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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "\n",
      "import time\n",
      "import calendar\n",
      "import codecs\n",
      "import datetime\n",
      "import json\n",
      "import sys\n",
      "import gzip\n",
      "import string\n",
      "import glob\n",
      "import os\n",
      "import numpy as np"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "if ( sys.version_info.major == 3 ):\n",
      "    from functools import reduce"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Module 0: Reading Tweets\n",
      "\n",
      "The first thing we do is read in tweets from a directory of compressed files. Our collection of compressed tweets are in the data_files/twitter directory, so we'll use pattern matching (called \"globbing\") to find all the tweet files in the given directory.\n",
      "\n",
      "Then, for each file, we'll open it, read each line (which is a tweet in JSON form), and build an object out of it. As part of this process, we will extract each tweet's post time and create a map from minute timestamps to the tweets posted during that minute."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tweetPath = os.path.join(\"data_files\", \"twitter\")\n",
      "tweetFiles = {\n",
      "   \"time01\": os.path.join(tweetPath, \"statuses.*.gz\")\n",
      "}\n",
      "\n",
      "frequencyMap = {}\n",
      "globalTweetCounter = 0\n",
      "\n",
      "timeFormat = \"%a %b %d %H:%M:%S +0000 %Y\"\n",
      "\n",
      "reader = codecs.getreader(\"utf-8\")\n",
      "\n",
      "for (key, path) in tweetFiles.items():\n",
      "    localTweetList = []\n",
      "    for filePath in glob.glob(path):\n",
      "        print (\"Reading File:\", filePath)\n",
      "        \n",
      "        for line in gzip.open(filePath, 'rb'):\n",
      "\n",
      "            # Try to read tweet JSON into object\n",
      "            tweetObj = None\n",
      "            try:\n",
      "                tweetObj = json.loads(reader.decode(line)[0])\n",
      "            except Exception as e:\n",
      "                continue\n",
      "\n",
      "            # Deleted status messages and protected status must be skipped\n",
      "            if ( \"delete\" in tweetObj.keys() or \"status_withheld\" in tweetObj.keys() ):\n",
      "                continue\n",
      "\n",
      "            # Try to extract the time of the tweet\n",
      "            try:\n",
      "                currentTime = datetime.datetime.strptime(tweetObj['created_at'], timeFormat)\n",
      "            except:\n",
      "                print (line)\n",
      "                raise\n",
      "\n",
      "            currentTime = currentTime.replace(second=0)\n",
      "            \n",
      "            # Increment tweet count\n",
      "            globalTweetCounter += 1\n",
      "            \n",
      "            # If our frequency map already has this time, use it, otherwise add\n",
      "            if ( currentTime in frequencyMap.keys() ):\n",
      "                timeMap = frequencyMap[currentTime]\n",
      "                timeMap[\"count\"] += 1\n",
      "                timeMap[\"list\"].append(tweetObj)\n",
      "            else:\n",
      "                frequencyMap[currentTime] = {\"count\":1, \"list\":[tweetObj]}\n",
      "\n",
      "# Fill in any gaps\n",
      "times = sorted(frequencyMap.keys())\n",
      "firstTime = times[0]\n",
      "lastTime = times[-1]\n",
      "thisTime = firstTime\n",
      "\n",
      "timeIntervalStep = datetime.timedelta(0, 60)    # Time step in seconds\n",
      "while ( thisTime <= lastTime ):\n",
      "    if ( thisTime not in frequencyMap.keys() ):\n",
      "        frequencyMap[thisTime] = {\"count\":0, \"list\":[]}\n",
      "        \n",
      "    thisTime = thisTime + timeIntervalStep\n",
      "\n",
      "print (\"Processed Tweet Count:\", globalTweetCounter)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Reading File: data_files/twitter/statuses.log.2014-08-13-16.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-13-17.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-13-18.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-13-19.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-13-20.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-13-21.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-13-22.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-13-23.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-00.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-01.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-02.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-03.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-04.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-05.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-06.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-07.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-08.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-09.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-10.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-11.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-12.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-13.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-14.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-15.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-16.gz\n",
        "Reading File:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " data_files/twitter/statuses.log.2014-08-14-17.gz\n",
        "Processed Tweet Count:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 293560\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "# Module 1: Simple Frequency Analysis\n",
      "\n",
      "In this section, we will cover a few simple analysis techniques to garner some small insights rapidly.\n",
      "\n",
      "- Twitter Timeline\n",
      "- Top Twitter Users\n",
      "- Twitter API\n",
      "- Posting Frequency Distribution\n",
      "- Popular Hashtags\n",
      "- Simple Event Detection\n",
      "- Language Distributions"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Twitter Timeline \n",
      "\n",
      "To build a timeline of Twitter usage, we can simply plot the number of tweets posted per minute."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as plt\n",
      "\n",
      "fig, ax = plt.subplots()\n",
      "fig.set_size_inches(18.5,10.5)\n",
      "\n",
      "plt.title(\"Tweet Frequency\")\n",
      "\n",
      "# Sort the times into an array for future use\n",
      "sortedTimes = sorted(frequencyMap.keys())\n",
      "\n",
      "# What time span do these tweets cover?\n",
      "print (\"Time Frame:\", sortedTimes[0], sortedTimes[-1])\n",
      "\n",
      "# Get a count of tweets per minute\n",
      "postFreqList = [frequencyMap[x][\"count\"] for x in sortedTimes]\n",
      "\n",
      "# We'll have ticks every thirty minutes (much more clutters the graph)\n",
      "smallerXTicks = range(0, len(sortedTimes), 30)\n",
      "plt.xticks(smallerXTicks, [sortedTimes[x] for x in smallerXTicks], rotation=90)\n",
      "\n",
      "# Plot the post frequency\n",
      "ax.plot(range(len(frequencyMap)), [x if x > 0 else 0 for x in postFreqList], color=\"blue\", label=\"Posts\")\n",
      "ax.grid(b=True, which=u'major')\n",
      "ax.legend()\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Time Frame: 2014-08-13 16:00:00 2014-08-14 17:44:00\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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XBx/s1nfgge65J5wgvfaae96hh7oiyIknuqLLN99IP/uZNGWKNHq0dMwxUrdu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       "text": [
        "<matplotlib.figure.Figure at 0x2d185ec18>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Top Twitter Users\n",
      "\n",
      "Ferguson was a contentiuous topic, and many people had differing opinions about the issue. Given the volume of tweets we are analyzing, we can now answer who the \"loudest\" voices were during this time. \n",
      "\n",
      "That is, who was tweeting the most during this particular time span?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Create maps for holding counts and tweets for each user\n",
      "globalUserCounter = {}\n",
      "globalUserMap = {}\n",
      "\n",
      "# Iterate through the time stamps\n",
      "for t in sortedTimes:\n",
      "    timeObj = frequencyMap[t]\n",
      "    \n",
      "    # For each tweet, pull the screen name and add it to the list\n",
      "    for tweet in timeObj[\"list\"]:\n",
      "        user = tweet[\"user\"][\"screen_name\"]\n",
      "        \n",
      "        if ( user not in globalUserCounter ):\n",
      "            globalUserCounter[user] = 1\n",
      "            globalUserMap[user] = [tweet]\n",
      "        else:\n",
      "            globalUserCounter[user] += 1\n",
      "            globalUserMap[user].append(tweet)\n",
      "\n",
      "print (\"Unique Users:\", len(globalUserCounter.keys()))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Unique Users: 171087\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sortedUsers = sorted(globalUserCounter, key=globalUserCounter.get, reverse=True)\n",
      "print (\"Top Ten Most Prolific Users:\")\n",
      "for u in sortedUsers[:10]:\n",
      "    print (u, globalUserCounter[u], \"\\n\\t\", \"Random Tweet:\", globalUserMap[u][0][\"text\"], \"\\n----------\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Top Ten Most Prolific Users:\n",
        "miserablecitytv 94 \n",
        "\t Random Tweet: RT @AntonioFrench: One pattern of the last few days: After police move the media out of the area, they become more heavy-handed and violent\u2026 \n",
        "----------\n",
        "FreeGCF 80 \n",
        "\t Random Tweet: RT @WesleyLowery: Ppl in #Ferguson v sensitive to media descriptions of rioting, so worth noting: only behavior accurately described as suc\u2026 \n",
        "----------\n",
        "PLNoHope 70 \n",
        "\t Random Tweet: RT @iAirDry: \u201c@BlkSportsOnline: A story on why what is happening in #Ferguson is a daily fear for many African-Americans http://t.co/0BrHqb\u2026 \n",
        "----------\n",
        "kingpin7666 66 \n",
        "\t Random Tweet: RT @HalpernAlex: This is #Ferguson, a suburb in America. http://t.co/GfmHLo4u5q \n",
        "----------\n",
        "desperate_jo13 60 \n",
        "\t Random Tweet: RT @TuxcedoCat: #Ferguson Police Department:\n",
        "Riot Gear \u2714\ufe0f\n",
        "Tear Gas \u2714\ufe0f\n",
        "Camouflage \u2714\ufe0f\n",
        "Assault Rifles \u2714\ufe0f\n",
        "Armored Land Mine Vehicles \u2714\ufe0f\n",
        "Dashboa\u2026 \n",
        "----------\n",
        "TxWomenRock 57 \n",
        "\t Random Tweet: RT @SoulRevision: Yes &amp; they cover #Ferguson RT @jkendall82: @OwlsAsylum @SoulRevision  This is audio from St. Louis dispatch, not Ferguson\u2026 \n",
        "----------\n",
        "No_Cut_Card 56 \n",
        "\t Random Tweet: really? RT @kayquinn: #Ferguson police chief:  he was upset body of #MikeBrown laid in street so long after shooting. \n",
        "----------\n",
        "sierramike320 55 \n",
        "\t Random Tweet: RT @ChdRountree: America will prove its worth in how it responds to the #MikeBrown tragedy in #Ferguson @OpFerguson \n",
        "----------\n",
        "Petapup1 55 \n",
        "\t Random Tweet: RT @RiseCoffeeSTL: Calling all journalists covering #MikeBrown #Ferguson FREE coffee/Wifi if you need a place to work! @AntonioFrench http:\u2026 \n",
        "----------\n",
        "TheAPJournalist 53 \n",
        "\t Random Tweet: RT @jrosenbaum: Media scrum before #Ferguson Police chief conference: http://t.co/3Cwuv4xqPr \n",
        "----------\n"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Twitter API\n",
      "\n",
      "It's difficult to see who these people are, but we can go back to the Twitter API and get user descriptions for more information."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import tweepy\n",
      "\n",
      "consumer_key = \"RfWoIb9wocCY0kOYKUYnf5VOo\"\n",
      "consumer_secret = \"FqsdZGdD4yvzwPj0yoe7lHRxgG4tjz2WVZbozxpOPnDunMhzv9\"\n",
      "access_token = \"2421639553-0IF33x71RsEJL2aKCksu0C1VR8383nqRQK0dYSE\"\n",
      "access_token_secret = \"3wSJCvLhgPBi8NUNVWbvosK2DAraGgB9K0NN0URNLVWjs\"\n",
      "\n",
      "# Set up the authorization mechanisms for Tweepy to access Twitter's API\n",
      "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
      "auth.secure = True\n",
      "auth.set_access_token(access_token, access_token_secret)\n",
      "\n",
      "api = tweepy.API(auth)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print (\"Top Ten Most Prolific Users:\")\n",
      "for u in sortedUsers[:10]:\n",
      "    print (u, globalUserCounter[u])\n",
      "\n",
      "    # Get user info\n",
      "    try:\n",
      "        user = api.get_user(u)\n",
      "        print (\"\\tDescription:\", user.description)\n",
      "    except Exception as te:\n",
      "        print (\"\\tDescription Error:\", te)\n",
      "        \n",
      "    print (\"----------\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Top Ten Most Prolific Users:\n",
        "miserablecitytv 94\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Aggregator, Agitator & Amplifier - - - - - - - - - - - - - - - - - - - Striving for social justice is the most valuable thing to do in life. - Albert Einstein\n",
        "----------\n",
        "FreeGCF 80\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " @xmariedrewbtrx\n",
        "----------\n",
        "PLNoHope 70\n",
        "\tDescription Error:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Twitter error response: status code = 404\n",
        "----------\n",
        "kingpin7666 66\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Veteran Of Three wars- Special Operations- #blacklivesmatter- The Future of the Democratic Party- Guilty of Being Black in A White America\n",
        "----------\n",
        "desperate_jo13 60\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " i am jo, and i am desperate for justice. O_O [pronouns: they/them/their]\n",
        "----------\n",
        "TxWomenRock 57\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " I block hellions, imps, & brutes  || IF WOMEN CHOOSE THEY CAN MAKE #WENDYDAVIS THE NEXT GOVERNOR OF TEXAS  || img by http://t.co/WGShienQMh\n",
        "----------\n",
        "No_Cut_Card 56\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " life enthusiast. disgruntled #Wizards fan.\n",
        "----------\n",
        "sierramike320 55\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Advocate for the unheard and ignored. Interested in the earth, life, learning, love, and justice.  Baseball is Healing.\n",
        "----------\n",
        "Petapup1 55\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Just me! #Prochoice, MARRIED, #atheist and a Diehard Capitals Fan! nsfw! #lgbtq\n",
        "----------\n",
        "TheAPJournalist 53\n",
        "\tDescription:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Co-executive and global news editor at @ReadByline. Word writer, straight talker, political junkie and data enthusiast. (Not affiliated with the @AP)\n",
        "----------\n"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Distribution of Postings\n",
      "\n",
      "It appears a few users were posting to Twitter a lot. \n",
      "But how often did *most* Twitter users tweet during this time? \n",
      "We can build a histogram to see this distribution."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure(figsize=(16,8))\n",
      "    \n",
      "# the histogram of the data\n",
      "plt.hist(\n",
      "    [globalUserCounter[x] for x in globalUserCounter], \n",
      "    bins=100, \n",
      "    normed=0, \n",
      "    alpha=0.75,\n",
      "    label=\"Counts\",\n",
      "    log=True)\n",
      "\n",
      "plt.xlabel('Number of Tweets')\n",
      "plt.ylabel('Counts')\n",
      "plt.title(\"Histogram of Frequency\")\n",
      "plt.grid(True)\n",
      "plt.legend()\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cAACAFdKTu742oifXc3IBAACOwcJnxrK1TO1yZY8QogcyTA/kmF7IMj2Q443XWvNrnX/N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\nZxhyJUmSJEmdYciVJEmSJHXGb/bKbI5QpmXXAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x104ebde48>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Average Number of Posts"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "avgPostCount = np.mean([globalUserCounter[x] for x in globalUserCounter])\n",
      "print(\"Average Number of Posts:\", avgPostCount)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Average Number of Posts: 1.71585216878\n"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Popular Hashtags\n",
      "\n",
      "Hashtags give us a quick way to view the conversation and see what people are discussing. \n",
      "Getting the most popular hashtags is just as easy as getting the most prolific users."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# A map for hashtag counts\n",
      "hashtagCounter = {}\n",
      "\n",
      "# For each minute, pull the list of hashtags and add to the counter\n",
      "for t in sortedTimes:\n",
      "    timeObj = frequencyMap[t]\n",
      "    \n",
      "    for tweet in timeObj[\"list\"]:\n",
      "        hashtagList = tweet[\"entities\"][\"hashtags\"]\n",
      "        \n",
      "        for hashtagObj in hashtagList:\n",
      "            \n",
      "            # We lowercase the hashtag to avoid duplicates (e.g., #MikeBrown vs. #mikebrown)\n",
      "            hashtagString = hashtagObj[\"text\"].lower()\n",
      "            \n",
      "            if ( hashtagString not in hashtagCounter ):\n",
      "                hashtagCounter[hashtagString] = 1\n",
      "            else:\n",
      "                hashtagCounter[hashtagString] += 1\n",
      "\n",
      "print (\"Unique Hashtags:\", len(hashtagCounter.keys()))\n",
      "sortedHashtags = sorted(hashtagCounter, key=hashtagCounter.get, reverse=True)\n",
      "print (\"Top Twenty Hashtags:\")\n",
      "for ht in sortedHashtags[:20]:\n",
      "    print (\"\\t\", \"#\" + ht, hashtagCounter[ht])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Unique Hashtags: 6555\n",
        "Top Twenty Hashtags:\n",
        "\t #ferguson 209701\n",
        "\t #mikebrown 17824\n",
        "\t #mediablackout 5322\n",
        "\t #gaza 4497\n",
        "\t #michaelbrown 2541\n",
        "\t #dontshoot 1968\n",
        "\t #anonymous 1836\n",
        "\t #stl 1607\n",
        "\t #palestine 1542\n",
        "\t #prayforferguson 1525\n",
        "\t #justiceformikebrown 1322\n",
        "\t #opferguson 1160\n",
        "\t #myawhite 995\n",
        "\t #usa 956\n",
        "\t #policestate 906\n",
        "\t #fergusonshooting 875\n",
        "\t #tcot 805\n",
        "\t #inners 773\n",
        "\t #iraq 736\n",
        "\t #fergusonriot 656\n"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Event Detection w/ Keyword Frequency\n",
