh8Ps37+fzZs3o9PpuOWWW77RrPlIT29E\nlHd0dNDV1YXBYBAZ86SkJNrb28nKyqK0tPR7YcYVDAY5ePAgLS0t3/hxKZVKysvLKSsr48iRI1RX\nV7N582bGjBlDd3c3a9eupbS0lPPOOw+FQsGuXbtoampCq9UyevRonn/+eUaMGMHUqVPZtWsXDQ0N\n6PV6dDodBoOBffv2kZycTFZWFlOmTCEtLe20gxwej4fGxkYaGhpobm4mMTGRvLw85s+fL4RPfX09\nmzdvRq1WM3LkSAYGBr5ynzKZTGRTa2pqaGlpYf78+VgsFjQaDQ888AB+v5++vj66urp46623iImJ\nEYLa6XQyceJE/uu//itqcoPdbmfVqlWYTCZ++tOfsm3bNmHwt3DhQiFKExISuOyyy6Kc3pctWzZM\njN9999309PRgtVrp6elh8eLF9Pf3Ex8fj0Kh4LHHHmPZsmU4HA6SkpJ4/PHH8Xg8IhBiMpk4cuQI\n5513Hj6fD7VajdPpRKVSRWXbXS6XaFcYypdL1PPy8nC73ScV4g6Hg4GBASHGI4I8Ly9PXNZqtcPE\n45dLq1NSUmhubhZVLBFzwMTERJKTk0WmGU58zqvVah599NGvXUder5fW1la6u7tpb2+nra0NQJTE\nX3DBBaSkpBATExNlFqjT6Zg9ezatra3MnTuXpqYment70Wg0eL1eHA4HFRUV/PWvfxWv5aRJk7jv\nvvvEWosESZYvXx71HvX7/Rw4cIBly5bR1dUlys+DwaAQ+JH/lcvlDAwMsHbtWnE/V1xxhajcmDdv\nnhgh6Pf7eeGFF7jxxhulVioJie8BkliXkJD4wfDlueZ9fX2kpaWhUqkoKSlBq9WiUqlwuVz09fXR\n29tLb28vnZ2dHD58WIxkMhgMmEwmTCYTHo8nap8ymYzRo0ezfPlyuru7T5nBjxCZT52dnU1zczNX\nXnnlWe8nD4VC7Nu3j3nz5p21fX5TTibMDx06JBy7lUolL774IjKZ7FsT7zabjQ8++IBAIMCVV14p\n/AVOl8hM7qHmb11dXWi1WqxWKykpKRQVFZGcnCz2u2/fPq677jr8fj8xMTE8//zzpKSkYDKZ0Ov1\n35lwP3jwID/96U+5/vrraWlpob+/nwkTJgiX8pMJ+VAoRHt7O3a7nYSEBFJSUqIev0wmIzc3l9zc\nXA4dOsSLL75IQ0MDOp2O7u5ugsEgt99+O9u2bSMzMxOA//iP/yA1NZWGhgY0Go3I8I4dOxa/309i\nYqIw1TodIq9RfX099fX1dHd3k5WVRV5eHjNmzBABuaEUFBSQl5cnnL0BTCaTEPND6evrY9++fezb\ntw+dTkdFRQWzZ88mLi6OCy64gPvuu4/Vq1ezZMkSZDIZ69evZ9KkSfzoRz8SQjMUCvHpp5+KzxWT\nySRKoCNVGV1dXVGCWKvVsnPnTpHNnjBhghgJOXv27JPOT//lL39JMBhk/vz5GAwGXn75ZfH3xYsX\nC1GfkpJCMBjksccew2Qyfe0x7u7ujsq2q9Vqjh07xuDgoNgGBgaQy+VRJeoPPvggDQ0NQnwbDAZG\njBgRJcbP5P3gcrlQqVQ8/vjjtLe3YzQa2bZtm/D9yMzMFK0lkeDO6fRNRwJwra2tInPe19dHOBym\nsrKS4uJipk+fjsFgGBY8CIfDUVUekX319PQwcuRILr/8cgYGBti3bx/btm2jpaUlytskGAxGzU/P\nyMjg2WefJSEhgfT09Kiyd5/Px8KFC1EqlcTFxSGTyYTJnEKhGNY7HhkRGrmfSIm9VqvF5/Px/PPP\ni/Uxd+5c8d6RkJD4bpHEuoSExA8Gi8USdcJqsVhwu90cPXqU7u5u+vr6RLY8Uq5uMplIS0vDZDJh\nNBqHibcjR44M22dEgJ+Jedc/8j+nS3NzMxqNBqvVetb3/Y9yMmHe1NQUldWqr6/nV7/6lbjNSy+9\ndNZKaofi9/vZtm0be/bsYfLkycKgqb6+/pT/EylzjQjztrY2Ojs7UalUpKamYrVaOf/887FaraLv\n9GS0tLTg9/vF4zh27BjNzc309vbi8XjEOkxISCAhIQGj0UhCQgI6nS5KCJzNTHgoFOLQoUNcf/31\nPPbYYyKQsGbNGrKzs9m3bx+33npr1PUVFRW0t7dHGVTNnTuXzs5OYmNjRYWK0+lEqVSyceNGpk+f\nztixY3n66adRKpXk5+fjcrlYunQparWa119/HaVSKfqvtVotxcXFXHDBBfz973+P8oRIT0//yudz\n7NgxGhoaaGhowO/3k5eXR1VVFVlZWaeVhZfL5VRUVFBcXMxbb73FK6+8c2/EAAAAIABJREFUwogR\nI5g8eTJarZb6+nr27NlDR0cHJSUlzJ8/f1h1jNFo5N577+Whhx4iPT2dY8eOkZOTQ0VFBYcOHaKz\ns1Nso0ePFp8rc+bMEW7uFouFWbNmCVPBiCDWarVR4j0cDrN48WKxjzVr1jBt2jTRRz00cKnRaHA4\nHFFCzel0olAoyMrKIiMjg8HBQTweD729vSIrOzAwgNfrFZcjm1KppLKyEr/fT1xcHJs2bcLv94vS\na5VKhd1uH5bFBli6dOkZrtYT78W+vj6RKY/8DAaDJCcnY7VaKSgowGq1cuGFF37l++JkfdNut1tk\ny1tbW+no6CA+Pp6UlBTS0tKorKzEYrHQ1NQkyuBPRaRNIBwOMzg4SF1dHXfeeaf4jLv//vtZvXo1\nXq8Xq9XKmDFjxIz2oYEWs9nMwMAAK1eupLKyUqzRoWK9t7eX/v5+MZYwNjZWjHCDE9MgrFYr11xz\njRjjOfR+UlJSmDt3Ltu3b6esrCxqfQwODp6T7yoJCYkzRxLrEhIS30u+rv98cHBQZMYjWXKv18uS\nJUtwOp0YjUYaGxvF2LPy8nLR53gmfcJZWVnDsujfN/bs2fO9MZWLZNQPHz7M3Xffzcsvv0x7ezv1\n9fXiRD8QCJCeno7VauXWW29Fq9Xy8ssvs2vXLj7++GPKysoYNWrUaWX5vo7GxkbWr19PamoqN954\nIzqdbthtIiOUImXsEYEeKau1Wq2cd955WK1WNBrNGd1/VlYWMTExQviOHDmS8vJy4IR4j6xhu91O\na2srBw4cEGs5IuJNJhNxcXHceOONwwT0mRIMBlm7di1ms5lDhw5FBRIOHTrExo0bSU1NxWKxCE+F\niEjo6emJOqH3eDy4XC48Hg8jR46MKuWdOHEi9957Lx6PB4/HQ0NDA7Nnz+aNN94Qt5k1axbPPfcc\n+fn5ZGdno1ar6ezsHOZS7nK5aG1tjcro+3w+mpqaqK+v58iRIxiNRkaMGMGPf/xjkpOT/+Fe25iY\nGCoqKpgzZw7r16/n5z//OXK5nMrKSsaNG8cVV1whephPdmx1Op147lOnTqWvr4/Dhw+TmJiIWq0W\nwZiBgQFhjhcpnX733XdZsmQJv/vd7zCZTFx77bXo9XqcTudJs9lDM+WLFi3imWee4eabb6a7uxul\nUimE2fvvv89NN90UJdSys7P5f//v/7FhwwYhuoeK7cim1Woxm82o1epht4kYkJWVlYljEAgExIiz\nqqqqM3b/DgaD9PT0DBPmsbGxWK1WkpOTqaysJDk5Gb1ef8avcygUQq/X09/fT319PZs2bcLr9ZKb\nm0tycrL4rviqKp9QKCT8TVwu10k3t9sNnMiMDw1YuN1uli9fTm5urgjyhUIh7r77bjFSLSMjgx07\ndvDBBx985TGLjIiDE+0ePp9PlL1HggXz5s3jvffeQ6/Xk5iYyM0330xfXx9ms5k1a9bQ09PDlVde\nic/ni1ofkTGFEhIS3z2SWJeQkPhecrL+85aWFiHMg8GgyIwbjUbS0tIwGo0YjcZh5cX19fWMGDHi\nH3oc5zIjfjZwuVy0tLREjY36thla8p6YmMjSpUvFCfqyZct44oknSE1Npb29ncceewy73U56enrU\nrOa7774bk8nEnj172LNnD08++SQJCQnk5+dTUlJCZWUl6enpp31y7nQ62bBhA52dncycOTPq9XO5\nXHR0dLBz5052795NR0cHgBDmY8eOxWq1nrRk+kwpLS1lzZo1HD16VGTEI8TExGCxWLBYLMP+z+v1\nChHf29s7LEPf2NhIaWnpGTnHBwIB3nrrLZGRKy8vjwok5OXlMWnSJDo7O/njH//Ihg0b6O3tZc+e\nPfT394vy2sh7UqfTYTab+dvf/obJZBom5Lu7u4ETY8wihlhDbxMIBNizZw/Nzc1CeOn1eqqqqobN\nIB+a0b/00kuprq5m4sSJIvOZnp5+xpUGJ6tWCAQC1NbW8tlnn9HX18fs2bNxu920tbXhcrnE/0ZM\nyyJjuCIGZpF9ZmRkcPDgQYqKikRFRaR6IvK5lZCQwKhRo2hra0OhUGCz2Whubhal8E899RRLly4l\nHA7j9XopKioiGAySlJTEsWPHhh1vhUKB3+9n9erV3HzzzSxatEj0Kv/pT3/izjvvpKOjA6PRyGef\nfSaM5TQaTdSmVquJj49HrVYPu+6r1pvdbuett95Cr9ezZMkSVCrVV7p/Dz2Gkc1ms6HT6YQwnzRp\nEsnJyWccJIP/zcgPLWfv7u4mMTGR1NRUcnNzmTRpEiqVioaGBn7yk59gNpu55pprOHLkCCkpKchk\nMux2Oy6Xi8bGRtRqNR6PB7VaHeUIHwlqKJVKbDabyNKnpKREBSxGjhw5zGBNLpeTlZUVFQg2mUxc\nc801wqEdToj6iBeCw+HgySefxO/3I5fLRfuW2WwmPT2d6dOn09/fL6YdXHTRRbS2tuL1etm0aRPz\n5s1jypQpDA4OolAoWL9+PXPnzmVwcJD09HRsNhsulwu9Xi+M9rq7u7HZbCKg8H3w3pCQ+L+AJNYl\nJCS+EyKR/6EmQ0N/ZmZmDus/z83NFeI8Pj7+rDrV/rOyf/9+ioqKvpFJ2jelrq6Offv2iazS0EyS\nUqnknnvuAeCRRx4R1/385z+Pup1KpcLn89HY2EhbWxtyuRybzcaRI0dYt24dfr8fvV5PaWkplZWV\nVFZWUlhYKHqsh/bH+/1+PvnkEyorK5k6dSp2u52tW7cKd/ZgMEhKSgrhcJhRo0ZhtVqHlZ2fLSLl\n1WeaBY+Li8NqtYrWhn379kUJa71ez9NPP01hYSEjR44kMzPzKx+/3+/nb3/7m3CL1mg0NDc384c/\n/AGHw0FeXh6JiYn85S9/EaJ4xowZfPDBB0JYNzY2MmvWLDEyauvWrZSXl4sMcH19Pb29vUJgRwTM\nvffeK/rZ9+///+ydeXhTdb7/X0mTplu6JG2673tpWQuye4siMI4OiAKuuI5XZ9zHcdyvMF51EJgB\n9br9dMC5yjB33BEFBAVBoGwtBUoXuqZbmqZN02Zpk/z+4Dnfp6ctCI4KOHk/z3nSnJw935Oe92d5\nvw+L7Xu9Xtxut/D1jouLIy8vj7i4OO688068Xi+VlZVUV1cPKeGeOHEiH3300RmXyg+E2+2mubmZ\nuro6br/9dnFNX331VQ4ePIifnx+zZs0iPT0dPz8/7HY75eXlbN68mTVr1hAWFiYrPZbOxeFwcOLE\nCVEZsm7dOmpra3n00UdPmwVOS0tjyZIltLa2EhYWJgtUJCQk0NrayqpVq8Tyd9xxB7GxsbLlUlNT\nueGGG9iwYYPwCn///fdZsGABf/rTnwRh/PbbbwkKCiIsLIxx48aJ39Te3l7sdruohOjo6MBut9PT\n0yObL42dwSS+qamJ0tJSJk+eTGFhIS6XC7VaLdS/7XY79fX1MmIuKelLpez5+flER0fj5+cnhOlC\nQ0NP22YyEA6HQyizS+RcqVQK54Ho6Gh0Oh0dHR2Ulpaybds2Ojo6CA0NZcqUKfT397No0SJWr14t\nfqf+9Kc/ER4eTkJCAlFRUYwcOZKQkBBZ0KKzs5OqqioOHz5MS0sLKSkp5OXlceWVV6LRaP4luzIp\nUy6d3+eff051dTVhYWGkpKQQHh6O3W6nr68Pj8eD1Wpl2rRpvP/++zJR1IH96PPnz8fPzw+HwyHs\nRa1Wq1CEl+49k8lEdXU1VquVESNGsG7dOrGNxYsX09bWJkRaJb0JaTqfhU598OFCg4+s++CDDz8a\nXC7XENXfga+AzIZHr9eTlpZGeHi46KmUHg6Sk5NJTU09x2d0fsHr9VJSUsKvfvWrc3ocZrOZ5cuX\n09/fzyOPPCLLJEVHR1NRUUFTU5OMnOv1etlyDoeDFStWcP/997N06VJBED0ej8gueTwe9u3bx1//\n+lfgpAp5eHg4S5Ys4fnnnxfb+uMf/0hERARlZWXs37+f6OhoYmNjGTFiBJdeeqkQhhpoxXS+Iz8/\nn1dffRWTyURWVhb5+fkUFhZy7NgxtmzZgt1uF1m7mJgYGTF0Op289dZblJWVodPpxAN1YWGhrMxW\nItJwktA6nU7gZO9rVFQUe/fu5ciRI2RnZ/P5558ze/ZsNm3aJLML6+jooLe3lxUrVoge3X379uF2\nu6mtrWXevHnU19ejUCh4+eWXUavVeL1eMRYWLlyIUqnEarUCJ3UoIiMjKS4ulvmBOxwO2bGaTCbi\n4uKGzfZJ5Ly+vp76+nqampqIiIggKChIVq3Q1tbGggULhML7tm3bqK+vx2KxoFarBUFrbGwkODiY\niy66iIKCAvR6PQCfffYZc+fOFT3G48eP58EHH2Tz5s1cffXVp/xulUolGRkZZGRk4PF4WLJkCUaj\nUfQVS9+BdP7x8fFkZ2cLgi+pnC9fvlxWxrxkyRKxPYko5uTksHPnTioqKmhsbBSZfGnsnM7CUApI\nDCTxnZ2dHDhwgKSkJMaPH094eDhbtmyhpqYGk8lET08PLpcLAL1eT1RUFDExMcK+MDQ0VJbJ9/Pz\n4+jRo9x9990y7/Ts7GyZsnxWVpYQgauqquL48eO0tLSIwInL5cLhcNDd3Y3L5cLj8QhLM6liQKPR\nEBkZycUXX0xXVxcqlYqenh7Z71RHRwdz5swRGhdhYWF4vV7a2tqoqKigsrISq9VKRkYG48ePJyUl\nZUibxL9iVyb1wMNJ7YGrrroKo9HI3r176e3tJS8vD5VKxZEjRwRhV6lUIksuCaoOFkl94403xFi5\n/fbbBYFPSEgYNmsu3cPSNpxOJ1FRUfT09NDS0kJPTw+9vb3C+lSpVA4h8AOnoKAgQkJCTknsJR2K\nga0Bvky+D/+u8JF1H3zw4awh9ZO3trai1+vRaDR0dHQMIeNOp1NmwxMWFkZ8fLx4HxAQcMoHQ71e\nf973ip9r1NbWotFoxAP9uYLJZBIPuGvXrmXFihWYzWZ0Oh3Lli2jsbFxCIlXq9WsWLFCZLrfeecd\n+vv7sVqtdHZ2ChGtgdNgSBnZ1tZW2QN2XV0d7777LsnJyeTk5AhVZLVaLco+g4ODf9Jr9K9C8lNO\nTk4WPe/h4eFMmjSJSZMm0d7ezpEjR/jwww9RKpWCfDU0NHDw4EF0Oh1xcXFMnDiRwsJCwsLChuxD\np9PJSGFMTAwLFiwQJfBTp04VtmpFRUWiPFYSL2tubmb79u0UFhbi8XgYM2aMEJ+bNGkSTqcTpVLJ\nBx98QENDA0lJSfT09Ijvr6enh5iYGHp6esQxhYWFsW7dOmbOnInT6SQ+Pp7Ozk5Rki0dq8vloqmp\niYSEhCHk3Gg0otPpBKH09/fHYrEQGBhIcnKyqDaQfLftdjuJiYnEx8dTUFBAUlISer1eCACqVCpq\namr46quvOHbsGPn5+ezatYuLL75YfDfS9Xz44YdZsmQJWVlZss9O9z1LxH3Lli1s2bKFWbNmcd99\n99HR0UF6ejoZGRliuYCAAHbu3InD4eCRRx7BZrMRHR1NWlqaIDdZWVli+waDgXnz5tHW1sauXbto\naGggMzMTj8fDBx98IMbOiBEjRBBCgkKhEGRXp9PR0NDARx99RGFhIU899ZS4t59++mnUajXTpk1D\nr9eLdhKLxYLZbMZisdDQ0MDhw4exWq1YrVbRA+5wOLjmmmtk9/Phw4dpaGiQVeb8+te/5vHHHxfX\nTK1Wi4CKv7//kN57f39/VCoVCoUCj8cjyKVCocBkMvHPf/6T3/72t0RHR8t+p3p6ejhw4ACjR48W\nY6qiogKv10t2djaXXHLJ92rB+FcQHx/PvHnzsFgs7N27l6NHjzJhwgRiY2Npb2/HYDDI7Eb/8z//\nU3avDG5ZaWxs5PPPP+fBBx885f/ZqKgo2Tbi4uJOuawULOnp6RGTRORbW1vp7e2VfQYMIfPx8fG8\n+eabYn+nOzYffPi5w0fWffDBh7PG4H7yO+64A5PJJLPiCQ8PH9YX90xxvveKnw+QhOV+rHaAM/FF\n93q9sgdck8kksn91dXVC6Xvt2rWsWrWKsrIyQkJCePbZZ3nggQfw8/PD4/Ewb948tFotKpUKlUol\nlKQl0n46BAUFyR6w09LSGDFiBI2NjXzyySeCbKpUKlG2qdVqCQgIEOXfkZGR6PV68bA4uLTzfMjq\nDFaDHggpQzh9+nSamprYvXs3O3bs4LHHHpOVeSuVSioqKoaQmYCAAKKiorjllluwWCyEhIRgs9no\n7e3F4XDg8Xjw9/cnMTFRJhL3i1/8gr6+PpxOJ9HR0YSEhODv78/IkSOJiIjA6XQyefJkWQb+2muv\n5aOPPmLOnDmo1WrsdjvPPvssjz32mIyoS7BYLHz++ecALFq0iI0bNxISEsLMmTMFgdi1axdTpkzh\nm2++EZnzpKQkxowZw/Tp0zGZTOzbtw+tVsuxY8eEUNsrr7zCnj17SEhIICwsjGXLltHR0fGdrgRp\naWmkpqayfft2li9fTmFh4RB1eIARI0Zwww03sGzZMlauXDmsHdypMH36dF555RX+/Oc/k5+fz+zZ\ns4U4ZmNjIzt37qS9vZ0pU6ZQUFBwVvoFBoNB2HPt2rWLiooKCgsLSUhIwGg0snXrVqKioggJCSEl\nJQWTyST63SVxv4CAALxeL2azWUauLRYLNTU1HDp0CKvVKjK7A5XSB7ZAuFwu2RQQECC7nwGMRqNs\nHz09PdhsNtFyId0Xfn5+KJVKMalUKvz9/YUw3sA+fOk+T09P59prrxWCcS+88ALl5eUEBwfz3nvv\nccUVV9DV1UVxcTFTpkzhqquuwmAwnPM2rIiICGbNmsXUqVM5ceIEr7/+Om63myuuuEJGxm02myzT\nLgU1pPsxKSmJBx988LSCcomJiUNE8E4FhUKBRqNBo9Gg0+lOew4SsZfIvETkOzs7h1TO+Mi6D/+u\n8JF1H3zw4awx2M/c6/WeU4Gzf0fYbDZqa2uZM2fOD7K9gdkQ6aGpq6tLVo66fPlyGhsbcTqdYnK5\nXFx66aW8+OKLtLa2CsX04uJiQkJCZCS+tbWVV155RexTsvkaWML+4IMPYrfbBUFXKBSCKA8k7dKD\neGZmJvn5+axZs0YWVLjsssvEst3d3dTU1FBZWUl5eTm1tbU0NTXR0NBAY2OjyLpJzgFarZbAwEAZ\nQR8YgBpYwin9/VMQ+9ORdamioKqqitLSUqqqqhg/fryszFuqUrFYLDgcDmHL5XQ6hS2X1+slMDCQ\nUaNGYTAYZCT7qquuQqVSye79kJAQ1q9fL+tzl6y9wsLC8Pf3F9dNysA7nU7mzp3LN998I9Z76qmn\ncLvdfPLJJ1x++eUEBASg1Wqpr69nzpw57Nq1S2Rf3W43XV1dfP755xQVFbFt2zaRXe/v72fGjBl0\ndnYSGBjIBx98QF1dHQ6Hg6ysLIKCgmSCXWq1mptuukl2LYcLGAwHo9FISUkJTz75JL29vaxfv56k\npCQuvvhiwsPDxXK//OUvOX78OP/93//NCy+8cEo1+cFob2/HZrPR2dlJUVGRsLkbSNKvvvrqsyLp\ngxEVFcWvfvUr2tvb2b59O93d3bIM9r333ktdXZ0sQLNgwQJWrVqFSqXiN7/5DW63W0auVSoVZWVl\nwuNbcuCQ7l+3243b7UapVAp1fJ1OR1RUFAaDAZ1Ox+rVq2ltbSUxMZGcnBzKy8t5++23xT4KCwt5\n/vnnKSkp4cSJE/T09OBwOOjr6xOVO1I1CiDEDXt6ekSwQGqxiY6OlvWpv/DCC2zYsIEFCxZwxRVX\nkJGRgdvtZv78+edl20xwcDBOp1Pcl5KOgvR9hYWF8be//U28/93vfjeEeH/Xb9ZwIng/BAYS+4Hu\nH3V1dbJziIqK+kH364MPFxJ8ZN0HH3w4awznZ+7DT4uysjKysrJOK74k9ZgOzloMLE0c+F6pVMoI\nqNfrlWWzJPEijUYjSks1Gg3ffvstv/vd78TD7qpVq4iIiEChUPD4449jMpkoKCiQ9SZLfep+fn6y\nfajVagoKCmhqapL5NLvdbnGuarWahIQErrvuOhYtWiSUok+VDdVqtYwcOVJWhiz1v6tUKqqrq6mv\nrxetHRaLBa/XK1SeAwMDcTgctLe3i/YNKTs1MFsoKTNnZGTQ3t4uLMbUavWQPk2J3J8psXe73ajV\nahobGyktLSU/Px+bzcaJEyeoqqqivr6esLAw0aN78803Y7PZZKJ0Z1KK3dfXh8Ph4Msvv8Tf319G\nzF0uFwaDgaKiIjQaDXv27BHkWVrG398fl8tFfn6+TORKEquTMnk9PT2y9WJjY7FYLNhsNt59913m\nzJnDmjVrxPrXXHMNVVVVaLVa5syZI7KEBoOBSy65BH9/f77++msKCwtlInnXX389/v7+5ObmotFo\nhligDWfldyaor6/nww8/5PLLLxdOE/n5+RQXF/PXv/6VvLw8pkyZIoQw7733Xh566CFeffVV7rnn\nnu/c/tGjR9m8eTMLFiygvr6e9evXExQU9IOQ9P7+foxGI5WVldTV1VFbW0ttbS1tbW0sWrRoSAZb\nq9UO8eCWPg8MDCQ0NJTnnnuO1tZWdDodlZWVjBs3TqaWrtVqCQ0Nlb0PDAw84+z0cP7ohYWFwMl7\nubW1lcbGRqqrqyktLaWjo0MWgOzq6hKK6VLgLTQ0lKCgIOx2u+ycjUYjv//972W/aStXrvxe1/qn\nwsAy9a+++orf/OY