Prepare_Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import All Required Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code_folding": [
     0
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Code : Imports\n",
    "import json\n",
    "import os\n",
    "from langdetect import detect as detectlang, DetectorFactory\n",
    "DetectorFactory.seed = 0\n",
    "#from textblob import TextBlob\n",
    "import zipfile\n",
    "import pandas as pd\n",
    "import seaborn as  sns\n",
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "%matplotlib inline\n",
    "import warnings; warnings.simplefilter('ignore')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Helper Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below cell has helper functions for extraction information about hashtags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code_folding": [
     3,
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    "collapsed": true
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   "outputs": [],
   "source": [
    "#Code Helper Functions Hashtag Extraction\n",
    "\n",
    "#Updates HashTag Dictionary\n",
    "def UpdateHasttagDict(htlist, hashtags):\n",
    "    curr_doc_counts = {}\n",
    "    for t in htlist:\n",
    "        tlower = t.lower()\n",
    "        curr_doc_counts[tlower] = curr_doc_counts.get(tlower,0)+1\n",
    "    \n",
    "    for ht,doccnt in curr_doc_counts.items():\n",
    "        if ht in hashtags:\n",
    "            hashtags[ht]['tf'] +=doccnt\n",
    "            hashtags[ht]['df'] +=1            \n",
    "        else:\n",
    "            hashtags[ht] = {'tf' :doccnt , 'df': 1}\n",
    "    return hashtags\n",
    "    \n",
    "    \n",
    "    \n",
    "#Extracts HashTags from given text passed as input\n",
    "def ExtractHashTags(text):\n",
    "    htpattern = r\"#\\w+\"\n",
    "    htlist = re.findall(htpattern,text)\n",
    "    return htlist\n",
    "    \n",
    "    \n",
    "# Extract hahstags from JSON as well as text anc compare for mismatches\n",
    "def ExtractHTInfo(tjson, hashtags, regex_doesntmatch):\n",
    "    tweet_text = tjson['full_text'].replace('\\n',' ').strip()\n",
    "    \n",
    "    #Extract HTS from JSON\n",
    "    htjsonlist = ['#'+ht['text'] for ht in tjson['entities']['hashtags']]\n",
    "    \n",
    "    #Extract HTS from Based on regex    \n",
    "    htregexlist = ExtractHashTags(tweet_text)\n",
    "    \n",
    "    \n",
    "    #ValidateRegex\n",
    "    setdiffA = set(htjsonlist) - set(htregexlist)\n",
    "    setdiffB = set(htregexlist) - set(htjsonlist)\n",
    "    validate_regex = len(setdiffA) + len(setdiffB) + len(htjsonlist) - len(htregexlist)\n",
    "    if(validate_regex !=0):\n",
    "        link = 'https://twitter.com/' +tjson['user']['screen_name']+'/status/' + tjson['id_str']\n",
    "        regex_doesntmatch.append((setdiffA,setdiffB, link, tweet_text))\n",
    "        \n",
    "    hashtags = UpdateHasttagDict(htregexlist, hashtags)\n",
    "    #hashtags = UpdateHasttagDict(htjsonlist, hashtags)\n",
    "    \n",
    "    \n",
    "    return hashtags,regex_doesntmatch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below cell has helper functions for finding the language of the tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code_folding": [
     0,
     1
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Code Helper Function to Resolve Language\n",
    "def ResolveLanguage(shortname, langconfig):\n",
    "    for l in langconfig:\n",
    "        if shortname==l['code']:\n",
    "            return l['name']\n",
    "    return shortname\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below cell has helper functions for convert a dictionary to dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code_folding": [
     0,
     1
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Code: Helper function to convert a dictionary to dataframe\n",
    "def Dicttodataframe(dictin, idxname, columnsin = None):\n",
    "    df =pd.DataFrame.from_dict(dictin, orient='index')\n",
    "    if columnsin:\n",
    "        df.columns = columnsin\n",
    "    df.index.name = idxname\n",
    "    df= df.reset_index()\n",
    "    return df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract Info from Tweets to Prepare Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total tweets processed  1550\n",
      "Tweets for which original hashtags are different from regex hashtags 31\n"
     ]
    }
   ],
   "source": [
    "# Code Extract Information and Prepare Data also reports any issues\n",
    "datafolder ='Data/'\n",
    "jsonfolder='/JSON/'\n",
    "zippedfilepath = 'JSON.zip'\n",
    "\n",
    "orig_htlist = ['service', 'price', 'cost', 'quality', 'ambiente', 'reservation']\n",
    "langconfig = None\n",
    "with open('langconfig.json', 'r') as f:\n",
    "    langconfig = json.load(f)\n",
    "\n",
    "hashtagsdict  = {}\n",
    "langdict = {}\n",
    "langdictJSON = {}\n",
    "regex_doesntmatch = []\n",
    "\n",
    "\n",
    "if zippedfilepath:\n",
    "    zippedFolder = zipfile.ZipFile(datafolder + zippedfilepath, 'r')\n",
    "    tweetjsonfiles = zippedFolder.infolist()\n",
    "else:\n",
    "    tweetjsonfiles = os.listdir(datafolder + jsonfolder)\n",
    "\n",
    "for tweetfile in tweetjsonfiles:\n",
    "    if zippedfilepath:\n",
    "        currjson = json.loads(zippedFolder.open(tweetfile).read())    \n",
    "    else:\n",
    "        currjson = json.loads(open(datafolder + jsonfolder + tweetfile).read())    \n",
    "    hashtagsdict,regexfailed = ExtractHTInfo(currjson, hashtagsdict,regex_doesntmatch)\n",
    "    #lang= TextBlob(currjson['full_text']).detect_language()\n",
    "    \n",
    "    \n",
    "    lang =  ResolveLanguage(detectlang(currjson['full_text']), langconfig)\n",
    "    langdict[lang] = langdict.get(lang,0) +1\n",
    "    \n",
    "    langjson = ResolveLanguage(currjson['lang'],langconfig)\n",
    "    langdictJSON[langjson] = langdictJSON.get(langjson,0) +1\n",
    "    \n",
    "    \n",
    "\n",
    "print(\"Total tweets processed \" , len(tweetjsonfiles) )\n",
    "print( \"Tweets for which original hashtags are different from regex hashtags\" , len(regex_doesntmatch))\n",
    "# for ht, val in hashtags.items():\n",
    "#     print(ht, val['tf'], val['df'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prints Information about tweets for which regular expressions does not match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "code_folding": [
     2
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31\n",
      "HT in JSON but was not found in regex filtering: {'#ಕೆಟಿಎಂ'}\n",
      "HT not in JSON but was found in regex filtering: {'#ಕ'}\n",
      "Tweet Link https://twitter.com/OneindiaKannada/status/1092330424985108480\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#ಹೋಂಡಾ'}\n",
      "HT not in JSON but was found in regex filtering: {'#ಹ'}\n",