      "\n",
      "Twitter is good for breaking news. When an impactful event occurs, we often see a spike on Twitter of the usage of a related keyword. Some examples are below."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# What keywords are we interested in?\n",
      "targetKeywords = [\"obama\", \"tear gas\"]\n",
      "# targetKeywords.append(\"lowery\")\n",
      "# targetKeywords.append(\"reilly\")\n",
      "targetKeywords.append(\"iraq\")\n",
      "\n",
      "# Build an empty map for each keyword we are seaching for\n",
      "targetCounts = {x:[] for x in targetKeywords}\n",
      "totalCount = []\n",
      "\n",
      "# For each minute, pull the tweet text and search for the keywords we want\n",
      "for t in sortedTimes:\n",
      "    timeObj = frequencyMap[t]\n",
      "    \n",
      "    # Temporary counter for this minute\n",
      "    localTargetCounts = {x:0 for x in targetKeywords}\n",
      "    localTotalCount = 0\n",
      "    \n",
      "    for tweetObj in timeObj[\"list\"]:\n",
      "        tweetString = tweetObj[\"text\"].lower()\n",
      "\n",
      "        localTotalCount += 1\n",
      "        \n",
      "        # Add to the counter if the target keyword is in this tweet\n",
      "        for keyword in targetKeywords:\n",
      "            if ( keyword in tweetString ):\n",
      "                localTargetCounts[keyword] += 1\n",
      "                \n",
      "    # Add the counts for this minute to the main counter\n",
      "    totalCount.append(localTotalCount)\n",
      "    for keyword in targetKeywords:\n",
      "        targetCounts[keyword].append(localTargetCounts[keyword])\n",
      "        \n",
      "# Now plot the total frequency and frequency of each keyword\n",
      "fig, ax = plt.subplots()\n",
      "fig.set_size_inches(18.5,10.5)\n",
      "\n",
      "plt.title(\"Tweet Frequency\")\n",
      "plt.xticks(smallerXTicks, [sortedTimes[x] for x in smallerXTicks], rotation=90)\n",
      "\n",
      "ax.plot(range(len(frequencyMap)), totalCount, label=\"Total\")\n",
      "\n",
      "for keyword in targetKeywords:\n",
      "    ax.plot(range(len(frequencyMap)), targetCounts[keyword], label=keyword)\n",
      "ax.legend()\n",
      "ax.grid(b=True, which=u'major')\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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eNPLqsiWE/00ljzzyyIvdvEhkkkceeZ5AFCwAAIiWTZtqfm5xsddhkZjIDAsA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2aUJ0+ePFc8F2aUJ68ueRX5usECGA7kA32AZGttMnAcsCVwnzx5rs0o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\nSimllFJBlzZYKKWUUkoppZRSKuj6f5WA3E4OmW8NAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2d8910080>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Language Distribution\n",
      "\n",
      "The protests in Ferguson, MO became an international topic of discussion. As a result, people all over the world were tweeting about the events. Using Twitter's data, we can see how many people were tweeting in different languages."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# A map for counting each language\n",
      "languageCounter = {}\n",
      "\n",
      "for t in sortedTimes:\n",
      "    timeObj = frequencyMap[t]\n",
      "    \n",
      "    for tweet in timeObj[\"list\"]:\n",
      "        lang = tweet[\"lang\"]\n",
      "        \n",
      "        if ( lang not in languageCounter ):\n",
      "            languageCounter[lang] = 1\n",
      "        else:\n",
      "            languageCounter[lang] += 1\n",
      "            "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "languages = sorted(languageCounter.keys(), key=languageCounter.get, reverse=True)\n",
      "\n",
      "for l in languages:\n",
      "    print (l, languageCounter[l])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "en 282138\n",
        "es 3759\n",
        "und 1882\n",
        "de 1133\n",
        "tr 795\n",
        "fr 623\n",
        "et 476\n",
        "sk 463\n",
        "tl 330\n",
        "in 306\n",
        "ar 282\n",
        "it 241\n",
        "pt 191\n",
        "da 160\n",
        "nl 140\n",
        "ht 127\n",
        "pl 81\n",
        "sl 72\n",
        "ja 62\n",
        "sv 57\n",
        "vi 54\n",
        "no 51\n",
        "th 29\n",
        "ru 20\n",
        "hu 16\n",
        "is 14\n",
        "fa 12\n",
        "el 10\n",
        "zh 10\n",
        "lt 6\n",
        "lv 5\n",
        "fi 5\n",
        "ko 4\n",
        "hi 2\n",
        "bg 2\n",
        "iw 1\n",
        "iu 1\n"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure(figsize=(16,8))\n",
      "    \n",
      "# the histogram of the data\n",
      "plt.bar(\n",
      "    np.arange(len(languages)),\n",
      "    [languageCounter[x] for x in languages],\n",
      "    log=True)\n",
      "\n",
      "plt.xticks(np.arange(len(languages)) + 0.5, languages)\n",
      "plt.xlabel('Languages')\n",
      "plt.ylabel('Counts (Log)')\n",
      "plt.title(\"Language Frequency\")\n",
      "plt.grid(True)\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AH2ZgAQAAAADRRrCB7cK6znZa19lO6zrbaV1nO62bNwuUOGOU1nW2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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2d8039a20>"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "# Module 2: Geolocation in Twitter\n",
      "\n",
      "Twitter allows users to share their GPS locations when tweeting, but only about 2% of tweets have this information. We can extract this geospatial data to look at patterns in different locations. \n",
      "\n",
      "In this module, we will look at: \n",
      "- Filtering Twitter data with GPS data\n",
      "- Plotting GPS Data\n",
      "- Splitting data based on location\n",
      "- Top users inside/outside Ferguson\n",
      "- Top hashtags inside/outside Ferguson"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Filtering GPS Data\n",
      "\n",
      "Each tweet has a field called \"coordinates\" describing from where the tweet was posted. The field might be null if the tweet contains no location data, or it could contain bounding box information, place information, or GPS coordinates in the form of (longitude, latitude). We want tweets with this GPS data.\n",
      "\n",
      "For more information on tweet JSON formats, check out https://dev.twitter.com/overview/api/tweets"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# A frequency map for timestamps to geo-coded tweets\n",
      "geoFrequencyMap = {}\n",
      "geoCount = 0\n",
      "\n",
      "# Save only those tweets with tweet['coordinate']['coordinate'] entity\n",
      "for t in sortedTimes:\n",
      "    geos = list(filter(lambda tweet: tweet[\"coordinates\"] != None and \"coordinates\" in tweet[\"coordinates\"], frequencyMap[t][\"list\"]))\n",
      "    geoCount += len(geos)\n",
      "    \n",
      "    # Add to the timestamp map\n",
      "    geoFrequencyMap[t] = {\"count\": len(geos), \"list\": geos}\n",
      "\n",
      "print (\"Number of Geo Tweets:\", geoCount)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of Geo Tweets: 2000\n"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### GPS Frequency\n",
      "\n",
      "What is the frequency of GPS-coded tweets?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots()\n",
      "fig.set_size_inches(18.5,10.5)\n",
      "\n",
      "plt.title(\"Geo Tweet Frequency\")\n",
      "\n",
      "postFreqList = [geoFrequencyMap[x][\"count\"] for x in sortedTimes]\n",
      "\n",
      "smallerXTicks = range(0, len(sortedTimes), 30)\n",
      "plt.xticks(smallerXTicks, [sortedTimes[x] for x in smallerXTicks], rotation=45)\n",
      "\n",
      "ax.plot(range(len(geoFrequencyMap)), [x if x > 0 else 0 for x in postFreqList], color=\"blue\", label=\"Posts\")\n",
      "ax.grid(b=True, which=u'major')\n",
      "ax.legend()\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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k5ZNJHnlFRccLAAAAEmOUCwAA8VDjBQCAgCeflL75Temf/5RGjsyet8EG0uDB\n0o03Zs+K65prvJobn37avm2iPg49VJo8Wbr6amnJJb0aL3vsEX/9I46Q/vxnr44SAACuUOMFAICS\ncdWv34njA9TdQN7SnE4aAIA6ouMloOjz0Mirdl4emeSRR17yvLRfIpu1jxov5c/LI7OseS5qvLhQ\n1uePPPLIyyeTPPKKio4XAAAiuBzxwlmNUCVpO16iMgAAqDJqvAAAEPDEE9I663iXa6+dPW/99b0a\nLzffnD0rriuu8Gq8zJrVvm2iPg45xKvxcu210mKLeTVe9t47/vq//71X4+Wpp/JrIwCgfqjxAgBA\nSaQ9nXSczHZhxAvylHXEC/snAKBO6HgJKPo8NPKqnZdHJnnkkdf5vLRfMqnxUqy8PDKrkJemxosr\n5JFHXnnz8sgkj7yiouMFAIAAjsQDzbkYscLfGQCgLqjxAgBAwGOPSeut512us072vPXWk5ZeWho7\nNntWXJdd5tV4+eKL9m0T9XHQQdKUKdJ110mDBnk1XvbbL/76hx/u/T0880x+bQQA1A81XgAAKAnX\n/fmc1QhV49+/0tZ4AQCgLuh4CSj6PDTyqp2XRyZ55JGXPi/pl8MiPV5qvPA/ul15aWu8uOh8qcLz\nRx55dc3LI5M88oqKjhcAAAKqMuIFyEvWsxoBAFAn1HgBACDgkUekb33Lu1xvvex566wjLbWUdPvt\n2bPiuugiaffdpTlzJFO4mc4ouwMO8Gq8jBkjLbigV+Nl//3jr3/ooV6Nl+eey6+NAID6ocYLAABo\nG3/9DcA1RrwAABAfHS8BRZ+HRl618/LIJI888pLnpe20aJaX5otp1hov/suseWHqlpdHZhXyqPFC\nHnnkFSWTPPKKqtAdL8aYlY0x//T9fGiM2bfT7QIAIClGBKBKGOUCAEB8panxYozpJ+kNSetZa6f4\nbqfGCwDAqYcekjbcUHr4YWn99bPnffOb0pJLSnfckT0rrvPPl379a+nzz6UBA9q3XdTDb38rvf66\n9Kc/SfPP79V4Oeig+Ov/7nfSrbdKzz+fXxsBAPVDjZfsvifpFX+nCwAAeXLVr9/JsxpxbAJ58O/T\njH4BAKC5MnW8bC/p2rw3UvR5aORVOy+PTPLIIy95Xtovkc3aR42X8uflkVmFvLQ1XlwgjzzyypuX\nRyZ55BVVKTpejDFfkfQTSTd0ui0AgPrIchT/0UelX/2qb86RR3qn0E3ruOO8U0O/917rZRnxgjCX\nXiqdfXZ6kQgVAAAgAElEQVT2nDhnNfr0U2/KXtT6/nXuvNObfgQAQBWVZdb3jyQ9Ya2dFnbnzjvv\nrGHDhkmSBg0apJEjR6qrq0tSb69Y3OuN29KuTx55WfKCvbjkkUde5/Kkbj35pLTBBuny7ruvWxMm\nSJJ3/7vvduvxx6Vll03fvief9PI++UR6+unm67/4onfd2niPt+ivR1Hyyn79rbe69PHH2fNef71b\n06ZJUpeslV55pVvd3X2X/+gj6V//Cl9/8uRuffqpt74k3X9/7/7dyeeH61znenuvd3V1kUdeprzR\no0drwoQJX/YHFFUpiusaY66XdKe19oqQ+yiuCwBw6h//kDbayLuMOmLfyrhx0llnSXfdJa21lrTE\nEtKQIV6x3sZImKT228/LfO01aejQ5suedZa3/KefesVPAUk69ljp44+lE0/MlrPfftIbb0g33ugV\nbz76aOmww/ou8+670vLLSx9+OPf6hxwi3XKL9O9/e9cvv1y6917pqquytQsAUG8U103JGDNQXmHd\nm9uxvUYPGnnkdSIvj0zyyCOvc3nB6T5Ji5BGtS9OBjVe+B8dxfU+2Gy/Dt7eyHN1zKwKrwd55NU1\nL49M8sgrqsJPNbLWfiJp8U63AwBQHy6+FAYz8sgEknK5D2XNyuNvBACAIirFVKNmmGoEAHDt73+X\nNt7Yu/z2t9Nl3H67dOaZ0j33SCNHSosv3jvVaI890mXuu69XGPXVV6VWU5lHj5Z+8xtvWsnAgem2\nh+o55hhpxgzp5JOz5eyzjzR1qnTTTVK/ft5Uo9//vu8y06dLw4d72ws6+GBvqtGLL3rX//hHb6rR\n1VdnaxcAoN6YagQAQEm4Gp2SdapRVLvSTjUCsu6DwaxWmc22xYgXAEBd0PESUPR5aORVOy+PTPLI\nIy99XtIvglE1XtJkheUlyaLGC/+jo+RRZygsM6xDJqrGS9pOlyq8HuSRV9e8PDLJI6+o6HgBACAg\njxEv/p+s7WLEC9JyOeKlkee/jLo/SRYAAFVDjRcAAAL+9jfpu9/1LjfeOF3G2LFenZXx46VvfMOr\n8bLssl6Nl732Spe5117SeedJL70krbBC82VPPVU68EDpgw+khRdOtz1Uz9FHe6d3Pv30bDl77dVb\n46V/f+mII7xsv3fekZZbTpo5c+71DzpIuvlm6eWXveuXXurVeLn22mztAgDUGzVeAAComaxTjeLk\ntlqGYxPwK8qIl6ipSQAAVBEdLwFFn4dGXrXz8sgkjzzykuel7bTw57mYahRVM4YaL53JyyOzE3WL\nXNZ4abZPNqvxElwnbYdQ2V8P8sirc14emeSRV1R0vAAA0CauRxsAncS+DABAPNR4AQAgoLtb+q//\nku6/X/rOd9Jl3HKLdMYZXp2YNdaQFl1UGjLEq/Gyzz7pMvfcU7rgAumFF6SVV26+7EknSYccIr37\nrrdtQPJqsXz4oXTmmdly9txTevNN6YYbpK98RTrsMOnYY/su8/bb3j4/a9bc6x94oFcfZuJE7/ol\nl0j33CONGZOtXQCAeqPGCwAAJZO1X9/1WY2StIsaL4jiap8ITqdrdn+rNrCfAgCqjI6XgKLPQyOv\n2nl5ZJJHHnnJ89J+CYyq8dLstrh5/nZR46UzeXlkVrnGS9jtzdpHjRfyyKtXXh6Z5JFXVHS8AAAQ\nwfWIF1cY8YIs2nVWo1b7fV5n/QIAoGio8QIAQMB990mbbiqNHy91daXLuOkm6bTTpAcflFZbzauz\nsuyyXo2XUaPSZe6+u3TRRdKzz3qZzRx3nHT44V6dja99Ld32UD2HHy69/7507rnZcnbf3avxMmaM\ntMAC0sEHSyee2HeZN9+UBg+W5syZe/3995duvll69VXv+kUXeTVebrghW7sAAPVGjRcAAErG1YiX\nxu/UeEERMOIFAID2ouMloOjz0Mirdl4emeSRR15n8oKFR13Ur6DGS2fz8sgsc42XVsV1k7aPGi/k\nkVevvDwyySOvqOh4AQAgIK+j765rvQBlEKfwLn8XAIAqo8YLAAAB994rfe973uUmm6TLuOEG6dRT\npUcekUaMkAYN6q3xsv/+6TJ320265BLpqaekb3yj+bJ/+IN05JHS1KnS0kun2x6q59BDpffeky64\nIFvObrtJb70lXXedtNBC0gEHSKec0neZN97w9vk5cyQTmG3/2996dZBee827fsEFXo2Xm27K1i4A\nQL1R4wUAgJJw1Z/PWY1QRK7qDMWdahT3VNMAAFQVHS8BRZ+HRl618/LIJI888tLnJf1iGFXjpdlt\ncfP87aHGS2fy8sgsa40Xf57/stV9rWrGJFX214M88uqcl0cmeeQVFR0vAAAE5DXihbMaoQhc7oNp\nR7ywXwIA6oQaLwAABNxzj/SDH3iX3/teuowxY6STT5aeeEJaZRVp4YWlIUO8Gi8HHpguc9ddpcsu\n8zLXXrv5skccIR1zjDR5srddQJIOOUSaPt2rFZTFrrt6NV6uuUZaZBFp1CjpjDP6LjNlijR0qDRr\nljTPPH3v+81vpBtv9JaRpPPO8/7ebrklW7sAAPVGjRcAAGom61SjuLnNluHYBIKKMOIFAIA6oeMl\noOjz0Mirdl4emeSRR17yvLSdFlE1XtJONaLGS7Hy8sgsc42XVsV1m+2DwXZQ44U88uqXl0cmeeQV\nFR0vAADkIGy0i+tMoFOS7IvstwCAuqPGCwAAAXfdJW22mXT33dL3v58u47rrpJNOkiZMkFZeWfrq\nV6Vll/VqvBxySLrMXXaRLr9cevRRad11my972GHS8cdLr74qDRuWbnuonoMOkqZNk/74x2w5u+wi\nvf22dNVV0uKLS/vsI511Vt9lJk+WlltOmjlTmm++vveNGiXdcIP0xhve9XPP9f7exo7N1i4AQL1R\n4wUAgJLJ0q/vYqpRVHuo8YK0XNYZSjPVKO92AQBQRHS8BBR9Hhp51c7LI5M88shLnpf2C2BUTZa0\nmVnaR40X/kdHcVXjxZ8Vt7iuv8aLC1V4Pcgjr655eWSSR15R0fECAEAElyNegrdlaQ8jXpCW6zNr\nZRnx4qK4LgAAZUCNFwAAAu68U/rv/5b+8hfphz9Ml3HNNdIJJ0jPPiutuKK00EJejZdvfUs69NB0\nmTvtJF15pfTgg9IGGzRf9uCDpZNPll56SVphhXTbQ/UccEBvbZYsdtrJy7niCmmppaQ995TOO6/v\nMpMmScOHSzNmSAsu2Pe+/fbzarxMnepdP/tsr8bLbbdlaxcAoN6o8QIAQMm4GvHiz2LECzqpKCNe\nXJ1OGgCAMqDjJaDo89DIq3ZeHpnkkUde5/KyTjWixkux8vLILHONl1bFdcO2V4XnjzzyyCtuJnnk\nFRUdLwAABLgcEeC/njWXEQHIytU+lCSHGi8AgLqjxgsAAAF33CH9+Mfe5Y9+lC7jqquk44+Xnn/e\nq7EycKA0ZIi0/vrS73+fLnPHHaWrr5YeeEDaaKPmyx5wgHTaadILL0grr5xue6ie3/5Weust6dpr\ns+XsuKP0zjvSH/8oDR4s/epX0oUX9l1m4kTp61+X3n9fGjSo73377iv96U9eWyTpzDO9Gi/jxmVr\nFwCg3qjxAgBASbga8cJZjVA0Lmu8xJ1qFLcd7KsAgKqi4yWg6PPQyKt2Xh6Z5JFHXvq8pF8Eo2q8\nNH7PmpekXdR44X90FFc1XvxZcYvrZtmnw1Th9SCPvLrm5ZFJHnlFRccLAAABeYx44axGKIJ2ntUo\nuGzcTAAAqoYaLwAABNx+u/STn3iXP/5xuowrrpCOPVZ66SVp+eW9Gi/LLuvVeDnqqHSZO+zg1eYY\nP17q6mq+7KhRXt2MZ5+VVlst3fZQPaNGSVOnevVVsthhB6/Gy6WXSsstJ/3v/3q/+738srTiitL0\n6dJii/W9b++9vTa88453/YwzvBovd96ZrV0AgHqjxgsAACXhesSLy8y4WYx4QRhGvAAA0H50vAQU\nfR4aedXOyyOTPPLIS5/nqsaLvxCpi/oa1HjpTF4emWWt8RKnuG6rfdBFx2QVXg/yyKtrXh6Z5JFX\nVHS8AACQg6gvoi5qvABpdWIfatYp0+o2AACqgBovAAAE/PnP0k9/Kt12m7T55ukyLrvMq/EycaI0\nfLg0//zSkCFejZc//CFd5vbbS2PGSH/9q7Tpps2X3Wcf6ZxzpKeekr7xjXTbQ/Xsu6/0xhvSTTdl\ny9l+e692y8UXezWMdtpJuvzyvsu89JK00krSW29JSy7Z97699vL25enTveunnebVeLnrrmztAgDU\nGzVeAAAomaz9+lmnGmVpFzVeEMbVPhjMcjGChX0VAFBVdLwEFH0eGnnVzssjkzzyyEue56LeRNgX\n3Kw1XrIW1y3r61GUvDwyy1zjJeyy1faiarykVYXXgzzy6pqXRyZ55BUVHS8AAERwPeLFFUa8IK28\n9sW4xXWD9+XVLgAAioQaLwAABNx6q7TVVtLYsdIWW6TLuOQSr5bL5MnScst5NV6WXdar8XLcceky\nt9tOuuEG6S9/kX74w+bL7rmndMEF0hNPSGuvnW57qJ6995amTPH27Sy2286rz3LhhV4dlx12kK6+\nuu8y//63tMoqXk2ZZZbpe9+vf+3VeHn3Xe/6qad69V3uuSdbuwAA9UaNFwAASsbViJfG79R4QacV\nZcRL8HZGvAAAqoyOl4Ciz0Mjr9p5eWSSRx55yfNc13hJ+6WSGi/Fyssjs915WesMBXPS1nhxdTrp\nsr8e5JFX57w8Mskjr6joeAEAoE04qo86ijviBQCAqqLGCwAAAbfcIm29tXe55ZbpMi66SDr6aK++\nxdCh0rzz9tZ4OfHEdJnbbCPddJM0bpz03//dfNlf/Uq6+GLp0UeldddNtz1Uz557ejVebr89W842\n23j1Wc4/X1p1VWn77aXrruu7zPPPSyNGSK+95v0NBNtx/fXS++97108+2atddN992doFAKg3arwA\nAFASrvrzOasRisjl/p1lP2PfBADUBR0vAUWfh0ZetfPyyCSPPPLS5yX9YhhV46XZbXHz/O2hxktn\n8vLILHONl7DLZsv481ydTrrsrwd55NU5L49M8sgrKjpeAAAIyGvEC2c1QhG0e8QL+yAAoO6o8QIA\nQMBNN/XWU9l663QZF1wgHXmk9PbbXm2Xr3xFGjLEq/Fy8snpMht1Z8aOlbbYovmy//u/0h//KD34\noLTBBum2h+rZfXev5spf/pItZ+utvRov554rrbGG9/dyww19l3nuOWn11aWJE6Xhw/vet8ceXk2Y\nDz/0rp94otemEh/MBAAUADVeAAAoCdcjXvzXGfGCTsuj3lDSES/slwCAOqHjJaDo89DIq3ZeHpnk\nkUde+jxXNV7STjWixkux8vLILHONl1ZTjVrtg8HTSVPjhTzy6pWXRyZ55BUVHS8AALQBR/hRV+z7\nAIC6K3yNF2PMIEmXSFpNkpX0v9bah333U+MFAODUDTdI220n3Xij9LOfpcs47zzpiCOk6dOlwYOl\neebxar2sv7502mnpMrfc0qvvcvPN0lZbNV92p52kK6+UHnhA2mijdNtD9ey2mzRpknTPPdlyttxS\neu896eyzpZEjvf3x5pv7LvPss179lxdflFZcse99u+8uXXutNGOGd/34470aL3/7W7Z2AQDqrag1\nXgZ0ugExnCnpDmvtNsaYAZIGdrpBAIB6yNKv72KqUVimMdR4QTau6gylmWrksg0AAJRFoacaGWMW\nlrSxtfYySbLWzrbWfpjnNos+D428auflkUkeeeQlz0v7pTCqJkvazLD2Zel4KevrUZS8PDLLWuPF\nn+e/TJIXVnw6qbK/HuSRV+e8PDLJI6+oCt3xImm4pGnGmD8aY540xlxsjFmg040CANSDyxEvwdvS\nZvbrx4gXZFOEES95tAkAgKIqdI0XY8w6kh6StKG19jFjzGhJH1lrj/AtQ40XAKiZmTOlHXaYu6aE\nK2PGSNtvL/3pT9K220rHHCNtuqm04YbxM845Rzr8cOmDD6Sll5YGDOit8TJ6dLp2bbGFVwfjmmu8\ndvm99pp0wgnSBRd413fYwauhMX681NXVOnvQIOmhh6RVV/Wuv/OOtOSS0iWXSLvuGq99t94qvf22\nV7/D7+STpeeek664Il5OXUycKJ1+urevtMuuu3rbHT9+7vv22EM69FBvPzr4YGnYsLmXue02acoU\nbz986SXphRe823/yE2nRRaV//MO7XZKeflpac03pscekddft27my225eDaLNNpNWW82rA/PWW9Lf\n/+78IQMAUkhysKcdzjtPGjpU2nzz5stR4yWd1yW9bq19rOf6jZIOCS608847a1jPp4NBgwZp5MiR\n6ur5lNkYjsR1rnOd61yvzvVPP5Xuuadb3d35bU/q1rPPSttu26Wnn5Y+/7xbs2bFX//FF7v1+eeS\n5F3/z3+69eGHvdfTtG/aNKlfvy5ZO/f948Z16777evPfesu739p4+R9+2K3rr5eOPtq7/pe/ePe/\n8kr89t11lzT//HPff9FF0iuvdGuXXYqx/xTl+jPPSE880d7tS+H7T3d3t8aPl3bdtUtPPCHdcUe3\nRoyYe/1XXunSxInStGndmjLFy5O86088IU2d2rv8yy9790+fLkl9/16nTvX+nv761y7Nni29+mq3\n+vfvzSvC68N1rnOd63W+vvHG3vXx47tlTOfb8/zz3vtF8P7Ro0drwoQJX/YHFJa1ttA/kv4maaWe\n34+SdFLgfuvS+PHjySOvY3l5ZJJHXhXzpk2zdtAgd3lB113nTaIYM8a7/rOfebclyTvrLGsXWsj7\nfcklrR082Nr117d2333Tt2/zza2dbz5rr79+7mUfesjaNdfsvb799t5juPfe6Dw/ydobb+y9/q9/\nebcdckj89p18srWjRs293IorelmtFH3/c535wAPWrrqquzxrW7dvl12s/c53wu9be21rH3nE2nXW\nsfbBB8PzTj/d2r339vbFRRbpnXD04x9bu/LKfV/nCRO86+PG9d7eyPu///Num39+a3/0I2vXW8/a\nDTd0/3jJI4+84ublkUmeu7zZs73/059/7iYvq732snavvVrn9fQPdLwfI/hT9BEvkrSPpGuMMV+R\n9IqkXTrcHgBAh3Vi2GvSbYYVDs3abttzVqMwc+Z4P1n069c3L42wx+jPRXH567Y0e/0bywRf16h1\nwm4P1j0qylB2AICn8X8562cLV5p9BiqDwne8WGufkrRuu7bXGLJEHnmdyMsjkzzyyEufl6Q4aFie\nf72kWWF5UvRZjayVvvii+fZaPV7/F+k47W32eKNymyn6/uI601ppoYXc5Unx9uk4+2BjmWavcXB/\nCX44D/vQHtW+tJ0vRd9nyCOPvPZmkuc+z//ZwkVeFius4DavnTgGBQAonbyPkLsYreJfJ3h0P0u7\n+vVL3/HSStKOl7A2MOIlmXaP9Gi2D/pHn8RZJri/RH04jzN6hlEvAFAsjf/JWTpeXCr7ewQfhQIa\nxXrII68TeXlkkkdeFfNcvfm2al/SDpNgXnDES9J2h7UvasRLcKpRWMdJq8cbNtWoWZvDHm/Y8nGH\nBhd9/3Odaa1X1NilOO2L06nSeP2bvcb+17XZiJdm+2DWTpei7zPkkUdeezPJc5fnYqqR6/fMl15y\nl9dudLwAAEqp3SNe0mSEddxUfcRLq1x0VtKpRlG3h414ifpwHrW/xt0mAKBzijLipez4KBRQxnl3\n5FUnL49M8sirYp6rL2hJarzE2WarmidJj+y3u8aLdzrf6PVbtS/rVKOi73+uM62VFlzQXZ4Ur31J\npho1e41d1HjJOuKl6PsMeeSR195M8tzluZhq5Po98+tfd5fXbnS8AABKp2w1XtJmhGVGjXiJM9Wo\nlaRTjcLal2WqUR0VtcZLs9ErjZ9WU40aqPECAOXjYqqRS2V/j6DjJaBM8+7Iq15eHpnkkUde+rys\nNVmyTjVKUuMlzoiXJDVe4rS3WU2bqNxmir6/uM60VvroI3d5UrYaL2HLtKpb5P89zoiXqDpN1Hgh\nj7z65eWRSZ77vCwjXly3jxovAAC0Ud5HPVyNeAm7LWuNl6jRI81GHMQV1vGSRNapRshfs9c17uiT\nqFExSWq8JN0mAKC9GPHiFh+FAso074686uXlkUkeeVXMc/UlLW77XNR4SdPmdtd4STriJSyPGi/x\nlb3GS/D2OFONqPFCHnnk5ZlJnrs8ary4NaDTDQAAoKjSTA/yrxu2ftYRL81qvLg8q1HaGi+tctFX\nkWq8+LUavRJWwyjOVKOs7QIAtFeRzmpU5vcJPgoFlHHeHXnVycsjkzzyqpjn6ktaVPvSTjXy54Wt\nk7TdYfU1mo14aVVctx01XsKWj1tct+j7n+tMa6UZM9zlSdlqvISNeGn2GrfqeAnbXrDGS9YRL0Xf\nZ8gjj7z2ZpLnLs/FVCPX75mvvOIur90Y8QIAKJ12HfGIOrqfZn3/ZRZRI17iTDWKk51lfWq8JNOJ\nUR7Nthmn3krUMmlHvFDjBQCKycVUI5fK/j7BR6GAMs27I696eXlkkkdeVfPyrPESNlIlaV7YF9Mk\nWWHtyzrVKEmNlzhTjZrVtInKbabo+18emQMHus3LUuPFr/H6R73GYft31IfzOPsgNV7II69+eXlk\nkuc+ryg1XqRy13ih4wUAUDplG/Hiv5617UmmGkUtG9VO/5QglyNe4k41qpsyj3hp/O6/PcmIl+C6\nZT+SCQBV42KqkUtlf5+g4yWgTPPuyKteXh6Z5JFXxbx213iJuq1ZXtgXy6TC6mskmWoUXDbq8YYd\nzXJZ4yXuiJei7395ZH78sdu8dtV4iTPVqMF/e1j7qPFCHnn1zMsjkzx3eS6mGlHjpRcdLwAAtODq\nCIurES9h5syZ+4tv3A6PsGlFaY5wZZ1qVDedOHIXd5txz0QUZ51WWYx4AYDiKsqIl7Ljo1BAGefd\nkVedvDwyySOvinmuvqC1al/SqUZhNWiCGVlrvDSbahQc8RJcNurxph3xEpaXZcRL0fe/PDIXWMBt\nXpYaL2GjWcL2wbgjXuLWGcrS6VL0fYY88shrbyZ57vJcjHhx2T5rpeWXd5fXbnS8AABKJ++j4y5r\ns7g+mt+s40XqO3olbo2Xxoeq4Bfp4G2tZJ1qVDdVq/EStU6rGi9z5jDiBQCKxkXHi0tlf5/go1BA\nmebdkVe9vDwyySOPvPR5STsfwuZGZ6n1kqTGS+PLrb/jJW6Nl7AvxnHOahTWvjDUeIn2ySdu87LU\nePFrvP5Rr3FY56QUXqCZGi/kkUdeuzLJc5+XZaqR6/ZNnOg2r53oeAEAlE5ZR7y4qvHSbMSLf/RK\nVCdNUN4jXjirUbiqjXiRwjvZWj1GarwAQPEw4sUtOl4CyjTvjrzq5eWRSR55Vcwra42XrO1r1pkS\np+Ml7xovWacaFX3/yyNz/vnd5sXZp/Oq8SL1fa3DRryE/Q1nmWpU9H2GPPLIa28mee7yqPHiFh0v\nAIBSaueIF1dZeY54iTPVKEqzsxolHfEShhov4Tp19C7JPtFs3bD9JWx0U9yzGgEAiqdIZzUq83sF\nH4UCyjjvjrzq5OWRSR55Vcxz9cabpMZLnG1G1XhJO9UoSY2XOCNeoh5v2hEvYe3LMtWo6PtfHpmf\nfuo2L84+nWTES9RrHMyJO10tqn5A2s6Xou8z5JFHXnszyXOX52LEi8v2WUuNFwAAKsVljZeozLSi\nOjHCpnXEHWkSNrolTXsZ8ZJMEY/cJZkaF9bxEqbVWY0Y8QIAxVWkES9lxkehgDLNuyOvenl5ZJJH\nXhXzXH1Ri9u+uNtqVuOl8XuSdofV10hSXDe4bN41XqKWp8ZLtPnmc5uXtcZL47LxQTtujZcvvmg9\nDS6qfWlGgzXLy4I88shrX14emeS5yytijZfhw93ltRsdLwCA0mnX0fGkU42iMtJONQrT6stts46X\nKGHTRNLWeMnS8VI3RavxEmc/9d/nX2b2bGnAgPDttDpa2phqBAAoDhcdLy6VfXQkH4UCyjTvjrzq\n5eWRSR55Vc1z8eYb1b60U42iaryEZaZpX5waL82K60Y93mZTQZLWeAkTt+Ol6PtfHpkzZ7rNy1Lj\npXG//zLqNQ7mzJ4t9e/ffN+Map/Lv5GsyCOPvPbl5ZFJnvu8LFONXLfv1Vfd5rUTHS8AgNLpxIiX\nLBkuRs40JJlqFPesRnELo7YS9fjiFtetmyKOeGlcNjurUdi+8cUXXsdLWF6rGkJlP4oJAFXEiBe3\n6HgJKNO8O/Kql5dHJnnkVTEv7xovaUe8NKvxkmaqUVh9jajOlLCpRsFlW9V4STrVKKr+RxA1XqLN\nO6/bvKw1XoL7adwaL42pRs32TWvD25flrEZF32fII4+89maS5y6viDVehg1zl9dudLwAABAh6gh9\nknVdjJrxZ2aZahQl7VSjqHWCqPESrmgjXvz3tRoVE9SYahS2bKth6mU/igkAVcZZjdzgo1BAGefd\nkVedvDwyySOvinmuvqglqfGSNi/LVKOwvCxTjaIeb9qpRmH1P7JMNSr6/pdH5n/+4zYvS42XsP00\n6jUO5jSmGoVl+/cv/99wWGZSRd9nyCOPvPZmkucuz8WIF5fts5YaLwAAtFW7j46n+VKYdrpSq8yo\nTozGESn/kam4I03CjmalOcKVdapR3RRtlIe/A6TZ6x+3xksDZzUCgPKJO2qxXcr+PsFHoYAyzbsj\nr3p5eWSSRx55yfOi6rOkycsy5SgsL8mIl+CySWq8xGlv3Ncj6gt52ry4iv4/2lrpK19xlydlq/HS\nuN9/GVbjJSwnbMRL2PS3qL8RaryQR1798vLIJM99XlFqvEjScsu5zWsnOl4AAKXT7poQabYV9gU1\na7vj1Hhp1vESJexDVdoaL1mmGtVRkWq8xNlPo6YahdV4aWj1oZ0aLwBQPC6mGrlU9vcJOl4CyjTv\njrzq5eWRSR55Vcxz9eYbpx5G4zLONqNqvCTJaJUX1ZkSnGqUpMZL2BmM4pzVKG6Nl7hTjYq+/7nO\ntF/rfwIAACAASURBVLZ4NV6CU42avcatOl7CRryE/Q1nOatR0fcZ8sgjr72Z5LnLczHViBovveh4\nAQCUUp5HPlzUZwl2uKQZQRKWmWTES9yzGrkc8RKGGi/FkmSqUbP7XdV4YcQLABRXUUa8lB0fhQLK\nOO+OvOrk5ZFJHnlVzHP1JS1OPYwk22tW46XxeztrvAQ7XpLWeGk1VSms/keWqUZF3/9cZ1orzTOP\nuzwpW42XsE6VZq9x1IiX4P3UeCGPPPLalUmeuzwXU41cv2dS4wUAgDbK++h4s46NpBmu6rs0MqJG\nscSZahQl6qxGUacHbta+LFON6qhoNV6CU42aLePX2F/ChGWFTTUCABSHi6lGLpX9fYKPQgFlmndH\nXvXy8sgkjzzy0uclHfESVeMl7VSjJDVe4ox4iXq8USNeWnXchNX/CNMY8dLqsRd9f3Gdaa302Wfu\n8qRsNV6Cy4XlNVu30cHWbMRLnL+RJIq+z5BHHnntzSTPfV6WES+u2zdpktu8dqLjBQBQOi7qpcTJ\n919PO+Ila05w/ahpO2FHpuKONIkakZD0bEStHl9RjpohnL8DpFUdmLD7+/cP7xikxgsAlA8jXtyi\n4yWgTPPuyKteXh6Z5JFXxbx21XhpiPvFME6NlySy1ngJLpu0xkurES9xa7zEnSde9P3PdWYRa7wE\npxrFfY2l6I4+//4V1r4sZzUq+j5DHnnktTeTPHd5RazxMnSou7x2o+MFAIAIWUbWhNV2cTHipVWN\nl2YdL1HCPlSlqfESpWhHzYqk3Ufwkk41iro9zoiXZq97sJOPUS8AUEyc1cgNOl4Cyjjvjrzq5OWR\nSR55VcxzNdUoqn1ppxpF1a9ImtMsr9WIl2bFdaMer38df16aGi9ZRrwUff9znWmtNGuWuzwpXvvi\njHhpVuMlav1WxXVb1XhJo+j7DHnkkdfeTPLc5bk4aOL6PZMaLwAAtFG7joxnGakSNeIla3uiOkPC\nphrFPatRWIdIkvX962TpeKmjIo14CZtq1GyZoH79wke8tHrds0w1AgDko2jv3WV/j6DjJaBM8+7I\nq15eHpnkkVflvKxvwlHtS5vbqsZL0tPmJqnxEjbVKNhxkqTGS5ypRnFfj7hHzYq+/7nOtFYaMMBd\nnhSvfUmmGiX5m2tMNQryj3hp5GUZCeZX9H2GPPLIa28mee7zilLjRaLGCwAAbVW2ES/+2/Kq8RJn\nqlGUqBocjHjJX1FHvMRZJqgx1Si477d6jNR4AYDicTHVyKWyv0fQ8RJQpnl35FUvL49M8sirYl4Z\nary4mGoUVl8jy1SjqMeb9qxG1HjJxlrp88/d5Unuarw0PmgnqfHSmGoU5N+/qPFCHnnk5ZlJnrs8\nFwdNXL9nvvaau7x2o+MFAIAWXB1lcXFUP+yLrdT7Rdl/ZKpfzHf5sKNZc+bEX7+h1WMrylGzOou7\n/8UZpRIUHPHSwFmNAKC8eO92g46XgDLOuyOvOnl5ZJJHXhXzXH1Ba1XjJelUI3+ei6lGYfU1Wp3V\nqNnppJPUeIkz4iWsfVlGvBR9/3Odaa3Uv7+7PClbjZewqUZxX2Np7hEvYdPfwtqXtPaRX9H3GfLI\nI6+9meS5y3Mx4sX1e+aQIe7y2o2OFwBA6biaapRke2m35V/XxVGjLB0vUdJ2vIShxksyRa3xkuas\nRlEjXsL2r7iZAIDOKNp7d9nfJ+h4CSjTvDvyqpeXRyZ55JGXPi9pB09UjRf/bUk+NCSp8RKcapSk\nxkvUVKNWZzUKa1+YuB1PRd9fXGdaK82e7S5PylbjJWyZuK+xNPdZjcJed2q8kEceeXlmkuc+L8tB\nI9ftmzzZbV470fECACidvEe8BHNdjHhpjD5xUeMlbXHdKK5GvGSdalRHRR3xkmZ0SqMmUFSNl+D+\n1ex+AEBnFe29mxEvFVOmeXfkVS8vj0zyyKtiXt41XhqivijGyQt2DhmT/KhRWH2NqM6QOB0vrWq8\nxN1Ws/Y1a1urx1/0/c91pvccu8uT2lfjJWqqUasRL2Hty/Jhuuj7DHnkkdfeTPLc5RWxxsvQoe7y\n2o2OFwBAabVzxEvWrLxHvMSZahQlbMRBnKlGQa2mGhXlqFmRFGnEi1+zGi9RWp3ViBovAFA+RTqr\nUZnfJ+h4CSjjvDvyqpOXRyZ55FUxz9Ubb5IaL3G2GVXjJe1UoyQ1XuKMeIl6vGlHvIS1L8tUo6Lv\nf64zrZW++MJdnpStxkvYiJeo1zhqqpG/Y7BZjZdgJx81Xsgjr355eWSS5y7PxUET1++ZU6a4y2s3\nOl4AAKVVhhovDWmmGkXlhAn7ktsv5rt8VA2OqG1FafUcFemoWRF04shdq20GO02SaIx4CWLECwCU\nV5Heu8v8PkHHS0CZ5t2RV728PDLJI6+Kee2q8dIQd3utarwk/XIZVl8jy+mkO13jpdVRs6Lvf3lk\nGuM2L2uNl8Zl44N2khovwREvDf7XParGS1pF32fII4+89maS5y6viDVehgxxl9dudLwAAEon7yMe\nwU6TLEfjs0w1CtOqxkuzjpcoYWc1SlPjJZgRvI0aL311YpRHs22GTTVKsn5wxEtwFFbUepzVCACK\np2jv3WUfGVn4jhdjzCRjzNPGmH8aYx7Ne3tlmndHXvXy8sgkj7wq52V9A47bvqw1XqR0U43S1Hhp\nVlw36vGGtSttjZcwYdOg4uRlVYb/0XPmuM3LUuPFf1+zGi9RGY2zGgXva1XjJcvfcdH3GfLII6+9\nmeS5z8sy1ch1+8pc42VApxsQg5XUZa19r9MNAQAUQ7uOeLjYTrtGvMQprhslbMRLkvX96zDiJb4i\njnhpXDY7q1HU+sGaQmH7ZKvtAgCKoWjv3Yx4aY+E5f3SK9O8O/Kql5dHJnnkVTHP1Re1qPYFc+O+\n2bejxktUZ0jYVKPgsklqvMSZakSNFyeJbtNatC/pVKMkNV7ijHgJa1+WqUZF32fII4+89maS5y6P\nGi9ulaHjxUr6qzHmcWPMbp1uDAAg2tSp0nrrdboVzY0dK/361/GWtVb6v//r/aJ53nnSk0969/3q\nV3OPCrjoIumRR+bOkNye1ahZ58bUqdJhh8Wr8XLTTdKqq0pvv903o/F7khEvRxwhvf56+H2NjPvu\nk666Kl7e559Le+4pzZwprbBCvHXa7eGHpW22SbfutddK996bz9G7gw6S3n1XOvhgafp06ZBDpGnT\neu//z3+kddf1fj//fOm443rva7Tn7rul66+fO7tZe+eZx9vnjj9eeuWV5jVeon5P8vfpt9tu5T4S\nCqBe7rpL+tOfvN8//ljab7/Otsdvzhzvf2pDlo6XF16QTjkle5saGv/n991X+uQTd7ntUIapRt+2\n1r5pjFlC0j3GmBestQ/4F9h55501bNgwSdKgQYM0cuTIL3vXGvPK4l4fPXp0pvXJIy9LXnd3tyZM\nmKBRo0aRR14p8x58UHrssfzb573xduv++6Uf/ShZ3rnndumee6TttotuXyP/pZekSy/t0uDB0qRJ\n3XrgAWnQoC6tvbZ06aXd2mYb6Qc/6M2/8MIJ2mefUVp/fWnyZC/PWu/+Ri2PxvU0r8fHH0v9+nnt\nCy7f2N7kyV2aOFGaObNb06dLjREVYXm33iq98EKXVl/de7zPPCNtsYW3/MSJ3ZoxQ5pvvnjtGzOm\nW+++K33zm3Mv33g+//pXafXVu7Tjjq3z7rqrW5dfLh12WJdeeaUYfx8NXV1d6u7u1rnnSjfdlC7v\nxhu79eyzXyY6bd9tt3Vp1VW7NWaMtMMOXbr9dmnFFbv19a/37n+PP96t7m7p0EO79MEH0re/3a3Z\ns722WCs9/XS3brxRWmqp3screetbK338sXd95MgudXd7j2fxxaUrr/T+vpZYoluzZnl5XsdLt/7+\nd2nhhb28adMa7e3quezWf/7T9+8z7uPt6urSJZd0a/vtpU03zf78+R+vy/2FPPLIm/t6MLsueTff\nLH31q13abjtp3LhuXXutdOaZxWjf7NnSJZdI++7r3f/OO977RZq8W27xPmusu2729lnbpddf99py\nzTXSQQd1aeBA7/vYhAkTvuwPKCxrbWl+JB0paf/Abdal8ePHk0dex/LyyCSPvHbm3XqrNzbEVV5Q\nI6+729vOxx8nz/jhD3vbGNW+U07xlmlcLrWUtYcfbu2221p79dXeMv37WztzZt/1vve98fayy7zf\n99vPW/e557zLhRf2Lr/3vfhtDbZv1VWt3XVXa0eNmnvZ3/zG2gEDrN1qK2vXWsvaYcOs/fnPrT3u\nuOi8ww7z2rT11t7lrbf23nfUUdZutJG1XV3x2rfWWt7z9P3vz73cdtt5+VttZe2ee8bLe/99awcO\ntHby5L77VBJ5/48eNSp92/be23vOpPEtl01i/PjxduWVrX3mGW9/mTDB2hEjvEtrrf3ud3snC1lr\n7SKL9P4+77zWXnaZtfPP7922zz5zP4fbbWftf/2XlylZu8EGfbf/1a96j+vuu629/XZvmXXX9S6n\nTevN22qr4MQmb//ZbLNkz2kjT7J21qxET1XTPFfII4+89maWJe/EE63df3/vtkmTrB08OFueK+PH\nj7effeb9T33qKe9ym23S5x133Hi72WZu2tbVZe3WW4+31nrvF5Mnhy/X0z/Q8b6L4E+/Tnb6tGKM\nWcAYs1DP7wMl/UDSM3lus9GzRh55ncjLI5M88tqZF5xKU7T2SX0LgEblNYay+qdKhE2bCD7eJZaY\nO6+xnjF9r8cR1r5mU4369/eGBDe+yppAhbRgXrPaGjbGVCN/3pw50cORGxlJarw0nt8kz1ezPFeC\nbczCe/67Muf4dXXNned/HoP3BfcR//1z5sz9HEblNFumVY0X/3rB9rRSxP8x5JFHXucyy5LXeJ8O\n/p42z5WwvCzvUWus4fY9btlluySVc2pp0acaLSnpFuO9Cw+QdI219u7ONgkAEMVFDZM44nz5i+Lv\neIm7HX8HhX+bwe0HP0j5L9N0vIS1J6ozpHGf/zVoVeMlqq1Rec188UV0R4m/4yXJ4y/jB6u4gvtK\n0g6HZhqvg/8nin+7wf0grKMsmBdsd1gR6aizZoVJ8vcZ1jYAQDZZPmNFZbnQ6jNY0RV6xIu19lVr\n7cien9WttSfkvU3/PDnyyGt3Xh6Z5JHXzrzgl/S82pflzdb/RbFV+4IdBq2OUL39dnfoaIPgduMK\na19UZ8qcOd6X1mYjXoJ5YSMS/Hmtzmrkz5szp3XHS6sRLP68OJ0GreT9PzprJ5q3/tz7TBbd3d1z\n7aNhHYLN2uR/vcL2mVavS1iOv33N1kva8eLq9QjLc4E88shrb2ZZ8lyNeMmjfc0OyiT19NPu3uOs\nlV5/vfvL3+l4AQDUVrtGvDTkNeIl+IUxOIKgsUySES+N7eY54iU41ajVVKGwET1xthWm2WiWNCNe\nXHS85M1Nx4v7xxjscGn2PDabahQ14qXZ+o2zd/mXS3K66DQjXvJ6HgEgL646XvLQ7LNBljwXivqc\nxUHHS0BZ5gWSV828PDLJI6+decEvannOjU4rTo2XhrBOFH/nUrCjafHFu0JHvBjTvhovwalGzfL8\nHUvBtsXpePHnffFFdMdK3I6XsPZlea2LXOOl90Pj3PtMFl1dXXNNjfPvE806ToL7+xdfhNd4STri\nxT/VqNnfcJoRLy5r7gTzXCCPPPLam0le9jyXndmrrdaVPaSHtdLgwV19rpcJHS8AAGfKUOMlzpSf\n4NGesKlGYdtvNuLFRQ2PZp0hUVONkox4Cea1mmoUXD7rVKPgOmX7UJVEEUe8BJcN2y+CWXFqvCT5\nv8CIFwB1UJcRLy4fW/DzV5GeszjoeAkoy7xA8qqZl0cmeeS1M69dNV6y8H+xi1vjJapYafBN/513\nukM7Y/zbTfJBIUmNl8aIlyw1XpKOePHnNYrrhok74qVuNV6852vufSaLpDVeWk01itpnmrXZ//cS\nXIcaL+SRR16emWXJc9XxkmeNFxcdL8884/Y9jhovAACoHCNe0tZ4adzebKpR2Gl7s0w1CmtXqxov\nSc5qFHx8cbcVxsVUo7D2FfmDlaujgK4fY7CjsNnfZdqzGkWN5Gp2VqNgThhGvABAZxX1f2rUga2y\noOMloAzz7sirbl4emeSR18684Be8std4afB3GDT7wrz44tF5aaYaRdV4CRPnrEZh9TrCLv15cdvX\nbKqRf5m4eS4++BW5xkvv+l0tlkrGPz/fv504z2fYVKOw57DV4w7e7++4bPaapBnxUrT/geSRR15n\nM8uS52rES56P18WIl9VWm/s9KS1rpWWW6crcpk6h4wUA4Ey7z2qURpIRL0mnGkVNr/BvN+soiSRT\njVqNWAmO7Anel3TES9apRnHbVhRFHfES3FebfahPe1ajOCNe0ryGjHgBUAeuOl7y0OygTJqsPB5b\n0Z6zOOh4CSjLvEDyqpmXRyZ55LUzr101XlxNNWrVvqRTjcJqvGSZapSmxkuzqUbBvODRLP+ycTpe\nwmq8ZJlqFPZ4s3S8FL3Gi7f+3PtMFt3d3c7OajRnTniNlzgjXoKjpxq3U+OFPPLIyzOTvOx5Ljuz\nn322O3tID2t7a7w0rpcJHS8AAGfaXeMljSRTfoIdEa1GvPhvazUyII1mnSGN+5pNNYpqq4sRL82G\nJDeykp7VKKptVVDkES/+jrJm2WHrh414ocYLAPRVhhEvnNXILTpeAsoyL5C8aublkUkeee3Ma1eN\nl4asI16i2hf2pT9Ox8uii3ZFjnhJM9UoqsZLWEbj9M/NphpFPX9hH67inE7anxf25dq/HX+nUJw8\nFx0vRa7x0jsSZe59JotGjZeojpc4o1Uavvgi3d9csIMt7xovLjteivY/lTzyqpyXR2ZZ8lx1vOTR\nPpcdLyNGdGVuk5+/xgsdLwCA2irDiJckX+yC2wlO24hzVqPgyICsX9abjXgJm2rUjMuzGrUa8eLv\nFEqiyCNeXB0FdP3hsdlUo6Cw/bLVSKikI17yrvHibxsAIBuX7015jXgJu150dLwElGHeHXnVzcsj\nkzzy2plXhhov/i+KUe1LO+Ll3Xe7Iz8YpJlqlLTGS9hUI/+yYfU6pPBOkzgdL8EaL8GMYFarqUZh\n9TqKXOMli979aO59JovG/Py4I16CHS/BES+tarzEOZ10WI2XZvtJEq7rERTtfyp55FU5L4/MsuS5\nGvGSZ40XFyNennvO3XuctdIbb3R/+TsdLwCA2mo23aQo0o54ifMlNuy+LFONwtoT1RnSmBqUZMRL\ns86NOFON/OJMNapajZesr6WLD7VR2Y3LuB0vwXWleGc1itp+mhEvaTpewtoGAEXnquMlDy47XvJ6\nXEV7zuKg4yWgLPMCyatmXh6Z5JHXzrx21XjJ8mabpMZLVAdH2O+SNGhQeJ6UbqpRVI2XMMHpPGEj\nXoJ5rc5q1Krjxp/X6gNaYzRO3LyGLJ15Ra7x0rt+V4ulkvHXeGlIMtUouF7YcxhnxItf3BovUrYa\nLy4U7X8qeeRVOS+PTPLc5bn43zpihLv/0dZKSy/d5SasA+h4AQA40+4aL2nezNs94iXLVKOw9iSd\natQqT3JT4yXOVKMkNV5cTh/JS9ajgHk9xmCNlzjbippqFLZcqyONwfvjdp4x4gVAXZRhxIuL9yiX\njy3sM1mZ0PESUJZ5geRVMy+PTPLIa2deu2q8ZOH/YteqxkvSjpf33vv/7H15tCZFkW98t283YEPT\n7GuzCrLTiAguSM3zuA04T8VtxifDUWecN+K4jTpv1HFBxmUEUfEJuCGKIyLycEUFKXaatWk2WYWG\nZrWhocGW7r433x9J3IqKilyqKuu79d2O3zn33Ppq+WVkVlYukRGReVJXIym+Rl1XI3pvnRgvMa5G\n1Ffdp3SLdTXSGC/t4Yrx4gJXznGLLledcT0/GBTvWapfvhgvABrjRfmUb13i64JzVPmatl/DiPHS\nBrfckrcnIdAYLwqFQqFQwGhYvNSxPOH54R29z+KF35NiVyPkcVmVSK5GPqSyePGVCeXSXY3Kz3Zl\n8cJXUX1phYLrStx1LV40xotCoVCU0WUf0BajYPEi/e47VPHCMEp+d8o38/i64FQ+5Rsm30yJ8YKQ\nLF6o1QbP78YbZ06LlyauRlw+nzKEKzeke+vGeAkpXpCPTtBjlEIhPsozU2O8FIPRLOngMcuyksUJ\nr7McIcWLVAfpPTHbSVM3tC5jvKQox761qcqnfDOZrwvOUeHjipem7VcX8vmsYetijz3S9XHGFDFe\n1OJFoVAoFOs0hm2d0KTTjZnYSYoVaaW/jsVLE1cjCS6Ll+nc1SikHEElTpNdjfo8sBolixd+zQVf\n8GjO7Us/ZPHiUx42RZ/rikKhUIwKfGODplxdYNTafFW8MIyqX6DyzQy+LjiVT/mGyTesGC9tOluq\njAjJ51KsuCafjz+eO010m7ga1Ynxwq1KjGkX4yXG4gX5uIJKki3G1Uh6H20sXrpuo9MoXvKkg0dX\njJemFi9Snalr8SLFeHFBY7won/KtO3xdcI4KXyqLly5jvKRoW2+9NV0fZwzAAw/kU8eqeFEoFArF\nOos2k+Q6aDMYaGvx4nM1kgYCbVyNJKTc1Qjlb6p4QaRyNeLPUNn6iLaKlxRm3BL4rka0zvK0uojx\nwi2bYvOpFi8KhWJdQSrFSxfwLco04UqpeOlrmcVAFS8Mo+IXqHwzk68LTuVTvmHyDSvGSxvUifFC\nIU1Meac/b17mvNbE1UiKr+FSpsTsaiTxuWSanAxPgpEvRjmCu93E8FGZ2gz8+t5G2zyl4wMo/PN9\nllkUoV2NQvl1Wbz45POhTYyXFOhjm6V8yjdT+brgVL50fCkWPvbYIwveUwcY42UUoYoXhUKhUCTD\nsHc1aoI6Fi91XY2kFZg2rkYS6u5q5EuvrasRIsbiJcbVKMTdN6RaBUy9asffoy+tLnc1cn0Lkhx4\nTi1eFArFuoA+W2+kdDVSi5cCqnhhGBW/QOWbmXxdcCqf8g2Tb1gxXhBtXY1C8tV1NVqxIq8MVNq4\nGtWN8cJdjfgklvNxV6PYtDhfTHDdGFcjKX4K3RGnLtbVGC9NdjWiciEmJ8PfnC/Gi0s+HzTGi/Ip\n37rD1wXnqPClUiL0PcbLH/6Qto978MEcAFTxolAoFIp1HKNg8RKjAHG5FfGOvo7FS9e7GqGixOdq\nJD0D0N7iJTa4bpNdjWZyjJeuLV5i6qz0DKJLixfXc2rxolAoFNOLlH1Tyna5bp/SN6jihWGU/O6U\nb+bxdcGpfMo3TL5hxXhpMyioE+PFFTzXlf5GG2VBi5c6MksxWVzKEBrjBWXkSiZXjJem20kjX6yr\nUUjxIr2PNhYvXbfRaRQvWdLBI4/xElKU8HpJ68LEhFxnKF9dixf+DXO0ifGSohz71qYqn/LNZL4u\nOEeFL5XFSxfy+RZl6mL33dP1ccYAbL11NnWsiheFQqFQrLPos3UCos7ETrJ48bkaSYoF1wS1KVLG\neOGDqqYWL6lcjfgzMdzTibaKl652NeKD+ZhdjfizAG4XtBCo8q/Os2rxolAo1hWkUrx0gZSKl9R5\n62uZxUAVLwyj4heofDOTrwtO5VO+YfINK8ZLmxVuOtF0yedSrITcNp58Mq/IxhUvdWRuEuOFuxqF\n+ADax3hJ5WokxU9pM/Drcxtd1KU86eDxwgvzEn9ocBoKrivVmTYWLxrjRfmUT/m65FS+9nwp29Tb\nbsvbkzwLYwAeeigv/R4lqOJFoVAoFMkwCjFeYid23FpEmshKK/r8HLoadR3jBV2DqBwhxYlPuRHj\naoSIdTVyXY/l7htSrQJ2uRoYqrNNdzUKyRCyeAnVkzroohwVCoWiS4yKxUvIcjaGK1Xe+lxmMVDF\nC8Oo+AUq38zk64JT+ZRvmHzDivHSBjExXoyRFS8AflejuXOzyv2IJq5GUnwNF48xVcVLKMaLz5rE\nlxbni1GOxEyopfgpMzXGS/F8FrirHg47rOCLUe7wd0zr9OSk/xuRng8N0kPvpEmMl5RQPuVTvuHx\ndcE5KnyplAhd5jeF4iVljBeAcoyXUYMqXhQKhUKRDMO2eGnjahTzbMiiJcbipY2rkYTQrkYx93LZ\nhrWrket6XdlmArqyePHF7fGl1dTipY6rUYylTJPvRC1eFAqFIh1om9o2Pl1qi86Q5WSfoYoXhlHw\nu1O+mcvXBafyKd8w+YYd46UJqCWFL8ZLE1ejlSvzyjXualQHdWK8SK5GbWK8xLgaIV8qVyPpfbRR\n5nXdRqcxv86TDh65fLGKK6lOT06GY7y4uFz3hN4Jt3QKIdX7kPhSQPmUT/mGyzkqfKksXrqO8RK7\nAOPCbbel6+OMKWK8qKuRQqFQKNZpDHtXoyadbuzEbjCoWnKEFC/StZQWL75BkORqVCfGi6RoamLx\n4pObphkCf099HGC1fZddWPPwgTwvP56Wz9XIZfHiex6/m5DFi+t6XcUL5epjHVEoFAoJqRQvXcA3\nNugL+lZmMVDFC8Oo+AUq38zk64JT+ZRvmHx8stSlb3RT0AGFTz5psEEny8hB8ZznZJVncODSRPEi\nyVfX1cjHh/KjjBKfT14pxkuMUijER+9rE1y3zzFeikFjtc60waGHZqU0pJ25KELBdaU4Q20sXnzv\nhFvbxCBlzB3OlwLKp3zKN1xO5WvPR/uDtq5Gz31uuj7OGICttspKv0cJqnhRKBQKRTKMQoyXmAk9\nDjZSWrw0cTWS5KrrahSaIGM+OW9fdjXSGC/1eSl/qPx8ihfXNuP0npQxXug9avGiUChmMkbF4qWt\nq1HKvHGuPpVZDFTxwjAqfoHKNzP5uuBUPuUbJt+wYry0AZ3Y+fiaxHh56qlcVMYgn/SMD5J8PouX\nJjFecFDVxOIF+VK5GknxOtpYvPQ9xostt2qdaYOLLspLabR1NXLFBfLJjK5G0j2+OE30GY3xonzK\nN/P5uuAcFb5UipcuY7ykcDW6/fY8iVyIhx/Oo/qhPkIVLwqFQqFIhlGyePHJKlm84Hmfq5GkxJxi\n5AAAIABJREFUlGnjaiTJ5YvxUndXI7RqkVa1YhQviFSuRvwZyt3HAVaqVcBhWLy47g25GknPdGnx\ngqjTlozqIFyhUCj6CNqmtnU1onwpeNTiZQZhFPzulG/m8nXBqXzKN0w+PlnqY4wXhBS/gkKyAMH/\nroneBhu4+Zq4GrlivEiIcTWS4nW4LF5QGRMjX0jx4pNb4uNyNEWfY7wUz2eBu+rhpS8t+CRXI5fM\nLlcjqQxDq7O+a6EYL3UtXvrWBiqf8inf9HKOCl8qi5cu85vC1aiLGC+jpnBBqOJFoVAoFMkw7F2N\nmiBmYicpLWJcjaRrbVyNYuSi16RdjUJ8Y2O6q1FTtH2XKXhcvNzixVVnfK5G0u5EIVclWs9Dz/rk\n1xgvCoViJqMrq8cUSOlqlDpvfS63EFTxwjAqfoHKNzP5uuBUPuUbJt+wYrykcjUKyVfX1ejpp/OK\nTG1cjerGeAm5GnE+XM1quqsR8qVyNVrXYrw8y5h08HjxxXnpt29Xo5CrEQDAhReW+bjy0QXX9VCM\nF5fcLmiMF+VTvtHl64JT+drzpXQ1uuOOdH2cMTbGC/09SlDFi0KhUCiSYdgxXto8O2yLl653NZIs\nXkIDJmrx0nWMF93VqIy+Wby46rQvjhGAWrwoFApFE/jGC9MNKk/fdjWS/o8KVPHCMCp+gco3M/m6\n4FQ+5RsmH58sdS1fW4uXUIyXuttJr79+ltTixRXjReKgMV5c97pivDTdThr5UrkaSfFT2li89DnG\nS/Fstc60wUtekpXS8O1qJCnn+LukMWNcPBJcip7YGC+xStyUMXc4Xwoon/Ip33A5R4UvleKlC/lo\nO9zW1WjXXbMkciG22CJrVV7TCVW8KBQKhSIZZorFC4A82Ai5GtGYGPz/MHc1irV4obsaNXE1Quiu\nRu2eTZk3auHC66skwzAtXjiPD2rxolAoFNMD2qa2dTXqwuLF9bvvUMULwyj43SnfzOXrglP5lG+Y\nfKMU42Viwi0fDjbqWrysWpU7BwZNXI3qxngJ7WrE+ahypYmrEfLxcpJki7F4kfLbRpm3LsZ4ufTS\nvJSGb1cj6ZjLItWZmIG0qx6E3kldSyeN8aJ8yje6fF1wjgpfKouXLmO8pNjV6M470/VxxtgYL6Oq\nbFfFi0KhUCiSYZR2NQrJmirGSxtXI0l21yBIcjWK3dUIQHY5CbkaIUKT5FjFC3+GcvdxgNVHixde\n/3zlJ61m0u9i9mx3cF5uyYWItXhxIfb79MmkUCgUfUcqxUsX4OOXVH1dKvStvGKhiheGUfELVL6Z\nydcFp/Ip3zD5+GSpS9/otpiYcMsnWYsgfK5Gc+bIfABpY7xIcLka0fQ4H1XWSIqmkIkx8oVcjQDi\nLH7WpRgvhDEFyRRe/GLL51JgcJl9rkazZxd8Po5YGBP+huu+9761gcqnfMo3vZzKl44vhavRrrtm\nSS1ettgiS0M2DVDFi0KhUCiSYdgxXtq6GsXei8dNLF7auBpJ8sS6GgHE72ok3RvjaoRI5Wrk4x61\nla0QurJ4cbkWhSxeXIoX/p3wb8Bn8dIETRRuo7r6qVAo1l2MisVLW1ejptaPPrn6Vl6xUMULw6j4\nBSrfzOTrglP5lG+YfMOK8dIGdEARivFSV/Hyl79UfZnbuBrVifESs6uRFK8D5eKDqxhXI+RL5Wok\nxevoc4yXNijKoVpn2uCyy3IAKMrNZ/ESsuiaMwfgkkty5/MA9beTjo3xEvveaTyCFOXYxzZL+ZRv\npvJ1wTnKfE3asC5jvKSweLnrrry1TBSPPJK2zR8mVPGiUCgUimSYSRYvPLguPhuauPIBC7cMaLty\nFLurEU0zxCfdW8fiJWZXI43x4n62i7zFlF/I4mV83P0NhGQepsVL2zQVCoVi2PAt4kw3XOOYplyp\nLV5cv/sOVbwwjJLfnfLNPL4uOJVP+YbJNwoxXujErk6MFxw80C2jeX7Hx7PKgAUtXpq4GnH5QooX\ntHhxuf74Yrxw3hjFC/LFuBrFbCctvY82ipc+x3gpns2SDh4PPjgr8Yd2NXIpXsbG7B/y0WcoR12L\nly5ivKScvPStTVU+5ZvJfF1wjgqfpHjpQz9H29QUrkY775yujzMGYPPN07b5w4QqXhQKhUKRDMPe\n1aiNxUvMrkZ1t5Pmk006YElh8YI8LhcRqtyg7k0u+Cxe+rKrUZ93yuqjxQsvN1/5ueoRgH33s2aF\ndzWqwx2DNu991AbhCoVCQdGXNoy2w21djbq06OxLecVCFS8Mo+wXqHyjz9cFp/Ip3zD5hhXjJZXF\ni08+ScERcjVavTpP6mokxWSp42rEj118AM0sXqQYL3Vkc/FRtLF46bqNTqN4yZMOHq+4Ii/x8/Kr\na/GCMWPoM20sXmJjvMRavGiMF+VTvtHl64JzVPh8izhN+FJBivHSRr67707XxxljY7zQ36MEVbwo\nFAqFIhnabP1bB20GKzETO+omRM8Z43c1otcA7MSVB9dtC9+uRqjciE2Tbyct8cWUcSpXI/4MwPDq\nVBP00eKFW7o0dTXyWbxIShWOptcxPY3xolAoZjJSuRp1gZSuRjH9RV25+lZesVDFC8Oo+AUq38zk\n64JT+ZRvmHzDivGSApOTfj5JEYH/XZ3++HhWup9y1HW1AZBjvLiUKZKrEU/PFTMGoKrQwQFXjHwx\nk+QYxZMUP6XNdtKj0EYDpOVzxXhxQXIxAygULwcd5JfPZfEiwZhw+dV1NaLxCFKgz22W8infTOPr\ngnOU+frQz1G+FK5GO++cBe+pAxrjZdSgiheFQqFQJMOwdzVq82yMxUtdVyPJDaONq5EEn8ULtyoJ\nmQhzxYt0LUbeLnY1krj7hj5avHDFRdvgurz861i8dGWRFnpWoVAo+o5UrkZdIKWrURcWL67ffYcq\nXhhGxS9Q+WYmXxecyqd8w+QbVowXRJuJ3eRkWL66rkZSjJc2rkZNY7y4Vqk4H7VqaRPjJaRwi3U1\nkuKnaIyXeuAxXnwWQ5IFFXc1WrQoF68jfDFepPRiv7lYJa7GeFE+5Rtdvi44R4UvlatR32O8/PGP\neRK5EI8+mrbNHyZGQvEyGAxmDQaD6weDwc+nWxaFQqFQuDGTLV7oSr+r0+crO1Rx0dTigyPW4gWV\nPaNq8VLX5WQ60GeLF1f5udIdtsWL65pavCgUCsX0gite2nKltnhRxUu3eB8A3AIAnRfvKPsFKt/o\n83XBqXzKN0y+YcV4adPp0oldKMaLK7Ao50LMmpUFLV7qyOyKySJx8BgvdfgAqrwx20kjX0xw3RjF\ni/Q+2li8dN1Gp1G8ZEkHjy98YVbi95UfHVRzRQ1avDz/+VnlGcpV1+IlNsZLrOKFxnhJUY59a1OV\nT/lmMl8XnKPCl8ripQv5aH8QuwDjwo47puvjjAHYbLOs9HuU0HvFy2Aw2B4A/hoAvgUAifaEUCgU\nCkUX6LN1AiLWksJl8VJ3VyP8PV27GvkGJql2NQpNkmNdjfgzMdzTiT5avDTd1YjL4tvVKEbmpquc\nbSydRm0QrlAo1l2kUrx0AdoOp4jxkhp9K69Y9F7xAgBfBoAPA8BQhvOj4heofDOTrwtO5VO+YfJ1\nEePlvPMAvvGNMl9Mp3vDDQBnnQWwZAnAmWcCfPKT5WcmJmT5rrwS4MQT3dtJ+ybMa9fmosULQKEU\nWbYM4MgjAf7X/7LyXXutLP9nPwvw29/m8NnPAjzzTMFJlSE/+xnA614H8PTTVasSnFA//jjACScA\nfOELAL/+dQ5f/CLAypVlPpTPGIAvfQngpz+15TdrFsCqVfZZCXmew1e+AvDww+4y+eAHAe69N2zx\ncsopAGedlQMAwAUXAHz1q/Y8lt/atQBvfjPAGWcUzyxZAnD44QB33OGWz4Uf/hDg1ludl0V86lMA\nF1yQw6c+ZeVxYdmyos4ifv5zgKuuKn4X5VDUmUcftfl++GGA174W4KKL3Gmcf758HWOyxCgwJIsX\nPDc+bt/Zaafl8Mtflp+pY/FCr69dC3D00WX5JJkAygq300+vvuPbbgP4wQ80xovyKd+w+L77XYAf\n/jAdH+I//iOHm25Kx0fzTPvPX/7S9u9t+FassH3kF78I8OST/D7bd3FccgnAb38r86VAnudwyikA\n99/vvudb3wK45x752s03A/zoR/b41FMBXvWq6jgG8d3vAvzd34Xb2jPPBLjxRnt8zz2W71OfCi+k\n/PjHAK9/vR2DSTDGxnihv0cJ49MtgA+DweAIAHjEGHP9YDDIXPcdffTRsNNOOwEAwPz582HhwoVT\nZldYuWN/L168uNb9yqd8KfnyPIfFixcrn/KNLJ+d0KeV733vy+D22wH23LPgs51tDosWATzvefLz\nP/hBDjfeCPDmN2fw618DnHtuDn/1VwDG2OtLluSw4YZV+b76Vfv7mWdyeOKJIj+PPprDqlX2eUz/\nllvK+Z2cXDzF/6c/5TAxYe8fDAAeesjyA2Rw110At92Ww/33A7zlLRkceGBV/v/6rxw+9KHF8PWv\nZ/COdwDcfrvlGwxs+nmew+mnA5x7bgaPPgrw9NM53HZbIc/kZA633w7wxz9mcMcdVp6jjloMP/lJ\nBn/zN1aep58G2HRTe/+qVTnccQdAnmew114A++2Xw+OPW75TTwU4+ODq+1m8eDF8//sZ7LgjwGCQ\nPzspL5fnl79sf99/v/3NryPfySfncMghi+FNb8rgox8FuPZae31iwl6/4IIczjoLYL31Mnjb2+zz\nv/kNwK9+lcE//APAsmWyfK76deqpORx6KMCxx8rXpd+f+xzAC19oB94veEFRPvz+224DOOWUHPbc\ns3j+29/OYcGCwhXoiSewPsDU+7z5ZoAzzsjg4IMBfvGLHLbZBuCww2R5vvOdHDbYoHodcdNN5fK7\n+eYc8tyW/3nnAbzpTTlceqmtTwBFUN7JyQwWLAD49Ketku7GG60Cbu7c/FlZbf1buxbT4+nb33ff\nncNjjwG86U32fb3vfTa9M88EOO00gBUryvcDFPwA9vucN8/m9+yzbYDGww4r8n/GGTlcdBHApz8N\nU89fdx3AS18ql1fs7ym2BO2p8infTOI75RSAI45IK1+WZXD55bY9eeUr046nAQBOOqnoP7/zHYCX\nvCSDQw5pzrfJJhl873u2/d5yS4Cjjy6un3YawIIFGbz85eXnL77Ytr9z5pT5HnzQuicDANxwg73f\n1T+Gfp98sh1//eu/uq//6U8A//Zv1evXXgtw+uk5bL01wNlnZ/Db3wL89V/b65OTGYyNATz1lO0/\nfv7zDM45B+Cd78xh1iy3PN/6Vg4HHgjw+c/b/mLVKtt/fuhDGWy0kTs/v/udHc+cdloOCxdWr2P/\nc8kl5fI68cQTYfHixVP6gN7CGNPbPwD4TwC4DwD+CAAPAsDTAHA6u8coFAqFoh/Yay879U6J5z63\nyvl//68994c/uJ/75jeNOeooY771LWOOPNKY9daz59/9bvvsOefIzx15pL2+ww7GvPCFhZ3L619v\nzIIFxvzN39h0AYz53vfKz86ebcw//qM9fu1rjdlsM2OOPdaYrbYy5l3vMmZszD736lcbs8kmxrzx\njTYvEjbZxJgHHzRmyy2NWbbMnltvPWMuvNDKZYwx732v5bv7bmO23daYc88t5F1/fWNOPdWYAw4w\nZr/9jNl1Vyv3rrsac8st9vnddjPm0EPt/XvtZcwJJ9j/Rx5pzCc+YcyqVfbaTju5y3nhQmOOOMKY\nOXPsvdttV76O8nzkI/b/AQfIPFlmzG9+Y48POKB47nWvs/9vu83+f/vbi2dOO82eO/tst3wuvOlN\nxvzwh/WeWX99Y5580pjnPMeY5cuLsuM4/3xjDjusfO6f/9mYE08sfr/gBUUeL7/cnrv8cmMOOsiY\nK6+05487zi3LRz5izGc+Uz2/ZIl99vvft/+xjpxxhr2+YIEx995rzBZbGPPww8a84hX2+l132f9H\nHmnMjjvaew85xJg3vMGYY44p+BcssPV5/fXt/W97Wzn9hQvt+c98xphvfKP4Hg46yJjzzjNmgw3s\n75e9jNqQFX/HHFP9Po84wpgzzyyn86MfWVmNsfUfwJiLL3aXl0KhaIfXvMaYn/40Pe/f/V21L02F\nLbc05v777fG//Isxxx/fjm/xYmP23tuY3Xc35qabytc++UljPv7x6jOf/awxH/1o9fzb327HAsYY\n88tf2jZsxYpmctH+U8LLX27TkHDaafYdGGPM4YdbOS66yP5/3/uM2WcfY/bc015/4xvt+Wee8cvz\ntrcZ893v2uN//3c7ntpgA9t/+vCOd9hnef+J2HJL2x8sX27l+PGP5fue1Q9Muy6D/41Nl8InBsaY\nfzfGLDDG7AwAbwWA3xtjjppuuRQKhUIxPBjBlBTPSdfoPfwv5tkx0jPSeziPxMGvj42VXY3QZHfW\nrMINySWHtZaROfE3DZw6MWHdQxA0xouvLDC//F4