3WK1WoqKiiI+Pl5Hz+Ph4Qb7PV5xNJt8HH37u8JF1H3zw4axxIXiP/9wwsCQ9\nPj6e0tJSRo0axdGjR2U9gQMJuGTnNFwGODY2dsj8wUI/ZWVlQ8rLB3/XfX19tLe3yx52y8rKeOWV\nVwRxh5NZyG+//ZYVK1ZQXl5OSEgIa9eu5eGHH5bto7+/nzvuuIMXXngBl8uFXq8nICAAu90uyusL\nCgq44YYb/qUsl1KpJCIigszMTMaOHSvmu1wuTCYTRqOREydOiFJ+qRS8paUFrVYrHvYlwiSJ5o0f\nP57KykqCgoJ49tlnefjhhzl27Bj9/f2iEsHlcuF0Ounr6yMgIEAmuiQFCKRSfem9yWTijjvuEMR7\n1apVHDlyhNTUVDIzM9HpdBw+fJiCggImT56M0Wikvr7+lLZxp4Ik+KbX64eIPGq1Wt59911ZhnWg\nn7dkHSZlvN1uN2FhYUyaNEmUv/f09LBp06Yh9mxSEGPmzJkiOzqQIHZ3d+P1elEqlezevVuozl99\n9dVs3bqViIgI9Hr9sPZw48ePF6QwMjKSX/ziF3R3dwvrubNFTU0Nn3zyCVdeeSUpKSlivkajYerU\nqYwZM4Zdu3bxxhtvMG7cOCZMmIBGo+GJJ57ggQceIDs7W1b5MRBer5cdO3ZQVlbGokWL6Ovro6Wl\nhS1btrBgwQLRf3wm6OvrEwRWmurr62lra0OhUMi81NPS0rjssstIT0+X3Y85OTn4+fnJvispaKZS\nqdBoNNTV1ZGbm8uYMWPQarVMmjQJjUbzg5aJK5XKUwq1KZVKYmNjiY2NZfz48SxcuJCuri5ROdPY\n2IjFYkGj0eDxeETgraSkhObmZplavkqlIiUlhZaWliGl/cPpPJwvGI7cDgwE/hhZ8R8TP1Ym3wcf\nLkT4yLoPPvhw1vD1k//0OHbsGIsXLxYPlE8++SQVFRVotVpBwOPj42VZ2+Dg4DMuuR0MifA89dRT\n6PV6wsLCCAgIEETJYrFgMpkwm81MnTpV9rArCUoNJu4vvvgiRqOR119/XSwbFBTE8uXLBYH4+OOP\nufnmm3nooYcIDQ1l3bp1mM1mMjMziYuL46KLLuLSSy8lMDDwB7u2A+Hv7098fDzx8fFMmDABOEmg\nbDYbJpOJ5uZmampqqK+vp6GhQRBIj8fDpEmTZH7gv/nNb2hqaqKmpobw8HDCw8OJiYkR17K/v18E\nV+x2O93d3bS1tQmrLKk03eFwMGPGjCHK5bm5uZhMJtavX09ycjJz5swhNjZWVDuMGzeOvLy8M7aN\n83q9lJeX8+WXX5KVlUVcXBxz587F6/USFxeHx+Nh0aJFfPrpp3R1dWG1Wtm1axczZ87E6/ViMBho\nampi9uzZQshq1qxZ/OMf/5Bl2Lu6uti1axeLFi2iqakJjUbDhg0bmDFjhlCZ7+/vlxFEj8fD/v37\nOXTokMxSzuFw8OSTTwpiMrh8Vq1Ws3btWoqKioS9XVRU1Pcuq62qquKzzz5j3rx5p8z2SUGH8ePH\ns337dl5//XUmTZrE6NGjeeihh3jhhRdIS0sjIyNDtl5fXx8bNmzAarVy6aWXsm3bNsxmM1OmTGHq\n1Kl88sknOJ3OIZ7j/f391NbWUl1dzfHjx6mqqqKxsZH29nYA0a8dGRlJRkYG06dPJzQ0VNiC9ff3\n093dTXNzM319fSxdupSOjg5iYmJEtc3jjz+O2WwWlodLliwhLi4OtVpNb28vO3fuJDExkdzc3NPa\n1P0UUCgU4n4rKCgAEEJx+/bto7q6mq6uLjIzM7nqqquw2+088MADwElRQMmbfuBv2kDXhPMRPnLr\ngw8/X/jIug8++ODDBYCGhgZZpgfgxhtv/MG27/V66erqorGxkcrKSoKDg/nLX/7CddddR0tLCyNG\njODbb7/FZrOJLLFCoSA5ORmv1ysy5llZWbz44osAQ4h7e3s7a9eu5YEHHqCnp4eCggL++Mc/0tjY\niEql4oEHHmDOnDn8/ve/lylLV1dXCzGzwQTnp4BCoRBZ7rS0NKZMmQIg/Kzb2tqEIv7ArK7H4yE0\nNJTGxkZaW1uFWJbX60WtVhMXF0dMTAzR0dFkZ2djMBgICAgQvb7Sq1KppKSkRFbSrtPp+Oqrr1Aq\nlWRmZhIQEMCOHTuElVJtbS12u52SkpJTWiYNLMU3m81s2rSJ3t5errzySpKSkvB6vRw9ehStVius\nFhUKBZdffjl///vfCQ0NFeJvs2fPFln3iIgIZs+ezbRp0/B4PLJ+daVSyezZszly5IjoHVer1Uye\nPBmHw8GcOXPweDx8++23QgE+JiaGzz77TFzXwZZyAzOIgzOMCQlCgitxAAAgAElEQVQJBAUF8emn\nnxIdHU1RUdF3il6dCuXl5WzatImrr76auLi471w+PDycK6+8ktbWVr7++muKi4uZNm0ac+fO5dln\nn2XVqlWiDN9qtfL+++/j9Xrx9/dn8+bNQ4TjMjMzeeedd4iJieHYsWPU1NTQ1NSE2WwWll1arRad\nTkdiYiJjxowRInBer5egoKAhpegDS9QljYkzwUCF+aysLJxOJ5WVlRw7doxNmzaRkpJCbm4uGRkZ\n3ztg+K9C0nGoqKigqqqKoKAgxo0bx7XXXoter6elpYXGxkb6+/vp6uoSfet33HEHn3zyCb/97W/p\n6ekRlnfV1dXn5Dx88MGHf2/4yLoPPvjgwwWAxMREWaZH6pM9W7hcLjo6OjCbzTQ3N1NdXU1VVRUN\nDQ2CUGk0GubNm8d1113HihUrZH2bKpWKyMhIoqKiCAsLE0SprKyM119/naioKG688UbUajUGg4G/\n/vWv/P73v8dmsxEfH4+fnx/Lli1DpVLxyCOPCLV4aR9KpVIWlOjr66OgoICpU6eetj//XEAii1KW\ndnBWV/I8Hzt2LK2trZhMJtra2jCbzbS2tlJXV0dNTQ39/f24XC7cbrewOAwKCiIwMFCoWev1ev7y\nl7/Q0tKCSqVi7dq1qFQqZs6cSVJSkrCn8/f3Z+vWrYwbN4709HShuN3X10dPTw9tbW1CHT8lJQWr\n1Yq/vz8ffPCByLzu3buXnTt3UlpaitVq5amnnhJCXXCShF5yySWiNUEi0FKg4qKLLhoiOif1q3s8\nHjZv3sy1117Le++9h9vtZs6cOUPU4m02m1hnwYIF2Gw2cc2TkpKYP38+Op1uiG3hcBnGESNGkJ2d\nzb59+3jnnXfIzc0V/eRniiNHjrB161YWLlw4rOr76RAdHc2CBQuoq6vjq6++or+/n5SUFHbu3CnG\n0I4dO+js7CQiIoL8/Hz8/f05cuQI//d//8eJEydoamqio6MDq9VKWFgYer2e0NBQIiIiSE9PJzY2\nFoPBQERExLBkPCQk5JTl8263W+ZhnpOTc9YiiRqNhvz8fPLz87Hb7VRUVFBSUsLnn39OWloaubm5\npKWlnXEw4PvC4XBQXV1NZWUlNTU1REZGkpWVxQ033CATMIOTv6mJiYl4PB42btwofneCg4Npb2/n\nz3/+s/B5Px/cIH4q/BDjwQcffPjh4CPrPvjggw8XAPLy8lizZg2VlZXo9XpGjBhxSms1KUve3t5O\nQ0MDTU1NGI1GamtrMZlMoqddEniTrIwiIyOJj4/HYDCQlpbG8ePHh4hNnUp9Xjq+8vJynE4nb731\nFnCyjP6ee+4RZHz16tXY7XbMZjPR0dGMGTOGmTNnCn/o9vZ2WVBCyqyeb0R9OJyqb1Sn0w3bMuJw\nOCgrK6Ouro7o6GjMZjPHjx+nqakJm82G1WrF4/EQFRWFWq2moaGBnp4eUlNTycjIYPTo0ezbtw+z\n2cyIESOEZ/nRo0eJjIykpKRE1ifvcrlQqVT09fUxceJEQZb9/PyYP38+GzdupKysDKvVSm1tLTqd\njoSEBFF+L8HpdPL444+Tl5fH1Vdfjd1uJzIycljiLm2/qKiI6OhoNm7cKCoSpGUcDods+fb2dq6+\n+mra2trQaDRs376d+fPn09nZSUhICOXl5TgcDkEgJMcASezvVH8rFApyc3MpKytjw4YN5OXlkZOT\nI5TDpWWMRiNWq1W8r6qq4uDBg8yaNQuTyUR7e/t37mfgJH2mVqu57LLLOHHiBImJiSxdulSM87vu\nuou1a9ficDhYsWIFCoWC1NRUbr/9djIyMtDpdNTV1dHX10dFRQW/+tWv0Ol0QgBREjv0er1iv3Cy\nikPyMpeulfQqqbO3t7cPuUejo6PP+vykSQpUjRgxArvdTmVlJcXFxXz99dfk5eXR1dVFSkrKaUng\n2RDG7u5uqqqqqKiowGg0kpiYSGZmJjNnzjyjgIxSqSQ1NVX87qxfv56VK1disVjEvs8VfkziLAmI\nSsE86e/m5mbuvfdeMR5ee+21YbUCfPDBh58GPrLugw8++HABQKlUMmLECHbu3ElhYSFKpZLDhw9z\n8803i4eqF198EZvNxqZNm2hoaBCiaFJ5tpStTUxMFMJkSUlJREVFodfrCQkJEQ/zHo9niH/56RR5\nlUqlEDAb2Fvf2toqI/ytra0ya6iXXnqJ3/72t+L9E088werVqzl8+LAQobvvvvvOSBztXMHtdnPk\nyBHq6upITk5m7NixZ/RAXVFRwY033ihK299++21yc3NRKBT09vbS3d2NyWRi586dQrleq9XS1NSE\ny+Wirq6Oyy+/nK6uLmpqahg9ejQdHR0sXryYSZMmoVAo6OzspLm5maamJsrLy9m1axfl5eUi6y4d\nf2BgIM888wxfffUVx48f57bbbiM4OBiz2Ux9fb1QtJcs/ZKTk3G73VgsFqxWKwEBAcyZMwebzSZT\npvbz8xMZ4A0bNtDV1YWfnx96vV4sExAQMKy7xPbt28U8l8vF1q1bmT17NqmpqcJ6a6ANl0Q+T/WZ\nVGI+YcIEsrOzOXjwIMePH2fkyJGi7H9goMvr9VJZWcnx48eZMmUKVquVzs5OQXIG+4MPniQP8YGO\nC93d3XR1dXHnnXfK7ouuri4qKysBhI3gLbfcwssvvyzujQceeID169fT0dHBmjVruPbaa7FarYSG\nhrJlyxahgD7Q4lDCwHmDCf2cOXNkx1JaWsrGjRu/cxsDIbU0DPRRH7y/66+/nj/84Q/ifP7whz9w\n5MgRIiIiRLBB2kZqaipPPPGEWFZql5GOWwpMtba20tPTQ3R0NLGxsSQkJKBWq6mrq6O+vv6MAwwa\njYY//elPtLW1ER0dLcQfOzo6+Pbbb0UQp6Oj45TbPN30XcEO6bwHTyaTSRZIefHFF/Hz8xM+9VK7\njSSmKL1K02AiPvBvaZtqtVq8qtVqQkNDZeOhpqbGl133wYdzCB9Z98EHH3w4zyFlx0pKSqirq2P/\n/v188cUXBAUFyR6qKioqeP311/nDH/7Ae++9R3p6OklJSaSmppKenk50dDSRkZFnlKVWKpUUFhYO\n8S//LkgZdmmdwXZtUVFRQ2ySBr6XVNoHitCd77Y9R44cYeHChYJ0r1mzhpycHLRa7WmFtqRMKZwU\nF6utrcVoNNLX14fT6RTe8BEREfzHf/wHSqUSm82Gw+Ggq6uLI0eOsHr1avz8/Lj99tu5+eabxTH8\n8Y9/5J///KdMLOuOO+4gLy8Pl8uF1+uVEWS73c68efPE9Zd61UNCQmhvb+eXv/wldXV1aDQaHA4H\nU6dOJSQkhMcff1y2z9bWVkJDQ7n55pvp7OwUperNzc2MGjWKiIgIIiMjiYmJ4ZZbbsFisRAZGSn+\nHljaPnheX18fu3fvZuHChf+S77Jkszdt2jROnDjBtm3baGtrY8yYMeh0OsxmM2q1mtLSUo4fP864\nceNwOp1YrVbhSS+pqUse0ZJgoFTJYLfbhYe91J4QHBxMSkoKgYGB6HQ62X0xUDCxv79fCA4OvDfM\nZjNHjhwhMDCQW265hRdffFGs//zzzwvnh9DQUDo7O2lpaRE+5YOJ1sDARnl5uexY8vLyWLBggSw7\nP3D5M/l74H6kqbi4eEiLS0BAACaTibS0NDIzM8V3X1JSMqSqJzMzkxMnTlBTU4PT6SQlJYUpU6YI\nIbyBQZnBkxRMONVn0t9RUVG43e5h13M6ncKn/bv2Ndy1+T7rBQcHy67DoUOH+O///m/R9qLRaAgM\nDJTpXEjvB06S8r80SS02KpVKBAykKqvo6GjZeOjp6aG8vNyXXffBh3MEH1n3wQcffDhHGK6Mva+v\nT1iH1dfX09jYSHNzsyC2YWFhlJaWolAomDBhwhAV9v7+fgICAvj73//+Lws7Sdnys8lqD17H4/HI\nyLufn5/smJOSkob04mdnZ591kOCHwuAseX5+/ndmlAaT7qqqKnbv3i3s3PR6PZGRkURGRgplfam3\nWq1WExUVxW233YZarSYzM5OgoCC+/PJLcnJyuOuuu2Q90lJGrbu7m+rqatasWUNCQgIej0d2DBaL\nhaamJrq6uggKCuKPf/wj9fX1wl88LS2NuXPn0tfXh0aj4eOPP+bKK6+koKBAZklXX1/P/v37iY+P\nJyEhgZKSErZs2YLVamXWrFmyfdrtdpRKJd3d3SQmJgolbjjpdf/GG2+watUq9Ho9AAkJCSQkJIhl\nBv493Ofjx48nMDCQd999lyuuuAK9Xi/I8+BXl8s17Hzp1c/PT5AYnU5HR0eH6NuPj4/HarXS0dHB\nrbfeSmRkpLAikywRu7q66OjowGKxYDabhfp9RESE0Afo7OxEq9WSkpJCSkoKBoOBDz/8kF27dnHJ\nJZfwu9/9jra2Nvz9/Vm1apWsjN3j8QhCJd0ber2eJ554ApvNRlhYGM8884wIuDQ3N/P+++8TGBjI\nVVddxfPPPy8TaaytrZW5RAwUG9TpdKxcuZLS0lKCg4N57rnnWLp06Q9+3w2+17Oyspg7dy4Wi4Vj\nx45RWVkpqhGSk5OJj4/HaDSKSoOSkhKysrKYPn06sbGxP7nifGVl5b9kF/l9cPToUdk1u+iii3j3\n3XepqakRLU5ms1lk7j0eDwqFAn9/fzF+FAqFCCJ1dXUJhX+J4EsZdbVaTWxsLH/605+EuF5GRgYr\nV67k7rvv9pF1H3w4R/CRdR988MGHc4Th7NjWrVsnMm0Gg4GYmBgmTJhAaGgomzdv5qabbiIqKgqt\nVktAQADx8fFUV1fT09MjRMdSU1PPmQLzYHwXec/JyRlCzL9PkOBUOFvyPThLvm7dOkaOHDnsslIG\nTBJ4k9YZMWIEBQUF9Pb20tHRgclkoqOjg5qaGsxmM729veh0OuLj40UFwd133y3zUJ81axYKhYKG\nhgZ6e3vx9/enqamJpqYmWlpaRI//1KlTKSkpYdq0abJjCAsL4/rrr6ezs5OvvvpKiLtJ30FYWBhx\ncXF8+umnBAYG8vTTTwtl8oHnV1xczFVXXUVsbCx79uyhubkZp9MpxLkG7nPkyJEYDAaOHj3K+vXr\n0Wg05ObmkpeXh1ar5de//rUo4Y+IiBDkWZpOR64HvjY3N/Pwww8zcuRI4uPjBeke+BocHIxOpxOZ\nRH9/f9kyw4mt9ff3s2fPHl566SUCAwO5+uqrMZlMHD9+HIvFgtPpRKfTodPpiIiIIC0tjbCwMCHc\nV1dXx4kTJ4iNjSU7O5vk5GRiY2NRKpWUlpby7LPPotVqWb58OR0dHTz//PPU1NSI43z11VexWq1o\nNBpWrlzJ6tWrue++++jt7RWZ95deeon+/n7efvtt9uzZI4IvEydO5J133sHlctHb2yvIVnBwMB6P\nh5EjR9LW1kZMTAwKhQKr1Up7e7uwDpSCKRKOHTtGVVUVWq1WkPuQkBDhJPB9fNRzcnJ47bXXZP3X\nABEREUyePJn4+HhWrFghqj0ee+wxjh8/TnJyMtnZ2cyYMeOs9vdzwHDXTKlUCkcKOBkoM5vNwkqz\ntbWVxsZGOjs7ZVl2ibi7XC6hYSBl1KUse3t7O01NTfz5z38G4I477qC9vf28t67zwYefM340sv7m\nm2+yatUqWltbycnJ4bnnnmPy5MnfuV51dTUXX3wxXq8Xo9H4Yx2eDz744MM5x3B2bH/5y18ICwsb\n8jAs2T4NzFYC5Ofnk5eXx9GjR7nvvvt+8kz02WI4Iv5DEfPhMJh8r1q1Slz3+vp6AgICsNls2Gw2\nNBoNs2fP5u6770ar1fLWW29RUlIibMOGIydSqeqyZctob29Hr9fz2Wef8be//U30kA7sJ3W73bIy\naYfDwTXXXCPLUPf29qJQKGTE5YYbbsBsNpOSksKkSZPQ6/W0t7dTXl7O7t27ee2113juuefo7u4m\nNTWVL774gsOHDxMaGorBYECj0YhSYaVSSUhICP/7v//LtGnTGDNmzJBzk1ovioqKUKlU/N///R+p\nqalkZWWhVCrZsWMHAO+88w4NDQ3ExcXh5+dHQ0MDarWarKwsjEYjmzZt4s033+S2226juLhY7L+o\nqIjdu3cPIdnSq1arRa/XC7I98DONRkNzczMffPABEydOPOux4/F46OzsxGKx0NHRQW9vL7m5uSKz\nGBoail6vZ+PGjRQWFjJ58mSio6PRarV4vV5aWlqoq6ujrKyMpqYmIiMjSUlJYfr06cTHx8sCZT09\nPaxbt45t27YxZ84cFixYgFqt5r333mPixIkYjUbmzZtHYGCgIOIqlYqHHnqIZ555hkceeQSNRkN0\ndDS33367+J1ob2+XBV+cTid5eXk4nU7i4uJkveEvvvgiDz30kHj/zDPP0NHRISzedDodNpuNBx54\nAJvNRkhICFlZWXi9Xnp6erBarUL0sKenB5vNJsZ9cHDwKQl9SEgIQUFBKJXKUwqldXd3YzQaaWxs\nFMsB4j6Ji4ujpKSE0tJSEfjR6/WcOHGC1tZWoqOjSUtL+9n2UyuVSvLy8k77m65Wq4mJiSEmJkY2\n3+l00t7eLki8yWTCZDLR19dHfHw8Wq2WoKAgNBqNEFmUSLs0VtLS0njhhRfOqcieDz78u+NHIevv\nv/8+f/jDH1i+fDkTJ07kzTff5JprrmH37t2n7T10uVzceuutTJ48mZ07d/4Yh+aDDz74cN5gsB1b\nRkbGsLZQXq+XQ4cOMWvWrGG380Nmos93nEmm3O12Y7VaaW5uprS0VEaEa2pq+Oijj8RycXFx6PV6\n4uLiGDduHPfee68g9o888ggpKSlERkbicrlEBnjw39J2NRoNHR0dpKSkkJ2dLfNKl0jmcPNqampk\nGeqAgABqamoIDQ1lxowZOBwOgoKCGDt2rMiclZaW4u/vz+7du9Hr9SQnJwthKLPZjMViwe12o1Ao\nGDNmDHv37mXy5MkicLBv3z5uvPFGdDodTqeT7u5umpqaKC4uZvPmzdx3332iL9zpdHLJJZewevVq\njEYjLpeLkJAQ3nvvPaZOnUpgYCCNjY2yHtmwsDAMBgOTJk3C39+fzs5OGblUKpUsXryYkJCQ7zUO\nEhISWLRoEX//+9+x2+2MHz9e9rlENDs6OkS5uvR3Z2cnQUFBIks+ZcoUwsPDUSgU6PV6Vq5cSVBQ\nEBaLhW3btvHBBx+QkpKCUqmksbFR9J6PGzeOefPmDasB4fV6OXLkCG+99Rb9/f089thjgnD19/dT\nXFzM0qVL+eSTTwgLC8PhcMgCd16vVwQOrr/+erq7u8nKyiIuLg6Px0NkZCTV1dXiWprNZsaOHcsb\nb7zBhAkTZNtqamqSvXe5XBQUFNDR0YHRaOTw4cMkJiYKn3GVSsWyZcsIDAwkLi5O2MENDOhIwnnd\n3d1CPM9ms9HQ0CBIfU9PD3a7naCgIAoKCnjyySdlPfaHDx/G4XCIFouBooN+fn7ExsaSnJzM9OnT\naWlp4dixY6xfv54xY8bw0ksvieWWLFlCRkbG9xpHP2doNBri4+OHZMXtdrtwNWhvb6e5uZn29nby\n8/N55ZVXePbZZ6mqqiI4OJjVq1ezdOnSn20wxAcfLgT8KGT95Zdf5rrrrmPx4sUALFu2jC+//JK3\n3nqLp59++pTrPf3004wYMYIpU6b4yLoPPvjws8dgMbbhsicej4eKigqhvi09nP+7YnCm/P/9v/9H\nX18fDocDlUpFc3Mzer2eQ4cOUV5ezsKFC4eUak+cOBGr1UppaSk9PT3Cl1mn08mIvZQtDA0NlZHr\nwaT7X/0+Ro0axbp166ivrxclv9XV1VxyySV88MEHMv9xhULBu+++K+bdddddZGRkUF5eTnl5OX5+\nfqxatYoHH3yQDz/8kJCQEGbMmEFnZydut1tYUul0Ot555x0aGxtFdlkidACPPvqo7BgDAgKIi4sj\nLS2NnJwcZsyYwccff0xMTAxWq/U7baWam5tlmX1/f3/eeOMNYmJiyM3NJTs7WyaydiaIiorimmuu\nYe3atRw9epS0tDQZMZf6yCVSPmLECFHCLmW/JR/6gUrkKpWK0tJSmeDf3r17CQ8PZ968eYwYMeK0\nx9Xd3c1HH33E9u3bGTlyJDfddBOhoaHi8507dxIWFkZWVhYajQabzUZeXp4scGcwGBg3bhxFRUUs\nW7ZMpoquUCh44okneOaZZ2hvb8ftdrNq1SoWL17MTTfdJLMhU6lUxMbGDtGJyM7Olh3z5s2bZYS+\nra1NlO93dnbidDoJCwsjIiKC8PBw0Z8fHh5OfHz8sG0Fbrcbo9FIVVUV7e3tsu13dHQwf/58IiMj\nZQ4Ug60Ppe8kNjaW2NhYioqKhEuAtI+amhr8/PxE8NOH0yMwMJCkpCSSkpLEPK/Xy6ZNm2hqamLl\nypUsWrQIjUbD0qVLfVl1H3w4x/jBf9VcLheHDh3innvukc2fMWMGe/bsOeV6X3zxBV988QXbt28X\nWQ8ffPDBh58zziQjXldXx/LlywU5e/TRR4f17P65wuv10tnZSVNTE83NzbS1tckItVSCHRoayq23\n3ipI+fLly8nKysLj8bBq1SpaWlowGAxUVFQIclpfX09SUhKXXXYZOTk5OJ1OGbHPzs4+Zb/6Dwml\nUsmoUaMYNWqUmJeTk4PVasXtdqPT6Vi0aBF6vR6lUkloaKjInHd0dLBv3z6ZZ/qyZcsoKyujo6OD\n66+/nv3798uy2bfddhtOp1MQLH9/fwwGA6NGjeKaa67h0ksvRa1W09jYKI7HbrcTHh5OXFwcM2bM\nQKFQkJaWxt133y1I4P/8z/+QnZ0tbLgGZmJjYmK44oorsNlsxMXFERMTQ1ZWFtXV1Rw7doytW7eS\nmJhIbm4u6enp1NTUiJLpjIwMIfg2cLJYLCLLf/DgQdra2pg1axaFhYXodLrTkn/pWeWTTz7huuuu\no6CgQAi8tba2cuLECZKTk5k2bRrh4eEAlJeX89VXX3H06FGKioqIjIyUbdPr9VJWVsb69euxWq3c\neOONTJkyRQQwpFLw5uZmrr/+evr6+rj11lvp7+/H39+fe+65R5Shh4aGMnv2bGw225AsuUajwWg0\nUlZWJiudd7lcvPzyy9x///2ynnWLxcLDDz8ssqcpKSlDrkd8fPyQKp+BwUOXyyVaBzo7OzGZTFRU\nVNDZ2Ul3d7cohfd4PDgcDpFpj42NJSUlZUgAQa/XYzKZ0Ov1YpxIoovJycmn/N4UCoUIDkjjPTIy\nkh07dog2kfT0dNLT08/IY92Hk1AoFCLY0dLSwksvveTzV/fBh/MEPzhZN5vNuN3uIbYqUVFRtLW1\nDbtOc3Mz9913H3/729++d0mcDz744MPPEa2trbIskmRz9HNFT0+P8AVvbm6mubkZlUpFfHw8sbGx\nhIWFyQh1bm4uI0eO5JNPPpGReKl329/fn+7ubkJDQ6mursbtdpOWlkZycjIej4cxY8aIfXs8HlmG\n+1y2FSgUCnJzc3nwwQcJDw+no6OD7u5uAG666SZhexUcHExtba1sjLS2tpKbm8tzzz0nzkt6DQoK\nIjY2Fj8/P3Q6HfPnz2fSpElkZGSg0WjE/r1eLwkJCdhsNrq7uzlw4AB6vV4I3wG0tLTIiOTRo0f5\n/PPPxTw/Pz8hXqVUKmlra8NisTB69GjxmTTFxsbS1NTE3r17mTJlCsuXLxfE7qmnnhJCbBEREcTG\nxpKXl4dOpxPl2U6nk/fff5+qqiqRpR4Ovb297Nmzh82bN1NfX4/FYqG8vJxnnnmGlJQUMbbmzp07\nZN3c3FwyMzM5cOAA//u//0t2drawsLNarXz66accOHCAqKgo7rzzziHq9sePHxf+6iqVipUrV7Ji\nxQr6+/u54447RKXBokWLMJlMOBwOUdGwYMECenp6BKFSqVSsW7eOhx9+WNjNKZVKHn30UUJDQ2Ul\n5/fccw/x8fGEhITwj3/8g9WrV5Odnc3EiRPJy8sjJibmlOJvEqSAjsFgEPOsViuNjY3U19cLP/qg\noCCCgoKEPVhXVxfHjx8nLi6O5557DovFgt1uFxoP34cQpqWlsWTJElnP+pgxY+jp6aGqqoqqqiq2\nbNlCZGQkmZmZZGRkyDL4PgyP7xoDPvjgw7nBeVEvdOedd3LrrbdSWFh4VutVVlb+SEfkw4UK35jw\n4VS4UMeGv7+/LIuk1WovyHNRKBSYzWbxICj1gbe3t9PW1obJZKKtrQ2Hw4HBYCAqKgqDwUB2drYs\nQ6ZUKvnrX/8qthMcHExVVRV6vZ7777+fkJAQ1q5di16vZ8uWLfT09BAbG0t8fDyFhYWiN1nC4GsZ\nFBQkHlKrq6t/moszDCIjIzGbzcN+FhUVJQTGuru7ycjIkI2RkJAQent7WbJkCbGxsdTV1YnMelxc\nHHfeeScxMTHs3r2bUaNG4e/vT319/ZD9nDhxgm+++UZkP2fNmiW7Jnq9fkg2Vgp+eDwePB6PaN1w\nu900NTWxb98+8vLyxOdOp5PW1laam5tpbW3FaDRiNpuH9FgXFRXJjq2vr4/W1lZaW1vFvNGjR1Nc\nXMzBgwdRKpXCIs/lclFXV8c333zDkSNHxLYTExMJCQlBrVazZs0abr31VpEFP909FhERwYwZMzh4\n8CDPP/88YWFhNDU1YbfbGTlyJNOnT8dutw/ZRk1Njey8Ghsbxfvg4GBUKhWLFi2SZcufe+45fv/7\n31NXVwdAU1MTqampPPzww4SGhqJSqXj00UdlxPztt99myZIl1NTUEBwczHvvvcftt99OVlYWt912\nG3V1dezbt481a9YAEBoaSl5eHsnJySQkJKDRaDh06BDNzc0iQOZ2u7FYLLS0tIipv7+fmJgYoqOj\nGTNmDJGRkUPK4QeK1HV2duJyuVi5cqXsmnxf5wqDwYDX65WNSak/Pjc3l+bmZo4fP86mTZtQKBQk\nJSUJhf7hyvbPBBfib+/ZQK1Wi8qLc/n7dyHi5z42fDg7/JA2jz84WZcEQkwmk2y+yWSSRWQHYvv2\n7ezcuZMXXngBOPnj7vF40Ov1LF++nJtvvnnY9X5qv0sfzpKpAEEAACAASURBVG+cCw9UHy4MXMhj\n48MPP+T+++/HZrNhMBhITk6+IHvWS0tLufnmm2Wq7CUlJURGRhIbG0tmZqYQe/uuDFh6evqQbd92\n221i26+99hqBgYEsXrxYWGcNh/N5XEhZdDgZsJGgUqnw9/dHp9OhVCrp7OzE6/Uyd+5cHA4HgYGB\n+Pn50d/fzzfffCPs8bxer8hu33bbbSiVSmJiYqiurmbhwoVDrnl1dTXl5eWMHDkSu93OokWLZMcB\nJwn5cLZSp0J6ejrV1dUkJCRQV1dHXV0dra2tGAwGxowZg9FoRK1WDxFeTE1NPePvSavV8vbbb4vA\nxeWXX85rr71GT08PBQUFzJw5k/7+fgoLCykuLiYgIEBoEkh93Gc6LhITE/nHP/7B119/jc1m44Yb\nbmDevHmnJIJ9fX2y8xpYer5+/XqWL18+RAyuoqKCrKwsmfjb888/j8Fg4OGHH+aWW26RLW+z2Whp\naaGtrY2333572GuYk5PDrFmzcDqdlJeXs2/fPo4fP05rayvFxcUUFRXx8ssvc9ddd9Hd3U1YWBg7\nduygr6+PhIQELrroIqEif7bZ6sG+4Wfz3Z4tcnNzgZPPlCaTicrKSqqrqzl06BApKSlkZGSQnp5O\nUFDQGW3vfP698OHcwjc2fPgx8YOTdX9/f0aPHs22bdtkZWTbtm3jyiuvHHadXbt2yd5/9tlnLF++\nnC+//JK4uLgf+hB98MEHHy4IdHV1UVtbyy9/+csLXjiprq5OVqZus9m4//77f5DzGrztrq4upk+f\n/i9v91xCInwqlQq3201kZCQej0f4rUuIjIzE6XTyz3/+U8xbuHAhW7duxe12ExISwhtvvCHI6003\n3cQXX3zB7NmzGTt2LIcOHaKyspKsrCyxfm1tLRs2bCA5ORmz2cx11103hKjDmdlKeTwe2traqK2t\npaamhq1btxIcHExaWhqTJ08mISGBxsZGNm7ciFarJTIykrFjx55VOa6ka1BXV4fD4ZC1BJjNZubP\nn09KSgpffvklSUlJjBw5kg8++IDRo0dz7NgxgoKChpSsf9f+Dhw4wLZt2+jr62PGjBmMHz+egwcP\nsmbNGmbMmDFsX3hKSgpPP/00Ho+HhIQEOjs7Zb3ldrudrKwsGZkNDg6mo6NDRsg7Ozvx9/env79f\nZOSl5aVWwvXr17NixQqMRiMhISFCs2Fgn71GoxFaCa2trezYsYM9e/ZQX1/PXXfdRUNDAx6Ph9ra\nWiZOnCh6ys+U3A6Hc1FqrVAoRAn/lClTsNlsVFdXU1FRwebNm4mKiiIjI4PMzMwzChb64IMPPvyU\n+FGe/n7zm99w5513Mm7cOC666CLeeustWlpauOWWWwB45pln2L9/Px9//DHAkH/0UgmbT9jCBx98\n+HfGkSNHyMnJueCJOkBycrKs1zw9Pf0HO6/B2z6dQNWFAomgS0Ssvb0dAJ1ON2RZk8kkK4OXSpal\ntokHHniAxsZGVCoVWq2W0tJSdu7cydSpU5k5cyYbN24kNTVViMp99NFHpKWlYTQaueGGG85Kpd3r\n9WI2m0XmvL6+nuDgYJKTkxk7dizt7e3MnTsXvV6Pw+Fg8+bN1NXVMXnyZHbs2MFVV11FZGQkkZGR\np30GsNls1NXVUVtbS11dHW63m6SkpCEtAV6vl08//ZTY2Fjmz5+PwWDgb3/7G5dccgm7du2iqKiI\nzZs3M2XKlDM6P4vFwmeffUZbWxsej4cJEyZw8cUXo1KpyM/P5/jx42zcuBG9Xk9RUZFMv6eiogKb\nzSYSGUePHuWRRx4RRPu1114jJyeHlStXUlpaSnBwMOvXr+exxx4bko0GRN/6PffcI7zYw8LCeOKJ\nJwgKCqKlpYXJkycTHBzMwYMHee+994iOjmb8+PFERETQ2Ngopq6uLuLi4rjiiisICAjAbrfLtA56\ne3v5n//5H1QqFSkpKRQUFJCSkkJiYiJhYWFnTHDPJMDzYyMkJEQEKfr7+6mrq6Oqqop169bh5+dH\nZmYmWVlZuFwuWV+8Dz744MO5wI/yBHjVVVfR0dHBsmXLhNDN+vXrhU1ES0sLNTU1P8auffDBBx9+\nFpCUpX/xi1+c60P5QZCfn/+jibf9mNs+V1Cr1bS2tqLT6bBarSKzPlAEDk5mDV999VUuu+wyQkJC\nSEtLw8/PjxtvvBGNRsOmTZuEDZjb7ebTTz8lOTmZ0tJSQkJCGD16NNHR0ezdu5eMjAzef/99srOz\nqaqq4oYbbjgj0Vcpqy1Nfn5+JCcnk5WVxcyZM9FqtWLZAwcO0NXVhcVi4fPPPyczM1P4pV988cWk\npKTg8XiwWCwi4yx5wTc0NAhy3t3dTVJSEikpKYwfPx6z2cyePXsoKSlh4cKFOJ1OQkJC+Mtf/sK+\nffu49NJLqa+v58svv2TSpEnY7Xa0Wi16vR6PxzNsEGQgPB4P+/btY+fOnQQHB6NUKpk/f76sJUOh\nUJCTkyNE6N577z0yMzOZNm0aISEhlJWVMWHCBLF8Tk4OS5cuxW63k5ycLNoIxo4di7+/P8ePH+eZ\nZ54ZNhvd3d3Nf/3Xf+HxeIiPjyc1NZWtW7dy4MABfvGLX5CYmMjBgwdZt24dKSkp5ObmctFFF7Fr\n1y6efPJJAAoLC5k4cSKjRo3CYDCIag6Px0NjYyO1tbVC6yAlJYWVK1eKsvmvv/6aPXv2CKFCqd89\nISEBg8FwwbTqqFQqoR5/2WWX0dbWRmVlJUajkdWrV8u83H3wwQcfzgUUnZ2d3nN9ED748EPA1zPk\nw6lwIY4No9HIp59+yq9//WtfWeaPhPN5XHi9XpxOJ263m+bmZjE/NjaWvr4+QaJMJhOPPvooy5Yt\nExnXgXA4HBw+fJj9+/ej0WgYMWIEtbW1mEwmbDYbV199NXq9nldeeQWVSsWoUaOoqKjg2muvHWJN\nJkHKaktTX1+fsNxKSUk5bab1o48+ora2Fn9/f+bMmUNCQgLvvvsuycnJXHzxxcBJV5mtW7eKcywo\nKGDDhg3ExcWRkpJCcnIyMTExeDweysrK2LNnD4GBgUycOJHMzEy8Xi979uxh7969FBUVsWPHDnbs\n2EFQUBDR0dH853/+Jx999BHXXnutyCxfccUV4hgHjwuz2cyGDRtwOBx4PB7Cw8P55S9/+Z2BDLvd\nzrfffktpaSk5OTkcOXKE+++/X9bTvnbtWmbMmDFsGf6mTZtQKpVceumlQz4zGo1s2bKFxYsXy+af\nOHGCTz/9lPDwcJKSkjAajezevZv29nZGjx7NjBkzSE9Px2KxUFxcjMlkYuzYsYwZM0ZW3u71emlv\nbxe2bIPV1Lu7u6moqODYsWPU19ej1WoJCAjA7XbT29tLXFwciYmJJCQkEBcX971F5M4Vdu7cyapV\nq8T7e++9F4PBcN7+XvhwbnE+/y/x4cLHhV9b6YMPPvjwM0RZWRn5+fk+ov5vCoVCQUBAgLBQk0r8\nARl5V6lUrF+//pSZzICAAMaPH09hYSEnTpxg//79NDc3ExgYiNVq5c033+Smm27CbDYTGhpKY2Mj\n06ZN4+DBgyKL63K5qK+vF+RcymonJyczfvz409piSd7iRqMRvV7P4cOHCQgI4K677kKtVvPxxx8T\nGhrKqFGjOHbsGE1NTRgMBlkJtlqt5r777hNtE06nk+LiYoqLi4mKimL27NkkJSUJn3Sz2UxrayuL\nFy8mPDycgoICrrnmGqxWK1FRUbhcLhYuXEhUVBRBQUFCWE6CUqnk6NGjGI1GQkNDKSsrIzw8HIvF\nwsSJE5kwYcIZ3ZeBgYHMmDGDsWPH8vrrr9PQ0EBZWRkFBQXi+1IqlaLHfjAmT57Mm2++KVwMBkIi\n0XDS7tBoNIrAQ29vLw0NDRw8eJArr7yS559/Ho/HwzfffMOuXbvweDyMGzeO9PR02traKC4u5rXX\nXiM3N5fx48eLvu2oqKghNrwStFot48aNY9y4cdhsNiorKykvL6e5uZm4uDhCQ0Ox2Wx8/fXXtLW1\nYTAYROY9Li6O+vr6MxYmPBeIjo6WtVNER0fj9fpyWz744MNPD19m3YefDXyRTR9OhQttbPT39/Py\nyy8LsuHDj4MLaVx4PB7MZjMWi4WwsDC6u7vR6/VDrOjOBB0dHRw4cIBvv/2W5uZmpk6dCpwUiE1K\nSuKhhx4S/dFLly5l//79xMfHi+x5TEzMGZOro0ePyrzF/z97Zx4W1Xn2/88MAwzMsO87AwjKpqC4\nxwXUGE2MGjWrSVOT2DZL+9o3/TVNmqRt1jZpYpqk2UyzG42xMamocd+NiguLsssg+wADDMMwA8z8\n/vCa8zIKCu5Jn891cQGHM+c8Z87jeL7Pfd/f++WXX0av1xMWFkZpaSnu7u7U1tZiNBoJDQ2VzrN3\n714psp6ZmYmfnx9Go5GcnByOHj1KVFQUY8eOJTg4WOog4+rqKgl2uyEbnFnQsG/v6emR6r+dnJz6\n3D8nJ4ff/OY30piff/55Tpw4wZw5cy7K9NZms7FixQpSU1MpKirCYrGQmZmJRqPhiy++YPz48X0a\n0gHs3LkTg8HAzTffLB2rpaWFTZs2UV5ejr+/P+3t7YSFhTmIYWdnZ8rLy9mwYQMxMTFkZmbi6upK\nY2MjO3bsoL6+nkmTJpGUlIRcLqe9vZ0jR45w7NgxQkJCyMjIICoqatBzq6Ojg+LiYoqLi6mqqiIq\nKkpyXG9paaGzsxO9Xo/ZbGblypUX3Wv9SmO1WikvL3eoWS8rK/vRfF4Iri4/pv9LBD8+RGRdIBAI\nrjNKS0vx9/cXQl0godPp2LhxoyRgZ82ahY+Pz0Udy9fXl2nTpjFy5Ej27NnD7373Oyly/8ILLzg4\nj3d0dDhEtQdLdXW1w/Gqq6txcXHh0UcflcTwW2+9RUpKiiQMbTYbmZmZUs26QqFg8+bNFBQUEB8f\nz+zZszGbzZw4cYJt27ZRX1/Pz3/+c5RKJXAmK8Euwu0/997e189wxk8nNzf3HPf1pqYm7r///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DGu/p06f54IMPmDhxInK5XBKH9n7vvVvABQcHEx8fT0dHB8XFxZhMJjo7O6XvXV1dKJVKlEol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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x124999390>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"For the hashtag GCC we have found 10 communities\n"
]
},
{
"data": {
"image/png": 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CAuyyzFarFaPReMGgRxcXFxYtWqTswZ6SkjJMK/5+6urqqKio4I477kCr1TIwMEB2djYt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\nhDMzO64k3Wg0oqSkhCdRl8lkX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TWPx4PJkydDoVAgGAyiqakJhYWFRLLtdjuZ0rF+9VxE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"text/plain": [
"<matplotlib.figure.Figure at 0x1241e09d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import community\n",
"\n",
"# use the python Louvain implementation to find communities in the networks\n",
"partition_mention = community.best_partition(mention_gcc)\n",
"partition_hashtag = community.best_partition(hashtag_gcc)\n",
"\n",
"\n",
"#drawing\n",
"mention_size = float(len(set(partition_mention.values())))\n",
"pos = nx.spring_layout(mention_gcc)\n",
"count = 0.\n",
"for com in set(partition_mention.values()) :\n",
" count = count + 1.\n",
" list_nodes = [nodes for nodes in partition_mention.keys()\n",
" if partition_mention[nodes] == com]\n",
" nx.draw_networkx_nodes(mention_gcc, pos, list_nodes, node_size = 20,\n",
" node_color = str(count / mention_size))\n",
"\n",
"print 'For the mention GCC we have found {} communities'.format(int(mention_size))\n",
"nx.draw_networkx_edges(mention_gcc,pos, alpha=0.5)\n",
"plt.show()\n",
"\n",
"hashtag_size = float(len(set(partition_hashtag.values())))\n",
"pos = nx.spring_layout(hashtag_gcc)\n",
"count = 0.\n",
"for com in set(partition_hashtag.values()) :\n",
" count = count + 1.\n",
" list_nodes = [nodes for nodes in partition_hashtag.keys()\n",
" if partition_hashtag[nodes] == com]\n",
" nx.draw_networkx_nodes(hashtag_gcc, pos, list_nodes, node_size = 20,\n",
" node_color = str(count / hashtag_size))\n",
"\n",
"print 'For the hashtag GCC we have found {} communities'.format(int(hashtag_size))\n",
"nx.draw_networkx_edges(hashtag_gcc,pos, alpha=0.5)\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell31\"></a>\n",
"## 3.1 Top Accounts in Communities\n",
"We can see that for the mention graph, the communities have for the biggest part\n",
"centred themselves around major news outlets. We see\n",
"[@FoxNews](https://www.twitter.com/FoxNews)\n",
"and [@ABCNews](https://www.twitter.com/ABCNews),\n",
"but also local news stations as\n",
"[@dallasnews](https://www.twitter.com/dallasnews) and their reporters, like\n",
"[@lmcgaughy](https://www.twitter.com/lmcgaughy). For the hashtag graph, seem a bit more random.\n",
"We do, however recognize the twitter accounts of\n",
"[Sputnik News](https://www.twitter.com/SputnikInt), a Russion state\n",
"controlled media outlet, linked to fake news on\n",
"[multiple occasions](https://en.wikipedia.org/wiki/Fake_news_website), and\n",
"[marypatriotnews.com](https://www.twitter.com/marypatriotnews)\n",
"which is a hyper conservative outlet to say the least.\n",
"\n",
"It is interesting\n",
"to see that the highest degree nodes in the `hashtag_graph`'s partitions are\n",
"not necessarily\n",
"accounts with many followers. The links in this network are much more\n",
"'democratic', where anyone who uses a lot of prevalent hashtags can becomes\n",
"a well connected node in the graph. This is different from the `mention_graph`\n",
"where a user only gets mentioned a lot if he is well known and thus likely\n",
"to have many followers."
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mention graph partitons with an overview of the accounts with the highest degrees\n"
]
},
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Partition</th>\n",
" <th>Partition Size</th>\n",
" <th>Screen Name</th>\n",
" <th>Name</th>\n",
" <th>Url</th>\n",
" <th>Location</th>\n",
" <th>Followers</th>\n",
" <th>Degree</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9</td>\n",
" <td>270</td>\n",
" <td>FoxNews</td>\n",
" <td>Fox News</td>\n",
" <td>foxnews.com</td>\n",
" <td>U.S.A.</td>\n",
" <td>16589039</td>\n",
" <td>288</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3</td>\n",
" <td>86</td>\n",
" <td>JohnCornyn</td>\n",
" <td>Senator JohnCornyn</td>\n",
" <td>cornyn.senate.gov</td>\n",
" <td>Austin, Texas</td>\n",
" <td>120492</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>6</td>\n",
" <td>83</td>\n",
" <td>ABC</td>\n",
" <td>ABC News</td>\n",
" <td>ABCNews.com</td>\n",
" <td>New York City / Worldwide</td>\n",
" <td>12986622</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5</td>\n",
" <td>69</td>\n",
" <td>USATODAY</td>\n",
" <td>USA TODAY</td>\n",
" <td>usatoday.com</td>\n",
" <td>USA TODAY HQ, McLean, Va.</td>\n",
" <td>3529784</td>\n",
" <td>54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>56</td>\n",
" <td>lmcgaughy</td>\n",
" <td>Lauren McGaughy</td>\n",
" <td>dallasnews.com/author/lauren-…</td>\n",
" <td>Austin, TX</td>\n",
" <td>10613</td>\n",
" <td>35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>10</td>\n",
" <td>56</td>\n",
" <td>AP</td>\n",
" <td>The Associated Press</td>\n",
" <td>apnews.com</td>\n",
" <td>Global</td>\n",
" <td>12058706</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2</td>\n",
" <td>46</td>\n",
" <td>usairforce</td>\n",
" <td>U.S. Air Force</td>\n",
" <td>af.mil</td>\n",
" <td>Air, Space and Cyberspace</td>\n",
" <td>886224</td>\n",
" <td>46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>13</td>\n",
" <td>46</td>\n",
" <td>DLoesch</td>\n",
" <td>Dana Loesch</td>\n",
" <td>amazon.com/Flyover-Nation…</td>\n",
" <td>Texas, USA</td>\n",
" <td>674971</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>45</td>\n",
" <td>chelseahandler</td>\n",
" <td>Chelsea Handler</td>\n",
" <td>chelseahandler.com</td>\n",
" <td>Los Angeles, CA</td>\n",
" <td>8343721</td>\n",
" <td>23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>17</td>\n",
" <td>45</td>\n",
" <td>Everytown</td>\n",
" <td>Everytown</td>\n",
" <td>Everytown.org</td>\n",
" <td></td>\n",
" <td>114979</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>15</td>\n",
" <td>43</td>\n",
" <td>RealAlexJones</td>\n",
" <td>Alex Jones</td>\n",
" <td>infowars.com</td>\n",
" <td>Austin, TX</td>\n",
" <td>754784</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>37</td>\n",
" <td>scrowder</td>\n",
" <td>Steven Crowder</td>\n",
" <td>louderwithcrowder.com</td>\n",
" <td>Ghostlike</td>\n",
" <td>491141</td>\n",
" <td>25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>1</td>\n",
" <td>28</td>\n",
" <td>ExpressNews</td>\n",
" <td>San Antonio E-N</td>\n",
" <td>ExpressNews.com</td>\n",
" <td>San Antonio, TX</td>\n",
" <td>19660</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>7</td>\n",
" <td>23</td>\n",
" <td>abcnews</td>\n",
" <td>ABC News</td>\n",
" <td>abc.net.au/news</td>\n",
" <td>Australia</td>\n",
" <td>1414667</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>11</td>\n",
" <td>23</td>\n",
" <td>RNS</td>\n",
" <td>Religion News Service</td>\n",
" <td>religionnews.com</td>\n",
" <td>DC, NYC, London, Rome</td>\n",
" <td>73982</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>0</td>\n",
" <td>21</td>\n",
" <td>KHOU</td>\n",
" <td>KHOU 11 News Houston</td>\n",
" <td>khou.com</td>\n",
" <td>Houston, TX</td>\n",
" <td>659018</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>19</td>\n",
" <td>20</td>\n",
" <td>KENS5</td>\n",
" <td>KENS 5</td>\n",
" <td>kens5.com</td>\n",
" <td>San Antonio, Texas</td>\n",
" <td>130446</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>19</td>\n",
" <td>YahooNews</td>\n",
" <td>Yahoo News</td>\n",
" <td>yahoo.com/news/</td>\n",
" <td>New York City</td>\n",
" <td>1130694</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>16</td>\n",
" <td>17</td>\n",
" <td>israelnash</td>\n",
" <td>Israel Nash</td>\n",
" <td>twitter.com/israelnash</td>\n",
" <td>Dripping Springs, TX</td>\n",
" <td>2453</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>12</td>\n",
" <td>foxandfriends</td>\n",
" <td>FOX &amp; friends</td>\n",
" <td>foxandfriends.com</td>\n",
" <td>New York City</td>\n",
" <td>1084193</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>22</td>\n",
" <td>12</td>\n",
" <td>NewsHour</td>\n",
" <td>PBS NewsHour</td>\n",
" <td>pbs.org/newshour/</td>\n",
" <td>Arlington, VA | New York, NY</td>\n",
" <td>983682</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>24</td>\n",
" <td>12</td>\n",
" <td>NRO</td>\n",
" <td>National Review</td>\n",
" <td>NationalReview.com</td>\n",
" <td>New York</td>\n",
" <td>271442</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>21</td>\n",
" <td>8</td>\n",
" <td>ChrisCuomo</td>\n",
" <td>Christopher C. Cuomo</td>\n",
" <td>ChrisCuomo.com</td>\n",
" <td>In the Arena</td>\n",
" <td>1271167</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>14</td>\n",
" <td>7</td>\n",
" <td>InsideEdition</td>\n",
" <td>Inside Edition</td>\n",
" <td>insideedition.com</td>\n",
" <td>New York</td>\n",
" <td>72604</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>23</td>\n",
" <td>7</td>\n",
" <td>ABCWorldNews</td>\n",
" <td>World News Tonight</td>\n",
" <td>abcnews.com/wnt</td>\n",
" <td>New York</td>\n",
" <td>1277571</td>\n",
" <td>6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Partition Partition Size Screen Name Name \\\n",
"0 9 270 FoxNews Fox News \n",
"1 3 86 JohnCornyn Senator JohnCornyn \n",
"2 6 83 ABC ABC News \n",
"3 5 69 USATODAY USA TODAY \n",
"4 4 56 lmcgaughy Lauren McGaughy \n",
"5 10 56 AP The Associated Press \n",
"6 2 46 usairforce U.S. Air Force \n",
"7 13 46 DLoesch Dana Loesch \n",
"8 8 45 chelseahandler Chelsea Handler \n",
"9 17 45 Everytown Everytown \n",
"10 15 43 RealAlexJones Alex Jones \n",
"11 12 37 scrowder Steven Crowder \n",
"12 1 28 ExpressNews San Antonio E-N \n",
"13 7 23 abcnews ABC News \n",
"14 11 23 RNS Religion News Service \n",
"15 0 21 KHOU KHOU 11 News Houston \n",
"16 19 20 KENS5 KENS 5 \n",
"17 18 19 YahooNews Yahoo News \n",
"18 16 17 israelnash Israel Nash \n",
"19 20 12 foxandfriends FOX & friends \n",
"20 22 12 NewsHour PBS NewsHour \n",
"21 24 12 NRO National Review \n",
"22 21 8 ChrisCuomo Christopher C. Cuomo \n",
"23 14 7 InsideEdition Inside Edition \n",
"24 23 7 ABCWorldNews World News Tonight \n",
"\n",
" Url Location Followers \\\n",
"0 foxnews.com U.S.A. 16589039 \n",
"1 cornyn.senate.gov Austin, Texas 120492 \n",
"2 ABCNews.com New York City / Worldwide 12986622 \n",
"3 usatoday.com USA TODAY HQ, McLean, Va. 3529784 \n",
"4 dallasnews.com/author/lauren-… Austin, TX 10613 \n",
"5 apnews.com Global 12058706 \n",
"6 af.mil Air, Space and Cyberspace 886224 \n",
"7 amazon.com/Flyover-Nation… Texas, USA 674971 \n",
"8 chelseahandler.com Los Angeles, CA 8343721 \n",
"9 Everytown.org 114979 \n",
"10 infowars.com Austin, TX 754784 \n",
"11 louderwithcrowder.com Ghostlike 491141 \n",
"12 ExpressNews.com San Antonio, TX 19660 \n",
"13 abc.net.au/news Australia 1414667 \n",
"14 religionnews.com DC, NYC, London, Rome 73982 \n",
"15 khou.com Houston, TX 659018 \n",
"16 kens5.com San Antonio, Texas 130446 \n",
"17 yahoo.com/news/ New York City 1130694 \n",
"18 twitter.com/israelnash Dripping Springs, TX 2453 \n",
"19 foxandfriends.com New York City 1084193 \n",
"20 pbs.org/newshour/ Arlington, VA | New York, NY 983682 \n",
"21 NationalReview.com New York 271442 \n",
"22 ChrisCuomo.com In the Arena 1271167 \n",
"23 insideedition.com New York 72604 \n",
"24 abcnews.com/wnt New York 1277571 \n",
"\n",
" Degree \n",
"0 288 \n",
"1 53 \n",
"2 58 \n",
"3 54 \n",
"4 35 \n",
"5 53 \n",
"6 46 \n",
"7 14 \n",
"8 23 \n",
"9 19 \n",
"10 16 \n",
"11 25 \n",
"12 8 \n",
"13 11 \n",
"14 13 \n",
"15 13 \n",
"16 12 \n",
"17 17 \n",
"18 8 \n",
"19 11 \n",
"20 8 \n",
"21 11 \n",
"22 7 \n",
"23 4 \n",
"24 6 "
]
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" <th></th>\n",
" <th>Partition</th>\n",
" <th>Partition Size</th>\n",
" <th>Screen Name</th>\n",
" <th>Name</th>\n",
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" <th>Location</th>\n",
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" <th>0</th>\n",
" <td>0</td>\n",
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" <td>BigGator5</td>\n",
" <td>biggator5.net/about/twitter-…</td>\n",
" <td>Lake County, Florida</td>\n",
" <td>5876</td>\n",
" <td>343</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>192</td>\n",
" <td>Adrian_Rafael</td>\n",
" <td>Adrian R. Morales</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>1239</td>\n",
" <td>268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4</td>\n",
" <td>84</td>\n",
" <td>MacChomhghaill</td>\n",
" <td>McChomhghaill</td>\n",
" <td>TrumpUnifies.tk</td>\n",
" <td>Northern California, USA</td>\n",
" <td>4361</td>\n",
" <td>362</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2</td>\n",
" <td>79</td>\n",
" <td>TrendingNewsTV</td>\n",
" <td>Trending Newscast</td>\n",
" <td>tn.dvolatility.com</td>\n",
" <td>Metro Detroit, MI</td>\n",
" <td>205</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3</td>\n",
" <td>60</td>\n",
" <td>Ms1Scs</td>\n",
" <td>#DeepStateSwampDrain</td>\n",
" <td></td>\n",
" <td>USA</td>\n",
" <td>6760</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>9</td>\n",
" <td>6</td>\n",
" <td>Johnathin79</td>\n",
" <td>Lock'm ALL Up!</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>6851</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>SputnikInt</td>\n",
" <td>Sputnik</td>\n",
" <td>sputniknews.com</td>\n",
" <td></td>\n",
" <td>205091</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>5</td>\n",
" <td>Expose_The_Lies</td>\n",
" <td>ExposeTheLies</td>\n",
" <td>facebook.com/ExposeTheLies</td>\n",
" <td></td>\n",
" <td>97</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>PrgrsvArchitect</td>\n",
" <td>ProgressiveArchitect</td>\n",
" <td></td>\n",
" <td>Tucson, AZ USA</td>\n",
" <td>1015</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>MaryPatriotNews</td>\n",
" <td>Mary Budesheim</td>\n",
" <td>marypatriotnews.com</td>\n",
" <td>Glens Falls, NY</td>\n",
" <td>13642</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Partition Partition Size Screen Name Name \\\n",
"0 0 279 BigGator5 BigGator5 \n",
"1 1 192 Adrian_Rafael Adrian R. Morales \n",
"2 4 84 MacChomhghaill McChomhghaill \n",
"3 2 79 TrendingNewsTV Trending Newscast \n",
"4 3 60 Ms1Scs #DeepStateSwampDrain \n",
"5 9 6 Johnathin79 Lock'm ALL Up! \n",
"6 5 5 SputnikInt Sputnik \n",
"7 7 5 Expose_The_Lies ExposeTheLies \n",
"8 8 5 PrgrsvArchitect ProgressiveArchitect \n",
"9 6 3 MaryPatriotNews Mary Budesheim \n",
"\n",
" Url Location Followers Degree \n",
"0 biggator5.net/about/twitter-… Lake County, Florida 5876 343 \n",
"1 1239 268 \n",
"2 TrumpUnifies.tk Northern California, USA 4361 362 \n",
"3 tn.dvolatility.com Metro Detroit, MI 205 78 \n",
"4 USA 6760 93 \n",
"5 6851 7 \n",
"6 sputniknews.com 205091 11 \n",
"7 facebook.com/ExposeTheLies 97 6 \n",
"8 Tucson, AZ USA 1015 7 \n",
"9 marypatriotnews.com Glens Falls, NY 13642 4 "
]
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],
"source": [
"# look at accounts in each partition with highest degree\n",
"\n",
"# twitter api credentials for lookup\n",
"CONSUMER_KEY='29JF8nm5HttFcbwyNXkIq8S5b'\n",
"CONSUMER_SECRET='szo1IuEuyHuHCnh93VjLLGb5xg9NcfDVqMsLtOt3DbL5hXxpbt'\n",
"OAUTH_TOKEN='575782797-w96NPIzKF07TpC3c78nEadEfACLclYvSusuOPl8z'\n",
"OAUTH_TOKEN_SECRET='h0oitwxLkDjOLSejSQl2AWSrcmNeUwBpEvSUWonYzZTNz'\n",
"\n",
"# instantiate API object\n",
"auth = twitter.oauth.OAuth(OAUTH_TOKEN, OAUTH_TOKEN_SECRET, CONSUMER_KEY, CONSUMER_SECRET)\n",
"twitter_api= twitter.Twitter(auth=auth)\n",
"\n",
"# uxilirary function\n",
"def inverse_partition(partition):\n",
" components_inv = defaultdict(list)\n",
" for key, value in partition.iteritems():\n",
" components_inv[value].append(key)\n",
" return components_inv\n",
"\n",
"# get top accounts by degree\n",
"def partition_top_accounts(partition, degree):\n",
" part_inv = inverse_partition(partition)\n",
" return {part: max(usernames, key=lambda user: degree[user]) for part, usernames in part_inv.iteritems()}\n",
"\n",
"# get data on account\n",
"def twitter_account(username):\n",
" return twitter_api.users.lookup(screen_name=username)\n",
"\n",
" \n",
"# display data in dataframe\n",
"def pprint_partition_overview(partition, degree, outfile=None):\n",
" data = []\n",
" columns = ['Partition', 'Partition Size', 'Screen Name', 'Name', 'Url', 'Location', 'Followers', 'Degree']\n",
" top_accounts = partition_top_accounts(partition, degree)\n",
" for part_id, account in top_accounts.iteritems():\n",
" user = twitter_account(account)[0]\n",
"# print pprint( user)\n",
" url = ''\n",
" try:\n",
" url = user['entities']['url']['urls'][0]['display_url']\n",
" except:\n",
" pass\n",
" row = {\n",
" 'Partition': part_id,\n",
" 'Partition Size': len(inverse_partition(partition)[part_id]),\n",
" 'Screen Name': account,\n",
" 'Name': user['name'],\n",
" 'Url': url,\n",
" 'Location': user['location'],\n",
" 'Followers': user['followers_count'],\n",
" 'Degree': degree[account]\n",
" }\n",
" data.append(row)\n",
" data.sort(key=lambda row: row['Partition Size'], reverse=True)\n",
" df = pd.DataFrame(data)\n",
" df = df[columns]\n",
" display(df)\n",
" if outfile:\n",
" serialized = json.dumps(data)\n",
" with open('data/{}'.format(outfile), 'w') as ofile:\n",
" ofile.write(serialized);\n",
" \n",
"\n",
"print 'The mention graph partitons with an overview of the accounts with the highest degrees'\n",
"pprint_partition_overview(partition_mention, mention_degree_gcc, 'mention_partition_accounts.json')\n",
"pprint_partition_overview(partition_hashtag, hashtag_degree_gcc, 'hashtag_partition_accounts.json')\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell32\"></a>\n",
"## Comunnity Sizes"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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pp8jJyTG3bd++nQsXLtCzZ0/ztgYNGtCyZUvS0tKuK4+IiIiIiIiI3BhWFyiq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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1149f2050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from collections import Counter\n",
"\n",
"# commnity histogram\n",
"hashtag_com_count = Counter(partition_hashtag.values())\n",
"mention_com_count = Counter(partition_mention.values())\n",
"\n",
"plt.figure()\n",
"\n",
"plt.subplot(211)\n",
"plt.title('Sizes of hashtag communities')\n",
"plt.xlabel('Community number')\n",
"plt.ylabel('Number of nodes')\n",
"plt.bar(hashtag_com_count.keys(), hashtag_com_count.values())\n",
"\n",
"plt.subplot(212)\n",
"plt.title('Sizes of mention communities')\n",
"plt.xlabel('Community number')\n",
"plt.ylabel('Number of nodes')\n",
"plt.bar(mention_com_count.keys(), mention_com_count.values())\n",
"\n",
"plt.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell33\"></a>\n",
"# 3.3 Community Hashtags for Mention Graph\n",
"To drill down further on what plays in the communities found in either network,\n",
"we will look at the hashtags are used in these communities and how they relate\n",
"to each other. A *heatmap* shows the number of occurrences of the top hashtags in\n",
"each community. The brighter the color, the more prevalent that hashtag is in\n",
"the tweets from that community and by extension from the users. This gives us\n",
"an idea about the ideas or opinions of these users. The data is a little sparse\n",
"for some communities since they are small and there are not that many hashtags,\n",
"but we can see some interesting patterns emerge in the ones that do have data."