      "Tweet Link https://twitter.com/OneindiaKannada/status/1093799786917052417\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#सहेली', '#कड़क'}\n",
      "HT not in JSON but was found in regex filtering: {'#personalityऔर', '#कड', '#सह'}\n",
      "Tweet Link https://twitter.com/sameermughal533/status/1094639993186803713\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#नोटा', '#मनुवादी_सवर्ण_गब्बर'}\n",
      "HT not in JSON but was found in regex filtering: {'#मन', '#न'}\n",
      "Tweet Link https://twitter.com/Pradeep723pk/status/1092521245852164098\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#கலைஞர்'}\n",
      "HT not in JSON but was found in regex filtering: {'#கல'}\n",
      "Tweet Link https://twitter.com/ShotDKuruvi/status/1093094696463753216\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#सवाईमाधोपुर', '#कर्नल'}\n",
      "HT not in JSON but was found in regex filtering: {'#सव', '#कर'}\n",
      "Tweet Link https://twitter.com/SwmApp/status/1093167120752484353\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#आरक्षण'}\n",
      "HT not in JSON but was found in regex filtering: {'#आरक'}\n",
      "Tweet Link https://twitter.com/1stIndiaNews/status/1093362688615424000\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#मराठा_आरक्षण'}\n",
      "HT not in JSON but was found in regex filtering: {'#मर'}\n",
      "Tweet Link https://twitter.com/MaxMaharashtra/status/1093479630961545218\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#सामान्य_वर्ग', '#नोटा'}\n",
      "HT not in JSON but was found in regex filtering: {'#स', '#न'}\n",
      "Tweet Link https://twitter.com/RailSamachar/status/1093519773718188032\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#सामान्य_वर्ग'}\n",
      "HT not in JSON but was found in regex filtering: {'#स'}\n",
      "Tweet Link https://twitter.com/AjeetTiwariaje1/status/1093711928516435970\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर_आरक्षण'}\n",
      "HT not in JSON but was found in regex filtering: {'#ग'}\n",
      "Tweet Link https://twitter.com/Gurjar__007/status/1093828593929486336\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर', '#राजस्थान'}\n",
      "HT not in JSON but was found in regex filtering: {'#ग', '#र'}\n",
      "Tweet Link https://twitter.com/ankittiwadi/status/1093842919516192768\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#विकास'}\n",
      "HT not in JSON but was found in regex filtering: {'#व'}\n",
      "Tweet Link https://twitter.com/SanjayTandonBJP/status/1093848838312509441\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर_आरक्षण_आंदोलन', '#गुर्जर_आरक्षण'}\n",
      "HT not in JSON but was found in regex filtering: {'#ग'}\n",
      "Tweet Link https://twitter.com/rajdhaniupdate/status/1094141407302946817\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#आरक्षण', '#सुवर्ण', '#आरक्षण_हटाओ_देश_बचाओ'}\n",
      "HT not in JSON but was found in regex filtering: {'#स', '#आरक'}\n",
      "Tweet Link https://twitter.com/jainshubh11/status/1094162333109088256\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर_आरक्षण_आंदोलन'}\n",
      "HT not in JSON but was found in regex filtering: {'#ग'}\n",
      "Tweet Link https://twitter.com/moliticsindia/status/1094164586578804738\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#இடஒதுக்கீடு'}\n",
      "HT not in JSON but was found in regex filtering: {'#இடஒத'}\n",
      "Tweet Link https://twitter.com/ShotDKuruvi/status/1094245652597362688\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर_आरक्षण_आंदोलन', '#गुर्जर_आरक्षण'}\n",
      "HT not in JSON but was found in regex filtering: {'#ग'}\n",
      "Tweet Link https://twitter.com/PrinceOfBarnel/status/1094314716896219136\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#छबड़ा'}\n",
      "HT not in JSON but was found in regex filtering: {'#छबड'}\n",
      "Tweet Link https://twitter.com/1stIndiaNews/status/1094518303400345601\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#छबड़ा'}\n",
      "HT not in JSON but was found in regex filtering: {'#छबड'}\n",
      "Tweet Link https://twitter.com/1stIndiaNews/status/1094518305010921472\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुज्जर'}\n",
      "HT not in JSON but was found in regex filtering: {'#ग'}\n",
      "Tweet Link https://twitter.com/Sbsameer83/status/1094537529129263104\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#सरकार', '#आरक्षण', '#ईडब्ल्यूएस'}\n",
      "HT not in JSON but was found in regex filtering: {'#आरक', '#ईडब', '#सरक'}\n",
      "Tweet Link https://twitter.com/chauthiduniya/status/1094587133015121922\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर_आंदोलन', '#आरक्षण'}\n",
      "HT not in JSON but was found in regex filtering: {'#आरक', '#ग'}\n",
      "Tweet Link https://twitter.com/PrinceOfBarnel/status/1094606446237491201\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर', '#राजस्थान', '#आरक्षण', '#किरोड़ीसिंहबैंसला', '#प्रदर्शन', '#अशोकगहलोत'}\n",
      "HT not in JSON but was found in regex filtering: {'#आरक', '#क', '#र', '#अश', '#ग', '#प'}\n",
      "Tweet Link https://twitter.com/thewirehindi/status/1094633185252700161\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#भाजपाई', '#बसपा', '#जय_बीम'}\n",
      "HT not in JSON but was found in regex filtering: {'#भ', '#जय_ब', '#बसप'}\n",
      "Tweet Link https://twitter.com/Pradeep723pk/status/1094714186930606080\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#मोदी', '#हिन्दू'}\n",
      "HT not in JSON but was found in regex filtering: {'#ह', '#म'}\n",
      "Tweet Link https://twitter.com/Ystomar07/status/1094771722241404930\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#आरक्षण'}\n",
      "HT not in JSON but was found in regex filtering: {'#आरक'}\n",
      "Tweet Link https://twitter.com/jainshubh11/status/1094872959355744256\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर', '#सवाईमाधोपुर'}\n",
      "HT not in JSON but was found in regex filtering: {'#सव', '#ग'}\n",
      "Tweet Link https://twitter.com/SwmApp/status/1094894845158612994\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#सवाईमाधोपुर'}\n",
      "HT not in JSON but was found in regex filtering: {'#सव'}\n",
      "Tweet Link https://twitter.com/SwmApp/status/1094897864587730944\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#गुर्जर', '#कर्नल', '#सवाईमाधोपुर'}\n",
      "HT not in JSON but was found in regex filtering: {'#ग', '#सव', '#कर'}\n",
      "Tweet Link https://twitter.com/SwmApp/status/1094988054534721537\n",
      "\n",
      "HT in JSON but was not found in regex filtering: {'#चौकीदार_ही_चोर_है'}\n",
      "HT not in JSON but was found in regex filtering: {'#च'}\n",
      "Tweet Link https://twitter.com/RanjeetASM/status/1095188191949205504\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Code for printing info about Tweets for which regex doesnt match\n",
    "print(len(regex_doesntmatch))\n",