uiwsTEwBr1hRph8rVdZ2mS91j8FgKEsvLoQ6k\nfMY+g+UdkxfXOemYl3+o3KX0XbFdfOlyGRBjYzYdvmtVTNnhdWqmPjkZFw+Iy8FloHJIzyoUivTA\ndq8L3q6+Xd7ftU1H6keltGLOp0QojSb9Ff6nbXhsnyuVe0w54DgmVtZRa/N7rXgR0HnxctM85VO+\nYfJ1wal8yjfqfLSDL8xNw89NTpb/JMWLJB8OMqSAci4lTpFmXlFq0EC3qHyggWZdeZmcBLjsslxU\nlEgBVLniRZJ50aJ8qjwoH823MdWdmFyDrDy3fCkUL5OTAIsX56V80WOUQYpZ4opj4qt/TQbDk5MA\nF19cLsNYYLnS389K6VQK+tJwvZOrr85FDppXqpSTdjWi38DDD+dirCPKRUH5+H2Tk4WLkm9gza9P\nTLiD/OZ5tfzaoI9toPIpXx/4JicBbrwxHR+icMNNA55n2gY2aSMoH30+tOuh6zwdx7ja/rryhfok\nn+KlugCUl/oDutgT0zfhfXgPxniJKf/QborGACxfnrbNHyZ6HeOFwhhzEQB4wswpFAqFYrrRRScY\nCg7qu4Z/LsWLBKqIcAXXdXHwgQUdsFBFBlq/+AYiLosXqhCiViCTk+0sXlBWSfESGtBRxYsLTS1e\nMI99sXjB/9Nt8eKyluJ1k5cbrY9U8SLJhfdwixfOQ+ELrsuVTxKkb0uylHGVsUKh6AYx328b7q54\nefuagi+mja9zvq0iIZQ3n3Wtry3FPsLVr9SRJ6b8JyYANtggbmxH5RkVjJrFS+fAID7Kp3zTwdcF\np/Ip36jz0Y4V+WI62xjFiyQfd73hfJI1RnFPVlFqoBKjiavRi16UiYoSaVItuRqhjMhx0EFlPlzN\novdLihfXICvLMpiYAFi9OmzxEtpO2hiAfffNKve0Ubz46l9TxctLXpIlVryU60ys4sWV/vOfn5X4\npYmSz+KFnhsbA5g/P2vsasSVOFaWzPusNKD2uRplWSY+0xR9bAOVT/n6wGdMEcw+JbbYwt8m1AXN\ncwrFi8TXRvHSxTsO5S22v7L/y21qW1ejBQsyZ5lJcoYsXjbbLKvIMypQxYtCoVAokqGLTlCaOMZM\ntGJcjSRQNwuXKbGPg56jbkHU1Yhaf7jkoAoTFyf9zy1eME0+UHS5GjW1eEnpasTzRY+buBr50GQQ\nju+E16nY9GRXI3fdDJW7Kx16nbsa4X9JsYj302+Au/lIChUKrsiRZA6tvvLnJTP60LenUCjSoomL\nZQy6/m7buhpR8HaJX4tRvEjn2yqPQ+/G1+ZK4yPaVrd1NfIpqyRZQoqX0Bisz1DFC0OffSuVb+bz\ndcGpfMo3TD7eGaaQj3bwdfi4skEa4Eh8IYsXV6dvj/PSNZerEVq8+AYiExMAl1+eV9Kra/FCZb7q\nKpmP318nxktKV6MlS/LKPW0sXlLHeDHGbmOJ5R0aHPrOFcflOkPva2Lxcs01eYlfKjfJ4qUql722\nfHnudTVyAfNRVWTm3nxJMWl8Fi8a40X5lG84fMbYbZFT4+GH8yTfLoLHZOHtawq+mDbedb6LGC+h\nvNWzeMlLipe2rkb33ptXzvnk9AXXBRjtGC+qeFEoFApFMnTRGTa1eIlRvEgIxXhxuRpJlgUxrkYh\n2flkPeWuRri6hPmmeYxRvOC1VK5GVC7KDwCwdm31+dhBYCi92PvpsS/NeoqX6sQgVvEiQbKG4nIA\nxLsa8fgqPB9NLF5CZccR2tVoVAfhCsUogfd/qbm74m2reJH42iheukBaxUt5PNPW1Yj+jlG8xFi8\ncHlGBap4Yeizb6XyzXy+LjiVT/lGnY8O9OrEeOGuRrHycQsQDmmQUhyX+Zq6GuEzL3pRVklHcjXC\nAbHkakTzftBBmdPViG/7G+NqlGVZtKuRqzxpmvvsk1XSa+NqlDq+AUAR46WuqxGAS86s5v3FNSl9\njPHicjUCKL/b0K5GG22URZvUS6havGRJXI0QfWyzlE/5ZiLf5CTAbrul40NssUVaTp7ntsoiVxk2\n5aXjmBTKY+yHm7imyteyUn9AF3ti+Pg9GOMlBtI4hsIYG+Nl1BQuCFW8KBQKhSIZhmXxEiuLy2qE\n/udo52pUtRygFgaxrkbUkoWnJ1m8oFVCyNXIxUfzK8kUsrxYs6awaHEhxtVIstLoy65G/P1O965G\nrvR9K5f432eVwhU0ksULRex20vTZGIsX+qxavCgU0w9jmrW1Mbxdfbu8nWibjmtc4eOPOd+2DQvl\nra7FC1fES/1frDx1yj/G1cg1BhsFqOKFoc++lco38/m64FQ+5RsmH+8Eu4rxEtPpuhQN9FiSj1t+\ncD6/q1FeksnnaoTPSHlA3iuuyCuDlTbbSV99dZmPuhrxCXPTGC+udxLjanTjjXkp/zRtn6uRSzmX\nMsYL3nvJJfmUXGkUL3mpTtZRvEjAGC+pXI0ef7wa4yWm7Gg6+L+rGC88zTboW5uqfMrXFz5jAP7w\nh3R8iEceyZN8u4iuY7xIxz5+fr6Ld5xW8ZKX2uG2rkZLl+bR/UaMq9Fjj+UVeUYFgVB4CoVCoVDE\no4tVCF+Ml5As3NUoZqXEZfFCn5c4pNUd7mpEJ7RtLF74pBrvHxOWU/igk5cHlYneQwdbqPSQgHyz\nZ1fLhCJmVyPfsc/VaBgWL6HYKXXTC9WdUBohVyfOwZV3LsULdzVqs6sRly+m7KRvSzKj95WfQqFI\nj5A7S1N0/d1K/X9T0D451gUz5nzbNizG1cjX97r6Hu5qFNM34X11xl1UFp/Fi28MNgpQixeGPvtW\nKt/M5+uCU/mUb5h8vBPsKsaLKz3+HB8g8Q47FONFmnD6FS9Z6Ry1eGnianTwwVnlHsnVaO3aghMh\nWbwceGBWkZ/HeJEUL65yzrJsKrhuClejPffMKve0cTXy1b+6g3C895BDsqk0Y1YQ6Tlen56VsqIc\nC+XLl/7ChVmJn5cb/o/d1Wju3KzxrkbIgf8xxkuo7Di/z+KFvuMUg/C+tanKp3x94TMGYJdd0vEh\nNt88S/LtInibwNvXFHyuNj5G8dJFjJdQ3upZvGSlMVNbV6Ptt8+i8xfjarTppvF8fYMqXhQKhUKR\nDF10hlIHH8MvrUzFrJTQiSKf5PPJs3RM+SnH2FihfIh1NZIUPVTxgveh4oVavNDAuHywSJ/37Wok\nySTJmsrViOcLwK94CcnmQ1PFC7W8CSkPfOlJx/y/L1+hXY18HD6LF3oOFYepLF5iBu0uxYtavCgU\n0wve/6Xk7erbTaF44XzSsY+/y/zFphHqr1x9D1fOx/RNEmdsG41jkhhZY/j6BlW8MPTZt1L5Zj5f\nF5zKp3zD5OOdYF9ivLgUL5J8LosXzsnTt8d56VxbV6Mrr8wr97gsXmgMGQS3eLnmmrxSHjEWLwDy\nQIvGeEnhanTzzXnlHp+rUWgi30WMl8svz6fSDNU/X3rFcV6qT/S+UCwUKf3rr8+nrtP/vM5KikW8\nnyofn3iiXYwXBI3x0sTVSGO8KJ/yTS+fMQC3356OD/Hoo2k5eZ7bKl6kmDGSEipW8ULHMS6le135\nQq6nvv6q6mqUl/oPydUoxuIFOe67L6/0Qz45Y2K8jKqyXRUvCoVCoUiGLjrDplw0vgtXvEjbIyJS\n7moU42okgcd44fJxZYTL1UiSmw+yML8hixfXQAvdQGb6rkZSXJ3YVTk8J7saVScGMfmK3dVIKjfJ\n4kWSK8WuRlKw6tAkgEN3NVIoph9dxnjp6tvlCw1t05HGAfya6xnf+bZtmKQIoqi7qxHt71LsapRK\n8eKSd1SgiheGPvtWKt/M5+uCU/mUb5h8vBNMIR/t4KlvdIwsrpUpnAyGYrxIk2O/q1GZjyp4qKsR\n/g+5Gh18cFZKm8sVcjXieeAxXqirEZ8gxyhesqzwBQ+5Go0FRhzGFDFeJMWLtKsRlVdC6vgGAAAv\nfGE2laZvIBt/PnPeFwqWKGH//bPSdZeLDrVqoeepsmRsDGCDDTInRx3wGC8uSANqydUI0bc2UPmU\nb6byGQOw007p+BCbb56W0xXjJQUfRVPeLt5xKJ8xVoaEUewPYvk4L43xEgIG1/VxbrppFkfWQ6ji\nRaFQKBTJkXIVQurgY1Y7XBYqOJAIKQi63NUoNriulAfJ1WhiQnY1kji4/Dy/LplcAy2UIYWrkU+5\nNd0WL1y2mBU/X3quusMVDi64VjBdrkVceYfnYnY1klyNOJfEza+7lEEUkrw+VyPXMwqFIi2MadbW\nxvB2+e262temXK5+0sUfc75tG9bG1cgnRxtXI6ncQ/kLBdf1jcFGAap4Yeizb6XyzXy+LjiVT/mG\nycc7wRTyUc46fDGuRhKfazcfl+KifG9eOhfjauSbPC9alIsTXT75X7Mmbleja67JK+XRxtUIY7xg\nnnyIcTW65Za8lH+ari/Gi2sinzLGC6Zx5ZX5lDwxA1l6TnY1ykv1iT7bRPGyeHFekrftrkZPPSXH\neAnBXW/zRhYvGuNF+ZRvevkmJwHuuisdH+JPf8qTfLsI3ia0dTUahRgvkjwUbWK8NHX99DH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qquRmUOl/WZS46QxYv0bdNzPosXV5oKhSI9aJ+YEl1/t21djSikNpNei1G8SOfbKhJ4/0JRfzvp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\nPzH+1CjHqEa6g6QLwrq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8TE8373jR9ENCjR54IMyRMUKNwnc/qscL6hAeI0P4MbGXhUXW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C+oNLhD90PfMnpDTjXiA1Scx6+h465IFWLKPj1mjRfOaXK8xE41omtiI14oz3g9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\ng5g6M0XeKyoe/eXpEQnP8DR5NA3nAwl1epq8i2Hb03d0rC9986i+0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ay8STCVpzzlKe9g\n5U2Cqbz54h3Mkux4UVFRUVFRUVFRUVFRUVFRUVGJk+C/GqmoqKioqKioqKioqKioqKiotBd1vKio\nqKioqKioqKioqKioqKhMSNTxoqKioqKioqKioqKioqKiojIhUceLioqKioqKioqKioqKioqKyoRE\nHS8qKioqKioqKioqKioqKioqExJ1vKioqKioqKioqKioqKioqKhMSP4/sU3Pp6uHrtAAAAAASUVO\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2d9b494e0>"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Plotting GPS Data\n",
      "\n",
      "Now that we have a list of all the tweets with GPS coordinates, we can plot from where in the world these tweets were posted. \n",
      "To make this plot, we can leverage the Basemap package to make a map of the world and convert GPS coordinates to *(x, y)* coordinates we can then plot."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib\n",
      "\n",
      "from mpl_toolkits.basemap import Basemap\n",
      "\n",
      "# Create a list of all geo-coded tweets\n",
      "tmpGeoList = [geoFrequencyMap[t][\"list\"] for t in sortedTimes]\n",
      "geoTweets = reduce(lambda x, y: x + y, tmpGeoList)\n",
      "\n",
      "# For each geo-coded tweet, extract its GPS coordinates\n",
      "geoCoord = [x[\"coordinates\"][\"coordinates\"] for x in geoTweets]\n",
      "\n",
      "# Now we build a map of the world using Basemap\n",
      "land_color = 'lightgray'\n",
      "water_color = 'lightblue'\n",
      "\n",
      "fig, ax = plt.subplots(figsize=(24,24))\n",
      "worldMap = Basemap(projection='merc', llcrnrlat=-80, urcrnrlat=80,\n",
      "                   llcrnrlon=-180, urcrnrlon=180, resolution='l')\n",
      "\n",
      "worldMap.fillcontinents(color=land_color, lake_color=water_color, zorder=1)\n",
      "worldMap.drawcoastlines()\n",
      "worldMap.drawparallels(np.arange(-90.,120.,30.))\n",
      "worldMap.drawmeridians(np.arange(0.,420.,60.))\n",
      "worldMap.drawmapboundary(fill_color=water_color, zorder=0)\n",
      "ax.set_title('World Tweets')\n",
      "\n",
      "# Convert points from GPS coordinates to (x,y) coordinates\n",
      "convPoints = [worldMap(p[0], p[1]) for p in geoCoord]\n",
      "x = [p[0] for p in convPoints]\n",
      "y = [p[1] for p in convPoints]\n",
      "worldMap.scatter(x, y, s=100, marker='x', color=\"red\", zorder=2)\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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w8GD37j3M3HUsUyrmbIs4cuv27QyZSypJRUapXLEC1aq40LZNG+Li4vh56FCKu9TA+9Q/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\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SUnz/+gVpaRlunLMj6dsXAjyf4O/tRYWo74wBagPhnTrhERaGj8djuhh2oVUrXZo2bYqC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LlToc/fq1bJKzMDbNm6lfDw8BybY26xbds2AGYYtuP4zk1EhIVw4cIFebqBUaNGZclxYmJiWLd+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\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LFy7MtWPnpJCQEMzNzXn27NkP68bXrIWd3wd8bJPe35ITpLGlSv20ilTJ1zdbKk3d3Nyw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yod5bMS25M0LCws4WOVSkXZsmUpW7Yso0aNQq1WK7J9QJWv3HgSIxduEobD0JukAMXLV6KQc1kW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Wlmy3FyKFPPe9z9xBPQl+/Rr7vHkp5JCf+Pj4xMc9PDyoVasWinglF4/sJ16pxOfcSW6cP4O+\ngSF123emVuv2mFpY/nIt8UolSmUc+gaGPL7tQ+Zs2TG1tOJ9ZAQf3r/HxMKC1ZPciY2JxiZrdsrU\nrMcMt85oaWvRsvcg8hUrwZm9O8iS055m3d2IiYri6unjnDt7Fh2db/9q3a1r168+9k9Tp3jx4mxY\nt45t23fg7tSI3AUKExYchLYqAW1tbSIiIoiNjaWUYy1KOdameBVHjE2TZ0SB742rzOzXjYr1GhMR\nGszfXoeoXL8xURERWBgbssvzuMbNcaxUsQKrp4zl9bMnjHX/coJXfF16SpICmJiYqLsEIZJEkqQi\nJbj26kWvXq7sWDIH95Vb1F1OmqRQqVRff1ChUO28H5CK5Qgh4mJj8X/6iNwFCqu7FCESN1AHBvgT\nFviGd0GBXDnpxchhX99m/KPevXvHmjVr6NmzJ6amqZ/iPHv2LKs2ezJ2tSd+D+6SzT4fuv9Kzgoh\nft3C4X0pkjMrrr16fbGR+Pz5cywsLDh+/DgzZs6kXPkKVK1ciUqVKhEWFobH1q2cPHGC8nUbUau1\nM4XKlP8kSfnvxOnNC2dQxsVR2rEWCoWChIQEtLS0UKlU/H30AJvnTCU8NJjC5Spy/6r3x9ejQhkX\nByiYt+8EgxtXZ+KECfy5fDnBwcHMmjGDrFmzMnvOXF69fk2Txo3wOnaMLHkLYps7D7dOHWXrls3J\n/u/24cMHTp48SXR0NC1atEi8xhcvXnD27FlOnz3H9WvXyFu4KCUda1OvfSeMzcwTX//PtSdFXGws\np/duZ9nvI2nVqhVZs2XDqW1btvz/YpEWzZt/ddaqOp06dYoBAwbQsVMnRo0cqe5y0py3b98CSKJN\niFQWHh5OWFgYOXPmVHcpIh15+/YtderUoV2/YbTtP1Td5Wis1gWzolKpvnjLgTRJhdAw70KCWTii\nvyRJhcaa0787bRrWpV69euouJVl4enpy5dEzXCfOYlIPZ0mSCpHMgt+8YljTWhw+dPCr84pnzpxJ\n7dq1KVu27FdvsZ8xcyabN20in0MB3oVHUKVxCxIS4nl88xqP792h08hxPLt3mzsXz+L/4jlWmW3J\nnC077yMiqNe+M3cunSPw2RNGDh+Gg4MDJ0+epEKFCmhra2NsbIyZmRluffsRlaDg2b1bnD1zhgsX\nLhAeHv7FD4Xev3/PH0uXEhgUTNUqlb+75T2leHt7M2DgQPQMDOkwZAxKpRLfa5e5f+0yoUGB1Gzp\nRJNubtjmyJX4GpVKxe4Vi/G7d4uQ1694FxJCobIVeX7nOjlz5mRg//7kyZNHLdfzo6KioqhYsSKr\nV6+mfPny6i4nzdm2bRuQfpKkQqQVV65ckSSpSBE7du5k6bIVTNi485Of/eJ/pEkqRBoiSVKh6bb/\nMY8PAU+ZNGGCuktJFnPnzSPO0pZWrgMkSSpEMnkXHMT9a97cu/I3N86exLFyJUaP+nrK758kaVKX\nvvn6+nL48GH0DQwoXqwY+/Yf4GWAPwXyOzBo4ADWrl3LihUr0NbRIV6pxDZHThLiE5g8fhyVK1f+\n6nEvX77MZW9vWjRvTvbs2X/4utXhxo0bzF2wgFs3b5LF1o7SpUtRumRJSpUqhampKVs8PNixYycD\nZy+hlGMtAC4fO8zWeVPp69abLFmy0KVLFwC8vLywtZVlDxmJJEmFUA9JkoqU5Ll1K6vWrqNS/aZE\nRbwje578REaE07bfx3SplpZWhp7dLE1SIdIQSZIKTfcuJJiBDaqwb+9ebGxs1F3OLxs2YiSFazem\nWtNWkiQVIgk+xETz+pkfhsYmGJqYYGhsQmDAS+5dvcyDq5e4f/USYcFBFC9RkjKlS1G6VClKlCjx\nzVmW/06SJpfQ0FAcHR3Jlj0H/i9fAHDmzBksLX99rqkmiomJwcDA4IuP/f3337iPG49l5izkK1YC\nnwtnGDN8GI6OjgA4u7jQtUsX6qeTOwRE0kmSVAj1kCSpSGleXl48f/4cIyMjZs+eTVxcHCUqVsHX\n5wYtXfvT2m2QuktUm281SWVxkxAaRrbbC01nbmVNlYbN8PD0ZED//uou55fp6+kRFxsLINvtRYYT\nHhrMK7+nFCj19eakMi6OZw/uYZfbnr+PHGDr4tkYGRrwIeYD76OiiIqKxNrGhtKlS1O+VCncnNuQ\nL18+tLW1k1yHs7MzFhYWyXFJiSwsLNixYwfZs2fn6tWrKBSKdNsgBb7aIAWoWLEiZUqV5PChg9Sv\nUQ3LKlWoVq1a4uMem5N/nqpIG9LTdnsh0hLZbi9SWt26dRP/fPX6dY4cOkST2jUoMrAfbn36Uqet\nC+bWaT/wktykSSqEhpHt9iItaNSlF7+7tKBnjx4YGhqqu5xfYm5uTmT4OwDZbi8yDJVKxfkDe1k3\n/Xe0tRQ4lC5PfFwshctXoUlXV1QqFU/u3OL03m2cP7gXM1NTXvn7U6RYMebPnkXJkiU/Odav3rLl\n4eGR7ElShUJBgQIFABITkxnZb2PdKVmiOC4uLuouRWiQ9LbdXoi0Qrbbi9Q0c/p0tBUK2rVrh0Kh\noHGTxuxYOo8uoyeyfclcdPX1MbWyxszCClNLK8wsrTCzssbc2uaT3/E+xESjb5C23/t9jzRJhdAw\nkiQVmkqlUtGxTH7a9h3K+X27sLW1JTY2Ns03SS3MzXgVFgpIklRkHJ4LZnLt+EH+WLwIe3t7du7c\nSaZMmZg7bz5mVtZ4Hz/Mk1s3aN6sKZvWrydXrlzExsaiq6v7WUM0OWZapUSSVHzK3NxcGqTiM5Ik\nFUI9JEkqUpO2tjYzZ85M/LubqyvNmregVpsOnN67g8IFHbCxycTDsDBCQ0MICw0jKCiQQqXL03vS\nbOLjlez8cwEnd29n0sadOJQso8arSVnSJBVCw0iSVGiisKBAfG9eJeb9e26fOMTgfm7UqFEjXQz8\nNjMz49GTl4AkSUXGkJCQwIldnmxYu4ZcuT5uPf1ncY+dnR3du/fAqX07Fv21F319/cTX6aXgQrOU\nSJIKIb5PkqRCqIckSYU6WVlZMWjQQCZ0aUO8Mp4Ozs6fLbaMi4tj2fLlDGteG1VCAmXLlkFbR5v3\nkRFER0VhaGyspupTlixuEkLDyHZ7oYmWjx/JpSP7advWiUEDBxAeHs7mLVsIDgnlN/cx6i7vlxw8\neJD9p84xeP5y2W4vMoSHPtdZNnog+/bu+eLjkZGRmJiYpGpNP7rdXgiRPGS7vRDqIdvthSaIjY3l\nzZs35MiR46vP8fPzw8TEBG9vbyZPnUbewkW5f+Mq49dtx6FE6VSsNvl8a3GTVmoXI4T4tn+SpEJo\nkoKly2OXNSsVypdjwcKFNGzUmHv+bzl56hTXr19Xd3m/xM7Ojme+91GpVGyYNZn3kRHqLkmIFOV9\n/DA1a1T/6uOp3SCFj0lSX1/fVD+vEBndqVOnEtOkQojU4+vri4eH3Dko1EtPT++bDVKA3LlzY2Nj\nQ8OGDVk4fx7N6tVmxvTpzOrblbCgwFSqNPVIklQIDSNJUqGJVCoV66eP59mDO2TPV4Cm3fqQOXsO\njm3bzPEta5g/d06a/SRcpVLRtHkLuo2fiamlpSRJRbqjjIvj4KbVvHhwF//HD3n++BFr16ymSJEi\n6i4tkSRJhVAPSZIKoR6SJBVpmUqlokbNWkz23IdV5izo6Ruou6QfIklSIdIQSZIKTaRQKOjqPonx\n63fSY9w0Mmf/+IljzdbtqdikNc4uHVm7bp16i/xJCoWCTi4dOLplrSRJRbrz9uULjnpuYNPcaTiW\nLMpvI4fjdfSIRjVIQZKkQqiLJEmFUA9Jkoq0LDo6mrDQEAY0qEr/upX4VvgyrZHFTUJoGNluL9IS\nZewH4uOVAIS9e6fman5eqVKl2Oi5jYFzl8p2e5FuJCQkMMOtE3ly5aR79+60bt1a3SV9lWy3F0I9\nZLu9EEkImSIAACAASURBVOoh2+1FWmZkZMSlS5fQ09OjectWLPttGC17D8Q2Z251l/bLJEkqhIaR\nJKnQZMFvXuG1bTNvX77g2LbNDGxQlbd3rrNl00aGDBqk7vJ+mpmZGZHh7yRJKtIV7xNHMNTTZeH8\neQwcMEDd5XyTJEmFUA9JkgqhHpIkFWmdgYEBWlparF+7BnsrU8a0bcTCYX0IeuWv7tJ+icwkFULD\nyExSoalUKhXTXTuijAjFz8+PfPkdGDZkMMWKFVN3ab8sOjqaqtWqMX3bAZlJKtK8+Ph4bpw7xYYZ\n4xk2cAB16tRRd0nfJTNJhVAPmUkqhHrITFKR3kRERLB23Tr+2n+AcWu3YZfLPvGxAL8n2OWyR6H4\n4hjQVCczSYVIQyRJKjTRzmULWTd9PKGvXrB2zRrOnjnDujWr00WDFD5+EqpKSGDdjImSJBVpWujb\nNwysX5ndi2bi2q0rtWvXVndJSSJJUiHUQ5KkQqiHJElFemNqasrAAQPo3bMHEzq35sWj//1eN7Fr\nW66dOaHG6pJOZpIKoWFkJqnQRKd3byVX9mxMmTQJXV1ddZeT7BQKBaZm5rTq1U9mkoo07cRODypV\nKM+kCRPUXcoPkZmkQqiHzCQVQj1kJqlIr9q2bYuBgQGTurbFfeVm7AsVJfJdGIc2rKRMdc3/8F6S\npEJoGEmSCk1kYm5BHze3dJMc/RIzc3M8F8+RJKlI05RxcZiamKi7jB8mSVIh1EOSpEKohyRJRXrW\ntGlTxo4ZzZSezty/dpnY2Fie3b/Ly8cP1V3ad0mSVAgNI0lSoYlMzMwJDQ1VdxkpytTMjOpOLpIk\nFWla+boNmTegB8OHDdOYuU9JIUlSIdRDkqRCqIckSUV6V69ePQwMDBjt1gUTE1Patm3DoQ2r6DVx\nprpL+yZJkgqhYSRJKjRR0SrV2b33L3WXkaLMzcw4sGGVJElFmpY9rwORkZE8fKj5n9T/myRJhVAP\nSZIKoR6SJBUZgaOjI/PmzqFataq0b9eOc4f2EvkuTN1lfZM0SYXQMJIk/XVxsR94cscHlUr1ydeD\nXwdwfIf8MvIz6jt3wefWLU6fPq3uUlKMubk5Feo2liSpSJNUKhWXvA4xtEkNihUrho2NjbpL+iHO\nzs44ODiouwwhMpwaNWpImlQINXBwcMDZ2VndZQiR4ipWrMiM6dOxsbGhuqOjxr8flyapEBpGkqSf\nUqlUhIcGExEWSnRkJB9ioolXKlGpVHifOMJRzw2fNEOfP3zAmLaNmO7akZEt6nB67w7evHzOqklj\nGNasNqsmuxMa+FaNV5Q26RsYMmzhSn6fMJHt27eru5wUYWZmypl9OyVJKtKMeKUS35vX+BATzXTX\njuxYOJ3xY8ewbOkfWFlZqbu8HyJJUiHUQ5KkQqiHJElFRlShfHlunD2u7jK+SWaSCqFhJEn6P88e\n3GPdtHE8vuODQkuL+DglSmUc8fHxJCQkkMveHiNDI3YsnY+BoSE6unqEBQUyZMhgWrZowblz51iz\nbj0rJozCqV07/tq7h5FjxnD3yt9UadhM3ZeX5hQoVZZJm/cw3bUjL/39GTRwIFpa6eezNgszMwqX\nqyhJUqHR4uPjuXflEhcO7uWS10GMjAzR1jPA3+8JR44cwdbWVt0l/hSZSSqEekiKVAj1kJmkIiOJ\njo7m9OnTLPljKX1mLFR3Od8kTVIhNMw/SdLfV2fsTxYPblzNrmUL6OPmRttlf6Cj8+m3q4SEBBQK\nBfHx8bx+/RqlUklcXByWlpaJt5k6Ojri6OhIfHw82traALRt3Zrpk8dyaMNKnAaMoHhlx1S/trTM\nLpc9Uzz/Yna/bjwbPhzHqlXR1tamevXqHDx4kAYNGqS5BNs/zM3NubFnL+8jIzC3slZ3OUJ84tGt\nm5zZu42LRw5gY21Nw/r1GLRpI9mzZ+fAgQNMnTaNx48fp9kmqYeHB7Vr16Zs2bLqLkWIDOWfFKmT\nk5N6CxEig/H19eX48eOMGjVK3aUIkWKUSiUTJ0/mmJcX+YuXotPoCRSvVE3dZX2T4r8z+z55UKFQ\n7bwfkIrlCCHiYmPxf/qI3AUKq7sUtdq2ZB46YW8YPWpksh87Li4OT09PDp8+y/j1O5P9+BlB7IcY\ndi5dQFjgGx7fvUXI6wBssmYnKMCfjh1d6NypE0ZGRuou84fs27ePnYe9GLFkLbp6euouR4hEXls3\nsW3xbNo7taVBgwbY29t/9pyoqCj09PTQ1dVVQ4W/7vnz51hYWGBmZqbuUoTIUN6+/TiCSBJtQqSu\n8PBwwsLCyJkzp7pLESLF+Pn50a2XK7N2HsHcWnPm5bcumBWVSqX40mPp5z5JIdIJmUn6kUqVwJOn\nT1Pk2Lq6ulSvXp03L1+kyPEzAj19A5yHjKbPtPm4TphJxfpNmb7tINO2HeCM9zWWLV+u7hJ/WIEC\nBbh54SxP791WdylCAB9nMu9esZi/Vi5i4/p19OnT54sNUgBjY+M02yAFmUkqhLrITFIh1ENmkor0\nLiYmhpYtW5Ila3aNapB+j9xuL4SGyYgzSeNiY9k0ezKRYaEYmpryISaGB94XWbt6VYqd087OjpC3\nb4hXKtHWkW+Fv8KhZBkcSpYBwDZnbopXqc625Yvo3KlTmtqw7eDgQOmyZQl4+hiHEqXVXY7I4FQq\nFRtnT+LWmeNsXL8+3ae8ZCapEOohM0mFUA+ZSSrSO319fUzNzAgJCiT4zSuss9ipu6Qkkc6AEBom\nI84k3f7HXB5duUhHlw5ERkYSHR2Ne981ZMmSJUXO9/btW6ZOn45tjlwkJCSg/QvHSkhI4M7lC8TG\nxHz8gkKBQqH4/z8qgH/+/PHvlpltyZm/wK9dQDKLi/1A0KsAAgNeoqWlTZHylRKv4WcULV+ZzfOm\np7nb7QEe3L9PJWmaCw3gsWAGT678zYZ16zA3N1d3OSlOZpIKoR4yk1QI9ZCZpCK9UygUlCtblqNH\njzK7f3dmbD+k7pKSRN4JCqFhMmKStHKj5pzZu5PXb97g2qvXLzXoviUhIYGhw4Zx/NgxmnXrzay5\nK35p9mTkuzCWjBpI0As/smbNioqPM55Vqo8psI9//v+5zyoVMTExBIWEsujI+V++luRy4fA+5g7u\nTRa7rGTLlo3Q0FD0TMyo59wFx2atf2p7/e7lCxkzZkyabJJmypwFy0yZ1F2GyODi4+O5etKLqePH\nZYgGKUiSVAh1kSSpEOohSVKREXTq1InSpUuz60DaaJCCNEmF0DgZMUmau0Bhpm3dz8y+XXj27DkT\nJ4xPkdl6ly9f5vixY9hkyoT/I99PmrEBTx/j63MdhxKlsctln/jY25cvuH35AtWatEClUvEuOAg9\nA0PevHjGwmF9qFWjOsvnzUpSvUFBQbRs0ybZr+tXlKlRh5KVq2FnYcb0aVP58OEDFSpU4MHNa1hm\nykzshw+Uq1Xvh46Z1T4fJ06dxsnJCZ00lsr0f/EcLcWvZIuF+Da/+3fwu3+XhPh4ElQJ6BsYUrlh\nM7S1tVGpVFw7c4Itc6diYWJEvnz51F1uqpEkqRDqIUlSIdRDkqQiIyhZsiQJCQnoHPFSdylJJtvt\nhdAwGXm7fcz790xzdaFF/Tq0b98+xc6jVCoZOWo0oR+U9JuxgD0rl3Bq1zZKlynDndu3iVXGUah0\nefQNjbh2+jh58+YlKCwMLS1tIt+FoYyLRVtbhzGjR9GgQYMknzc6Opqq1arhcTNlFlL9rA8x0Uzq\n6oRzy2a0atUKHx8fXFxcyGlvT2REJCvP3fyh48UrlUzv3ZFC9jkZk8Z+8XOsXp3JHvuwy/Xl5ThC\n/KrZ/boRGxZMtmzZ0NLW5tGjh5jZZqdxV1e2LpxFeOAbhg4eRM2aNVMsVa+JZLu9EOoh2+2FUA/Z\nbi8ygsePH9O3f39yFSrG8MWr1V1Oom9tt09bER8hMoCMmCT9h4GREflLlCEyMjJFz6Ojo8PMGdMZ\nMWoUro5laNS4EXt270pcMvTq1SuuX79OYGAgU0bux8zMDC8vL576+f3SOAADAwOUSiXKuDh0NGgL\ndUL8/7V353E1p/0fx9/ndE5laTcqQkLcJUXZQiJhGPuapRnbUPY1ZF+msUz2Jfuefd/Jkn0dxpbQ\nJLIk0r6c6vz+MPpppBHVdeq8n4/HPG7O8j2fumdwLq9zXenQL/EDkpOTAQA2NjYIDAyEnp4eHGrW\nRHJSIrS0i3z19TRkMgyf54fhPzmjvqMjGjRokFej57ro6GjRI1AhJ9fSQrvOndCiRQsAQEpKCrwn\nTMTCER7w9BiANm3aFLgCOzewJCUSgyUpkRgsSUkdtG3bFgAwfvU2wZN8PfX7UziRilPHPUk/in0f\nhZiod0jVNsrz15LL5ZgzaxZevHiBcuXKZbrP1NQUpqaZT99r2jRnHznPSlpaGuRyOZITEyCT53yf\nwbS0NLx/8xoR4c+QEBeHqrUdc7R4+anot5G4duo4rp08jPvXr6CaXXXUq1cPwD8HTBkYAACMTUyx\ndeEcWPyvKorq6uHQuhXoNmIcKtrYZXv9kPt3IIESVlYFp4hOS0uDMj0dhiVNRI9ChZimtjaSPh70\nBkBTUxNzZs+CUqlUq3L037gnKZEY3JOUSAzuSUrqoIa9A2T6JWDwQ94cyJwXcn4iBxHlqY8lqbo5\nsHY5PBrXQmTIQ1SrVi1fXlMul3+2QJqX9uzZg8q2NVBU5+s/ThoX/R5Lxg7BYNe66G5ngXGdWmDb\n7Kk4snIB+jvVwPIJI/HgxhUolUqkp6dDkZKMpIQEZLeVSmJcHPo7O+DOiQPo1KIZTp44gZXLl2X5\ncZ+J3uPxgzQV904exN7Fc2BbqTx8+vdAwM4vl84xUW+x2GsIZk6fDiOjvF/wzk1yTU3sW71E9BhU\nSClSUvDsUTA0szgwTp0XSIEPJWlwcLDoMYjUzpkzZzJqUiLKP8HBwfD3V79PDpL6UCgUePz4MXp7\nT4N2ATrQl3uSEqkYdd2T1LtLSwz3HABHR0fRo+SJpKQkNP+xBWydGqO8lQ1kck3IZDLINTVhVasu\njIxNP3vO4zu3MG94fzRq6ITubm4wMTGBlpZWxv2vX7/GwUOHsG//AYSGPIFSqYRMJodEAlg71Ea/\naXNgUubDInBCXCzev4mAqbkFJBIJlo4fjpLaGhg/blyOv5aQkBAMGTYMSokGUpKTkJSUBJ9th1DS\nrAyUSiVmD/wFVcqUwuhRo779GybIxYsXMWjwYKw8exM6Boaix6FCRKlUYsnYoUBsFOb5/gENDR4Q\n9inuSUokBvckJRKDe5JSYRcYGIglq9di+pb9okf5DPckJSpA1HVPUrOKlfH48eNCu0gKAB3at0N8\nQiJiH91FamoqFAoFEhITsHq6N+zqN0QL936wtLOHUqnEkU1rsGvZPEyaMAGurq5ZXs/Y2Bh9evdG\nn969kZaWlrHokpqaio2bNmFcpxYwr1wF4X+HID42BnK5JjoNGomW7n3Rc/REDP/JGa1btULVqlVz\n9HVYWFhg+9atCA0NhZaWFjp36QK9f4rRW+fP4OqpE7Dq1QtXrlxB7dq1v++bls/Wrl2L9LR0FNXN\n+XYIRNnZuWQeXj0Owro1q7lAmgXuSUokBvckJRKDe5JSYZWQkIBLly5h5erVqNu64P3ewpKUSMWo\na0l6/fQJHF29CBvWrhU9Sr6LjY3Fnj17sNnfH8UNSkDPqARiI17Ad+5clClT5puvGx4ejtDQUJQv\nXx4mJiZ48eIFuvfoicFzFqOaoxPO7tuJo2uXYZv/lm8+KObWrVuY6jMLs3YfB/Dh39+7Vy4g6PoV\n7F/nh2NHj2YciFUQnDt3DpOmToPf2ZuiR6FC5Oy+ndi+4Hf4b95coP57yE8sSYnEYElKJAZLUiqM\nIiMj8WOLFqhsWwMOTX6Ea+fukGtq/fcT81l2JSn3JCXKBbFR73Byx2ac2rUVF47sR1JCwjdfS133\nJLWpWx/BQUGIiooSPUq+09HRgbu7Ow4fPIiBfXvB0dYamzZs+K4FUgAoXbo06tWrh1KlSkEqlcLM\nzAxzZs/CgtED8SosFE6tO6CIviE2b978za+RkJCAV8/DsM5nMv66dA696ljj1M4tqGhbHfqGRkj4\njv8WRFiyZAkMf+AbRco98THRWD3DG0sXL+YCaTa4JymRGNyTlEgM7klKhZGRkRFKm5VBqz6eaNGj\nt0oukP4XLpISfae/LgZiVNsmCA48jqdXzuD81nUY074pHt+5/U3XU9fT7bW0i6CGU2MsWbrss0OH\nEhMTBU2VvzQ0NNC4cWP07ds3096jualWrVrw7N8fsz1/QVJ8PPpOmYUVq1bjxYtv+9SAo6Mj9uza\nhdiwJ5jexw0DBvRHk9r2OLJyESJevkBaWloufwV5y9bWFqblK4oegwqR2xcDYWtrh0qVKokeRaW5\nubnB0tJS9BhEasfZ2Zkn3BMJYGlpCTc3N9FjEOUqiUSCxs4NEbhvh+hRvhkXSYm+05Y/ZmLU8GGY\n7+sLn5kzsXrVSgwb6IEZfboiOTHnFZ26lqQA0G/KLPx57wFm/uaDwMBAzJk7Fx06d0GdunXhO2++\n6PEKja5du8LethoWeQ2CSVlzVKvbAGvWrPnm65mYmGDokMGoXacO3Hv2RKdOnbBpw3qcPXsW5ubm\nuTd4Hnv27Bm2bd+OZt17iR6FCpFbgQFo2KC+6DFUHktSIjFYkhKJwZKUCjqlUonbt29j+/btOHLk\nCJKTk/Hw4UNs3uKPVr0GiB7vm3FPUqLvNKlbG4weMhD29vaZbv91gAdqt+2KBq3a5+h6BWFP0ojw\n5/j7/h3UatIcEkmWW3l8s/jYGMwfMQCpKcmwrl0fVevUg7FZOYzv0hLeY73QuHHjXH09daVQKNC7\nb1+kSOWIfvUCq1etROnSpUWPJUx6ejp69emL0lWro/uI8ZBraooeiQqB9PR09Heqjk0b1n/39hmF\nHfckJRKDe5ISicE9Sakgi4qKwrt379C2bVs0btsRty4EwqyUKczMzHD12jWMWboBFapWEz3mF3FP\nUqI8pF20KOLj4z+7vW3rVji5fROi30bm6HqqXpIqlUqsmDQKa6ePg3eXn/Dwz+u5ev1iOrrwXrkF\nk9fvQkfP4ahSoxYMShpj+Dw/TJ46Fc+ePcvV11NXcrkc8319Ud7kB6xft1atF0gBYNv27YhXpCEs\nOAgJcbGix6FCIvTBXRTXKc4F0q/AkpRIDJakRGKwJKWCbNToMWjf/kMM1rBdV/SeMAN/3b6Nw4cO\nQZGSgldPQwRP+O2+7ThjIgLwofqMj4tDUlLSZ/c1atQIh44cwZDm9VC0uA4q2tiifFU7VLSxQ4Wq\ntiimk3Uto+p7kt48cxLvXjzD0SNHcOzYMfj074m5+06ihGnuLrLFx8Zg1dSxSFOkfLhBIoFUJsf4\nCROwcf36XH0tdWVkZITffXxEjyFceHg4lixdimmb9yJVoUDR4jqiR6JC4ubZADSox4/afw03Nzfo\n6+uLHoNI7XA/UiIxLC0tWXBTgRMbG4uTJ08iLi4WTTp1Q/NuvWBqXh6aWtpo3L4LSpqVRWU7e1Rz\ndBI96jfjx+2JvtGLv59gwShPmJYwxCwfH+joZL2wkp6ejrCwMNy7dw93797FX/fu41FQEIyMjVHB\nxg4WVe1QtbYjzKtYAwCi373FgtGDMGm16v3NYlpqKob/5Izxo0fCyenDL3xz5s7F23QN9Paekauv\nlZyYgF/qWGOsl1em762RkRFq1qyZq69F6q2/hycsajVAu18HYVofNwydsxh6hkaix6JCYELXnzDM\noz8cHR1Fj6LyZs2aBRcXFzg4OIgehUitbN++HQDQuXNnwZMQqZfr168jICAAXl5eokch+mpeY8ci\n/G00ajRyhUMjV5iUNRc90jfJ7uP2LEmJckipVOLUrq3YNHcGBnl6oGvXrtnuyymVSmFubg5zc3O0\nbNkSAJCamoonT57g/v37+OvuXcxeuxw6RiXQuGM31GnWUmVL0piod4iLjkKDBg0ybvvZ3R1t27VH\nhwHDoGdUItdeS6tIUdjUcoSuri6aNWuWa9cl+rdUhQI6+gYAAPcxE1mSUq6IjXqHsMfBXPT7SixJ\nicRgSUokBktSKmiePHmCi5cuY9Hxi4X6/RL3JCXKgbjo95g3vD+OrV+OdWtWw83N7ZsOLpLJZKhc\nuTLatWuHyRMn4tjRIxg1eCCeXDyFQa51MaNfdwTdvIrsSm8RpFIpoFRm+ppLliyJ5s2b4dCGlbn+\nenYNXRB47nyuX5foU4aGhkhLSwUAbJg9nXuSUq64deEs7B1qQpOHgH0V7klKJAb3JCUSg3uSUkER\nExODTZs3Y+CgwWjT17NQL5ACLEmJvkpaaipuBgZgzXRvuDRyxvzpW6CtrZ1r19fQ0EC9evVQr149\nvHr1Chs2boSf93AoJVI07tgNVexrI/ptJOKi36NCVVuUqWiZo8VZpVKJpw/v49KRAyhSXAdt+w38\npjmlGhpIS0//7PbevXqhi1s3tOnjiWK6et907ayUMC2FC7sf5dr1iP4tKSkJ58+fw8IJvwNgSUq5\nQ5GSjCMbVqF7x3aiRykwWJISicGSlEgMlqRUUPz8Sy/EJCRi0O8LYOVQW/Q4eY6LpETZePn0b5ze\nvRVn9myHiYkxJk/wztiLM69oamriyePHOLhvH27evImdu3dj3cFdKGFUAsWLF8fORXMAqRT2zk1Q\nw9kVlavXxF+XAnFu304kJcTDrkFjVHdqjFLlK0AikSA9PR2/9euGV6FP0NTVFUf37YD5/6xhV985\nx7NJNTSQnpb22e1mZmZo0KA+jm5eiw4ew3LhuwAkJSRgw+9TMX7MqFy5HlFWzp8/Dwsrm4ytIjbM\nns49Sem7KJVK+E0aAzPjEmjTpo3ocQoMf39/7klKJMDHipR7khLlr+DgYO5JSipvy5YtePzowyd9\nQh/chXXNOoInyntcJCX6l+TEBFw6dghndvnj2ZNg/NTyJ6xcvgyVKlXKl9fX0dHBiBEjIJFIYG9v\nD3t7+0z3K5VKPHr0CGfOnsWeRbPw4N49VLOzQ9tWraCrq4vA8+cxbc1SyLW0Ud2pMWRa2kiNi8HR\nw4chlUrhWLcuvCeMxB/7AlBcL2fVjlSqgfQsSlIAaObqio279n7z1/1vF47sQ8kSRiwcKE+9f/8e\nGnJ5xs9ZktL32r9mOcKD7mLj+nUftiihr8KSlEgM/jmLSAyWpKTqjh07BqVSidatW2P//v14cOMK\nWrr3FT1WnuMiKdE/UpKTsHOJL45v3QibatXQy60znJ2dIf9kASU/xMbGwtfXF35+flneL5FIYGlp\nCUtLS/zarx8UCkWmGZs0aQKlUong4GCcO3cOV69fx9TJkzLerDs6OqJJo0ZYM8MbQ+YsydFsUg0p\nUhWpSE9P/+zNv1KphFRDI4df7ZfVbNwU/r4+uHPnDmxsbHLtukSfev3mDf48fxbPQx7BzKISS1LK\nEaVSiVO7t0KpVMLIuBTeR77G4fV+8N+8GUWLFhU9XoHCkpRIDJakRGKwJCVVFRkZiaSkJEybPgNV\najjg3rXLMDA0goWVerwnl2R3MIxEIlHuCnqRj+MQiRF8+yaWjhuKyhUqwGvMaJiYmAibRaFQICQk\nBJUrV86z10hMTETHzp2hY1QSZSz/B7OKljCrYIkyFS2hZ1QCr8JCcevcGTRs2zFTVadUKjHBrRV6\ndGz/2cdIT5w4gR2Hj2PU4jW5Nue5A7txcMVCbN+2Nd8Xq6nwS01NhVNDZ3iv2oKKNnaQSCQIfXgf\npctXhJyH7dBXOLNnO/avWABbWzu8evUK0THRmDh+PGxtbUWPVuCEhYVBX18furq6okchUisREREA\nwKKNKJ/FxMTg/fv3KFu2rOhRiDKZNGUKjh4+gsp2NTBx7XYkJyXi/rXLqFC1GnQNCkdI0qFKKSiV\nyiwPeWFJSmotJTkJ2xfOwdm9OzBurBeaN28ueqT/LElzQ5EiRbB1yxbcvXsXT548weMHt3Dt0G6E\nPH4MJZSQyWQoV7Ys7l4+hxELViIpIR7FdHQhkUjw89ip8B3aF66urplKqbS0NCQnJeLS0YNQKFKQ\nmpKCVIUCipRkpCoUGT9OUyjQoHUHlK3034vA9X9qh+unjqGLWzdMmuANOzu7PPuekPpRKBSQyWRI\nSojPOAiNJSl9rYjnz7Bx7nT4LV0KKysr0eMUeCxJicRgSUokBktSUlUxMbEoqqeH1n0+HPaspV0E\n1Rs0EjxV/mFJSmopVaHA4zt/YvmEUbCsUB4Tvb1hZKQaiyL5UZJ+iVKpxLt376CrqwulUomfe/XC\nw6AgyOWa8Dt7I6MqXTDSA1ZlS2Ggp2fGcw8dOoS58+bDxLgkSpc2g6ZcDk1NTcjlcmhqyiGXy6Gl\nqYkHDx5A27Qs+k7y+eqZLhzah41zpqFZ06YYO2Z0nnztpJ4uX74Mr3Hj4bPjMEqYlmZJSv8pMS4O\ne1YuwomtG+HhMQA9uncXPVKhwJKUSAyWpERisCQlVRUaGoruPd0xZ89xlDAtLXqcPMGSlNRS5Mtw\nHN6wCucO7IZz+y5o2KYTFoz0wJsX4UhIiEdJY2OMGDYMzZo1y6jIVEF+lKRfIpFIMi0Wb1i3DsnJ\nyRg73huXjx1C4w5dAQBuI7zh1b4pOnboAGNjYwD4sE+pTIYe3bqhZcuWX3yNe/fuYYz3xBzNZFvP\nCXtXGqJY0SLf+JURZc3Ozg56ujq4FnAcP/boxZKUsnXuwG5smDUVdevWwa6dO4RuzVLYsCQlEoMl\nKZEYLElJVZmbm6N7NzesmeGNMUvWiR4n3/HYVSp0ntz9CwtGemB0W1fopiVh6eJFiHr8ACPauOBH\nl0Y4dPAAbt64geNHj6J58+YqtUAK/P/p9qpALpejePHiaNPqJ5zbvyPj9pKlzdCkSw/M/cM347T7\n1NRUyGQyJCcnZ3vN5OTkHFV6sVHvMPWXznCuVweDBg78ti+EKAupqakYPcYLZlWqolm3nwHwdHv6\nbhDH/QAAIABJREFUsjuXL2DjrKlYungRfv/tNy6Q5jI3NzdYWlqKHoNI7Tg7O/OEeyIBLC0t4ebm\nJnoMoiz17dMHr0Ie4cqJI6JHyXdcJKUCJzEuDmHBQXh85zYe3LiC2xfO4tqp4zizdwemuHfA3IG/\nwKFKRRw9chhjRo+CtbU1Fsyfh/Xr1qFfv34wMDD47GR2VfKxJFUlDRs2RGjQA0S+DM+4rf2vQxAW\n8QbdevTEvXv3EPTwIeSa2khMTMz2WhcvXYKNY8Ovfu0Lh/fBpIQBhg8bpnIL2lRwKZVKTJk2DdEp\nqRj4+8KMXxM2zJ6OhLhYwdORqol6E4FFYwbht5kzYG1tLXqcQsnf3x/BwcGixyBSO2fOnMmoSYko\n/wQHB8Pf31/0GERZ0tDQwITx47F57gzRo+Q7ftyeCpTY91EY2+lHaMvl0NbWhqaWFrS0NKGlqQVt\nbW10b98GTZs2/ewkdIlEUmBOG1alkvQjTU1NuLq64uiW9ShpVgaPbt3Ar1NnYerGPVg/ayq6du0K\n49JmKF2xMpKSkrK91sVLl9Fu6Nivfm2bug2wx28BlEolF0kp18xfsABBT0Ixce32TGUzS1L6t7S0\nNCwc5YmO7dvB0dFR9DiFlpubG/T19UWPQaR2WJESiWFpacm9gEnlTJ0+HYcOHkJSYgJq16mLpIR4\n0SPlO9XN6UgtjO/aChHPn2X7mFSFAkE3r2LbormY1L0tXBo2xIF9e7Fj21Zs3rAea1auxLIlizHv\nj7lo2bLlZwukBY0qlqQA0K5tGxzeuApPLpzCmycPEbDTH1KpFK/+foIGTk6oVtUa6XHvUa5cuS9e\nIyYmBo8fPcL/7Gt99euWtqiI4noGuH37dm58GUR49eoVduzchXF+G1GkWLFM97EkpX97/+Y1Ht+9\nDY8BA0SPUqixJCUSgyUpkRgsSUmV+G/dirbtO+D2rVvo6DEMm28+gqmVLUzKlRc9Wr5jSUrCpKWm\n4uGtG1g13Rse0+fAoKRxpvvfR76B36RRuHftMkqblYFjndrwHjMKderUETRx/lDFkhQAbG1tcfXK\nFUilUty5cwdDho9A4N4deBkWiqWLF31VqXvt2jVUsasBTS3tHL127WY/4djxE6hevfq3jk+U4dy5\nc6jewBk6Boaf3ceSlP7N0NgUmtraiIiIgKmpqehxCi2WpERisCQlEoMlKamSgFOnYdOwCR7euILk\npERoFSmKHqO//rDlwoQlKQlxYtsmDGxSB9pFigAJMRjRqhGGNq+HA2uXQ6lUAgAinochIjQEhw8e\nxK7t2zByxAg4Ojqq9H6iuUFVS1IAGd97GxsbWFtZoZJ5GbRr2wYVKlT4qudfuHQJxuYVcOXkETy4\ncQXPQx4hNupdxuFPX1KnaUsEnDr13fMTAUDg+Quwc3LJ8j6WpPRvEokEVewccOvWLdGjFGosSYnE\nYElKJAZLUlIVKSkp+Ov2bbT/dTBm+B9Al8GjRI8kFEtSyndBN69i55K5WLxwYcYBGOnp6QgKCsL0\nmTPx4PoVDPx9AWSampBrasLQ8PPaqzBT1ZL03+b9MRcymSxH+4ReunQZOj8Y49HVCyhavDjev49C\ndNR7xMfHQUdXD7r6BqjiUBv9p83J9DwdA0MkJWV/IBTR11AoFLh29QrcZ8zP8n6WpJQVCxs7/HXn\nDn788UfRoxRaLEmJxGBJSiQGS1JSFbdv30aZChVRTFdP9CgqoXAneaRyUhUKrJjsBa/RozOdECyV\nSmFlZYUN69bB/AdDeLVvijXTx0NDqn4H9ahySfopuVyeowXS8PBwxMXHQU/fAJ4eA7Bl4wYcPnAA\nF86fw/Vr17B39y6ULW2KF6EhUKSkZHpufEw0dHV1c/tLIDUUFhYGiVSK5MSsF91ZklJWXjx5BPNs\n9lum78eSlEgMlqREYrAkJVVx5epVVK3TQPQYKoOLpJSvzuzdDhMjQzRr1izL++VyOSZ4j8eUCd4Y\n8mtfrFqxIp8nFK+glKQ5denSJVSr2wDvIyM++1tTmUwGIyMjTJ40CframvDq0AyP7/z/R1vjot9D\nh3+zRbnAwsICHv37w7tLSzy4ceWz+1mS0r+lKhS4cTaAtVUec3Nzg6WlpegxiNSOs7Mzf30jEsDS\n0hJubm6ixyDCpStXUbVOPdFjqAwuklK+SklORrly5f6zQHR0dET9+vWhp6d+C2MFpSTNqZjYWNw4\nG4Cg23/ihx9+yPIxJiYmWLp4ETz79sasAe7YMGsqDm9cjfU+k2BWulQ+T0yFkUQigbu7O36bMR1z\nB/fBye2bM93PkpQ+pVQqsWnuDNjY2MDY2Pi/n0DfjCUpkRgsSYnEYElKqiAhIQHBQUGoUqOm6FFU\nBvckpXxlUKIkQi5Fih5DpRXWkrR3r164+ectnD196ouLpMCHRawWLVqgTp068J0/H6/fvsSQ/v1Q\nt27dfJyWCrt69ephw7p1GDRkCMKC7+PnsVOhIZOxJKVM9q5cgvsXz2D92rWiRyn0uCcpkRisSInE\n4J6kpApu3LiBSlWrQatIUdGjqAyWpJSvDEqWxJvIN6LHUGmFtSQFgLOnP5xQr6mp+Z+PNTQ0xIxp\n0+AzcyYaNmz4Vc8hyony5cvDf/NmvPs7GDP7uiH2fRRLUspwatdWBGxbD79ly9TyUw35jSUpkRgs\nSYnEYElKquDu3btQpKYi7NFDnN2/C38/uCt6JOFYklK+0i9REm8jWZJmp7CWpABgZW0NFxcX0WMQ\nZdDV1cWyJUvwh+88jO/cEj1GsyRVd0qlEtcCjmHrPB+sXbOaH7PPJyxJicRgSUokBktSUgXu7u5I\nSEzE9F86oXjxYqjm1ATlvauKHksolqSUb5RKJa6fOi56DJVXmEvSbVu34td+/USPQZSJhoYGxowe\nBY9+feA7vD8uHT0geiTKZ4lxcVjnMxmeLrXQzc4CKyaNxqKFC1C+fHnRo6kNlqREYrAkJRKDJSmp\ngmLFimHkiBE4e+Y0+vTujcR4fqKOJSnlKaVSibj3UYgIf45D6/3wIvgBVq9cKXoslVaYS1IiVda2\nbVtIpVL4zpmGd69foU1fz/88ZI4KvmunjmH1NG/UqVUTK5YugYmJCYoW5b5M+Y0lKZEYLEmJxGBJ\nSiIplcrP3ufo6OjgxtkADGnmiC5DvVCvRRtB04nFRVL6bnHR7/Eq7CnehD9DRPgzvAkPQ2T4M0SE\nP8fr8OeQyWUwLVUaDjWqY87GDShSpIjokVXax5LUz89P9ChEaufQoUNYvnQpJk6ejLDg++g/fS60\ntPlrVmG1aMxgPLl9HT4zpqF27dqix1Fr/v7+cHFxgYODg+hRiNTKx4q0c+fOYgchUjPBwcEICAiA\nl5eX6FFIzSQlJcHJqSHMypaFtbUVbKytYW1tDQcHB0yZOBE7du5CUmKC6DGFkSiVyi/fKZEodwW9\nyMdxqCB5+/oldi7xxYUj+1HarAxKlyqF0qVMYVa6NEqVKoVSpUrB1NQUurq6okctUBQKBUJCQlC5\ncmXRoxCpnYcPH8LCwgKpqamYMGkS/g5/iTGL18LQ2ET0aJQHxnZohlFDBsHR0VH0KGovLCwM+vr6\n/DMDUT6LiIgAABZtRPksJiYG79+/R9myZUWPQmrItVlzdBrqhaT4OPx99zae3LuNF09DYW5hgXeR\nkegzZTZqNm4qesw806FKKSiVyiw/MsiSlHIs9n0U9q5YhFO7tqJDh/Y4duQIT/7NRSxJicTx9fWF\nj48PDA0NMXf2bKxYuRLjOrfAqEWrUaladdHjUS6r1ewnBJw6zUVSFcCSlEgMlqREYrAkJZEcHOyR\nnBCP5t1+ybgtOTEBoUH3EfrwPqwc1PcTVixJ6aslJSTg0IaVOLhuBZq6NsGA/v156m8eYElKJM7H\nklQul2fcdurUKUyaMgW/jJsGp9YdBE5Hue1FaAim9GiHgJMnoKGhIXoctcaSlEgMlqREYrAkJZH2\n7NmDE5evY5jvctGjCJFdScrT7ekzipRkJMbFIT4mGjFRb/E+8g2Obl6Lwc0cERn0F7Zs2ojJkyZx\ngTSPFObT7YlUna+vL2JjM5/q2LhxY6xZtQo7Fs7CprkzkJaWJmg6ym3GZmWRolDg2bNnokdRezzd\nnkgMnm5PJAZPtyeRatSogQc3rooeQyXx4/aUSWzUO/zqbA8NDRk0NKSQSjUg1ZDC6n9WWLZ4Eays\nrESPWOjxdHsicUaMGAEdHZ3Pbre0tMTWLVswbMRILBk7BINnL/7sREgqeI75r0eVKpVRrlw50aOo\nPZ5uTyQGT7cnEoOn25NIQUFBMCnDP/9mhSUpZRLy4C6sbWxw9cplXLp4ERfOn8O5s2fht3wZF0jz\nCUtSInGyKkk/MjAwgN+ypYgIeYR9q5bm82SU295HvsHOpfMwYfx4LnirAJakRGKwJCUSgyUpibRl\n6zY06dJT9BgqiSUpZRIV8RopyclITk6GlpaW6HHUEktSInG+VJJ+pK2tjYXz56Frt+4oV/l/qO7U\nOB+no9y0ac50tGvbBhYWFqJHIbAkJRKFJSmRGCxJSZSLFy/i5vVruHn9GuzqO0PHwFD0SCqFJSll\nUr9lWxiYmWPg4CFITEwUPY5aYklKJE52JelHJiYm+GPObCweNxQvn/6dT5NRbnpw4wruXT4PjwED\nRI9C/2BJSiQGS1IiMViSkihhYWFwbNYSCw6d5QJpFrhISpnI5HIMmbME2iVM4DloMBISEkSPpHZY\nkhKJ818l6Uf29vYY5OmJ2Z6/IDEuLh8mo9z0MvRvlClbFkWLFhU9Cv3Dzc0NlpaWoscgUjvOzs6s\nSYkEsLS0hJubm+gxSM2sX78eS5ctQ9HiOjCrUEn0OCqJi6RqJj4mGvtWL8OZfTsRdPMqot5EQKlU\nZnqMhkyGgb8vgJ6ZOQYPHSZoUvXFkpRInK8pST/q3KkTHOxsschrMNLT0/N4MsoNSqUSl48dwsG1\ny5GelvbZ738kDktSIjFYkhKJwZKURHgaFoaod+9w7vA+KFJSRI+jkiTZvUGQSCTKXUEv8nEcykuJ\ncXGY3qcrTA31oV2kCJ49f47w58+QlJgI49JlYFK2HEqalUPJMuVgXKYcjExMMbZTC9y8eVP06GpF\noVAgJCQElStXFj0Kkdp5+PAhLCwsIJfLv+rxKSkp6NWnL6zqu6DTIBbgqkqpVOJm4ClsXzALGso0\nDBk0CA0aNOCBTSokLCwM+vr60NXVFT0KkVqJiIgAAO6NSJTPYmJi8P79e5QtW1b0KKRmPAYOQnpR\nHYycv0L0KMJ0qFIKSqUyyzcCPLhJTSQnJWKW58+wrmiBKZMnZXpjGB8fj+fPn2f88/TxXdw7cwzh\nz59D38AASqWSbyTz0ceS1M/PT/QoRGrH19cXPj4+MDT8uv15NDU1Md/3D3R164ZyVaxQq0nzPJ6Q\ncurO5QvYtuB3JMVEY8iggXBxceHvaSrI398fLi4ucHBwED0KkVr5WJF27txZ7CBEaiY4OBgBAQHw\n8vISPQqpkfT0dJgYl0TghYuiR1FZLEkLsKiI14iLif7wZu+f93sSSP75+Yf//fhGcPX08TDRLYbf\nZs6EhoaGwKnpv7AkJRInpyXpR3fu3IHHwEGYunE3ylTkvoqqIPJlOJaMG4p3L8IxyNMDzZs35+9/\nKowlKZEYLEmJxGBJSqIoFArUrFULW/8KhVSqnjtwsiQthE7t3oqNs6bB4J/aSQnlh73VlB8+Vvjx\nH+DDIrh9DXtMmzqFbxALAJakROLktCT9yMbGBqNGDMdsz1/gvdofJmXK5dGE9DXCQx5jRp+ucOvc\nCT//vDjHi96U/1iSEonBkpRIDJakJIpcLkeRokURH/2ep9tngYukBdT9KxfRs0d3DBgwQPQolMt4\nuj2ROF97un1W2rZti+iYGIzv1AJOrTugg8cw/sFDgJD7d+Dzaw8MGzIY7dq1Ez0OfSU3Nzfo6+uL\nHoNI7fBkeyIxLC0tWXCTMAYGhoiOesv3KllQz7a2EGjeozc2bNyE33x8cOvWLZ7QW4jwdHsicXJy\nun1WfnZ3x949u6GdFIOhLZywb/UypCQn5eKElJ37169gZl83TPQezwXSAoan2xOJwdPticTg6fYk\nkr6BAWLevRM9hkrinqQF2IvQEFw4uBfnD+1GWkoylixahEqVKokei74T9yQlEudb9yTNSkhICHzn\nzUfQo0foMWoCHH9snQsT0pfcvXIBvsN+xZxZs1C3bl3R41AOcU9SIjG4JymRGNyTlEQJCQnBwEGD\n8cskH1Rv0Ej0OEJktycpS9ICrJS5BToNGoH5h89BpqWNlJQU0SNRLmBJSiTO95akn7KwsMDiRQvx\n+4zpWDPDG2HBQblyXfqcIiUFKyaNwW8zZnCBtIBiSUokBktSIjFYkpIok6dORYlyFqhWt4HoUVQS\nF0kLAYlEAvPKVvCdNx/R0dGix6HvxD1JicT5nj1Jv8TBwQG9e/XCjsVzkZyUmKvXpg+ObVkH8zJm\ncHJyEj0KfSM3NzdYWlqKHoNI7Tg7O3NfUiIBLC0t4ebmJnoMUkO/zZiB8EcPcOXEYdGjqCQukhYS\ng+cuhamVLbp2646wsDDR49B3YElKJE5ulqSf6tK5M4L/vIYeNSrh0PqVuX59dRb7Pgp7VizE6FEj\nRY9C34ElKZEYLEmJxGBJSqKUKVMGfXv3xo1Tx0WPopJ4un0hEB8TjfOH9uLB9StITExAWFgY9zYp\nwFiSEomTFyUpABQpUgSbN21CUlISPAcOQmpqKtr08cj111E30W8jsWTsULi6uqJChQqix6HvwNPt\nicRgRUokBk+3J1H+8J2Hw4cPo03/IaJHUUksSQuo9PR03L5wFgtGesDDpRaeXDyNoQP64eTx46hf\nv77o8eg7sCQlEievSlIAKFWqFCwsLLBu7Rqc3r4BWxfMRnJiQp68ljq4dOwgRrZuDJuK5vAaPVr0\nOPSdWJISicGSlEgMlqQkwu3bt7H/4EE069EHdZq2FD2OSuLp9nko7OEDxMfG4H8OtXHn8nn8eTYA\n1Rs2gZVDbWjIvi/ivRl4CovHDILHgAFo2bIl64tChKfbE4mTm6fbZ+fNmzeYPHUqbt/+C85tO6Gp\n288wLVc+T1+zMElOTMDPta2wZvVq2NnZiR6HcgFPtycSg6fbE4nB0+1JBPdffkH9jj3h3K6z6FGE\n4un2gpzYvhGTf+6I9bOmYv6IATBACrbOnoI+9aphsdcQXDlxBEkJn1dEr549xeXjh6FISf7itctW\nqgxIJOjWrRsXSAsZlqRE4uRlSfqpH374AUsXL8bWLZthKFHAu+tPmNmvG66dOo60tLQ8f/2CKj09\nHQCgVAIaGhpcIC1EWJISicGSlEgMlqQkQrFixXHxyH5smfc7TmzfzE+1ZYElaR7y+bUHmjWoi5MB\np9Clcye4uroCAF6+fInTp0/j5OnTuHfnDmxqO8LB5UekJCXi/IFdeBkWCnNzczx/8RJt+w6CSyc3\naGppZ7p2Ynw8+tSzwelTp/Jk/zwShyUpkTj5VZL+W1JSEo4dO4YtW7fhbVQUXLu4o0nn7tDRN8jX\nOVRVWmoqdi9fiF1+C9Gu30C07uOJ3o5VceP6ddGjUS5hSUokBktSIjFYkpIIr1+/xsWLF/Hy1SsE\nBgaiRrM2aNtvoOix8h1LUkFePQuFg4MDVq1ckbFACgCmpqbo1q0b1qxciePHjqGta2MEnTmKZ9cv\nYFC/Pjh18iQ2rl+Phb5/4OG54xjc1BGHNqxCclJixjXO7t0Ox3r1uUBaCLEkJRInv0rSf9PW1kab\nNm2wzX8L5s+dg/eP72JUGxfcu3op32dRNa/CQjGpRzv8ff0CNm7cgL9vXMRvv3aD8p+qlAoHlqRE\nYrAkJRKDJSmJYGxsjHbt2sHTwwOjR41C4L4dyC6c/DelUpntJ54LA5akeSQ9PR3d7Cxw4fx5FClS\n5Luude/ePSzzW4E7d++idW8PuHbpiTHtm2LG5IlwcHDIpYlJVbAkJRJHVEmalfPnz8N7wkQ079Eb\n7foPgVSqXn+vqVQqcXr3NmyaOwO/9u2DHj16QCqVIi0tDX4rVmDLli04f+6c6DEpl7AkJRKDJSmR\nGCxJSbT09HQ0b9ECIxatgYWVzX8+PjEuDku9h+PpwweYs+c4tIoUzYcp8wZLUgGiIl5BV0//uxdI\nAcDa2hqLFy6A39IleHr9An5tWB3FtLVgb2+fC5OSqmFJSiSOqJI0K/Xr18e2rf64f+4kfuvXDdFv\nI0WPlG9io97hj6H9cHTdMqxZtRLu7u4Zi8QaGhrw9PDA6VOnBE9JuYklKZEYLEmJxGBJSqJJpVL8\n1LIlAvft/KrHT3ZvDyMtGawsK2Hrgtk5eq2jm9bi1O6tWZ7Jo2pYkuaRe9cuY6fvDGzesD7Xrx0c\nHAypVIqKFSvm+rVJPJakROKoUkn6UWpqKhYvWYJ9Bw5iyNylsK5ZR/RIeSoxLg4Tu7dFreq2GD1q\nJLS0tESPRPmAJSmRGCxJicRgSUqqIDQ0FD/36o3lZ25AQybL9rELRnqgcmlj9OzRA+3ad8CIhatQ\npUbNbJ8TfOsG5o30RHx0FGztquOvv26jbtOWaNyxGyrZ1oBEkmXMmedYkgrw+tlTlDEzy5NrW1pa\ncoG0EGNJSiSOKpWkH8lkMgwbOhTTp0zG/GG/YtfyBRmnvBc2aamp8B3+K6pXtYL3+HFcIFUjLEmJ\nxGBJSiQGS1JSBebm5jA1NcVfl/57C6uuw8dh/fr1KFq0KMaPG4tl3sNxM/AUVk0bh8GudTGjT1ec\n2r0V8bExGc95++olIsKfwby8BfyWLcW+PXtgVboklnoNxoifnLFr+QJcDTiKpw8fqExlypI0j/gv\nmI0SSMZAT0/Ro1ABw5KUSBxVLEk/9erVK4z28oKkSHEMnrMEeoZGokfKNUqlEiunjEXM8xAsWbRI\nZf8/oLzBkpRIDJakRGKwJCVVsWnTJlwLDsFAnwXZPu7IprX46+RBrFrhB4lEgqnTp+Phw2A0dm6I\n+vXrIzQ0FAcPHcb169dg6+iEWq4tcO/aZbwKugPv8eNgbW2dcS2lUombN2/ixMkAPA0Lw/Pnz/Ei\n/DmKFdeBadlyKGlWDuWr2qKle988qU2zK0mz72npm715ForqdbNPj4my8rEk9fPzEz0Kkdrx9fWF\nj48PDA0NRY+SJRMTE6xdvRqLFi/GmHauGLdiE8wrW4keK1fsX70MT/68io3r13GBVA35+/vDxcWF\nB1IS5bOPFWnnzp3FDkKkZoKDgxEQEAAvLy/Ro5CaS0lJQZHiOtk+Jj4mGjuX+WKVn1/GouXkiRMz\nPaZKlSpo3rw5oqOjERAQgCVzpyPi9Wu0at060wIpAEgkEtjb22c6Zyc9PR3h4eH4fdYsnDmwG+FP\nQ2BpWwMVq1XP1wNsuUiaR14/e4oynduLHoMKIB0dHYwYMUL0GERqacSIEdDRyf4PCaLJZDIMHzYM\nFStUwNxBfTBr11EU09UTPdZ3uXhkP45uXIXNmzaiePHioschAdzc3KCvry96DCK14+zsLHoEIrVk\naWnJgptUwp1792HV5KdsH3NgrR9sbap91add9fT00L59e7Rv3x6RkZHQ0/u69ylSqRSRkZF4+fIV\nrGyqQUtThhXew5GQmIiG7bqgUbsuKGlW5quu9T24J2keefU8DGZ5tCcpFW7ck5RIHFXck/RLWrVq\nBad6jlgybhiy2zpH1QXdvIZV08ZhyeJFMDExET0OCcI9SYnE4J6kRGJwT1JSFffu3UXFqrbZPsah\ncVPcD3qIP3x9oVAovvraJUqUyNEnxKpXr47du3Zi25bN2LB2Lfbv3YNF8+dB+u4VxnZshqm/dETg\n/l1ITkr86mvmFPckzUXJiQmIinwDPcMS6FPPBteuXhV2WhcVXNyTlEgcVd+T9N9SUlLQ8+dfUKtl\nO7TqNSBXrvkiNASb5kxDcT196BiUgEXVaqjl0hwaMlmefNRlSPP6GD1sCFxcXHL92lRwcE9SIjG4\nJymRGNyTlFRBVFQUGjZsCLehXlBCidLlK6Jus5ZZPjYm6i1GtHKBkYE+dmzfBpksfz+YnpycjNOn\nT2P33n24e+cO6v3YGs4duqKijV2O1914un0eSk5KxJKxQzC8hRN61a0Krw7NsGKKF0qVNuMCKX0T\nlqRE4hSkkhQANDU14Tt3DvatWoKgm1dz5ZrnDuyGngbgZGsNZWQ4Dq1Zht8H9MRsz1+gSEnJldf4\nVHxsNGxts//bayr8WJISicGSlEgMlqSkCrS0tNCnb19oRr9G+stQbPlj5hcfm6ZIRVRkBB4/CsbT\np0/zb8h/aGlpoXnz5lixfBl279qJiiX1sXDEAIxs1Qj71y5H9NvIXHkdlqTf6MGNK7hwaC+kUimO\n+G9A165dMWrkSERHR6O/hydMTIyxZNEi0WNSAcSSlEicglaSfhQYGIhx473RvHsvtO03EFpFin7z\ntca0c8WEMaPg4OCAZcuWYcfe/dArVhRmZmZIlmlhmO9yyHLh+5MQF4sixYqjj6MN9u3ZDSMjo+++\nJhVcLEmJxGBJSiQGS1JSNfHx8XBu1Aibbj6GRCJBfGwMdi9bgEp29rB3bgK5piZiot5ikGtdnAsM\nVIn3S+np6bhx4wb27N2HcxfOY/bu4zAyNv3P57EkzUWJ8fFYM8Mb84f3RxVjQ/zPxAiDBg6Ec8OG\nkMvlKFGiBDauX/fZSV9EX4slKZE4Ba0k/cjJyQm7du5A9N9BGNbCCRcO7/umfUof3LiCyJfhsLOz\nAwBcvXETb148xwTv8fhj7hxIE+Ow2Gsw0tLSvnvmng6V0fF/pZEQF8dPXhBLUiJBWJISicGSlFRN\nsWLFIJVKkRAbg/iYaMzo3RUJ4SEI2OCHAc72WDNzAo5v3YjqNexVYoEU+HDYU82aNfHbzBlw69IF\nyyeM/O6zGliS5sCdyxewfMII1KxRA15jRn/1KV1EOcGSlEicglqSfur69euY6fM7tPUM0GubSN5d\nAAAKoElEQVTCDJhXtvrP54Q+vI9tC2Yh9N4djB41Es2bN0dKSgrqOjrCtWlT/P7bbwCApKQkDBo8\nBEVNzOD527ws9yiNCH+OhNholLX8X7Z7mAbfvolxXT6cpPnnn3/m+75GpFpYkhKJwZKUSAyWpKSK\nWrZujf4z52Hdb5NQ064axo4ZA4lEgmfPnmH/gQPYf+Ag+vXpjY4dO4oe9TMKhQLdevREwy7uaNql\nZ7aPza4k5SLpV3r9PAxjOzSHz28z4eTkJHocKsTevXuHcePGwc/PT/QoRGqnf//+8PHxgaGhoehR\nvktqaip27tqFJUuXwm3YODTp3D3Lx4WHPMaOxXNx78pF9OnTG106d4aWlhaADwuXHp6eOHjgAEqU\nKJHxnISEBHh4DkRcSioq16gJ8/9VhZFJKdy7cgHXTx3Fu4jX0NHRRVx8HGwdnVCtnjNs6zWEwQ+Z\n34D7TRqNqL+D0bFjR7Ro0SLvvhlUIMyaNQsuLi5wcHAQPQqRWtm+fTsAoHPnzoInIVIv169fR0BA\nALy8vESPQpThlz598Sg4GK1btcKY0aMK3Ke9Hj9+jJ979YbPjsMwKVPui4/jImkuWDRmMKqULomB\nnp6iR6FCjiUpkTiFoST9VGhoKLr3dMfUDbtQ1rJKxu0Rz59h51JfXD99HD+7u6N7t24oWjTzPqZv\n375FSEgIatas+dl1k5OTcePGDQQFBeF+UBCeh4ejpr09Gjk7w9bWFhoaGnj+/DkuXbqEC5cu4cqV\nK/jBtFTGgmkV+1oY5FoXG9auQblyX/4DDKkPlqREYrAkJRKDJSmporm+vpBKpBg+bGiBWyD9aO26\ndTh29jymbNj1xU+1cZH0Oz19+ADTe3fG4YMHUbx4cdHjUCHHkpRInMJSkn5q9549WLNxM3x2HEZ8\ndDR2LV+Ai4f3oWvXLvjZ3T1fFqVSU1Nx9+5dXLx0CRcuXkLwwyCYmJbCgX178/y1qWBgSUokBktS\nIjFYkhLljbS0NPzcqzeqN22FVr36Z/kYLpJ+p1ke7mjoUB3u7u6iRyE1wJKUSJzCVpICgFKpxMjR\nY/D05Wu8DA1Bu3Zt0ad3b6ELwTExMUhMTISxsbGwGUi1sCQlEoMlKZEYLEmJ8k5YWBjcuvfA9M17\nYVah0mf383T7HIiPicady+exd+US+A77FQOb1Mbr0Cfo0qWL6NFITfB0eyJxCurp9tmRSCSYMmki\nmjrVw949uzF61Cjhpayuri4XSCkTnm5PJAZPtycSg6fbE+WdsmXLYvCggfhjSF/sWr4A5w/txaO/\n/kRM1FtkF4oC/1GS6unpKe0bNYVjy7awrdcQGhoauT27yrhz6RxWTvHCu4gIVKpSBVWtrWBjbQ1r\na2uUK1cu2xN6iXITS1IicQpjSUpUELAkJRKDJSmRGCxJifKWUqnEwYMH8ejxYzx7Ho7nz5/j+fNn\nUKanIz4u7ts+bl+vXj2ls7Mz9h04iNcREWjYthMate8K03Ll8+wLEWX2wF/QqGYNdOnSBTKZTPQ4\npMa4JymROIVxT1KigoB7khKJwT1JicTgnqREYkRHR6N+/frftki6cOFCZePGjQEAjx49wp69+3Dw\n4EGUtqiIRh3cUKfZT9D+12m4BVFyYgL61rfF8WPHoKenJ3ocUnMsSYnEYUlKJAZLUiIxWJISicGS\nlEgcGxubb1skbdGihXL27NmZblMoFAgMDMSuPXtx688/YWFVFXK5HFKZDBoaMkhlGpDJ5JBqyKCh\noZHpdqmG7J/7NKAhk0FDJvvwYw0ZNORyaPzzY6nsn9tkH66hIZND45/na/zz3I8/lsnl/3+Nj9eT\nySD7+Jh/riXVkEFTSwsaWVSiV04cwenNK7Fm5crv/FYTfT+WpETisCQlEoMlKZEYLEmJxGBJSiTO\nNy+SflqSZiUiIgKPHz9Gamoq0tLSkJaW9tmPP/15WloaFApF5vs/3p6airTUf25PS0NaWipSU///\neh9vS0v957Gf/Dw143qKjGt8vO/DdT48Xq6phaZde6JFz77QL/FDxtexaMxg1LW2RLdu3b7j20yU\nO1iSEonDkpRIDJakRGKwJCUSgyUpkTjZLZJmu/nm0aNHkd0iacmSJQvUb6hhYWFYt349hrZogHo/\ntkHrPh4oYVoaN84GwHvwANHjEQH4/9PtWZIS5T9fX1+WpEQC+Pv7syQlEuDjyfYsSYnyV3BwMEtS\nIhX0XSVpQRUZGYktW7Zg+46dMKtoCWVSArb5bxE9FhEAlqREIrEkJRKDJSmRGCxJicRgSUokTnYl\nqTS7Jx49ejRvJhKsRIkSGDJkCI4dPYIWjZwwoP+vokciyvCxJCWi/Ofr64vY2FjRYxCpHX9/fwQH\nB4seg0jtnDlzJqMmJaL8ExwcDH9/f9FjENG/qGVJSqTKWJISicOSlEgMlqREYrAkJRKDJSmROCxJ\niQoQlqRE4rAkJRKDJSmRGCxJicRgSUqkmliSEqkYlqRE4rAkJRKDJSmRGCxJicRgSUokDktSogKE\nJSmROCxJicRgSUokBktSIjFYkhKpJpakRCqGJSmROCxJicRgSUokBktSIjFYkhKJw5KUqABhSUok\nDktSIjFYkhKJwZKUSAyWpESqiSUpkYphSUokDktSIjFYkhKJwZKUSAyWpETisCQlKkBYkhKJw5KU\nSAyWpERisCQlEoMlKZFqYklKpGJYkhKJw5KUSAyWpERisCQlEoMlKZE4LEmJChCWpETisCQlEoMl\nKZEYLEmJxGBJSqSaWJISqRiWpETisCQlEoMlKZEYLEmJxGBJSiQOS1KiAoQlKZE4LEmJxGBJSiQG\nS1IiMViSEqkmlqREKoYlKZE4LEmJxGBJSiQGS1IiMViSEonDkpSoAGFJSiQOS1IiMViSEonBkpRI\nDJakRKqJJSmRimFJSiQOS1IiMViSEonBkpRIDJakROKwJCUqQFiSEonDkpRIDJakRGKwJCUSgyUp\nkWpiSUqkYliSEonDkpRIDJakRGKwJCUSgyUpkTgsSYkKEJakROKwJCUSgyUpkRgsSYnEYElKpJpY\nkhKpGJakROKwJCUSgyUpkRgsSYnEYElKJA5LUqIChCUpkTgsSYnEYElKJAZLUiIxWJISqSaWpEQq\nhiUpkTgsSYnEYElKJAZLUiIxWJISicOSlKgAYUlKJA5LUiIxWJISicGSlEgMlqREqoklKZGKYUlK\nJA5LUiIxWJISicGSlEgMlqRE4rAkJSpAWJISicOSlEgMlqREYrAkJRKDJSmRamJJSqRiWJISicOS\nlEgMlqREYrAkJRKDJSmROCxJiQoQlqRE4rAkJRKDJSmRGCxJicRgSUqkmliSEqkYlqRE4rAkJRKD\nJSmRGCxJicRgSUokTnYlqSy7J27fvh2OjV3zZioiylJUbDTm+s7DIr+VokchUjtzfedhms8sGBga\nih6FSK1s9N+KRi6uqOHgIHoUIrVy8kwgAKB95y6CJyFSL3eDn+B0wAmM9BonehQi+kS2JalEIvny\nnUREREREREREREQFyJdK0mwXSYmIiIiIiIiIiIgKu2wPbiIiIiIiIiIiIiIq7LhISkRERERERERE\nRGqNi6RERERERERERESk1rhISkRERERERERERGqNi6RERERERERERESk1v4PeGPvoKf5aHIAAAAA\nSUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2d9b52940>"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Filtering By Location\n",