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
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OBw4c0P79+7VkyRL169fPZHgAAICkEZN8tHv37po+fbp8Pp8uuOACXXLJJbFoBgAA4KwV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QMHdIopdcNdqeMBwMCBAxEaGtrkIcVEutLHqbqCggI4OjqisrISP/zwAz777DN17zVttWrVCps3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\nKCws1ClmT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"text/plain": [
"<matplotlib.figure.Figure at 0x118ee6690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.style\n",
"import matplotlib as mpl\n",
"mpl.style.use('classic')\n",
"\n",
"\n",
"\n",
"def partition_hashtag_analysis(partition):\n",
" # inverse the partitioning to get a dict with { partitioning_id : [usernames]}\n",
" components_inv = inverse_partition(partition)\n",
" # get all hashtags used by users in combination with our query_hashtags\n",
" components_hashtags = defaultdict(list)\n",
" for part_id, usernames in components_inv.iteritems():\n",
" tweets = tweet_collection.find({\n",
" 'username': {\n",
" '$in': usernames\n",
" }, \n",
" 'hashtags': {\n",
" '$ne': '', \n",
" '$nin': map(lambda s: '#' + s, query_hashtags)\n",
" },\n",
" },\n",
" {\n",
" 'hashtags': 1\n",
" })\n",
" # filter query hashtags hashtags \n",
" for row in tweets:\n",
" tags = [tag for tag in row['hashtags'].lower().replace('#', '').split(' ') if tag not in query_hashtags]\n",
" components_hashtags[part_id] += tags\n",
"\n",
" part_tag_counts = {}\n",
" for part_id, tags in components_hashtags.iteritems():\n",
" counts = Counter(tags)\n",
" part_tag_counts[part_id] = counts\n",
" return part_tag_counts\n",
"\n",
"mention_com_hashtags = partition_hashtag_analysis(partition_mention)\n",
"\n",
"# Heatmap\n",
"# get most common hashtags in general\n",
"number_of_tags = 25\n",
"hashtags_count = Counter([tags for part_id in mention_com_hashtags.itervalues() for tags in part_id])\n",
"most_common_tags = map(lambda tup: str(tup[0]), hashtags_count.most_common(number_of_tags))\n",
"\n",
"# from the 'most_common_hashtags', manually group hashtags together on political orientation\n",
"# against gun carry\n",
"against = ['gunsense', 'guncontrol', 'guncontrolnow','gunviolence', 'stopgunviolence','backgroundchecks']\n",
"# generally in favor of gun carry \n",
"in_favor = ['trump', 'maga', '2a','tcot', 'nra', 'msm']\n",
"# neutral\n",
"most_common_tags = against + in_favor + ['texas', 'sutherlandspringsshooting', 'lasvegasshooting', 'texasstrong', 'ksatnews', 'usatoday', 'kens5eyewitness', 'church', 'shooting', 'firstbaptistchurch', 'gun', 'airforce']\n",
"\n",
"# create a matrix of the count of use of the most commn hashatgs in the communities\n",
"heat_array = np.array([[counts[tag] for tag in most_common_tags] for counts in mention_com_hashtags.values()])\n",
"\n",
"# plot heatmap\n",
"fig = plt.figure(figsize=(10, 10))\n",
"plt.imshow(heat_array, interpolation='nearest')\n",
"plt.xticks(range(number_of_tags), most_common_tags, rotation='vertical')\n",
"plt.yticks(range(int(mention_size)), mention_com_hashtags.keys())\n",
"\n",
"rect = fig.patch\n",
"rect.set_facecolor('white')\n",
"plt.colorbar()\n",
"plt.show()\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The *heatmap* above displays how often the most common hashtags appear in every community. The brighter the color, the more prevalent that hashtag is in the tweets from that community and by extension from the users. This gives us an idea about the ideas or opinions of these users. The data is a little sparse for most communities since they are small and there are not that many hashtags, but we can see some interesting patterns emerge in the ones that do have data. We have communities 16 and 17 mentioning #guncontrol #gunsense #guncontrolnow #gunviolence and #stopgunviolence, which are all hashtags related to the camp that wants to limit guns in America. Clusters 3 and 5 and 19 mention in #texas combination with news outlets #kens5eyewitness, #ksatnews and #usatoday, seemingly neutral. There are a bunch of more republican oriented hashtags floating around, #trump, #maga (Make America Great Again), #2a (2nd amendment which protects gun owners), #tcot (top conservatives on twitter), #msm (mainstream media) and #nra (national rifle association - lobby group for gun carry rights), which seem a little more used by the clusters 12, 13, 9, 10, 5 and 6.\n",
"\n",
"Let's combine this data with the sentiment analyis we have derived from the deep learning emoji analysis."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"cell34\"></a>\n",
"## 3.4 Hashtag Emoji Analysis for Mention Graph\n",
"\n",
"As we can see above, the use of a hashtag can be fairly ambiguous. People can\n",
"use a certain hashtag and be either pro or against it, or use the hastag in a\n",
"sarcastic or ironic way. To add a bit more context\n",
"we thought it would be interesting to look at what sentiments or thoughts\n",
"are associated with the hashtags in each community. For this, we used\n",
"[DeepMoji \\[2\\]](references) again. These researchers from MIT, among other\n",
"universities, have constructed a way to train neural networks on text with emojis\n",
"that let them predict a series of emojis from a sentence. The project is freely\n",
"available on github including the pretrained models, which can quite articulately describe the\n",
"sentiment or feeling of that piece of text. We decided to correlate\n",
"the hashtags used in every community with the emojis returned from DeepMoji\n",
" to get a more refined image of the opinions\n",
"that are prevalent in these communities.\n",
"\n",
"Below, the results of this correlation are displayed in a emoji / hashtag\n",
"matrix for the communities. De rows represent the different\n",
"communities in the networks and the columns the most common hashtags in these\n",
"networks. In the cells the most common emojis found through DeepMoji prediction\n",
"are displayed. The smallest communities and some trivial hashtags have\n",
"been left out for clarity."
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>1 Partition size</th>\n",
" <th>2a</th>\n",
" <th>backgroundchecks</th>\n",
" <th>guncontrol</th>\n",
" <th>guncontrolnow</th>\n",
" <th>gunsense</th>\n",
" <th>gunviolence</th>\n",
" <th>maga</th>\n",
" <th>msm</th>\n",
" <th>nra</th>\n",
" <th>tcot</th>\n",
" <th>trump</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Partition</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>28</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>46</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>👏💪👊♥👍</td>\n",
" <td>NaN</td>\n",
" <td>😡😣😢😞😓</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>86</td>\n",
" <td>👍🔫😄😡👏</td>\n",
" <td>NaN</td>\n",
" <td>👍♥😢💔💟</td>\n",
" <td>😡👍😢👏💔</td>\n",
" <td>👍🔫😎😡👏</td>\n",
" <td>NaN</td>\n",
" <td>👍😉😄😜🙏</td>\n",
" <td>NaN</td>\n",
" <td>🔫😄😡😜👍</td>\n",
" <td>😄👍😉😜😡</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>56</td>\n",
" <td>🔫♥❤💔💟</td>\n",
" <td>NaN</td>\n",
" <td>🔫♥👍❤🎶</td>\n",
" <td>❤♥🔫💔💟</td>\n",
" <td>❤♥🔫💔💟</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>👍😊👏😳😉</td>\n",
" <td>❤♥🔫💔💟</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>69</td>\n",
" <td>👍😈🔫😉😜</td>\n",
" <td>NaN</td>\n",
" <td>😐🔫😳😢😕</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>♥😢💔✌💟</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>😡😠😤🔫😈</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>83</td>\n",
" <td>👍👊😉😄💪</td>\n",
" <td>NaN</td>\n",
" <td>😡😪😤✋😣</td>\n",
" <td>💟♥👍❤💙</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>👍💟😜♥👊</td>\n",
" <td>😜👍💟♥👊</td>\n",
" <td>👍😉😜♥💟</td>\n",
" <td>♥😉🎶💔💟</td>\n",
" <td>👍😪👏😣😓</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>45</td>\n",
" <td>♥💪👊✌👍</td>\n",
" <td>NaN</td>\n",
" <td>✨😄💜👍😊</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>😡😒😑😤😠</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>😡♥👊😠💟</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>270</td>\n",
" <td>👍🔫😡💪👊</td>\n",
" <td>NaN</td>\n",
" <td>😡👍😠😤😢</td>\n",
" <td>😡👍😠😢😤</td>\n",
" <td>👍😡😢👏💔</td>\n",
" <td>👍😡😢💔💟</td>\n",
" <td>😡😢😠💔😷</td>\n",
" <td>😡😬👍😜👏</td>\n",
" <td>👍😡♥😢🔫</td>\n",
" <td>NaN</td>\n",
" <td>😡😠👍😈😑</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>56</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>😡😠👍🔫💔</td>\n",
" <td>NaN</td>\n",
" <td>😡🔫👍😑🙏</td>\n",
" <td>NaN</td>\n",
" <td>👍♥😡🔫🎶</td>\n",
" <td>NaN</td>\n",
" <td>😡🔫😠💔😑</td>\n",
" <td>NaN</td>\n",
" <td>👍🎶😎🎧♥</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>37</td>\n",
" <td>♥👍💔✨😡</td>\n",
" <td>NaN</td>\n",
" <td>♥👍😡💟😠</td>\n",
" <td>NaN</td>\n",
" <td>♥✨👍💔💟</td>\n",
" <td>♥👍😄✌💟</td>\n",
" <td>👏👍👊🔫😎</td>\n",
" <td>👍😉♥👏🙏</td>\n",
" <td>😡😠😢😔🔫</td>\n",
" <td>♥✨👍💔💟</td>\n",
" <td>👏👍👊🔫😎</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>46</td>\n",
" <td>😡😠😉👊👍</td>\n",
" <td>NaN</td>\n",
" <td>😡😠🔫💔😉</td>\n",
" <td>👏👍😉😡😠</td>\n",
" <td>😡🔫😑💔😠</td>\n",
" <td>NaN</td>\n",
" <td>🔫🙏♥✌😡</td>\n",
" <td>NaN</td>\n",
" <td>😂👍🙌👏💟</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>43</td>\n"
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