    "for rf in regex_doesntmatch:\n",
    "    print(\"HT in JSON but was not found in regex filtering:\", rf[0])\n",
    "    print(\"HT not in JSON but was found in regex filtering:\", rf[1])\n",
    "    print(\"Tweet Link\", rf[2])\n",
    "    print()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PLOTS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distribution for Top 10 Languages most represented in the Tweets (Based on Detection Library)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "code_folding": []
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   "outputs": [
    {
     "data": {
      "image/png": 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SmGRLkiRJklQSk2xJkiRJkkpiki1JkiRJUklMsiVJkiRJKknn9g5AHc9u1x7c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\nARZCeaVRhhkIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code For Plotting Language Frequeny Detected Using Helper Library\n",
    "langdf = Dicttodataframe(langdict, 'Language',['count'])\n",
    "top10languages = langdf.sort_values(by=\"count\", ascending=False).iloc[0:10]\n",
    "\n",
    "#NORMAL PLOT\n",
    "title = \"Top 10 detected languages based on their Tweet frequency\"\n",
    "ax = top10languages.plot(x='Language', y='count', kind ='barh', figsize=(15,8), grid = True, sort_columns= False,  legend = False)\n",
    "ax.yaxis.set_tick_params(labelsize=12)\n",
    "ax.xaxis.set_tick_params(labelsize=12)\n",
    "ax.set_xlabel(\"Number of Tweets\", fontsize= '16') \n",
    "ax.set_ylabel(\"Language\", fontsize= '16') \n",
    "ax.set_title(title, fontsize = '16')\n",
    "for i in ax.patches:\n",
    "    # get_width pulls left or right; get_y pushes up or down\n",
    "    ax.text(i.get_width()+.2, i.get_y()+.3, \\\n",
    "            str(round((i.get_width()), 3)), fontsize= 12, color='black')\n",
    "ax.invert_yaxis()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distribution for Top 10 Languages most represented in the Tweets (Based on Language present in JSON)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vwUorrcwqqyzPPfeMY/jwrUqP2QS7DUXEK0A/YGrV5MtTSvuWtY6U0mZlLUuS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\nGAUcU3JskiRJkiR1Gi1NsD+v+vttYGD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fzG677UmPHm8//e666w4+85n9GDlyW4YOXZf9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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code For Plotting Language Frequeny Detected Using JSON Information\n",
    "langdfJSON = Dicttodataframe(langdictJSON, 'Language',['count'])\n",
    "top10languagesJSON = langdfJSON.sort_values(by=\"count\", ascending=False).iloc[0:10]\n",
    "\n",
    "#SNS BASEAD Plot\n",
    "plt.figure(figsize=(15,8))\n",
    "title = \"Top 10 detected languages( from JSON) based on their Tweet frequency\"\n",
    "ax= sns.barplot(\"count\", \"Language\", data=top10languagesJSON, orient=\"h\")\n",
    "ax.yaxis.set_tick_params(labelsize=12)\n",
    "ax.xaxis.set_tick_params(labelsize=12)\n",
    "ax.set_xlabel(\"Number of Tweets\", fontsize= '14') \n",
    "ax.set_ylabel(\"Language\", fontsize= '14') \n",
    "ax.set_title(title, fontsize = '16')\n",
    "for i in ax.patches:\n",
    "    # get_width pulls left or right; get_y pushes up or down\n",
    "    ax.text(i.get_width()+.3, i.get_y()+.4, \\\n",
    "            str(int(round((i.get_width()), 4))), fontsize= 14, color='black')\n",
    "                              \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Frequency Distribution for Top 50 Hashtags (other than search terms) most represented in the Tweets (based on their total occurence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "code_folding": [
     0
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Code to get  top 50 Hashtags other than search keywords\n",
    "htdf = Dicttodataframe(hashtagsdict, 'HashTag')\n",
    "ignore_filter = ~htdf['HashTag'].isin(['#'+w for w in orig_htlist])\n",
    "top50 = htdf[ignore_filter].sort_values(by=\"df\", ascending=False).iloc[0:50]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kp6czcuTjOcsyMurlKnPffQNp3fpMBg4cnLOsXr3DSitEERHZDWkOAxEREZEy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\nPR8RX6HcfnM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      "text/plain": [
       "<Figure size 1080x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code to Plot top 50 Hashtag frequencies based on total frequency\n",
    "plt.figure(figsize=(15,20))\n",
    "title = \"Top 50 words based on their total term frequency\"\n",
    "ax = sns.barplot(\"tf\", \"HashTag\", data=top50, orient=\"h\")\n",
    "ax.yaxis.set_tick_params(labelsize=12)\n",
    "ax.xaxis.set_tick_params(labelsize=12)\n",
    "ax.set_xlabel(\"Number of Tweets\", fontsize= '14') \n",
    "ax.set_ylabel(\"Language\", fontsize= '14') \n",
    "ax.set_title(title, fontsize = '16')\n",
    "for i in ax.patches:\n",
    "    # get_width pulls left or right; get_y pushes up or down\n",
    "    ax.text(i.get_width()+.3, i.get_y()+.4, \\\n",
    "            str(int(round((i.get_width()), 4))), fontsize= 14, color='black')\n",
    "                              \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Frequency Distribution for Top 50 Hashtags (other than search terms) most represented in the Tweets (based on their dcoument frequency)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VNF+ZW265kUMPPZwbb7x5w7qmTf9cUSGKyCbSHAYiIiIiIrLJZsyYTps27ejX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ZQpM4t9Hj/+UTIzm5Gbu5hevXpva1+58n9kZQ1j2rRZ9O/ft6rDFBEREZE4mpIgIiJVbuPGfAoL\nC6lfv8G2tq1bt3L55b/h2mtvoG1bS2J0IiIiIgJKGIiISBJkZQ2jffsOdO3abVvbPffcTaNGjRg0\n6NIkRiYiIiIiRTQlQUplZp8Cl7r7GxV4zBOACe6unw5FarDhw29i8eJFzJ79KqmpqQD8/e8LeO65\nZ5g7d2GSoxMRERGRIkoY1HBmlgtcCBQA09y9c2Wdy93nA0oWiNRgw4ffSE7OdHJy5tCy5aHb2hcs\n+Bt5eV9xxBFttrUVFBRw55238uijD/Heex8kI1wRERGRGk0JgxrMzGoDLYDlQD9gSXIjEpHqLCtr\nKDk505k58yXatGlbrG/QoMH06XNmsbbzzjuLs87qx0UXDazCKEVERESkiBIGNVt7YKm7x8zsKLZP\nGHQ1s/uBg4CZwO/dfbOZDSRMVzi+aKCZxYA27r7czE4F7gUOAdYD97n7vWZ2MvC0uzeL9vkUeBC4\nmJC4eAW4xN03R/2nAXcBLYGlwO/c/V9R3zDgaqAe8AVwhbv/1cy6AQ8BbYFNwDPufl0FfV8isouG\nDbuOqVOfZ9KkydSv34C8vDwA6tatS1paGhkZGWRkZBTbp3bt2jRu3ITMzDalHVJEREREKpkWPayB\nzGyQma0DFgLHRNtDgNFmts7MiuqELwR6Aa0JD+C3lPMUjwOXu3s6ISkxdwdjzwV+BRwKdAAGRjF2\nBp4ALgf2Bx4BZpnZvmZmwJVA1+gcvYBPo+ONA8a5e70o7inljFlEKlF29gTy8zfQt28fjjiizbY/\nDz10f7JDExEREZEyqMKgBnL3bCDbzOYDVwFrgFlAJ3ePAYRnch5095XR55HAA5QvafADcJiZvefu\na4G1Oxh7v7t/EZ1jNtAxah8MPOLui6PPk8zsZuBo4HNg3+gcq9390xLnzjSzA9z9a+DtcsQrIpVs\n1ar1Ce/zzjvvV0IkIiIiIlJeqjCoYcysUVRF8C1wLDAPcMJihGvN7Jq44SvjtlcAB5fzNH2BU4EV\nZvaWmR2zg7FfxW1/B6RF2y2AIVGs66IqiEOAg919OXANMAJYZWbPmVlRbL8lVEN8YGb/iKY1iIiI\niIiISIJUYVDDuPsaoIGZnQ+c4u6Xm1kOML6UVygeErfdnLBWAMBGYL+iDjM7sMQ5/gGcES2qeCVh\nWkD8scpjJTDS3UeWcR2TgclmVo8wXWE0cJG7fwT0N7NawNnANDPb3903Jnh+ERERERGRGk0Jg5qr\nCz8uctgJeKeUMf9nZi8Sfvm/GXg+an8PONzMOgIfEH7pB8DM6gDnAC+6+7dmtp7wysZEPQbkmNkb\nQC4hQXEy8DdCpUNTwhoMmwmLG9aKzj8AeNXdV0dVCezi+