      "\n",
      "We can even use existing Geographic Information System (GIS) tools to determine from where a tweet was posted.\n",
      "For example, we could ask whether a particular tweet\u00a0was posted from the United States. \n",
      "\n",
      "To make this determination, we can use geocoding services like Google Maps, or we can use GIS data files called __Shape Files__, which contain geometric information for a variety of geographic entities (e.g., lakes, roads, county lines, states, countries, etc.).\n",
      "\n",
      "For our purposes, we pulled a shape file containing the county borders for the state of Missouri, which were sourced from the US Census Department (http://www.census.gov/cgi-bin/geo/shapefiles2010/layers.cgi). \n",
      "\n",
      "The first step then is to read in this shape file. To divide the Twitter data into those from inside Ferguson, MO and those outside, we found the county containing Ferguson, and we extract the shapes for that county."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Create a new map to hold the shape file data\n",
      "stLouisMap = Basemap(llcrnrlon=-130, llcrnrlat=22, urcrnrlon=-64,\n",
      "                     urcrnrlat=52, projection='merc', lat_1=33, lat_2=45,\n",
      "                     lon_0=-95, resolution='i', area_thresh=10000)\n",
      "\n",
      "# Read in the shape file\n",
      "moStateShapeFile = os.path.join(\"data_files\", \"moCountyShapes\", \"tl_2010_29_county10\")\n",
      "shp_info = stLouisMap.readshapefile(moStateShapeFile, 'states', drawbounds=True)\n",
      "\n",
      "# Find only those polygons that describe St. Louis county\n",
      "stLouisCountyPolygons = []\n",
      "for (shapeDict, shape) in zip(stLouisMap.states_info, stLouisMap.states):\n",
      "    if (shapeDict[\"NAME10\"] == \"St. Louis\"):\n",
      "        stLouisCountyPolygons.append(matplotlib.patches.Polygon(shape))\n",
      "        \n",
      "print (\"Shape Count:\", len(stLouisCountyPolygons))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Shape Count: 2\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0AcAgogsABhFdADCI6AKAQUQXAAwiugBgENEFAIOILgAYRHQBwCCiCwAGEV0AMIjoAoBB\nRBcADCK6AGAQ0QUAg4guABhEdAHAIKILAAYRXQAwiOgCgEFEFwAMIroAYBDRBQCDiC4AGER0AcAg\nogsABhFdADCI6AKAQUQXAAwiugBgENEFAIOILgAYRHQBwCCiCwAGEV0AMIjoAoBBRBcADGrzf33A\nZrOZOA8A8Ag2y7LcfQ4A4DHYXgAAg4guABhEdAHAIKILAAYRXQAw6B83wPmk89uRTwAAAABJRU5E\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2dc7668d0>"
       ]
      }
     ],
     "prompt_number": 25
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "For each tweet, we can check whether its GPS coordinates came from St. Louis county or not."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Maps of timestamps to tweets for inside/outside Ferguson\n",
      "inStLouisFreqMap = {}\n",
      "outStLouisFreqMap = {}\n",
      "\n",
      "# For each geo-coded tweet, extract coordinates and conver them to the Basemap space\n",
      "for t in sortedTimes:\n",
      "    geos = geoFrequencyMap[t][\"list\"]\n",
      "    convPoints = [(stLouisMap(tw[\"coordinates\"][\"coordinates\"][0], tw[\"coordinates\"][\"coordinates\"][1]), tw) for tw in geos]\n",
      "\n",
      "    # Local counters for this time\n",
      "    inStLouisFreqMap[t] = {\"count\": 0, \"list\": []}\n",
      "    outStLouisFreqMap[t] = {\"count\": 0, \"list\": []}\n",
      "    \n",
      "    # For each point, check if it is within St. Louis county or not\n",
      "    for point in convPoints:\n",
      "        x = point[0][0]\n",
      "        y = point[0][1]\n",
      "\n",
      "        inStLouisFlag = False\n",
      "\n",
      "        for polygon in stLouisCountyPolygons:\n",
      "            if ( polygon.contains_point((x, y)) ):\n",
      "                inStLouisFreqMap[t][\"list\"].append(point[1])\n",
      "                inStLouisFlag = True\n",
      "                break\n",
      "\n",
      "        if ( inStLouisFlag == False ):\n",
      "            outStLouisFreqMap[t][\"list\"].append(point[1])\n",
      "\n",
      "print (\"Tweets in St. Louis:\", np.sum([len(inStLouisFreqMap[t][\"list\"]) for t in sortedTimes]))\n",
      "print (\"Tweets outside St. Louis:\", np.sum([len(outStLouisFreqMap[t][\"list\"]) for t in sortedTimes]))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Tweets in St. Louis: 100\n",
        "Tweets outside St. Louis: 1900\n"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Top Twitter Users Inside/Outside Ferguson\n",
      "\n",
      "Now that we have divided the data based on those who were tweeting from within Ferguson, MO versus those who were outside, we can identify the most prolific users in each group."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Top Users Inside Ferguson"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "inStLouisTweets = reduce(lambda x, y: x + y, [inStLouisFreqMap[t][\"list\"] for t in sortedTimes])\n",
      "\n",
      "userCounter = {}\n",
      "userMap = {}\n",
      "\n",
      "for tweet in inStLouisTweets:\n",
      "    user = tweet[\"user\"][\"screen_name\"]\n",
      "\n",
      "    if ( user not in userCounter ):\n",
      "        userCounter[user] = 1\n",
      "        userMap[user] = [tweet]\n",
      "    else:\n",
      "        userCounter[user] += 1\n",
      "        userMap[user].append(tweet)\n",
      "\n",
      "print (\"Unique Users in St. Louis:\", len(userCounter.keys()))\n",
      "sortedUsers = sorted(userCounter, key=userCounter.get, reverse=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Unique Users in St. Louis: 79\n"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(\"Top Users in Ferguson:\")\n",
      "for u in sortedUsers[:10]:\n",
      "    print (u, userCounter[u])\n",
      "    \n",
      "    # Get user info\n",
      "    try:\n",
      "        user = api.get_user(u)\n",
      "        print (\"\\t\", user.description)\n",
      "    except Exception as te:\n",
      "        print (\"\\t\", te)\n",
      "        \n",
      "    print (\"\\t\", userMap[u][0][\"text\"], \"\\n----------\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Top Users in Ferguson:\n",
        "TheWidowJones 6\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Instant gratification takes too long.\n",
        "\t \u201c@mattdpearce: Quick writeup of my call to the Ferguson police chief, notifying him of arrests: http://t.co/l3ugLhoZKy\u201d jebus \n",
        "----------\n",
        "jst_mani 3\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Just a Mizzou Tiger trying to earn her stripes. When you believe in yourself, there's never any room for doubt. If you want something, go get it. Period.\n",
        "\t http://t.co/4nTUmvrlAq \n",
        "----------\n",
        "leisazigman 3\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " President of The Genome Partnership, a non profit working in the field of genomics\n",
        "\t Just in: ACLU sends letter to #Ferguson pd concerned they asked vigils/protests just be held during day #MikeBrown \n",
        "----------\n",
        "RoadRunnerSTL 3\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Follow photojournalist Bobby Hughes as he hits the streets overnight and in the early morning for breaking news around St. Louis.\n",
        "\t About 100 or more demonstrate outside Ferguson City Hall into the early morning hours . http://t.co/NbaB2YpzNs \n",
        "----------\n",
        "CaseyNolen 3\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " @ksdknews Multimedia Journalist : @theninenetwork Host of #StayTunedSTL http://t.co/fx4hH3lN9N\n",
        "\t STL Co Pros says \"all evidence\" will eventually be made public regardless of outcome of investigation. But not while ongoing. #Ferguson \n",
        "----------\n",
        "michaelcalhoun 2\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " I tell stories for @KMOXNews and occasionally for @CBSRadioNews. Ke$ha told me once that she liked my beard. mrcalhoun@cbs.com\n",
        "\t To restate: protestor with loudspeaker said that when media leave \"y'all [in crowd] better watch out\" because police will act. #Ferguson \n",
        "----------\n",
        "jasonahuff 2\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Husband. Dad. Fundraiser. Proud #STL native. Craft beer enthusiast. Tweets are my own.\n",
        "\t Most major tv &amp; print news in #STL have btwn 20-58K followers. @AntonioFrench  has almost 38K. #CitizenJournalists #Ferguson \n",
        "----------\n",
        "DochtuirRussell 2\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Doctor of Pharmacy. Law Student at SLU. Veteran.\n",
        "Cheering for Blue Jays, Cardinals, Blues and Habs.\n",
        "\t Lovely destination #Ferguson seems http://t.co/gzuU8iAc3V \n",
        "----------\n",
        "ShayMeinecke 2\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " #journalist\n",
        "\t Peaceful protest on #Ferguson #vice.com @ Ferguson, MO http://t.co/1lXXkYGcg6 \n",
        "----------\n",
        "DonGallowayKSDK 2\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Photojournalist, KSDK NewsChannel 5\n",
        "\t Church of God &amp; Christ, Ferguson MO helping with the healing. #MichaelBrown #FergusonShooting #ksdknews http://t.co/MahrpsTr6d \n",
        "----------\n"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Top Users Outside Ferguson"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outStLouisTweets = reduce(lambda x, y: x + y, [outStLouisFreqMap[t][\"list\"] for t in sortedTimes])\n",
      "\n",
      "userCounter = {}\n",
      "userMap = {}\n",
      "\n",
      "for tweet in outStLouisTweets:\n",
      "    user = tweet[\"user\"][\"screen_name\"]\n",
      "\n",
      "    if ( user not in userCounter ):\n",
      "        userCounter[user] = 1\n",
      "        userMap[user] = [tweet]\n",
      "    else:\n",
      "        userCounter[user] += 1\n",
      "        userMap[user].append(tweet)\n",
      "\n",
      "print (\"Unique Users outside St. Louis:\", len(userCounter.keys()))\n",
      "sortedUsers = sorted(userCounter, key=userCounter.get, reverse=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Unique Users outside St. Louis: 1689\n"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print (\"Top Ten Most Prolific Users:\")\n",
      "for u in sortedUsers[:10]:\n",
      "    print (u, userCounter[u])\n",
      "    \n",
      "    # Get user info\n",
      "    try:\n",
      "        user = api.get_user(u)\n",
      "        print (\"\\t\", user.description)\n",
      "    except Exception as te:\n",
      "        print (\"\\t\", te)\n",
      "        \n",
      "    print (\"\\t\", userMap[u][0][\"text\"], \"\\n----------\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Top Ten Most Prolific Users:\n",
        "orlando_tina 8\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " retired model I love my dogs and hunting deer\n",
        "\t Where is Obama now?# Ferguson \n",
        "----------\n",
        "ipimi 8\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Politically Progressive Boomer Feminist Geek Physician Writer...And~proud US Census member of The African Diaspora Mid-70sHowardZinnStudent@BU \u2653\ufe0f(3*17'54DCnw)\n",
        "\t \u201c@HuffPostPol: Ferguson police to meet with Michael Brown's mother http://t.co/t9obrJAayC\u201d\n",
        "\n",
        "#inners \n",
        "----------\n",
        "Its_XADR 6\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 18. 12/11 Designer. Sniper. http://t.co/58xDj308tH @TahhDah\n",
        "\t @Obey_Rebirthh just click this and see #Ferguson \n",
        "----------\n",
        "sametaydoan4 5\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " unutur mu sevdi\u011fini g\u00f6rmeyince g\u00f6z\n",
        "\t #Ferguson crowd threw rocks, bottles, Molotov cocktails, saw a gun, right before this stepped off http://t.co/uKrO1L7kj9 \n",
        "----------\n",
        "poetarmone 5\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Twitter error response: status code = 404\n",
        "\t #ferguson\n",
        "I am pissed at all this foolish Marshall law talk,STOP SAYING IT, STOP LIEING \n",
        "----------\n",
        "yummyyo 4\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Pause and Pray! If that doesn't work, you didn't do it. The VIP area is a 5-foot radius around me always. I'm fun; have fun with me!\n",
        "\t http://t.co/aOGje7ZPlP \n",
        "----------\n",
        "itsablackguy 4\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " if u try to roast me or whatever, just remember i been fat for over 20 years. ive heard all the jokes https://t.co/ebOPMbzW2W\n",
        "\t My coworkers haven't mentioned #Ferguson all week. I'm not surprised though... \n",
        "----------\n",
        "KeithJonesJr 4\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Public Servant, Campaign Manager, Socialite, Club Promoter, Social Activist for the LGBT movement, future lawyer & MOREHOUSE Man. #RGODC #Leo Kik: KeithJonesJr\n",
        "\t I see many lawsuits coming. #Ferguson \n",
        "----------\n",
        "ronnyshreve 3\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " Freelance Journalist. Host of the Ron Shreve Show. Reporting on Government corruption, the police state, and crony capitalism ronshrevetips@yahoo.com\n",
        "\t The police in  #Ferguson are criminal scum and need to be arrested and put in prison! #WakeUpNow #tcot \n",
        "----------\n",
        "minnman47 3\n",
        "\t"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " world affairs in the crosshairs...trigger finger on the pulse of society\n",
        "\t http://t.co/Bi36ltzFBE \n",
        "----------\n"
       ]
      }
     ],
     "prompt_number": 30
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Hashtags By Location\n",
      "\n",
      "We've already looked at popular hashtags over the course of the day. How does this usage change from inside Ferguson to outside?"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Popular Hashtags in Ferguson"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "inStlHashtagCounter = {}\n",
      "\n",
      "for tweet in inStLouisTweets:\n",
      "    hashtagList = tweet[\"entities\"][\"hashtags\"]\n",
      "\n",
      "    for hashtagObj in hashtagList:\n",
      "        hashtagString = hashtagObj[\"text\"].lower()\n",
      "\n",
      "        if ( hashtagString not in inStlHashtagCounter ):\n",
      "            inStlHashtagCounter[hashtagString] = 1\n",
      "        else:\n",
      "            inStlHashtagCounter[hashtagString] += 1\n",
      "\n",
      "print (\"Unique Hashtags in Ferguson:\", len(inStlHashtagCounter.keys()))\n",
      "sortedInStlHashtags = sorted(inStlHashtagCounter, key=inStlHashtagCounter.get, reverse=True)\n",
      "print (\"Top Twenty Hashtags in Ferguson:\")\n",
      "for ht in sortedInStlHashtags[:20]:\n",
      "    print (\"\\t\", \"#\" + ht, inStlHashtagCounter[ht])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Unique Hashtags in Ferguson: 19\n",
        "Top Twenty Hashtags in Ferguson:\n",
        "\t #ferguson 64\n",
        "\t #mikebrown 9\n",
        "\t #michaelbrown 3\n",
        "\t #ksdk 3\n",
        "\t #stl 3\n",
        "\t #justiceformikebrown 2\n",
        "\t #vice 1\n",
        "\t #freefrench 1\n",
        "\t #icebucketchallenge 1\n",
        "\t #neoamerica 1\n",
        "\t #moleg 1\n",
        "\t #noco 1\n",
        "\t #sandyhook 1\n",
        "\t #citizenjournalists 1\n",
        "\t #rai 1\n",
        "\t #ksdknews 1\n",
        "\t #barackobama 1\n",
        "\t #fergusonshooting 1\n",
        "\t #free 1\n"
       ]
      }
     ],
     "prompt_number": 31
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Popular Hashtags outside Ferguson"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outStlHashtagCounter = {}\n",
      "\n",
      "for tweet in outStLouisTweets:\n",
      "    hashtagList = tweet[\"entities\"][\"hashtags\"]\n",
      "\n",
      "    for hashtagObj in hashtagList:\n",
      "        hashtagString = hashtagObj[\"text\"].lower()\n",
      "\n",
      "        if ( hashtagString not in outStlHashtagCounter ):\n",
      "            outStlHashtagCounter[hashtagString] = 1\n",
      "        else:\n",
      "            outStlHashtagCounter[hashtagString] += 1\n",
      "\n",
      "print (\"Unique Hashtags Outside Ferguson:\", len(outStlHashtagCounter.keys()))\n",
      "sortedOutStlHashtags = sorted(outStlHashtagCounter, key=outStlHashtagCounter.get, reverse=True)\n",
      "print (\"Top Twenty Hashtags Outside Ferguson:\")\n",
      "for ht in sortedOutStlHashtags[:20]:\n",
      "    print (\"\\t\", \"#\" + ht, outStlHashtagCounter[ht])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Unique Hashtags Outside Ferguson: 273\n",
        "Top Twenty Hashtags Outside Ferguson:\n",
        "\t #ferguson 1199\n",
        "\t #mikebrown 63\n",
        "\t #mediablackout 37\n",
        "\t #fergusonriot 18\n",
        "\t #prayforferguson 16\n",
        "\t #fergusonshooting 15\n",
        "\t #gaza 15\n",
        "\t #justiceformikebrown 12\n",
        "\t #michaelbrown 10\n",
        "\t #policestate 9\n",
        "\t #inners 9\n",
        "\t #dontshoot 9\n",
        "\t #policebrutality 7\n",
        "\t #tcot 7\n",
        "\t #police 6\n",
        "\t #ripmikebrown 6\n",
        "\t #anonymous 6\n",
        "\t #stl 6\n",
        "\t #handsupdontshoot 5\n",
        "\t #iftheygunnedmedown 4\n"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "# Module 3: Media in Twitter\n",
      "\n",
      "Twitter is excellent for sharing media, either photographs, movies, or links websites. When you share pictures, Twitter stores them and links to them directly. We can use this data to sample some random pictures taken from each hour of the data we have.\n",
      "\n",
      "We'll look at:\n",
      "- Images By Hour\n",
      "- Images Inside Ferguson\n",
      "- Images Outside Ferguson"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Images By Hour\n",
      "\n",
      "First, we need to reduce our map of minutes->tweets to hours->tweets."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hourlyInterval = {}\n",
      "\n",
      "for t in sortedTimes:\n",
      "    newTime = t.replace(second=0, minute=0)\n",
      "    \n",
      "    currentTimeObject = frequencyMap[t]\n",
      "    if ( newTime not in hourlyInterval ):\n",
      "        hourlyInterval[newTime] = {\n",
      "            \"count\": currentTimeObject[\"count\"],\n",
      "            \"list\": currentTimeObject[\"list\"]\n",
      "            }\n",
      "    else:\n",
      "        hourlyInterval[newTime][\"count\"] += currentTimeObject[\"count\"]\n",
      "        hourlyInterval[newTime][\"list\"] = hourlyInterval[newTime][\"list\"] + currentTimeObject[\"list\"]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 33
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Then we filter out retweets and keep only those tweets with a media listing in the \"entities\" section. \n",
      "Then, we select a random image from the list of pictures for that hour and display it."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import display\n",
      "from IPython.display import Image\n",
      "\n",
      "for h in sorted(hourlyInterval.keys()):\n",
      "    noRetweets = list(filter(lambda tweet: not tweet[\"text\"].lower().startswith(\"rt\"), hourlyInterval[h][\"list\"]))\n",
      "    tweetsWithMedia = list(filter(lambda tweet: \"media\" in tweet[\"entities\"], noRetweets))\n",
      "    print (h, hourlyInterval[h][\"count\"], len(tweetsWithMedia), )\n",
      "    \n",
      "    randIndex = np.random.random_integers(0, len(tweetsWithMedia)-1, size=1)\n",
      "    imgUrl = tweetsWithMedia[randIndex][\"entities\"][\"media\"][0][\"media_url\"]\n",
      "    display(Image(url=imgUrl))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "<IPython.core.display.Image at 0x2df822668>"
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        "2014-08-14 16:00:00 17571 324\n"
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        "2014-08-14 17:00:00 13627 218\n"
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     "prompt_number": 34
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Pictures from Inside Ferguson, MO\n",
      "\n",
      "We can also extract images people tweeted from Ferguson."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "stlTweetsWithMedia = list(filter(lambda tweet: \"media\" in tweet[\"entities\"], inStLouisTweets))\n",
      "print (\"Tweets with Media:\", len(stlTweetsWithMedia))\n",
      "\n",
      "for tweet in stlTweetsWithMedia:\n",
      "    imgUrl = tweet[\"entities\"][\"media\"][0][\"media_url\"]\n",
      "    display(Image(url=imgUrl))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Tweets with Media: 16\n"
       ]
      },
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    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Pictures from Outside Ferguson, MO\n",
      "\n",
      "Here, we extract 10 random images from *outside* Ferguson."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outStlTweetsWithMedia = list(filter(lambda tweet: \"media\" in tweet[\"entities\"], outStLouisTweets))\n",
      "print (\"Tweets outside St. Louis with Media:\", len(outStlTweetsWithMedia))\n",
      "\n",
      "np.random.shuffle(outStlTweetsWithMedia)\n",
      "for tweet in outStlTweetsWithMedia[:10]:\n",
      "    imgUrl = tweet[\"entities\"][\"media\"][0][\"media_url\"]\n",
      "    display(Image(url=imgUrl))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Tweets outside St. Louis with Media: 188\n"
       ]
      },
      {
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     "prompt_number": 37
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    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "# Module 4: Sentiment Analysis\n",
      "\n",
      "Another popular type of analysis people do on social networks is \"sentiment analysis,\" which is used to figure out how people **feel** about a specific topic.\n",
      "\n",
      "One way to explore sentiment is to use a list of keywords with tagged sentiment information (e.g., \"happy\" or \"awesome\" might have high sentiment whereas \"terrible\" or \"awful\" might have very low sentiment). Then, we can count the occurrence of these tagged keywords to get a sense of how people feel about the topic at hand.\n",
      "\n",
      "We use the AFINN Sentiment Dictionary for our keyword list. Link here: http://www2.imm.dtu.dk/pubdb/views/publication_details.php?id=6010\n",
      "\n",
      "- Emotive Keywords and Emoticons\n",
      "- Per-Tweet Average Sentiment\n",
      "- Sentiment Over Time\n",
      "- GIS + Sentiment "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import re\n",
      "\n",
      "# Read in the sentiment/valence files\n",
      "dataFilePath = os.path.join(\"data_files\", \"SentiStrength\")\n",
      "valenceFile = os.path.join(dataFilePath, \"EmotionLookupTable.txt\")\n",
      "emoticonFile = os.path.join(dataFilePath, \"EmoticonLookupTable.txt\")\n",
      "\n",
      "valenceList = []\n",
      "\n",
      "# Open the valence file and read in each word/valence pair\n",
      "for line in open(valenceFile, \"r\"):\n",
      "    # Split the line based on tabs and select the first two elements\n",
      "    (word, valence) = line.split(\"\\t\")[:2]\n",
      "    \n",
      "    wordRegex = re.compile(word)\n",
      "    valencePair = (wordRegex, int(valence))\n",
      "    valenceList.append(valencePair)\n",
      "    \n",
      "# Open the emoticon file and read in the valence for each emoticon\n",
      "for line in codecs.open(emoticonFile, \"r\", \"utf-8\"):\n",
      "    # Split the line based on tabs and select the first two elements\n",
      "    (emoticon, valence) = line.split(\"\\t\")[:2]\n",
      "    \n",
      "    emoticonRegex = re.compile(re.escape(emoticon))\n",
      "    valencePair = (emoticonRegex, int(valence))\n",
      "    valenceList.append(valencePair)\n",
      "    \n",
      "print (\"Number of Sentiment Keywords:\", len(valenceList))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of Sentiment Keywords: 2659\n"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Examples of sentiment pairs\n",
      "for i in np.random.random_integers(0, len(valenceList)-1, 10):\n",
      "    print(valenceList[i][0].pattern, \"\\t\", valenceList[i][1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "drown[a-z]* \t -2\n",
        "desirable \t 4\n",
        "intolleran[a-z]* \t -3\n",
        "hopefully \t 1\n",
        "plays \t 2\n",
        "pained \t -2\n",
        "dirt \t -2\n",
        "intimidat[a-z]* \t -4\n",
        "XP \t 1\n",
        "disagre[a-z]* \t -2\n"
       ]
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Generate sentiment measures for each time\n",
      "timeSentiments = {}\n",
      "for t in sortedTimes:\n",
      "    \n",
      "    tweetList = frequencyMap[t][\"list\"]\n",
      "    sentimentList = []\n",
      "    thisMinuteSentiment = None\n",
      "    \n",
      "    for tweet in tweetList:\n",
      "        \n",
      "        # Calculate the average sentiment for this tweet\n",
      "        tweetText = tweet[\"text\"].lower()\n",
      "\n",
      "        # skip retweets\n",
      "        if ( tweetText.startswith(\"rt \") ):\n",
      "            continue\n",
      "\n",
      "        valCount = 0\n",
      "        valSum = 0.0\n",
      "        valAvg = 0.0\n",
      "        for valencePair in valenceList:\n",
      "            if ( valencePair[0].search(tweetText) is not None ):\n",
      "                valCount += 1\n",
      "                valSum += valencePair[1]\n",
      "\n",
      "        if ( valCount > 0 ):\n",
      "            valAvg = valSum / valCount\n",
      "            sentimentList.append(valAvg)\n",
      "    \n",
      "    if ( len(sentimentList) > 0 ):\n",
      "        thisMinuteSentiment = np.array(sentimentList).mean()\n",
      "    else:\n",
      "        thisMinuteSentiment = 0.0\n",
      "        \n",
      "    timeSentiments[t] = thisMinuteSentiment"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots()\n",
      "fig.set_size_inches(18.5,10.5)\n",
      "\n",
      "plt.title(\"Sentiment Over Time\")\n",
      "\n",
      "postFreqList = [frequencyMap[x][\"count\"] for x in sortedTimes]\n",
      "sentList = [timeSentiments[x] for x in sortedTimes]\n",
      "\n",
      "smallerXTicks = range(0, len(sortedTimes), 30)\n",
      "plt.xticks(smallerXTicks, [sortedTimes[x] for x in smallerXTicks], rotation=90)\n",
      "\n",
      "ax.plot(range(len(frequencyMap)), [x if x > 0 else 0 for x in postFreqList], color=\"blue\", label=\"Posts\")\n",
      "\n",
      "ax2 = ax.twinx()\n",
      "ax2.plot([0], [0], color=\"blue\", label=\"Posts\")\n",
      "ax2.plot(range(len(frequencyMap)), sentList, color=\"green\", label=\"Sentiment\")\n",
      "ax2.set_ylim(-6,6)\n",
      "\n",
      "ax.grid(b=True, which=u'major')\n",
      "ax2.legend()\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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DAIA6iLa95YsvXEGkvr791hU+iooqd5LUtSPDv73F3+lRUVF5LgidHgAAAPER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\njdmzC/cdk+o3CG3tWun66+u/vpoEPe+LL6Q774x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+WbOAyy5j8fdV9PUBBx7IUll+9zvg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\n/fs6ndfl6/035J0e5vYWTdMSQaaS6SHkEsn0GDz5CDIVCkt7O52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kEQBMGViAhT4tK3L6eNGjEQYs/0eP99vh80iNP8fM+yBqFuUlTkOpR7RSguZmaHncOH+fut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\nCrK9in0AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2dc183a20>"
       ]
      }
     ],
     "prompt_number": 41
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Based on this data, we can see that most people are pretty unhappy with the events in Ferguson, MO. This result is not all that unexpected."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## GIS + Sentiment"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, ax = plt.subplots()\n",
      "fig.set_size_inches(18.5,10.5)\n",
      "\n",
      "plt.title(\"Sentiment Histrogram\")\n",
      "\n",
      "for (loc, (tweetList, color)) in {\"Inside\": (inStLouisTweets, \"green\"), \"Outside\": (outStLouisTweets, \"blue\")}.items():\n",
      "\n",
      "    localSentimentList = []\n",
      "    for tweet in tweetList:\n",
      "\n",
      "        # Calculate the average sentiment for this tweet\n",
      "        tweetText = tweet[\"text\"].lower()\n",
      "\n",
      "        # skip retweets\n",
      "        if ( tweetText.startswith(\"rt \") ):\n",
      "            continue\n",
      "\n",
      "        valCount = 0\n",
      "        valSum = 0.0\n",
      "        valAvg = 0.0\n",
      "        for valencePair in valenceList:\n",
      "            if ( valencePair[0].search(tweetText) is not None ):\n",
      "                valCount += 1\n",
      "                valSum += valencePair[1]\n",
      "\n",
      "        if ( valCount > 0 ):\n",
      "            valAvg = valSum / valCount\n",
      "            localSentimentList.append(valAvg)\n",
      "\n",
      "    print(\"Number of Sentiment Tweets:\", len(localSentimentList))\n",
      "\n",
      "    ax.hist(localSentimentList, range=(-5, 5), normed=True, alpha=0.5, color=color, label=loc)\n",
      "\n",
      "ax.grid(b=True, which=u'major')\n",
      "ax.legend()\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of Sentiment Tweets: 88\n",
        "Number of Sentiment Tweets:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 1799\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AgDI0MmAAM4ZUol6pREYGlXh/pRL1yhhpZAAAAAD3cNppp+Xd7373vd43NzeXww47LPv2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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2dc31a3c8>"
       ]
      }
     ],
     "prompt_number": 42
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "# Module 5: Topic Modeling\n",
      "\n",
      "Along with sentiment analysis, a question often asked of social networks is \"What are people talking about?\" \n",
      "We can answer this question using tools from topic modeling and natural language processing, and we can even divide this data to see what people in Ferguson are talking about versus those outside.\n",
      "\n",
      "To generate these topic models, we will use the Gensim package's implementation of Latent Dirichlet Allocation (LDA), which basically constructs a set of topics where each topic is described as a probability distribution over the words in our tweets. Several other methods for topic modeling exist as well.\n",
      "\n",
      "- Topics Across Twitter\n",
      "- Topics in Ferguson\n",
      "- Topics outside Ferguson"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import gensim.models.ldamodel\n",
      "import gensim.matutils\n",
      "import sklearn.cluster\n",
      "import sklearn.feature_extraction \n",
      "import sklearn.feature_extraction.text\n",
      "import sklearn.metrics\n",
      "import sklearn.preprocessing\n",
      "\n",
      "from nltk.corpus import stopwords"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 43
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We first extract the text of all English tweets that are *not* retweets and make the text lowercase."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "enFilter = lambda x: True if x[\"lang\"] == \"en\" else False\n",
      "\n",
      "# Get all tweets, filter out retweets, save only those in English, and conver to lowercase\n",
      "allTweetList = reduce(lambda x, y: x + y, [frequencyMap[t][\"list\"] for t in sortedTimes])\n",
      "noRetweetsList = list(filter(lambda x: not x[\"text\"].lower().startswith(\"rt\"), allTweetList))\n",
      "onlyEnglishTweets = list(filter(enFilter, noRetweetsList))\n",
      "lowerTweetText = [x[\"text\"].lower() for x in onlyEnglishTweets]\n",
      "\n",
      "print (\"All Tweet Count:\", len(allTweetList))\n",
      "print (\"Reduced Tweet Count:\", len(lowerTweetText))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "All Tweet Count: 293560\n",
        "Reduced Tweet Count: 57121\n"
       ]
      }
     ],
     "prompt_number": 44
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now we build a list of stop words (words we don't care about) and build a feature generator (the vectorizer) that assigns integer keys to tokens and counts the number of each token."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "enStop = stopwords.words('english')\n",
      "\n",
      "# Skip stop words, retweet signs, @ symbols, and URL headers\n",
      "stopList = enStop + [\"http\", \"https\", \"rt\", \"@\", \":\"]\n",
      "\n",
      "vectorizer = sklearn.feature_extraction.text.CountVectorizer(strip_accents='unicode', \n",
      "                                                             tokenizer=None,\n",
      "                                                             token_pattern='(?u)#?\\\\b\\\\w+[\\'-]?\\\\w+\\\\b',\n",
      "                                                             stop_words=stopList,\n",
      "                                                             binary=True)\n",
      "# Create a vectorizer for all our content\n",
      "vectorizer.fit(lowerTweetText)\n",
      "\n",
      "# Get all the words in our text\n",
      "names = vectorizer.get_feature_names()\n",
      "\n",
      "# Create a map for vectorizer IDs to words\n",
      "id2WordDict = dict(zip(range(len(vectorizer.get_feature_names())), names))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 45
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Topics Across Twitter\n",
      "\n",
      "We then use the vectorizer to transform our tweet text into a feature set, which essentially is a table with rows of tweets, columns for each keyword, and each cell is the number of times that keyword appears in that tweet.\n",
      "\n",
      "We then convert that table into a model the Gensim package can handle, apply LDA, and grab the top 10 topics, 10 words that describe that topic, and print them."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Create a corpus for \n",
      "corpus = vectorizer.transform(lowerTweetText)\n",
      "gsCorpus = gensim.matutils.Sparse2Corpus(corpus, documents_columns=False)\n",
      "# lda = gensim.models.ldamodel.LdaModel(gsCorpus, id2word=id2WordDict, num_topics=10)\n",
      "lda = gensim.models.LdaMulticore(gsCorpus, id2word=id2WordDict, num_topics=100, passes=2)\n",
      "\n",
      "ldaTopics = lda.show_topics(num_topics=10, num_words=10, formatted=False)\n",
      "topicTokens = [[token for (_,token) in topic] for topic in ldaTopics]\n",
      "for i in range(len(topicTokens)):\n",
      "    print (\"Topic:\", i)\n",
      "    for token in topicTokens[i]:\n",
      "        print (\"\\t\", token)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Topic: 0\n",
        "\t believe\n",
        "\t #ferguson\n",
        "\t can't\n",
        "\t ferguson\n",
        "\t hard\n",
        "\t images\n",
        "\t police\n",
        "\t terrifying\n",
        "\t co\n",
        "\t going\n",
        "Topic: 1\n",
        "\t #ferguson\n",
        "\t investigate\n",
        "\t co\n",
        "\t step\n",
        "\t ferguson\n",
        "\t five\n",
        "\t line\n",
        "\t fair\n",
        "\t police\n",
        "\t #palestine\n",
        "Topic: 2\n",
        "\t co\n",
        "\t bullets\n",
        "\t rubber\n",
        "\t police\n",
        "\t ferguson\n",
        "\t clash\n",
        "\t gas\n",
        "\t tear\n",
        "\t #ferguson\n",
        "\t protesters\n",
        "Topic: 3\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t act\n",
        "\t military\n",
        "\t police\n",
        "\t ferguson\n",
        "\t like\n",
        "\t shows\n",
        "\t become\n",
        "\t #missouri\n",
        "Topic: 4\n",
        "\t disney\n",
        "\t ferguson\n",
        "\t channel\n",
        "\t #ferguson\n",
        "\t bc\n",
        "\t y'all\n",
        "\t playing\n",
        "\t shows\n",
        "\t people\n",
        "\t days\n",
        "Topic: 5\n",
        "\t ferguson\n",
        "\t people\n",
        "\t #ferguson\n",
        "\t officials\n",
        "\t mad\n",
        "\t pres\n",
        "\t side\n",
        "\t videos\n",
        "\t obama\n",
        "\t distract\n",
        "Topic: 6\n",
        "\t brown\n",
        "\t co\n",
        "\t ferguson\n",
        "\t live\n",
        "\t watch\n",
        "\t mike\n",
        "\t michael\n",
        "\t mo\n",
        "\t livestream\n",
        "\t shooting\n",
        "Topic: 7\n",
        "\t ferguson\n",
        "\t #ferguson\n",
        "\t peace\n",
        "\t pray\n",
        "\t thank\n",
        "\t god\n",
        "\t people\n",
        "\t idea\n",
        "\t heart\n",
        "\t living\n",
        "Topic: 8\n",
        "\t #ferguson\n",
        "\t police\n",
        "\t cameras\n",
        "\t co\n",
        "\t turn\n",
        "\t ones\n",
        "\t ferguson\n",
        "\t ridiculous\n",
        "\t shouldn't\n",
        "\t animals\n",
        "Topic: 9\n",
        "\t rights\n",
        "\t #ferguson\n",
        "\t civil\n",
        "\t ferguson\n",
        "\t amendment\n",
        "\t different\n",
        "\t co\n",
        "\t tone\n",
        "\t 1st\n",
        "\t movement\n"
       ]
      }
     ],
     "prompt_number": 46
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Topics Inside Ferguson\n",
      "\n",
      "We do the same thing with only those tweets in Ferguson to find topics people are discussing there."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "inStlLowerTweetText = [x[\"text\"].lower() for x in filter(enFilter, inStLouisTweets)]\n",