UVERERERGo0TUmouboAS8xsf6AgWmug\npMnAa8DH0Z+7ANz9Q+AO4A3gI2BBif0uAj6NkgW/AwYkGpy7/5OwjsGDhDUQlhMtiEhYv2AU8DVh\nSkNjQkIDwgKK/zGzfMICiOcXvXVBREREREREyi8lFoslOwaRpPr1jAf1j0CkEkw84ZJkhyB7qYyM\ndFav3pDsMER2m+5lqS50L1d/GRnpKaW1q8JARERERERERLajhIGIiIiIiIiIbEcJAxERERERERHZ\njt6SIDXenLOv1JwsqRY0v1BEREREKpIqDERERERERERkO0oYiIiIiIiIiMh2lDAQEZFKN27cGHr2\nPIlWrZrSrt2hDBhwLsuWLS1z/JAhV9O4cT3Gj7+/CqMUERERkXhaw0BqvF9PfzTZIYhUSxNP7L9t\ne+HC+QwaNJiOHTsTi8UYPXok/fqdzoIFuTRs2KjYfrNnz+Tdd5dw4IEHVXXIIiIiIhJHCQMREal0\nU6bMLPZ5/PhHycxsRm7uYnr16r2tfeXK/5GVNYxp02bRv3/fqg5TREREROJoSoKIiFS5jRvzKSws\npH79Btvatm7dyuWX/4Zrr72Btm0tidGJiIiICChhICIiSZCVNYz27TvQtWu3bW333HM3jRo1YtCg\nS5MYmYiIiIgU0ZQEqTbMbB7wtLtPSHYsIlK24cNvYvHiRcye/SqpqakA/P3vC3juuWeYO3dhkqMT\nERERkSKqMJCkM7NcM2tjZq3MbEk59xlhZk9XdmwiUrGGD7+RnJxpzJjxIi1bHrqtfcGCv5GX9xVH\nHNGGgw5qyEEHNWTlyv9x5523cuSRP0tixCIiIiI1lyoMJKnMrDbQAlgO9APKlTAQkb1PVtZQcnKm\nM3PmS7Rp07ZY36BBg+nT58xibeeddxZnndWPiy4aWIVRioiIiEgRJQwk2doDS909ZmZHEZcwMLOD\ngQeAE4F84D53v9/MfgXcDKSY2ZnAf939yGi3Fma2EOgALAIucPevq/B6RKQUw4Zdx9SpzzNp0mTq\n129AXl4eAHXr1iUtLY2MjAwyMjKK7VO7dm0aN25CZmabZIQsIiIiUuMpYSBJYWaDgPuAOkAtM1sH\npAGbzOxuoAswBXgB6A80A94wM3f3V6Ixme4+oMShLwB6AyuBl4HrgRur4ppEpGzZ2WFpkb59+xRr\nv/76Gxk69OZkhCQiIiIiO6GEgSSFu2cD2WY2H7gKWAPMAjpF1QbdgQx3vyPa5WMzeww4H3h1B4fO\ndvcPAcxsCnB6pV2EiJTbqlXrE97nnXfer4RIRERERKS8Ek4YmNlPgNOA1sAj7r7OzFoDa919TUUH\nKNWPmTUCPgZSCFUF84B9o+61ZjYC+AI4OKo8KJIKzN/J4b+K2/4uOr6IiIiIiIgkKKGEgZllAq8D\n6UADYCqwDvh99Fkvz5adihJLDczsfOAUd7/czHKA8e7+BoCZHQN84u5lTV6OVVG4IiIiIiIiNVKi\nr1UcS0gYNAE2xbXPAk6pqKCkxujCj4scdgLeievLBdab2TAz+6mZpZpZezPrGvXnAS3NTK8GFRER\nERERqQSJPmwdC9zr7gUl2v8HHFwxIUkN0gVYYmb7AwXuvraoI7rH+gAdgU+Ar4EJQP1oyNTov9+Y\nmV7FKCIiIiIiUsF2ZdHD2qW0NQe+3c1YpIZx9x5xH1uX0v8F4Q0Jpe37DXB8ibaTS3yeCEzczTBF\nRERERERqpEQrDF4Drov7HDOzesDtwJwKi0pEREREREREkirRCoPrgDfNzIGfAM8DmYT55OdWcGwi\nIiIiIiIikiQpsVhii82b2U8JZeKdCRUKS4Bn3H3TDncU2XPFVq/ekOwYRHZbRkY6upelOtC9LNWF\n7mWpLnQvV38ZGekppbUnvIZBlBh4IvojIiIiIiIiItVQQgkDM7u4jK4YsBlY7u7v7nZUIiIiIiIi\nIpJUiVYYjAfqEN6UUBi11QJ+iLZrm9m7wK/cfXXFhCgiIiIiIiIiVS3RtyScC7wLHEdY9PAn0fY7\nwFlAJyAF+HMFxigiInuwcePG0LPnSbRq1ZR27Q5lwIBzWbZsabExo0bdybHHdqFlywNp06Y5ffv2\nITd3cZIiFhEREZHySLTC4M/AQHeP/395i8zsOiDb3duZ2RDgqQqLUKSSnTZ9YrJDENnrZJ/Yd9v2\nwoXzGTRoMB07diYWizF69Ej69TudBQtyadiwEQCtW7dh1KgxNG/egs2bN/PII+M5//yzefvtd2nc\nuHGyLkNEREREdiDRhEFL4LtS2r+L+gA+ARruekgiIrI3mTJlZrHP48c/SmZmM3JzF9OrV28Azjnn\n/GJj7rjjbp555knef/9f9OjxiyqLVURERETKL9EpCbnAn83swKKGaPteoKjqoA3wWcWEJyIie5uN\nG/MpLCykfv0GpfZv2bKFJ5+cSHp6Pdq371DF0YmIiIhIeSVaYXApMBP4n5l9QXg7QlPgQ+DMaExd\n4K4Ki1BERPYqWVnDaN++A127divW/tprL3PZZb9h06bvaNLkQKZOnanpCCIiIiJ7sIQSBu7+kZm1\nB3oCRljgcBnwurvHojEzd3AIERGpxoYPv4nFixcxe/arpKamFus77rgTmTt3AWvWfMPTT09i8OCB\nvPTSGzRpcmAZRxMRERGRZEq0woAoMfBq9EcEM8sFLgQKgGnu3jnJIYlIEgwffiM5OdPJyZlDy5aH\nbtdft25dWrVqTatWrTnqqG50796Rp5+exJAhw5IQrYiIiIjsTMIJAzNrBPwKaA7Uie9z9zsqKC7Z\nS5hZbaAFsBzoByxJbkQikgxZWUPJyZnOzJkv0aZN23LtU1hYyJYt31dyZCIiIiKyqxJKGJjZ0cAc\n4HsgA/gcOCj6/CmghEHN0x5Y6u4xMzuKKGFgZjcCR7l7v6KBZjYOSHH3q82sPuE1nacChUA2cJu7\nF5hZKnAPcAmwARgDPADUdvetZjYIGAo0A1YDo939kegcBwATgeOj4/4HOMndCyv5exCpsYYNu46p\nU59n0qTJ1K/fgLy8PCBUFKSlpbFhw3oefHAsPXv2pkmTA/nmm6954onH+PLLLzj99LOTHL2IiIiI\nlCXRCoM/Ac8AfwDWAz2AjcCzwOMVG5rsyaKH9vsIVSa1zGwdkAZsMrO7gTOAW82snruvj5IA5wJn\nRYeYBOQBmYSFMl8EVgKPAIOB3kBHwv01tcTpVwGnAR8DJwIvm9k/3H0JMITwlo6MaOzRhMU5RaSS\nZGdPAKBv3z7F2q+//kaGDr2Z1NR9+OCDD5g8+WnWrl1Dw4aN6NSpMy+88DKHH94+GSGLiIiISDkk\nmjDoAPw2+jW5ANjX3T82s2HAZEIyQWoAd88Gss1sPnAVsAaYBXQqWgDTzJYQ3p7xJCG59J27v21m\nTQgJgQbuvgnYaGb3AZcREgbnAuPc/bPoOKOAn8ede05cKG+Z2WvACYTqhh8IVS8t3H05ML+yvgMR\nCVatWr/D/v32249JkyZXUTQiIiIiUlESTRhsidvOI8xdXwbkAwdXVFCyZ4vWsfiY8JaMNGAesG/U\nvdbMRrj7WEISqT8hYXBB9BnCfVMb+NLMig5bi1BhAOFeKtqmxDZm1hu4DWgb7bcf8O+o+0/ACOC1\n6NiPuvuo3bleERERERGRmijRhMESoCvwIeEh8a7o1+IBwL8qNjTZU7n7GqCBmZ0PnOLul5tZDjDe\n3d+IGzoVGGNmzQhTEY6J2lcS1r04wN23lnKKLwnrExQ5pGjDzPYFpgMXAy+4+w9mNpOQvMDdNxCm\nJQwxs8OBN6PpCn/d/SsXERERERGpORJNGGQB6dH2LYRfjh8gJBAGVWBcsnfowo9vRegEvBPf6e6r\nzWweYUHDT9x9WdT+ZTSNYIyZDSdUqBwKNHP3t4ApwB/MbA5hDYP4d67VIVQzrAa2RtUGPYH3Aczs\nNOAD4L+EdTYKoj8iIiIiIiKSgIQSBu7+z7jt1YR56FJzdQGmmNn+QIG7ry1lzGRCYmloifaLgVHA\nUkIS6mNgdNT3GGG6wb8ID/33AydH59hgZlcTkgr7ArMJaycUaQM8SFj0cC3wkLvP262rFBERERER\nqYFSYjEtIC97tqiK4GF3b1EZxz9t+kT9IxBJUPaJfZMdglRjGRnprF69IdlhiOw23ctSXeherv4y\nMtJTSmtPqMLAzP7NDl5R5+4dEoxLZDtm9lPgFOA1oAlhgcOcpAYlIiIiIiJSwyS6hsG0Ep9rAx2B\n44DxFRKRSFjA8HbgeWATMAe4NakRiYiIiIiI1DAVMiXBzG4gvPf+yt0PSaTKxVRiJdWBygWlutC9\nLNWF7mWpLnQvV39lTUmoVUHHnwFcWEHHEhEREREREZEkq6iEwYnAdxV0LBERERERERFJskQXPZxV\noikFOAjoRJhzLiIiIiIiIiLVQKKLHn5T4nMh8B/gZnd/rWJCEqlap017JtkhiOx1sk86fdv2uHFj\nmDNnFsuXL2fffevQpUtXsrJG0K7dYdvGjBp1J7NmzeSLLz6ndu06dOhwJMOG3UK3bt2TEb6IiIiI\nlENCCQN3H1RZgYiIyN5p4cL5DBo0mI4dOxOLxRg9eiT9+p3OggW5NGzYCIDWrdswatQYmjdvwebN\nm3nkkfGcf/7ZvP32uzRu3DjJVyAiIiIipamQtySI7M1Om/aM/hGIJCi+wqCk/Px8MjObMWnSs/Tq\n1bvUMRs2rKd162Y899wMevT4RWWFKXsprcYt1YXuZakudC9Xf2W9JSHRNQw+AUp7uIoBm4HlwOPu\nXoKQkVUAACAASURBVHKtAxERqSE2bsynsLCQ+vUblNq/ZcsWnnxyIunp9WjfvkMVRyciIiIi5ZXo\nWxKygUbAR8DT0Z+PorZZQAEww8zOr8ggRURk75GVNYz27TvQtWu3Yu2vvfYyLVsexCGHZPDII+OZ\nOnWmpiOIiIiI7MESTRi0Aka5ey93vzX60wv4I3CQu58N3AoMq+hAd5WZPWxmw5MdR7KZ2Qlm5smO\nozKZ2UAzW5DsOERqsuHDb2Lx4kU88cRTpKamFus77rgTmTt3AXPmvE6PHr9g8OCB5OV9laRIRURE\nRGRnEn1LwtlA51LaZwC3AAOB6cDNOzuQmeUCFxKqEqa5e2nH3W3u/rvKOO6ezsxiQBt3Xw7g7vMB\nS3JMLYFPgNruvjWZsYhIxRs+/EZycqaTkzOHli0P3a6/bt26tGrVmlatWnPUUd3o3r0jTz89iSFD\n9pgcs4iIiIjESbTC4DvghFLaT4j6AFKBTTs6iJnVBloQ1jzoAixJMI5yMbPUnY8qc98UM6u1s7bK\nsjux783MLNEklojsAbKyhjJ9+lRmzHiRNm3almufwsJCtmz5vpIjExEREZFdlejD2TjgITM7CvgH\nYbHDboTKgjujMb8C/t9OjtMeWOrusehY2xIGZtYZeBzIBF4BCoGP3P0WMxsIXOrux8eN3/ZLuplN\nJCQrWgAnAWeY2QDgs2j/hsBTQPfo2hcCv3P3z6JjzYvaTiZUUhxhZhNKaVsN/Bk4NYovG7jN3QvM\nLDOKvyPwA/BXdz8vOv7PgAcISZLVwHB3nxL1lYz9j2Z2JdDU3QuiMWcBt7t7BzPrFv19tIv2mw5c\n5+5bzOxv0dfzXvT9/BbIA55292bRsdoBf4ni/By4qWixyiiWjUBL4ERgKXCBu/836j82Ondb4EPg\nD+7+97jvcD7QA+gALIr2/RooimudmQH8klD1MBjIBS4h3F/ZwGPAkYR77FXg/9x9XXSOQ6Lzn0BI\nej3r7ldSgpn9CTgG+LW7f1uyX0QqxrBh1zF16vNMmjSZ+vUbkJeXB4SKgrS0NDZsWM+DD46lZ8/e\nNGlyIN988zVPPPEYX375BaeffnaSoxcRERGRsiT0a7m7/xEYBHQiPDDfF23/xt1HRcP+AvQpbX8z\nG2Rm6wgP4MdE20OA0Wa2zsJTZA4wkbCQ4rPAWQle0wXASCAdKDmfvRbh4b4F0JzwoP1giTEXAZdF\n+68oo20SsJWQ1OgE9AQujcbeCbwGNASaERIEmFld4HVgMtAY6E94OD68jNjvJTy09yjRPznaLgCu\nBQ4gPBT/HLgCwN1PjMYc6e5p7v58/AVGFR6zozgbA1cBz0Tff5H+wO3RdSyP4sLMGgFzgPuB/Qn3\nwRwz279EnIOiY9cBro/ai+JqEMW1KPrcHfg4Gj8SSCGsi3EwISFyCDAiOn8q8CLh76El0BR4rsT1\n1TKzxwgJi55KFohUruzsCeTnb6Bv3z4ccUSbbX8eeuh+AFJT9+GDDz5g4MALOfroTgwYcB5r167h\nhRde5vDD2yc5ehEREREpS8Ll3+7+HCUe0Er0lzkdwd2zgWwzm094SF1DeLtCp6ja4MQopvvdPUZ4\n40JugiG+4O4Lo+3N8c/A7v4N4Zd4AMxsJPBmif0nuvt/4sYUazOzJkBvwkPvJmCjmd1HSCg8Qqgq\naAEcHFUuFCUtTgM+jb4DgCVmNh3oBxSdr2TszxIe3F83s3RCRcP10bW8Exfzp2b2CKEyYWw5vqOj\ngTTCApaFwFwzezE614hozAx3z42u+RlCYgDg14SKj6eiz8+a2dWEJNHEqC3b3T+M9p0ClP3C9uAL\nd38g2t5KSFAsjz6vNrM/A7dFn7sREgk3xK2DEJ8Yqk1INO0D9HH3LTs5t4jsplWr1u+wf7/99mPS\npMk7HCMiIiIie55dni9uZg0oUaHg7mt2ML4R4VfkFMLD6jxg36h7rZmNAL4CPo+SBUVWJhhamePN\nbD9CVcSvCL+cA6SbWWpR2X8Z+8e3tSA8lH4Zl4yoFTdmKKHKINfM1gJj3P2JaL/uUVVFkX0IUyTK\nin0y8Hcz+z1hwckl7r4iupa2hIf4o4D9omO9Q/kcDKyMkgVFVhB+rS8Sv3T5d4S/s6J9V1Bcefct\nS7HrNrPGhAqGEwjVFrWAtVH3IcCKHSyamEmYytBNyQIREREREZFdl9CUBDNrYWYvm9lm4BvCPPzV\nwNfRf8vk7mvcvQFwOTAh2n6F8CtwA3cfC3wJNDWzlLhdD4nb3kh4OC6K58BSThUrpa3IEMKc+e7u\nXo8fS+Tjz1fa/iUTGN8DB0RxN3D3eu5+eHSdX7n7YHc/OLrWh6J1DVYCb8XtU1SW//uyzu3uSwkP\n470pPh0BwtSPDwjrN9QjvJki/jp25AvgkBILODYnrGVQnn1blGgr775l/d2UbP9j1NYhurYB/Hht\nK4HmO1gccRlhOsTLJaZYiIiIiIiISAISrTDIBhoAvyE8OO7o4bws8W9F6ETxX8UXEebmX2lmfyGU\nv3cjVCMAvAccbmYdCQ/LIxI8dzph3YJ1UcXDbTsZvx13/9LMXgPGmNlwIB84FGjm7m+Z2TnAomg6\nwlrCd1RAmHc/yswu4scpHR2BfHdftoNTTgauJqxTcGGJa1kP5EeLKf6e4kmbPKAVP5b2x1tMSL4M\nNbMxwHGEKQVdy/EVvAQ8YGYXAFOAvsBh0fXtzGrCIpGtCIslliUd+Jbw99QUuCGuL5eQWBplZrcR\nvtsucVM5cPdnzawO8IaZnVy0WKOIiIiIiIiUX6KvCOwGXOzuk919nru/Ff+nnMfoQpi/vz9Q4O5F\npeZEJeRnE1b1X0f4ZflFwi/6RPPi7wDeAD5i+0UNd2Ys8FNCRcTbhAqHXXExYTG/pYSkwDTgoKiv\nK7DYzPIJ6zP8wd0/cfcNhMURzyckW74CRvPjtIyyPEt4Q8Pc6E0DRa4nVB1sILxR4PkS+40AJkWL\nSZ4b3xF9z6cTKhe+Bh4i/L1+sLMLj9aBOI1QrfENYQrGaSViK2vf7wiLGi6M4jq6jKG3E95I8S1h\ngcUZcccoICQ3MoH/AZ8B55VyrkmEe2WumbXcWWwiIiIiIiJSXEosVv4iATP7NzCwxIJ7lcrMFgMP\nxy0WmOj+TwLL3f2Oio1MqovTpj2zK5UyIjVa9kk7W8tUZNdlZKSzevWGZIchstt0L0t1oXu5+svI\nSC91enuiUxL+APzRzK5w99JK3XebmZ0EOOGX7wsJr8bbpUqAaJ67EV5n+P/Zu/cwr8py8f/vEQ8p\nIAcdKEVABW8PaAJiaaaWbtGS1FDUxG1UZrXF7dYSEynaO9xBmoiiaWyJ8MxJTc3a7p1u5YdgWqZh\n9zfzkHhgUEAdhFT4/P74LGiYQTkNfJiZ9+u65nKt9TzrWfdnrjV4zT338zySJEmSJGkdrW/C4C7K\nJfQZEX+nvAXeKsUCdRsrKM+NbwP8FTg5M1/dwLFeo7xGwrS1dZQkSZIkSf+wvlMSzvqw9mLeuNTU\nlCyxUnNguaCaC99lNRe+y2oufJebv0aZkmBCQJIkSZKklmF9pySsEhEfpbxTwCqZ+beNjkiSJEmS\nJFXcem2rGBHtImJSRCwFXgaer/clSWphrrrqCo455gj22GNX9tlndwYPHsQzz8xdrc+PfvQfHHpo\nX7p3/yg9e3Zl4MABzJkzu0IRS5IkaV2sb4XB5cDHgROB6cBXgF0p755wYeOGJm0ex0+9o9IhSE3O\nxCOOW3U8c+bDDBlyNgce2IdSqcTo0aM4+eQv8Mgjc+jQoSMAe+7Zkx/96Aq6du3GsmXLuP768Zx2\n2hd59NHf06lTp0p9DEmSJH2I9V30cB5wemY+HBFvAX0y89mIOB34Smb+06YKVNpUjp96x7r/EEgC\nVk8Y1FdbW0uPHl2YNOlW+vdfc7+3336LPffswm23Teeznz16U4WpJsrFtdRc+C6rufBdbv4+aNHD\n9ZqSALQHXiyO3wR2Ko5nAYduWGiSpOZkyZJaVqxYQbt27dfY/u677/KLX/yctm13pFevAzZzdJIk\nSVpX65sw+CuwR3H8DHBaRFQBXwQWNWZgkqSmafjwYfTqdQD9+h282vXf/OZXdO/+MXbbrZrrrx/P\nlCl3Oh1BkiRpC7a+CYOfAyv/HPQj4BzgXeDHxbm0VhFRiogeH9D25Yh4pM55bUTssaa+krY8I0Z8\nl9mzZ3HjjZNp1arVam2f+tTh/O//PsK99/43n/3s0Zx99peZP/+1CkUqSZKktVmvhEFmXpmZ44rj\n/wX2Bk4FDgQOb/zw1NgiYk5E9IyIPSLiiUrHszaZ2SYzn6t0HJLWbsSIi5kxYyrTp99D9+67N2hv\n3bo1e+yxJwcddDBjx45n66235qabJlUgUkmSJK2L9a0wWE1m/i0zpxfjDGyckLSpRMQ2QDfgWaAv\nsMUnDCQ1DcOHX8S0aVOYPv0eevbca53uWbFiBe+++/dNHJkkSZI21Ppuq6imrRcwNzNLEXEQdRIG\nEdEH+C+gB3A/sAL4S2ZeGhEdgMnAJyi/MzOBb2TmvOLeB4FHgM9SnrLyW+DLwDhgAJDAKZn5Qp1Y\nPhcR5wM7AhOBYZm5on7AEVECeha7cfwcWAJ0p1zRMhf4Umb+teh7DHA18FHgZmA/YHJmTtjg75ik\ntRo27AKmTLmdSZNuoV279syfPx8oVxS0adOGt99+i2uuGcsxxxxH584f5Y03XufGG3/Gq6++whe+\n8MUKRy9JkqQPslEVBmoaImJIRCym/Iv+IcXxhcDoiFgcEQHMoLxGRUfgVuCkOkNsRfmX+m5AV2Ap\ncE29x5wGnAnsCuxJeeeMicV4zwDfr9f/JOAgoA9wAvCVdfw4pwM/ADpQrpQYVXzGnYGpwHcp796R\nuHOHtFlMnDiB2tq3GThwAPvv33PV17XXjgOgVaut+fOf/8yXv3wGn/xkbwYPPpVFixZy112/Yr/9\nelU4ekmSJH0QKwxagMycCEyMiIeBocBC4G6gd1FtcDjld2FcZpaA6RExp879bwDTVp5HxCjKVQR1\nTazzl/5fAftm5gPF+RTgP+r1H52ZC4GFETGWciJgXSoBpmfmnGLcm4GfFNc/B/ypmCJDRIwDvr0O\n40naSDU1b31o+w477MCkSbdspmgkSZLUWNYpYRARd6+ly46NEIs2gYjoCDwHVAFtgAeB7YrmRREx\nEngNeLlIFqz0Up0xdgCuBI6l/Jd9gLYR0Sozlxfn8+vcu3QN523qhfZSneMXgV3W8SPVXVL9nTrj\n7lJ3zCIRMm8dx5QkSZIk1bOuUxLeWMvX88AvNkWA2jiZuTAz21PeAnNCcXw/MCAz22fmWOBVYNeI\nqKpz6251ji8EAvhEZu7IP3bEqNt/fdUdvyvwykaMBeXP0GXlSfFZunxwd0mSJEnSh1mnCoPMHLKp\nA9EmV3dXhN7A43XaZgHLgXMj4jrg88DBlKsRANpSrhJYXFQs1F+PYEN8JyJmU64Q+Ff+MbVgQ90L\nXBMRJwL3AN+gvPihJEmSJGkDuOhhy9EXeCIidgKWZ+ailQ2Z+S7wReCrwGJgMOVfulfudzYW2B54\nHXiUcoXCxrqLctLiD5R/2f+vjRksM18HTgHGUK562Rf4Hf/4DJIkSZKk9VBVKpXW3kstTvHX/58W\nCyY2ORGxFTAPOCMz6y/QuJrjp97hD4G0niYecVylQ1AzVl3dlgUL3q50GNJG811Wc+G73PxVV7dd\n43Rzd0kQABFxBOWtCF8HzgAOoHEqCTabiOgPzKY8feI7lNdYeLSiQUmSJElSE2XCQCsFcAflNQX+\nCpycma9WNqT1dghwC7AtMBc4MTOXVjYkSZIkSWqaTBgIgMy8Abih0nFsjMwcCYyscBiSJEmS1CyY\nMFCLd8/Jg5yTpWbB+YWSJElqTO6SIEmSJEmSGjBhIEmSJEmSGjBhIEn6QFdddQXHHHMEe+yxK/vs\nszuDBw/imWfmrmp/7733+Pd//x5HHHEI3bt/lF69evKNb3yFefNeqmDUkiRJagyuYaAWb8DUOysd\ngrRFufGIo1Ydz5z5MEOGnM2BB/ahVCoxevQoTj75CzzyyBw6dOjI0qXv8Mc/Psm//du36dXrAN56\n602+//3hnHbaF3nwwVlsvbX/m5EkSWqqqkqlUqVjkCpqwNQ7/SGQ6qibMKivtraWHj26MGnSrfTv\nf9wa+2T+mU9/+mAefHAW++6736YKU82YC3iqufBdVnPhu9z8VVe3rVrTdackSJLW2ZIltaxYsYJ2\n7dp/YJ+3334LgPbtP7iPJEmStnwmDCRJ62z48GH06nUA/fodvMb2d999l+9/fzj9+x/HLrvsupmj\nkyRJUmNycqk2mYj4OTAvMy/diDEuAfbIzK81WmCSNsiIEd9l9uxZ/PKXv6ZVq1YN2t9//32+9a2z\neeutN5k8+bYKRChJkqTGZMJA6y0i5gBnAMuBqZnZZ1M9KzMv21RjS1p3I0ZczIwZ05gx4166d9+9\nQfv777/POed8hWee+RMzZtxHx447VSBKSZIkNSanJGi9RMQ2QDfgWaAv8ERlI5K0qQ0ffhHTpk1h\n+vR76Nlzrwbt7733Hmef/WXmzn2aGTPupXPnzhWIUpIkSY3NCgOtr17A3MwsRcRB1EkYRERv4L+A\nnsB9wGq7D0TE8cAPge7AXOAbmfnHom0YcB6wI/AK8K3M/J+IGAn0yMzBRb9/Bv4DaAOMBb4KfC0z\nHyj67gssA04C/gaclZm/a/xvg9QyDBt2AVOm3M6kSbfQrl175s+fD0Dr1q1p06YN77//Pl/96j/z\nhz88wU033Q5Ureqz4447sv3221cwekmSJG0MKwy0TiJiSEQsBmYChxTHFwKjI2JxRARwJzAZ6AhM\nAQbWub8PcCNwDrATcD1wd0RsV9x7LtAvM9sC/YEX1hDDvsC1lKdDfAxoB9RfVe0LwG1Ae+Bu4JpG\n+QZILdTEiROorX2bgQMHsP/+PVd9XXvtOABeeeVl7r//Xl577VWOPvrw1frcddf0CkcvSZKkjWGF\ngdZJZk4EJkbEw8BQYCHlX8h7F9UGhwPbAGMzswRMjYgL6gxxNnB9Zs4uzicVCxp+EngZ2A7YNyIW\nZOYLHxDGycAvM/MRgIj4HuWqhLoeycz7ivbJwPkb9cGlFq6m5q0Pbe/atdta+0iSJKlpMmGgtYqI\njsBzQBXlqQAPUv4FH2BRMRXgNeDlIlmw0ot1jrsBZ0XE0DrXtgV2ycyHIuJ8YCSwX0T8GrggM1+p\nF8ouwEsrTzLznYh4o16f1+ocvwN8JCK2zsz31/XzSpIkSZKckqB1kJkLM7M95ekEE4rj+4EBmdk+\nM8cCrwK7RkRVnVu71jl+CRhV9F/5tUNm3lo845bMPIxyYqEEjF5DKK8CXVaeRMT2lKc3SJIkSZIa\nmRUGWh91d0XoDTxep20W8D5wXkSMp7yWwMHAb4v2nwEzIuIBYA6wA3Ak8H+UKwd2pbw+wjJgKWtO\nZk0FHo2IQ4HfAT+gXPUgSZIkSWpkVhhoffQFnoiInYDlmbloZUNmvgt8EfgysAg4FZhep/13lNcx\nuKZof7boC+XpDT8CXqc8paATcEn9h2fmnyivn3Ab5WqDt4Ea4O+N9xElSZIkSQBVpVJp7b2kLVBE\ntAEWAz0z8/kNHWfA1Dv9IZDquPGIoyodglq46uq2LFjwdqXDkDaa77KaC9/l5q+6uu0aK7edkqAm\nJSIGAP9DeSrC5cBTrGELRkmSJEnSxnFKgpqaE4BXiq+ewGn1dmaQJEmSJDUCpyRIULLESs2B5YJq\nLnyX1Vz4Lqu58F1u/j5oSoIVBpIkSZIkqQETBpIkSZIkqQETBpIkSZIkqQETBpLUQl111RUcc8wR\n7LHHruyzz+4MHjyIZ56Zu1qfe+65m0GDTmSffXanU6cdmTnz4QpFK0mSpM3NbRXV4p0w9b5KhyBt\nNhOO+PSq45kzH2bIkLM58MA+lEolRo8excknf4FHHplDhw4dAXjnnSX06/cJTj75VM4995xKhS1J\nkqQKMGEgSS3UHXfcudr5+PE30KNHF+bMmU3//scBMGjQ6QC88cYbmz0+SZIkVZZTEiRJACxZUsuK\nFSto1659pUORJEnSFsCEgSQJgOHDh9Gr1wH063dwpUORJEnSFsCEgSomIo6MiHkbOcYZEfGbxopJ\naqlGjPgus2fP4sYbJ9OqVatKhyNJkqQtgGsYaJWImAOcASwHpmZmnwqHtFaZeTNwc6XjkJqyESMu\nZsaMacyYcS/du+9e6XAkSZK0hbDCQABExDZAN+BZoC/wRGUjkrQ5DB9+EdOmTWH69Hvo2XOvSocj\nSZKkLYgVBlqpFzA3M0sRcRB1EgYRcTFwNtAJeAkYnpkzirYvA18DHgW+CiwGvpWZvyrahwAXAV2A\nBcDozLy+/sMj4jvAJzNzYJ1rVwPLM/P84jnfA6qB14FLM/Pmlc/PzMMiogr4CeUqie2AF4EvZebT\njfMtkpqXYcMuYMqU25k06RbatWvP/PnzAWjdujVt2rQBYNGihcybN4+33noTgOeff44dd2xHp06d\n6dy5c8VilyRJ0qZnhUELFxFDImIxMBM4pDi+EBgdEYsjYnfgr8CngXbAD4CbIuJjdYb5BJDAzsAY\n4L+KX94BaoDjgR2BIcCVEbGmqQ43AcdGRPsirq2BU4HJEdEaGAccl5ltgUOBP6xhjGOAw4G9gPbF\n/e4FJ32AiRMnUFv7NgMHDmD//Xuu+rr22nGr+vz617/iqKMO46STPg/ABRcM5aijDmPSpP+qVNiS\nJEnaTKwwaOEycyIwMSIeBoYCC4G7gd6ZWSq6PV/nltsj4rvAwcBdxbUXM/NnABExCbgW6Ay8lpn3\n1rn3oWKBwk9Tb8pDZr4aEf8HnAL8DDgWeD0zHy8SBiuAXhHxt8x8FXh1DR/nPaAtsDcwJzOf2YBv\nidRi1NS8tdY+p512BqeddsZmiEaSJElbGisMWrCI6FhUEbxJ+a/2D1KuFAhgUUScX/T754j4Q9F3\nMeXpCzvXGeq1lQeZ+U5x2Ka497iIeDQiFhb3fq7evXVNAgYXx4OBycWYSyhXC3wDeDUi7o2Ivevf\nnJn/C1wDjAfmR8QNEbHj+n1XJEmSJElgwqBFy8yFmdkeOAeYUBzfDwzIzPaZOTYiulH+i/+5wE5F\nn6eBqg8cuBAR2wHTgMuBzsW9933IvXcCB0REL8rTGFbtfpCZv87MfwI+Bvy5iGlNn2lcZvYF9qM8\nNeE7a4tTkiRJktSQUxIEq++K0Bt4vE5ba6BEecHClYsY9lrHcbelvPjgAuD9iDiO8joDa1yEMDOX\nRcRU4BbKUwr+VjyzM+V1Ev4HWArUUt76cTUR0Y9yEuwJYAmwbE39JEmSJElrZ4WBoEgYRMROlHcl\nWLSyITPnAlcAs4D5wP6UF0hcq8x8GzgPuANYBHyJ8voIH2ZS8YzJda5tRXkhxlcor7FwBPCtNdy7\nI+XKg0WUd0h4g3J1gyRJkiRpPVWVSqW195I2k4joSnnKwUczc+0rsjWCE6be5w+BWowJR3y60iFI\na1Vd3ZYFC96udBjSRvNdVnPhu9z8VVe3XeO0cSsMtMWIiK2AC4DbNleyQJIkSZK0Zq5hoC1CsXXi\nfMpTCY6tcDiSJEmS1OKZMNAWodg6sU0lnn3XyZ+zxErNguWCkiRJakxOSZAkSZIkSQ2YMJAkSZIk\nSQ2YMJAkSZIkSQ24hoFavBOnPlDpEKRGcefJR692ftVVV3DvvXfz7LPPst1229K3bz+GDx/JPvvs\nu6pPqVTixz/+TyZP/jlvvrmYPn0O4kc/uoK9995nc4cvSZKkLYwVBpLUTM2c+TBDhpzNvff+N9Om\n3UOrVltz8slfYNGihav6XH31WK677houu+zH/PrXD7LzztWccsoJ1Na6eKIkSVJLZ4WBJDVTd9xx\n52rn48ffQI8eXZgzZzb9+x9HqVTihhuu5bzz/o0BA04A4Oqrf8q+++7JtGlTOOusr1QibEmSJG0h\nrDCQpBZiyZJaVqxYQbt27QF48cUXqKmZz5FHfnZVn+23355DDjmUxx6bXakwJUmStIUwYSBJLcTw\n4cPo1esA+vU7GICamhoAqqs7rdavuroTNTXzN3t8kiRJ2rKYMNBmFxF/iogjG2GcIyNiXiOEJDV7\nI0Z8l9mzZ3HjjZNp1arVam1VVVWrnZdKpQbXJEmS1PK4hoEaRUTMAc4AlgNTM7PPB/XNzP02W2CS\nGDHiYmbMmMaMGffSvfvuq6536lSuLKipmc+uu3ZZdf311xc0qDqQJElSy2OFgTZaRGwDdAOeBfoC\nT3xAPxNU0mY2fPhFTJs2henT76Fnz71Wa+vWrTudOnXmoYd+u+rasmXLePTRWfTr94nNHaokSZK2\nMP4Cp8bQC5ibmaWIOIg6CYOIeAG4jnL1QUREa8qJha9l5gMRMbK4fznwOeAvwJDMfLLO/dcDZwIf\nA+4EvpmZy+oHERG7AFcDhwO1wJWZOa7xP67UNAwbdgFTptzOpEm30K5de+bPL69L0Lp1a9q0aUNV\nVRVf//q3GDv2cnr02Is99+zBlVeOoXXr1gwceEqFo5ckSVKlmTDQBouIIcCVwLbAVhGxGGgDLI2I\ny4DeRdfTgc8Dr2fm+xFRf6gTij6DgX8F7oyIvTLzvaL9DKA/sAT4JXBp8VU3lq2KtruKsboAD0RE\nZuavG+9TS03HxIkTABg4cMBq17/97Yu56KJLABg69HyWLVvKxRdfyJtvLqZPn4O44447adOm7WaP\nV5IkSVsWEwbaYJk5EZgYEQ8DQ4GFwN1A78wsARTJgXGZ+dKHDPV4Zk4t+v8EuBD4JPBw0X7Nyvsj\nYhTlKoJL643RD6jOzH8vzp+LiJ8BpwEmDNQi1dS8tdY+VVVVXHTRJasSCJIkSdJKJgy0QSKiI/Ac\nUEW5quBBYLuieVFEjMzMscX5hyULVmvPzBXFzge7rKkdeLFe20rdgF2KKoeVWvGPpIMkSZIk8RzY\ndAAAIABJREFUaT2YMNAGycyFQPuIOA34TGaeExEzgPGZ+UC97qW1DLfbyoNiakEX4JU1tQNd67Wt\n9BLwfGb2XNfPIEmSJEn6YCYMtLHq7orQG3h8Q8aIiC9Sns5wHvB34NE67f8SEfcA7wCXALevYYw5\nwFsRMQwYB7wL7ANsn5mPbUBMkiRJktSiua2iNlZf4ImI2AlYnpmLNmCMu4BTgUWUd0P4Yp0FDwFu\nAX5DeQrEc8AP6w+QmcuBAcCBwPPA68AEoN0GxCNJkiRJLZ4VBtoomfnZOqd7rqG9+zpcW5aZgz/k\nMY9l5n+uYZwHKU9fWHn+CuUdEiRJkiRJG8kKA0mSJEmS1IAJA0mSJEmS1EBVqbS2BeylZq+0YMHb\nlY5B2mjV1W3xXVZz4Lus5sJ3Wc2F73LzV13dtmpN160wkCRJkiRJDZgwkCRJkiRJDZgwkKRm6qqr\nruCYY45gjz12ZZ99dmfw4EE888zc1fqUSiXGjLmM/fffi65dO3HiiZ/jz39+pkIRS5IkaUvitopq\n8U6a9kilQ5AaxYyBh612PnPmwwwZcjYHHtiHUqnE6NGjOPnkL/DII3Po0KEjAFdfPZbrrruGceOu\no0ePnlxxxWhOOeUEZs16nDZt2lbiY0iSJGkLYcJAkpqpO+64c7Xz8eNvoEePLsyZM5v+/Y+jVCpx\nww3Xct55/8aAAScAcPXVP2Xfffdk2rQpnHXWVyoRtiRJkrYQTkmQpBZiyZJaVqxYQbt27QF48cUX\nqKmZz5FHfnZVn+23355DDjmUxx6bXakwJUmStIUwYSBJLcTw4cPo1esA+vU7GICamhoAqqs7rdav\nuroTNTXzN3t8kiRJ2rKYMNAmFxEvRMTRlY5DaslGjPgus2fP4sYbJ9OqVavV2qqqVt92t1QqNbgm\nSZKklsc1DNRoImIOcAawHJiamX0qHJIkYMSIi5kxYxozZtxL9+67r7reqVO5sqCmZj677tpl1fXX\nX1/QoOpAkiRJLY8VBmoUEbEN0A14FugLPFHZiCQBDB9+EdOmTWH69Hvo2XOv1dq6detOp06deeih\n3666tmzZMh59dBb9+n1ic4cqSZKkLYwVBmosvYC5mVmKiINomDA4MCJ+QjmpcD9wVmYuA4iIs4Fh\nQEfgEeAbmflK0VYC/gX4N+CjwFjg58BNwH7FWIMz892i//HAD4HuwNxirD9uos8sbdGGDbuAKVNu\nZ9KkW2jXrj3z55fXJWjdujVt2rShqqqKr3/9W4wdezk9euzFnnv24Morx9C6dWsGDjylwtFLkiSp\n0kwYaKNExBDgSmBbYKuIWAy0AZZGxGVA76LrIOBYYBkwE/gy8NOI+Czwn8AxwJ+Ay4HbgMPrPOZY\nylULu1FORBxKeerDG8As4HRgUkT0AW4EBgC/AwYDd0dEZObfN8Xnl7ZkEydOAGDgwAGrXf/2ty/m\noosuAWDo0PNZtmwpF198IW++uZg+fQ7ijjvupE2btps9XkmSJG1ZTBhoo2TmRGBiRDwMDAUWAncD\nvTOzBBARAOPqVA38EjiwGOIM4MbMfKJo+y6wKCK6Z+YLRZ/RmfkW8KeIeBr4TWY+V/T/FeWkxCTg\nbOD6zFy5H9ykiLgE+CTw0Kb6Hkhbqpqat9bap6qqiosuumRVAkGSJElayYSBNlhEdASeA6ooVxU8\nCGxXNC+KiJGZObY4f63Ore8AuxTHu1Bn+kJm1kbEG8CuwAvF5br7uy1dw/lHi+NuwFkRMbRO+7Z1\nniVJkiRJWkcmDLTBMnMh0D4iTgM+k5nnRMQMYHxmPrCOw7xC+Rd9ACKiNbAT8PIGhPQSMCozR23A\nvZIkSZKkOkwYqDHU3RWhN/D4etx7C3BbRNwCPANcBsyuMx1hffwMmBERDwBzgB2AI4H/y8y3N2A8\nSZIkSWqx3FZRjaEv8ERE7AQsz8xF63pjZv4PMAKYBrwK7AmctiFBZObvKK9jcA2wiPIWj1/ekLEk\nSZIkqaWrKpVKlY5BqqiTpj3iD4GahRkDD2PBAotp1PRVV7f1XVaz4Lus5sJ3ufmrrm5btabrVhhI\nkiRJkqQGTBhIkiRJkqQGXPRQLZ5l3JIkSZLUkBUGkiRJkiSpARMGkiRJkiSpARMGkiRJkiSpARMG\nktRMXXXVFRxzzBHssceu7LPP7gwePIhnnpm7Wp9SqcSYMZex//570bVrJ0488XP8+c/PVChiSZIk\nbUlc9FAt3sBpv6t0CFKjmDbwoNXOZ858mCFDzubAA/tQKpUYPXoUJ5/8BR55ZA4dOnQE4Oqrx3Ld\nddcwbtx19OjRkyuuGM0pp5zArFmP06ZN20p8DEmSJG0hTBhIUjN1xx13rnY+fvwN9OjRhTlzZtO/\n/3GUSiVuuOFazjvv3xgw4AQArr76p+y7755MmzaFs876SiXCliRJ0hbCKQmS1EIsWVLLihUraNeu\nPQAvvvgCNTXzOfLIz67qs/3223PIIYfy2GOzKxWmJEmSthAmDCSphRg+fBi9eh1Av34HA1BTUwNA\ndXWn1fpVV3eipmb+Zo9PkiRJWxYTBqq4iHghIo6udBxSczZixHeZPXsWN944mVatWq3WVlVVtdp5\nqVRqcE2SJEktj2sYaLOJiDnAGcByYGpm9qlwSFKLMGLExcyYMY0ZM+6le/fdV13v1KlcWVBTM59d\nd+2y6vrrry9oUHUgSZKklscKA20WEbEN0A14FugLPFHZiKSWYfjwi5g2bQrTp99Dz557rdbWrVt3\nOnXqzEMP/XbVtWXLlvHoo7Po1+8TmztUSZIkbWGsMNDm0guYm5mliDiID0gYRMR2wGhgUHHpDmBY\nZv49Ip4BvpOZ9xR9twZeA47JzCci4pPAT4B9gReBf83MBzflh5K2ZMOGXcCUKbczadIttGvXnvnz\ny+sStG7dmjZt2lBVVcXXv/4txo69nB499mLPPXtw5ZVjaN26NQMHnlLh6CVJklRpJgy0SUXEEOBK\nYFtgq4hYDLQBlkbEZUDvercMBz4JHAiUgLuAS4ERwK3A6cA9Rd/+wOtFsmBX4F7gTOB+4ChgWkTs\nnZkLNuFHlLZYEydOAGDgwAGrXf/2ty/moosuAWDo0PNZtmwpF198IW++uZg+fQ7ijjvupE2btps9\nXkmSJG1ZTBhok8rMicDEiHgYGAosBO4GemdmCSAi6t5yBjA0M2uKth8A11NOGNwC/D4idsjMd4Av\nFdcABgP3ZeZ9xfl/R8TvgM8BkzbhR5S2WDU1b621T1VVFRdddMmqBIIkSZK0kgkDbTIR0RF4Dqii\nXFXwILBd0bwoIkZm5th6t+1CeTrBSi8W18jMZ4tpCQMi4pfAF/hHhUI34JSIqPun1G2A3yJJkiRJ\nWm8mDLTJZOZCoH1EnAZ8JjPPiYgZwPjMfOADbnuF8i//fyrOuxbXVlo5LWErymsiPFtcfwmYnJln\nN/bnkCRJkqSWyISBNoe6uyL0Bh7/kL63ApdGxGOU1zD4HnBTnfbbgFFAR/4xHYGiz2MR0R94gHJ1\nwSeBZzNzXmN8CEmSJElqSdxWUZtDX+CJiNgJWJ6Ziz6k7w+B3wF/BJ6inGj44crGzHwVmAUcCtxe\n5/pLwAnAJcACyhUH38F3XJIkSZI2SFWpVKp0DFJFDZz2O38I1CxMG3gQCxa8XekwpI1WXd3Wd1nN\ngu+ymgvf5eavurpt1Zqu+9dXSZIkSZLUgAkDSZIkSZLUgIseqsWzjFuSJEmSGrLCQJIkSZIkNWDC\nQJIkSZIkNWDCQJIkSZIkNWDCQJKaoFmzZnLmmadywAFBp047ctttN6/WXlNTw9Ch32D//feiW7fO\nnHrqSTz33LMVilaSJElNkYseqsUbNG1upUOQ1mr84butdr5kSS17770vgwadzrnnnrNaW6lU4qyz\nTmerrbZi0qRb2HHHdlx33TWcfPIJPPzwHFq3br05Q5ckSVITZYWBJDVBRx/dn+HDv8+AASdSVbX6\nP+XPPfcsjz/+GKNH/4Q+fQ6iR4+e/PjHV7Js2VJmzJhaoYglSZLU1JgwkKRm5u9/fxeAj3zkI6uu\nbbXVVmy77XbMnj2rUmFJkiSpiTFhIEnNTM+ee7Hbbl0ZNeoHLFq0kHfffZdx467klVdeZv781yod\nniRJkpoIEwZaJxFxZETM20RjPxgRX9sUY0st0TbbbMONN07mhReeJ6I73bp1ZubM/+Ooo/6JVq1a\nVTo8SZIkNREuethMRMQc4AxgOTA1M/sU118AvpaZD1QuOkmb28c/3pvf/nYmb731Ju+++x4777wz\nxx77GT7+8d6VDk2SJElNhBUGzUBEbAN0A54F+gJPVDYiSVuKHXdsx84778xzzz3LH/7we4499vOV\nDkmSJElNhBUGzUMvYG5mliLiIIqEQURMBroCv4yI5cC/Z+aYiPgk8BNgX+BF4F8z88Hino7AFUB/\nYHvgocw8ceWDIuJCYBjlSoZLMnNicf3nwBKgO3A4MBf4Umb+tWg/FLgK2Av4f8Uz/7/6HyQitgIu\nAc4unn8/MDQz3yza/xn4D6ANMBb4KvA14GngOWC3zHyj6Nu3uH+XzHxvA7+30haptraW559/DoBS\naQXz5r3EH/7wB0qlbenSZTfuvnsGHTvuRJcuu/HMM3O59NJhHHfc8XzmM0dVOHJJkiQ1FVYYNGER\nMSQiFgMzgUOK4wuB0cXx94C/