      "\n",
      "corpus = vectorizer.transform(inStlLowerTweetText)\n",
      "gsCorpus = gensim.matutils.Sparse2Corpus(corpus, documents_columns=False)\n",
      "lda = gensim.models.ldamulticore.LdaMulticore(gsCorpus, id2word=id2WordDict, num_topics=10, passes=10)\n",
      "\n",
      "ldaTopics = lda.show_topics(num_topics=10, num_words=10, formatted=False)\n",
      "topicTokens = [[token for (_,token) in topic] for topic in ldaTopics]\n",
      "for i in range(len(topicTokens)):\n",
      "    print (\"Topic:\", i)\n",
      "    for token in topicTokens[i]:\n",
      "        print (\"\\t\", token)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Topic: 0\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t ferguson\n",
        "\t #mikebrown\n",
        "\t peaceful\n",
        "\t police\n",
        "\t stand\n",
        "\t arrested\n",
        "\t antoniofrench\n",
        "\t different\n",
        "Topic: 1\n",
        "\t ferguson\n",
        "\t police\n",
        "\t like\n",
        "\t #ferguson\n",
        "\t situation\n",
        "\t actions\n",
        "\t co\n",
        "\t obama\n",
        "\t seems\n",
        "\t media\n",
        "Topic: 2\n",
        "\t #ferguson\n",
        "\t ferguson\n",
        "\t #mikebrown\n",
        "\t outside\n",
        "\t much\n",
        "\t sen\n",
        "\t mccaskill\n",
        "\t got\n",
        "\t protests\n",
        "\t freedom\n",
        "Topic: 3\n",
        "\t #ferguson\n",
        "\t police\n",
        "\t report\n",
        "\t co\n",
        "\t protest\n",
        "\t time\n",
        "\t wants\n",
        "\t conversation\n",
        "\t one\n",
        "\t media\n",
        "Topic: 4\n",
        "\t man\n",
        "\t ferguson\n",
        "\t right\n",
        "\t chief\n",
        "\t antoniofrench\n",
        "\t news\n",
        "\t justice\n",
        "\t twitter\n",
        "\t conference\n",
        "\t wrapped\n",
        "Topic: 5\n",
        "\t right\n",
        "\t cops\n",
        "\t around\n",
        "\t watching\n",
        "\t citizens\n",
        "\t still\n",
        "\t can't\n",
        "\t covering\n",
        "\t 20\n",
        "\t miles\n",
        "Topic: 6\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t police\n",
        "\t ferguson\n",
        "\t simply\n",
        "\t i'm\n",
        "\t it's\n",
        "\t way\n",
        "\t tweets\n",
        "\t tear\n",
        "Topic: 7\n",
        "\t ferguson\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t mo\n",
        "\t shot\n",
        "\t i'm\n",
        "\t going\n",
        "\t chief\n",
        "\t mattdpearce\n",
        "\t amp\n",
        "Topic: 8\n",
        "\t ferguson\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t city\n",
        "\t outside\n",
        "\t people\n",
        "\t crowds\n",
        "\t 100\n",
        "\t hall\n",
        "\t i'm\n",
        "Topic: 9\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t situation\n",
        "\t police\n",
        "\t stl\n",
        "\t says\n",
        "\t behind\n",
        "\t something\n",
        "\t like\n",
        "\t well\n"
       ]
      }
     ],
     "prompt_number": 47
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Topics Outside Ferguson"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "outStlLowerTweetText = [x[\"text\"].lower() for x in filter(enFilter, outStLouisTweets)]\n",
      "\n",
      "corpus = vectorizer.transform(outStlLowerTweetText)\n",
      "gsCorpus = gensim.matutils.Sparse2Corpus(corpus, documents_columns=False)\n",
      "lda = gensim.models.ldamulticore.LdaMulticore(gsCorpus, id2word=id2WordDict, num_topics=50, passes=10)\n",
      "\n",
      "ldaTopics = lda.show_topics(num_topics=10, num_words=10, formatted=False)\n",
      "topicTokens = [[token for (_,token) in topic] for topic in ldaTopics]\n",
      "for i in range(len(topicTokens)):\n",
      "    print (\"Topic:\", i)\n",
      "    for token in topicTokens[i]:\n",
      "        print (\"\\t\", token)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Topic: 0\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t ferguson\n",
        "\t amp\n",
        "\t unarmed\n",
        "\t shooting\n",
        "\t arrested\n",
        "\t live\n",
        "\t reporters\n",
        "\t police\n",
        "Topic: 1\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t ferguson\n",
        "\t don't\n",
        "\t team\n",
        "\t #mikebrown\n",
        "\t want\n",
        "\t go\n",
        "\t johnlegend\n",
        "\t never\n",
        "Topic: 2\n",
        "\t #ferguson\n",
        "\t channel\n",
        "\t ferguson\n",
        "\t disney\n",
        "\t worse\n",
        "\t instead\n",
        "\t twitter\n",
        "\t went\n",
        "\t pretty\n",
        "\t world\n",
        "Topic: 3\n",
        "\t ferguson\n",
        "\t #ferguson\n",
        "\t y'all\n",
        "\t hood\n",
        "\t story\n",
        "\t bring\n",
        "\t way\n",
        "\t black\n",
        "\t disney\n",
        "\t don't\n",
        "Topic: 4\n",
        "\t #ferguson\n",
        "\t ferguson\n",
        "\t amp\n",
        "\t it's\n",
        "\t that's\n",
        "\t officer\n",
        "\t police\n",
        "\t i'm\n",
        "\t come\n",
        "\t state\n",
        "Topic: 5\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t ferguson\n",
        "\t happened\n",
        "\t going\n",
        "\t police\n",
        "\t #fergusonriot\n",
        "\t damn\n",
        "\t missouri\n",
        "\t time\n",
        "Topic: 6\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t police\n",
        "\t ferguson\n",
        "\t news\n",
        "\t ridiculous\n",
        "\t obama\n",
        "\t heart\n",
        "\t watching\n",
        "\t it's\n",
        "Topic: 7\n",
        "\t ferguson\n",
        "\t #ferguson\n",
        "\t police\n",
        "\t shit\n",
        "\t know\n",
        "\t going\n",
        "\t people\n",
        "\t co\n",
        "\t cops\n",
        "\t even\n",
        "Topic: 8\n",
        "\t #ferguson\n",
        "\t co\n",
        "\t real\n",
        "\t police\n",
        "\t ferguson\n",
        "\t crews\n",
        "\t leave\n",
        "\t area\n",
        "\t asked\n",
        "\t news\n",
        "Topic: 9\n",
        "\t #ferguson\n",
        "\t police\n",
        "\t co\n",
        "\t chief\n",
        "\t moment\n",
        "\t ferguson\n",
        "\t #fergusonriot\n",
        "\t using\n",
        "\t one\n",
        "\t events\n"
       ]
      }
     ],
     "prompt_number": 48
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "# Module 6: Network Analysis\n",
      "\n",
      "Issues of race, class, poverty, and police militarization all came out during the protests and clashes with law enforcement, and it didn't take much to find people on either side of each issue on Twitter. \n",
      "At the same time, people were turning to Twitter for news about the events on the ground since many perceived that mainstream media wasn't giving the events adequate or fair coverage. \n",
      "Using network analysis, we can get some idea about who the most important Twitter users were during this time, and how people split into groups online.\n",
      "\n",
      "For this analysis, we'll use the NetworkX package to construct a social graph of how people interact. Each person in our Twitter data will be a node in our graph, and edges in the graph will represent mentions during this timeframe.\n",
      "Then we will explore a few simple analytical methods in network analysis, including:\n",
      "- Graph Building\n",
      "- User Centrality\n",
      "- Network Visualization"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Graph Building\n",
      "\n",
      "To limit the amount of data we're looking at, we'll only build the network for people who have GPS locations in their tweets and the people they mention. \n",
      "We build this network simply by iterating through all the tweets in our GPS list and extract the \"user_mentions\" list from the \"entities\" section of the tweet object.\n",
      "For each mention a user makes, we will add an edge from that user to the user he/she mentioned.\n",
      "\n",
      "In addition, we will append a location attribute to each user based on whether we saw them in Ferguson or outside of Ferguson."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import networkx as nx\n",
      "\n",
      "graph = nx.DiGraph()\n",
      "\n",
      "geoCodedMap = {1: inStLouisTweets, 0: outStLouisTweets}\n",
      "\n",
      "for (location, locationList) in geoCodedMap.items():\n",
      "    print (location, len(locationList))\n",
      "    \n",
      "    for tweet in locationList:\n",
      "        userName = tweet[\"user\"][\"screen_name\"]\n",
      "        graph.add_node(userName, loc=location)\n",
      "\n",
      "        mentionList = tweet[\"entities\"][\"user_mentions\"]\n",
      "        \n",
      "        for otherUser in mentionList:\n",
      "            otherUserName = otherUser[\"screen_name\"]\n",
      "            if ( graph.has_node(otherUserName) == False ):\n",
      "                graph.add_node(otherUserName, loc=-1)\n",
      "            graph.add_edge(userName, otherUserName)\n",
      "        \n",
      "print (\"Number of Users:\", len(graph.node))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "0 1900\n",
        "1"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 100\n",
        "Number of Users: 2345\n"
       ]
      }
     ],
     "prompt_number": 49
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Central Users\n",
      "\n",
      "In network analysis, \"centrality\" is used to measure the importance of a given node. \n",
      "Many different types of centrality are used to describe various types of importance though.\n",
      "Examples include \"closeness centrality,\" which measures how close a node is to all other nodes in the network, versus \"betweeness centrality,\" which measures how many shortest paths run through the given node.\n",
      "Nodes with high closeness centrality are important for rapidly disseminating information or spreading disease, whereas nodes with high betweeness are more important to ensure the network stays connected.\n",
      "\n",
      "The PageRank is another algorithm for measuring importance and was proposed by Sergey Brin and Larry Page for the early version of Google's search algorithm.\n",
      "NetworkX has an implementation of the PageRank algorithm that we can use to look at the most important/authoritative users on Twitter based on their connections to other users."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pageRankList = nx.pagerank_numpy(graph)\n",
      "\n",
      "highRankNodes = sorted(pageRankList.keys(), key=pageRankList.get, reverse=True)\n",
      "for x in highRankNodes[:20]:\n",
      "    user = api.get_user(x)\n",
      "    print (x, pageRankList[x], \"\\n\\t\", user.description, \"\\n----------\")\n",
      "    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "BarackObama 0.008778991145676325 \n",
        "\t This account is run by Organizing for Action staff. Tweets from the President are signed -bo. \n",
        "----------\n",
        "WesleyLowery"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0063034776506989 \n",
        "\t seek truth :: give voice to the voiceless :: shine light in the darkness \n",
        "----------\n",
        "AntonioFrench"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.004588161213234277 \n",
        "\t Dad, Husband, Alderman of the @21stWard in St. Louis, founder of @North_Campus, Auburn grad and devoted Auburn Football fan, @WUSTL MBA. \n",
        "----------\n",
        "CNN"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0027568741839318553 \n",
        "\t It\u2019s our job to #GoThere and tell the most difficult stories. Come with us! \n",
        "----------\n",
        "TheAnonMessage"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.002739265654803952 \n",
        "\t Coming soon. \n",
        "----------\n",
        "GovJayNixon"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0027146137140248924 \n",
        "\t Official Twitter feed of Missouri Governor Jay Nixon \n",
        "----------\n",
        "ThoughtCatalog"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0025173981877923404 \n",
        "\t All thinking is relevant. \n",
        "----------\n",
        "YourAnonNews"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0024680943062341918 \n",
        "\t Signal boost for Anonymous operations, resistance movements, & journalism.  #ShutItDown \n",
        "----------\n",
        "JavoPerez_"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0023201826615596288 \n",
        "\t Employed | IE | Tread Lightly | IG: Javoperez_ \n",
        "----------\n",
        "JohnnyLoud_Pack"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.002320182661559628 \n",
        "\t Living this #SagLife as a #Dreadhead... I Aint Shit Yet!!! Cleveland 216 #footlocker #towercity \n",
        "----------\n",
        "DLRMiller"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0023201826615596253 \n",
        "\t I like drawing, painting, and chocolate. \n",
        "----------\n",
        "washingtonpost"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0022462268392225634 \n",
        "\t Tweets about everything from breaking news to bad restaurants. Sometimes global, sometimes local. Led by @hermanywong and @MiGold. \n",
        "----------\n",
        "maddow"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.00219692295766441 \n",
        "\t I see political people...\r\n",
        "(Retweets do not imply endorsement.) \n",
        "----------\n",
        "FoxNews"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0021476190761062636 \n",
        "\t America\u2019s Strongest Primetime Lineup Anywhere! Follow America's #1 cable news network, delivering you breaking news, insightful analysis, and must-see videos. \n",
        "----------\n",
        "msnbc"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.001920949282968822 \n",
        "\t The place for in-depth analysis, political commentary and informed perspectives. Have questions? Tweet to @Farrashley, @NishaChittal and @digimuller. \n",
        "----------\n",
        "chrislhayes"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0016075174644920428 \n",
        "\t Host of All In with Chris Hayes on MSNBC, Weeknights at 8pm. Editor at Large at The Nation. Cubs fan. \n",
        "----------\n",
        "ryanjreilly"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0015806244381876187 \n",
        "\t @HuffingtonPost Justice Reporter on #DOJ, #SCOTUS, #Guantanamo, #Ferguson et al.\n",
        "Previously: @TPM, @MainJustice\n",
        "202-527-9261 \n",
        "ryan.reilly@huffingtonpost.com \n",
        "----------\n",
        "ksdknews"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0014425735698248158 \n",
        "\t Where the News Comes First\n",
        "for breaking news, weather and \n",
        "sports both on-air and online. Retweets are not endorsements. #STLTogether \n",
        "----------\n",
        "jonswaine"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.001408060852734104 \n",
        "\t Senior reporter for @GuardianUS jon.swaine@theguardian.com \n",
        "----------\n",
        "natedrug"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0.0013834089119550623 \n",
        "\t dead inside. \n",
        "----------\n"
       ]
      }
     ],
     "prompt_number": 50
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Network Visualization\n",
      "\n",
      "A lot of information can be gleaned from visualizing how these networks interact. In Python, we can plot these networks relatively easily. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print (len(graph.nodes(data=True)))\n",
      "\n",
      "colors = [0.9 if x[1][\"loc\"] == 1 else 0.1 for x in graph.nodes(data=True)]\n",
      "pos = {x:(np.random.rand(2) * 10) for x in graph.nodes()}\n",
      "nx.draw_networkx_nodes(graph, pos, node_color=colors)\n",
      "nx.draw_networkx_edges(graph, pos)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "2345\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 51,
       "text": [
        "<matplotlib.collections.LineCollection at 0x2e2c9bb38>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IhRYqKx/m6acf5IILLsihLZ8vPjU3i2VZg4AX4sh8E3Cubdt7LcvqDSyybbuDOnUskPl/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kb75rcI3JX8FJ3WI8n/brLv065mvOch35GPGNTlwGYjzH2+qCgw9zxvMFrps9Fs/c73/V+cjoF9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\nuNaAmevYB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osXIu3fh0HW7VnISl6GLItp6H3M8q57Mi13s9YS7J7thfzpzd0wBs2tMuCv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\nwGm4v3o1Fy0AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2e2c9bc50>"
       ]
      }
     ],
     "prompt_number": 51
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This graph is relatively uninformative, so we will turn to other tools for better visualization.\n",
      "\n",
      "We first save this graph to a file, so we can import into other tools."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "nx.write_graphml(graph, \"inVsOutNetwork.graphml\", encoding='utf-8', prettyprint=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 52
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# NodeXL Demo"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# If you want to play with the full graph, \n",
      "# here is code that will build it up for you.\n",
      "# Be careful. It's large.\n",
      "\n",
      "fullGraph = nx.DiGraph()\n",
      "\n",
      "inStlUsers = set(map(lambda x: x[\"user\"][\"screen_name\"], inStLouisTweets))\n",
      "outStlUsers = set(map(lambda x: x[\"user\"][\"screen_name\"], outStLouisTweets))\n",
      "\n",
      "for (userName, tweetList) in globalUserMap.items():\n",
      "    \n",
      "    location = -1\n",
      "    if ( userName in inStlUsers ):\n",
      "        location = 1\n",
      "    elif (userName in outStlUsers ):\n",
      "        location = 0\n",
      "        \n",
      "    fullGraph.add_node(userName, loc=location)\n",
      "\n",
      "    for tweet in tweetList:\n",
      "        mentionList = tweet[\"entities\"][\"user_mentions\"]\n",
      "\n",
      "        for otherUser in mentionList:\n",
      "            otherUserName = otherUser[\"screen_name\"]\n",
      "            if ( fullGraph.has_node(otherUserName) == False ):\n",
      "                fullGraph.add_node(otherUserName, loc=-1)\n",
      "            fullGraph.add_edge(userName, otherUserName)\n",
      "            \n",
      "print (\"Number of Users:\", len(fullGraph.node))\n",
      "\n",
      "nx.write_graphml(fullGraph, \"fullNetwork.graphml\", encoding='utf-8', prettyprint=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}