AQMys02RLNgVuBf4IdAR+DYwLSKqi2EnAzsA+wGdgCvrPPKjQDtg\nV8q/qI+PiA512k8HfgB0oFztMKqIs2PxzHHATpSTFfdGxE5r+FhfLr4+A+xBOTFwTTHOvsC1lKde\nfKxOLGTma8CDwKA6Yw0GbjNZoOboySd/z1FHHcZRRx3G0qVLGTPmMnr37s3o0aMAmD//Nc499xw+\n9amDGD78Ik455VSuv/7GCkctSZKkpsQKgyas+Ov+xIh4GBgKLATuBnpnZgkgIurfNhi4LzPvK87/\nOyJ+B3wuIn4DHAfslJmLivaH6tz7HuUqhfeB+yKiFgjg0aJ9embOKZ57M+XEAMDngb9k5uTi/NaI\nOA8YAPy8XnxnAD/JzOeKcb4LPB0RQ4CTgV9m5iNF2/eA8+rcO6k4vy4iWlFOYHzhA7+BUhP2qU99\nmpqat1a7Vl3dlgUL3gbg7LO/ydlnf7MSoUmSJKmZMGHQRBV/tX8OqKL8V/gHge2K5kURMTIzx67h\n1m7AKRExoM61bYDfArsBC+skC+p7o0gWrPRO8eyVXvuAtl0oT32o60WK6oB66vd9kfJ72rloe2ll\nQ2a+ExFv1Ol7F/DTiNiD8tSHN1cmMCRJkiRJ68eEQROVmQuB9hFxGvCZzDwnImYA4+vtiFCqd+tL\nwOTMPLv+mBHxMaBjRLTPzMWNGO4rlBMVdXWlvL7A2vp2Bd4H5gOvUq5oWBnv9pSnOACQmcsi4g7K\nVQp7U55eIUmSJEnaACYMmr66uyL0Bh6v1z6f8loAK90EPBYR/YEHKFcXfBJ4NjPnRcSvgGsj4l+A\nWuCQzPy/jYzxPuDqiPgScAcwkPKCi/esoe+twLAijgXAZcDtmfl+REwFHi0WUPwd5fUSqurd/4vi\nqxMwfCPjliRJkqQWy0UPm76+wBPFAoLL1zCd4D+BSyNicUR8OzNfAk6gvBPBAsoVB9/hH+/CmZTX\nKvgzUAOcv7EBFrsWHE95QcY3gIuA4zPz9TV0v5FyZcD/Ac8Dyyivz0Bm/qk4vo1ytcHbRYx/r/Os\nmcAK4InMfGFjY5ckSZKklqqqVKpfsS41DRHRBlgM9MzM5+tc/1/glsycsC7jDJo21x8CbfHGH77b\nWvvUXfRQasp8l9Vc+C6rufBdbv6qq9vWr9wGnJKgJqZYrPF/KE9FuBx4CnihTns/oA/lKgpJkiRJ\n0gZySoKamhMoL4z4CtATOK3OFpKTKK/LcH5mmgKVJEmSpI3glAQJSpZYqTmwXFDNhe+ymgvfZTUX\nvsvN3wdNSbDCQJIkSZIkNWDCQJIkSZIkNWDCQJIkSZIkNeAuCWrxhkz/W6VDUAs35tMdVjufNWsm\n1147jief/AOvvfYq48Zdx2mnnbGqvba2llGjRnLfffewaNFCdt21C2ed9RVGjPju5g5dkiRJzZgJ\nA0nawixZUsvee+/LoEGnc+655zRo//73L+Ghhx5k/Pgb6Nq1G7NmzeTCC8+je/cuHHvsiRWIWJIk\nSc2RCQNJ2sIcfXR/jj66PwBDh36zQftjj83mlFNO5bDDDgega9du3HLLZGbPnm3CQJIkSY3GNQwk\nqYk5+OBD+M1v7ufll+cBMGfObJ5++imOPfbYCkcmSZKk5sQKA0lqYi67bAzf+c759O69L1tvvXVx\n7cccf/zx7pEsSZKkRmPCQE1aRHQF5gLtMnN5peORNocJE65nzpxHmTz5drp02Y1HH53JyJGXsv/+\ne9O376cqHZ4kSZKaCRMG2mgRMQc4A1gOTM3MPpvr2Zn5N6DN5nqeVGlLly5l1KiRTJjwC/r3Pw6A\n/fbrxdNPP8Xll1/OrbeaMJAkSVLjcA0DbZSI2AboBjwL9AWeqGxEUvP2/vvv8d5779Gq1er/fG+1\nVStWrFhRoagkSZLUHFlhoI3VC5ibmaWIOIg6CYOIeAEYD5wJ7AncBlwC/Bw4DJgNnJKZiyLiSOCm\nzOxS7/6vZeYDEXEwcC2wF7AUuDkzL4iI7sDzwDaZ+X5EdASuAPoD2wMPZabLxqtJqa2t5fnnnwOg\nVFrBvHkv8dRTf6RDhw506bIbhx56GD/84Uhat25Dly67MWvWTKZMuZUxY8ZUNG5JkiQ1LyYMtEEi\nYghwJbAtsFVELKY8NWBpRFwG9C66DgT+ifK79vvi+lcprzvwK+A84Afr8MirgKsyc3JEtKGcqFiT\nyUAtsF/x30PX/9NJlfXkk7/npJM+v+p8zJjLGDPmMk499UtcffVPuf76iYwaNZJvfvNrLF68iC5d\ndmPYsEs599xzef312gpGLkmSpObEhIE2SGZOBCZGxMPAUGAhcDfQOzNLABEBcHVmzi/OHwZqMvP3\nxfkM4Kh1fOR7QI+I2DkzXwcerd8hIj4GHAfslJmLissPbeBHlCrmU5/6NDU1b31ge+fOnRk37roG\n16uqqjZlWJIkSWphXMNA6y0iOkbE4oh4k/Jf8B8EEghgUUScX6f7/DrHS9dwvq4LFn6V8nSEP0fE\nYxFx/Br67AYsrJMskCRJkiRtIBMGWm+ZuTAz2wPnABOK4/uBAZnZPjPHbsCwS4AdVp5ERCugus4z\n/5KZpwOdgNHA1IhoXW+Ml4COEdF+A54vSZIkSarDhIE2Rt1dEXoDj2/EWP8P+EhEfL7YeeFSYLuV\njRExOCKqM3MFsLi4vLzuAJn5KuV1Ea6NiA4RsU1EHL4RMUmSJElSi2XCQBujL/BEROwELN+YqQCZ\n+SbwLWAC8DLlioN5dbocC/wpImopL4B4WmYuW8NQZ1Je7+DPQA1w/hr6SJIkSZLWoqpUKlU6Bqmi\nhkz/mz8Eqqgxn+7QKONUV7dlwYK3G2UsqZJ8l9Vc+C6rufBdbv6qq9uucfVsKwwkSZIkSVIDJgwk\nSZIkSVIDW1c6AKnSJn6xqyVWkiRJklSPFQaSJEmSJKkBEwaSJEmSJKkBEwaStIWZNWsmZ555Kgcc\nEHTqtCO33Xbzau21tbV897vf5uMf35uuXTtxyCF9+OlPr6lQtJIkSWquXMNALd7IGa9UOgS1cP9y\nWNvVzpcsqWXvvfdl0KDTOffccxr0//73L+Ghhx5k/Pgb6Nq1G7NmzeTCC8+je/cuHHvsiZsrbEmS\nJDVzJgwkaQtz9NH9Ofro/gAMHfrNBu2PPTabU045lcMOOxyArl27ccstk5k9e7YJA0mSJDUapyRI\nUhNz8MGH8Jvf3M/LL88DYM6c2Tz99FMce+yxFY5MkiRJzYkVBpLUxFx22Ri+853z6d17X7beeuvi\n2o85/vjj3SJUkiRJjcaEgTZaRARwG9ADGA7sC7ycmf+xmeMoAT0z89nN+Vxpc5sw4XrmzHmUyZNv\np0uX3Xj00ZmMHHkp+++/N337fqrS4UmSJKmZMGGgdRYRc4AzgOXA1MzsUzRdBDyYmb03YMyfA/My\n89JGC1RqxpYuXcqoUSOZMOEX9O9/HAD77deLp59+issvv5xbbzVhIEmSpMbhGgZaJxGxDdANeBbo\nCzxRp7kb8KdKxCW1NO+//x7vvfcerVqt/s/3Vlu1YsWKFRWKSpIkSc2RFQZaV72AuZlZioiDKBIG\nEfG/wBHAYRExFugDXEJRNRARRwI3AVcCwyhXJ1ySmRMj4uuUKxZKEXE+8NvMHBARuwBXA4cDtcCV\nmTmueF6rYpyvAp2A/wecmJkvFXEeHRG/AnYGbgHOzczSJv3OSI2straW559/DoBSaQXz5r3EU0/9\nkQ4dOtCly24ceuhh/PCHI2ndug1duuzGrFkzmTLlVsaMGVPRuCVJktS8mDDQh4qIIZR/2d8W2Coi\nFgNtgKURcRnQG5gI3JSZE4p76g/zUaAdsCvwT8DUiLgzM2+IiEOpMyUhIrYCfgncBZwOdAEeiIjM\nzF8DFxTXP0c5WXAA8E6dZx0P9AN2BB4vxrq/8b4j0qb35JO/56STPr/qfMyYyxgz5jJOPfVLXH31\nT7n++omMGjWSb37zayxevIguXXZj2LBLOffcc3n99doKRi5JkqTmxISBPlRmTgQmRsTDwFBgIXA3\n0HvlX+7XkCCo7z3g3zPzfeC+iKgFAnh0DX37AdWZ+e/F+XMR8TPgNODXwNeAizIzi/Yn693/o8xc\nDCyOiN8CB2LCQE3Mpz71aWpq3vrA9s6dOzNu3HUNrldVVW3KsCRJktTCmDDQB4qIjsBzQBXlqoIH\nge2K5kURMTIzx67DUG8UyYKV3inGW5NuwC5FJcNKrYCHi+PdgL9+yLNeW8fnSJIkSZI+hAkDfaDM\nXAi0j4jTgM9k5jkRMQMYn5kPNNJj6q8v8BLwfGb2/ID+LwF7Ak830vMlSZIkSWtgwkDrou6uCL0p\nrw3QWOYDe9Q5nwO8FRHDgHHAu8A+wPaZ+RgwAfiPiJhLeceG/YGXM/ONRoxJkiRJklo8t1XUuugL\nPBEROwHLM3NRI479X8C+EbG4WAhxOTCA8toDzwOvU04StCv6/wS4A/gN8FZx//aNGI8kSZIkCagq\nldxxTi3byBmv+EOgivqXw9o2yjjV1W1ZsODtRhlLqiTfZTUXvstqLnyXm7/q6rZrXD3bCgNJkiRJ\nktSACQNJkiRJktSAix6qxRt50i6WWEmSJElSPVYYSJIkSZKkBkwYSJIkSZKkBkwYSJIkSZKkBkwY\nSNJmNGvWTM4881QOOCDo1GlHbrvt5tXaO3XacY1fw4ZdUKGIJUmS1FK56KFavPEz5lc6BDVjgw7b\nYbXzJUtq2XvvfRk06HTOPfecBv2feuovq50/+eQTDB58Kiec8MVNGqckSZJUnwkDSdqMjj66P0cf\n3R+AoUO/2aC9c+fOq53ff/997LlnDw499LDNEp8kSZK0klMSJGkLVVtby4wZ0xg8+MuVDkWSJEkt\nkAkDSdpCTZ8+hXff/TunnvqlSociSZKkFsiEgSRtoW666eccd9zx7LzzzpUORZIkSS2QaxioUUTE\nHOAMYDkwNTP7VDgkqUl76qk/8oc//J5LLvl+pUORJElSC2WFgTZaRGwDdAOeBfoCT1Q2Iqnpmzx5\nIl27duOIIz5T6VAkSZLUQllhoMbQC5ibmaWIOIg6CYOIeAEYD5wJ7AncBlwC/Bw4DJgNnJKZi4r+\nU4BPA9sDTwLfzMw/FW07FfcdASTwa+DIzDysaL8K+CLQDvgLcH5mPrzpPra0/mpra3n++ecAKJVW\nMG/eSzz11B/p0KEDXbrsBsA777zDtGlTOPfcf6WqqqqS4UqSJKkFs8JAGywihkTEYmAmcEhxfCEw\nOiIWR8TuRdeBwD8BewEDgF9RThrsTPkdPK/OsL8CegKdKCcebq7TNh5YAnwUOKv4qusx4ECgI3AL\nMCUiPtI4n1ZqHE8++XuOOuowjjrqMJYuXcqYMZdx1FGHMXr0qFV97rprOu+8s4TTTx9cwUglSZLU\n0lWVSqVKx6AmLiIeBoYCC4G7gd6ZWSraXgCGZ+bNxfk0oCYzv1mcDwWOyswT1zBue2AR0B6oBZYB\nvTIzi/YfUqfCYA33Lyran/yw+MfPmO8PgTaZQYftsNmeVV3dlgUL3t5sz5M2Fd9lNRe+y2oufJeb\nv+rqtmssa3VKgjZIRHQEngOqgDbAg8B2RfOiiBiZmWOL8/l1bl26hvM2xZitgFHAKUA1sKLoszPl\nKQpbAy/VubfuMRFxIfA1YBegBOxY3CtJkiRJWk9OSdAGycyFmdkeOAeYUBzfDwzIzPZ1kgXr40vA\nCcDRlNch6F5crwIWAO8DXer0323lQUR8GhgGDAI6FPG8WdwrSZIkSVpPJgy0seruitAbeHwjxmoL\n/B14A9gBuGxlQ2YuB6YDIyNih4jYG/jneve+TzmxsHVEfI9yhYEkSZIkaQOYMNDG6gs8UexgsHzl\nbgcb6BfAi8DLwFzg0Xrt51KuPHgNmAzcSjnBAOUdE34F/L9ijGXUm7IgSZIkSVp3LnqoJisiRgMf\nzcz6uyWsFxc91KbkoofS+vNdVnPhu6zmwne5+XPRQzV5xTSEbYGngH7AVykvcihJkiRJamQmDNSU\ntKU8DWEXoAa4ArirohFJkiRJUjNlwkBNRmY+BvRo7HH/5aTOllhJkiRJUj0ueihJkiRJkhowYSBJ\nkiRJkhowYSBJkiRJkhowYSBJm9GsWTM588xTOeCAoFOnHbnttptXa+/Uacc1fg0bdkGFIpYkSVJL\n5aKHavFunrag0iGoGTvm8I+sdr5kSS17770vgwadzrnnntOg/1NP/WW18yeffILBg0/lhBO+uEnj\nlCRJkv5/9u40TIvyTPj+HxfQKArI4gKicTmJW0R9ExcUk0ZxwTiYUUAg6ow+yrxN4ujFPs8gAAAg\nAElEQVTzThKTmSEaNZCYuESTjEZ0XGJUcMlMgktmzBiG6POItiQmp7JowJVEjDagJtDvhyqcm+6m\nhaa7b+j+/46jj66qa6mz7q7+UOd9XVc1ZsJAkjrQiBEjGTFiJACTJ09qUj5gwIC19mfN+il77bU3\nRx45rEPikyRJktZwSoIkbaLq6+u5774ZTJhwdrVDkSRJUhdkwkCSNlEzZ97D+++/x5gxZ1Y7FEmS\nJHVBJgwkaRN1++23cOKJo+jbt2+1Q5EkSVIX5BoGWm8R8SQwHlgF3JuZh1Q5JKnTmjfvWZ555mku\nueSfqx2KJEmSuihHGGi9RMTWwGBgPnAoMLe6EUmd2223TWf33QczfPinqh2KJEmSuihHGGh9HQA8\nl5kNEXEYFQmDiHgRuB6YCOwF3AVcAtwCDAOeAE7PzGVl/c8AVwK7Ac8AkzLztxV9fRf4HEWCYhZw\nVma+W5aPAr4O7AE8B1yQmc9GxP8HHJ6Zn62I6zpgVWZe2NYfhtRa9fX1LFq0EICGhtUsWbKYefOe\npXfv3gwcOAiAFStWMGPGPdTWfoFu3bpVM1xJkiR1YY4wUIsi4pyIeAuYDRxRbl8MTI2ItyJiz7Lq\nZ4HjgH2BU4CfUSQN+lLcZ58v+9sX+BFwIdAP+Cnwk4joXnHaM4ATgD2Bg4Czy7aHADcD5wM7AT8A\nHoyIHsDtwAkR0ausuxUwBritjT8SaaPU1T1NTc0wamqGsXLlSqZNu4KammFMnXr5B3UeeGAmK1Ys\nZ9y4CVWMVJIkSV2dCQO1KDOnZ2Yv4CngcIoH+F8DO2Rmr8xcVFa9LjNfz8yXgceBJzLz6cx8D7gP\nGFrWGwP8e2Y+kpl/Br4FbAscWXHaazPzlcx8E/gJcHB5/DzgB5n5RGauysxbgfcoRha8CvwXcHpZ\n9wTgD5n5VFt/JtLGOOqoo3njjbeb/Fx33fc/qDNu3ARefXUZO++8SxUjlSRJUlfnlAStU0T0ARYC\n3YDtgceAHmXxsoiYkplXl/uvVzRd2cz+9uX2rsBLawoyc3VELKaYnrDGaxXbK8o2UExROCsiJleU\nd68ovxWYBNwITMDRBZIkSZLUaiYMtE7lN/y9ImIs8KnMPD8i7gOuz8xHW9ntK8CBa3YiohswCHh5\nPdouBi7PzMvXUX4/8L2IOAAYBfxDK2OUJEmSpC7PhIHWR+VbEYZSTE9orbuBL0VEDcUUgi9QTCv4\n7/VoeyNwX0Q8CjwJfAQ4FvivzHwnM9+NiHuBO4EnM/P3GxGnJEmSJHVprmGg9XEoMDcidqJ468Cy\n1naUmUkxXeA64A8UCySekpnvr0fb/0uxjsF3gWUUr3g8u1G1WylGMDgdQZIkSZI2QreGhoZqxyC1\nmYjYHfgdsHNmvr0+be6YsdR/ArWb44/ZpsPO1a9fT5YufafDzie1F+9ldRbey+osvJc7v379ejb7\nLm9HGKjTiIgtgIuAu9Y3WSBJkiRJap5rGKhTiIjtKN7M8BLFKxUlSZIkSRvBhIE6hcxczv+8unGD\njP9sP4dYSZIkSVIjTkmQJEmSJElNmDCQJEmSJElNmDCQJEmSJElNuIaBurwH7/lDtUNQJ3bEsT3W\n2p8zZzY33HAtdXXP8Nprr3Lttd9j7NjxH5T3779Ds/2cc865TJ367XaNVZIkSapkwkCSOtDy5fUM\nGbIfZ5wxjtra85uUz5v3wlr7dXVzmTBhDKeeelpHhShJkiQBJgwkqUONGDGSESNGAjB58qQm5QMG\nDFhrf9asn7LXXntz5JHDOiQ+SZIkaQ3XMJCkTVR9fT333TeDCRPOrnYokiRJ6oJMGEjSJmrmzHt4\n//33GDPmzGqHIkmSpC7IhIE2WRFxS0R8vdpxSNVy++23cOKJo+jbt2+1Q5EkSVIXtNkmDCLiyYjY\nJyI+GhFzq3B+H2Y3URFxbEQsqXYc0saYN+9ZnnnmaSZMOKvaoUiSJKmL2iwTBhGxNTAYmA8cCmxw\nwiAiNssFH5uLe3O9lpZExJbVjkGqpttum87uuw9m+PBPVTsUSZIkdVGb64PmAcBzmdkQEYdRkTCI\niEHANcDRFAmRH2VmbUScDZwHPAmcBfwgIs4HhmfmvLJtf+AlYHdgf+B24AbgIqAe+Epm3hER/wsY\nDzRExIXAf2bmKRHxMeB7wMHAy8CXM/PBsu9tga8Dfw30AuYBxwGfBG7PzIEV1/AicG5mPhoRU8rr\nfRf4DHBRRAxs5tjNwD+U19gL+DlwQWa+GRF7AIuAs4HLgI8A38nMy8vzbQl8EfhboD/wPPBXwJeA\ndzPz4orYfgL8PDOvLuO8HpgI7AXcBVwC3AIMA54ATs/MZWXbe8q/y7ZAHTApM39Tlt0CrKRIBA0H\nTq38g0dET+DB8nP7AtAduBw4A+gB3Af8ffk3/xnQIyLqy+b7ZuYrSJuA+vp6Fi1aCEBDw2qWLFnM\nvHnP0rt3bwYOHATAihUrmDHjHmprv0C3bt2qGa4kSZK6sM1qhEFEnBMRbwGzgSPK7YuBqRHxVkTs\nBfwbxUP/HsBuFA+xa3wSWEjxUHxpWTahonwc8GhmLi33dwb6lv2cBfxLRERm/gtwBzAtM7cvkwVb\nAz8BHi77nwzcERFR9vUtitEQRwJ9KB7uV6/npZ8K3EuRCLhjHcc+T/GQPxzYFVhG8TBfaRgQQA3w\nT2WCA4qEyDjgJGAH4G+AFcCtwLiI2AIgIvqWbX9U0ednKRIf+wKnUDysX1J+bluUca3xM2Cf8vOZ\nW3Eta5xJkQToCfxyzcGI2IkiATI7Mz+fmQ3A1PKcBwN7U/yN/ikzlwMnAq+Uf5vtTRZoU1JX9zQ1\nNcOoqRnGypUrmTbtCmpqhjF16uUf1HnggZmsWLGcceMmtNCTJEmS1L42qxEGmTkdmB4Rj1M8kL9J\n8a3z0HK0wREUD8v/X2b+pWz2y4ouXsnM68rtv0TErcC9EfHlzFxN8U35tEan/cfMfA/4RUT8O8U3\n2pc1E97hwPbAN8q+/iMi/o3igftSiofwwzPz5bL+fwP8Tz6hRXMy8/5ye2XZpvGx84HazFxS9jsF\n+H1ETKzo52uZuRKoi4g64OPAb4FzgX/IzCzr1ZW//xgRf6JIEjwCjAUey8zXK/q8bs1++Xd5IzOf\nLvfvK9sCkJk3r9ku41sWETtm5p/Kww9k5uxy+93yOncFfgHcmpnfLNt2oxhJcVBmvlkeuwK4E/jy\nh3+cUvUcddTRvPHG2y3WGTdugskCSZIkVd1mkzCIiD4UowO6UTyYP0YxFB2KB88pwCvASxXJgsYW\nV+5k5hMRsRwYHhGvUnxT/WBFlWXlN9ZrvETxANucXYHFZbKgsv5uFN+2bwMsaOkaW7B4PY4NBu6L\niMrzrwIGVOy/VrG9guJzBBjUQmy3UozCeKT8fU2j8srkwcpm9reHD6Y9XA6cDvTjf0ZX9AXWJAya\nu86TKaaDfL/iWD+KaRVPVSRcugGueyBJkiRJbWSzSRiU3yT3ioixwKcy8/zyG+zrM/NRgHKEwe4R\nsdU6kgYNzRxb80D8GnBvZr5bUdY7IrarSBrsDvx6HX29AgyKiC0qkga7U6wH8AeK9Qb24n++vV9j\nOcXDL+U1bEnxQPxhcTc+thj4m4pv6D9QrmHQksVlbL9upux24NcR8XHgY8D9zdRZH2dSTKMYAbwI\n7EgxbaJygnZz13kj0Bv4aUScUP4t/kCRjNi/YsRGpeb6kSRJkiRtgM1qDYNS5VsRhgJPVZQ9CbwK\nfCMitouIbSLiqA/p7zZgNEXS4F+bKf9aRHSPiKOBUcA95fHXgY9W1HuC4uH/HyJi64g4lmJO/11l\nAuFm4NsRsWtEbBkRR0RED4qEwjYRcXK5DsJX+Z+RExvi+8DlETEYICL6RcSpH9JmjZuAy8rXVHaL\niIPKdQMopzj8H4rPaUY5paE1egLvAX+kSJBcsQFta4EE/i0iti0/zxuB75QLVRIRu0XEyLL+68BO\nEbFjK2OVJEmSpC5vs00YlA+0q9aswA+QmasoHtL3Bn4PLAHGtNRZ+UA8l+Jb6ccbFb9G8S34KxQL\n9F2Qmb8ry34I7Fcutnh/Zr5P8caCEym+Ab8B+FxF/f9NscL//6FYe2EqsEU5f//vKB7aX6ZIOizZ\noE+kcA3FdIqHI+Id4FcUizyuj28Dd1Ms2Ph2eW3bVpTfChxIkTRorX+lmKLxMvBcGd96KRc5/F8U\nIyEeiIhtKN7qMB/4VUS8DTxKsaAj5Wf+I2Bh+fdZ1zQSSZIkSdI6dGtocPR2+UrCVzLzqxXHjqXR\n6w67qog4hmJqwh6N1mjoFB685w/+E6jdHHFsawYMtU6/fj1ZuvSdDjuf1F68l9VZeC+rs/Be7vz6\n9evZ7Lu8N5s1DNpLOb//NIrpDWqknCbxBeCmzpgskCRJkiQ1b3OcktBmIuIyioX+vpmZi6odz6Ym\nIj4GvAXsAlxd5XAkSZIkSR3IKQkSNDjESp2BwwXVWXgvq7PwXlZn4b3c+a1rSkKXHmEgSZIkSZKa\nZ8JAkiRJkiQ1YcJAkjrQnDmzmThxDAcdFPTvvwN33XXHWuX9++/Q7M8Xv3hRlSKWJElSV9Xl35Ig\nPXrn0mqHoE7s48dts9b+8uX1DBmyH2ecMY7a2vOb1J8374W19uvq5jJhwhhOPfW0do1TkiRJasyE\ngSR1oBEjRjJixEgAJk+e1KR8wIABa+3PmvVT9tprb448cliHxCdJkiSt4ZQESdpE1dfXc999M5gw\n4exqhyJJkqQuyISBJG2iZs68h/fff48xY86sdiiSJEnqgkwYqMNFxG8i4thWtr0lIr5ebh8dEdmm\nwUmbkNtvv4UTTxxF3759qx2KJEmSuiDXMFC7iYgngfHAKuDezDwEIDP3b4v+M/NxINqiL2lTM2/e\nszzzzNNccsk/VzsUSZIkdVGOMFC7iIitgcHAfOBQYG51I5I2L7fdNp3ddx/M8OGfqnYokiRJ6qIc\nYaD2cgDwXGY2RMRhVCQMIuJF4NzMfDQipgD7Ae8Co4HfA2dl5v8t6w4FfgjsA/wUaKjo51jg9swc\nWO5/CTgP6A8sBr6Smfe161VKG6i+vp5FixYC0NCwmiVLFjNv3rP07t2bgQMHAbBixQpmzLiH2tov\n0K1bt2qGK0mSpC7MEQZqUxFxTkS8BcwGjii3LwamRsRbEbFnM80+A9wF9AIeBL5b9tUduB+4DegD\n3AN8toXTLwCOBnYEvgbcHhG7tMmFSW2kru5pamqGUVMzjJUrVzJt2hXU1Axj6tTLP6jzwAMzWbFi\nOePGTahipJIkSerqHGGgNpWZ04HpEfE4MBl4kyIJMDQzGwAimiw78MvM/GlZdhtwYXn8cGBr4Oqy\n7b0RcVEL576nYvfHEfFl4BPAAxt9YVIbOeqoo3njjbdbrDNu3ASTBZIkSao6EwZqMxHRB1gIdAO2\nBx4DepTFyyJiSmZe3UzT1yq2VwDbRMRWwK7Ay2sSDaWXWjj/54CLgD3KQ9sDLi8vSZIkSa3glAS1\nmcx8MzN7AecDN5Xbs4BTMrPXOpIFLXkV2C0iKidx795cxYgYDNwI1AI7lef+NUXyQpIkSZK0gUwY\nqD1UvhVhKPBUK/uZA/wF+HxEbBURp1FMMWjOdhQLIi6FYi0FioUXJUmSJEmtYMJA7eFQYG5E7ASs\nysxlrekkM98HTgPOBpYBY4CZ66j7HHAVRZLhdeBAioUXJUmSJEmt0K2hoeHDa0md2KN3LvWfQO3m\n48dt02Hn6tevJ0uXvtNh55Pai/eyOgvvZXUW3sudX79+PZudyu0IA0mSJEmS1IQJA0mSJEmS1ISv\nVVSXN+LMfg6xkiRJkqRGHGEgSZIkSZKaMGEgSZIkSZKaMGEgSZIkSZKaMGEgSR1ozpzZTJw4hoMO\nCvr334G77rpjrfL+/Xdo9ueLX7yoShFLkiSpq3LRQ3V5//2vS6sdgjqxfU7cZq395cvrGTJkP844\nYxy1tec3qT9v3gtr7dfVzWXChDGceupp7RqnJEmS1JgJA0nqQCNGjGTEiJEATJ48qUn5gAED1tqf\nNeun7LXX3hx55LAOiU+SJElawykJkrSJqq+v5777ZjBhwtnVDkWSJEldkAkDSdpEzZx5D++//x5j\nxpxZ7VAkSZLUBZkw0GYhIhoiYu9qxyF1pNtvv4UTTxxF3759qx2KJEmSuiDXMFC7iIgngfHAKuDe\nzDykyiFJm5V5857lmWee5pJL/rnaoUiSJKmLcoSB2lxEbA0MBuYDhwJzqxuRtPm57bbp7L77YIYP\n/1S1Q5EkSVIX5QgDtYcDgOcysyEiDqMiYRARXwQ+D+wAvAL8XWb+PCI+AVwDfAxYCcwALsrM9xt3\nHhE9gMuBM4AewH3A32fmyojoC9wCDANWA78Bhmfm6va6WGlD1NfXs2jRQgAaGlazZMli5s17lt69\nezNw4CAAVqxYwYwZ91Bb+wW6detWzXAlSZLUhTnCQG0mIs6JiLeA2cAR5fbFwNSIeCsiAqgF/p/M\n7AmMBF4sm68C/h7oCxwB1AB/t45TTQX2BQ4G9gZ2A/6pLLsYWAL0AwYAlwANbXiZ0kapq3uampph\n1NQMY+XKlUybdgU1NcOYOvXyD+o88MBMVqxYzrhxE6oYqSRJkrq6bg0NPkupbUXE48Bk4E3gQWBo\nOdpgb+C/gTOBX2Tmn1vo40KKkQGjy/0GYB9gAVAPHJSZC8qyI4A7M3PPiLgU+DhwcWbOX594//tf\nl/pPoHazz4nbdNi5+vXrydKl73TY+aT24r2szsJ7WZ2F93Ln169fz2aHtTolQW0iIvoAC4FuwPbA\nYxTTBQCWRcSUzLy6TARMAfaPiIcoph28EhH7At8GDgM+QnFvPtXMqfqV5U8VAxagPOeW5fY3y/4f\nLsv/JTO/0XZXKkmSJEldg1MS1CYy883M7AWcD9xUbs8CTsnMXpl5dVnvzswcRrEoYgPF9AKA7wG/\nA/bJzB0ophI0l+X6A8UaB/uX/fbKzB0zc/uy/3cy8+LM/ChwCnBRRNS024VLkiRJUiflCAO1tcq3\nIgylYpRAuYbBbhRrHLxL8eC/JmnVE3gbqI+IIcAkYGnjzjNzdUTcCHwnImoz842I2A04IDMfiohR\nFImHBWV/q8ofSZIkSdIGcISB2tqhwNyI2AlYlZnLKsp6AN+gGCXwGtCfYiQBwP+mWNvgHeBG4Mct\nnOOLFK9s/FVEvA08CqyZn7BPuV8PzAFuyMzHNv6yJEmSJKlrcdFDdXkueqj25KKH0obzXlZn4b2s\nzsJ7ufNb16KHjjCQJEmSJElNmDCQJEmSJElNuOihurwjP9fPIVaSJEmS1IgjDCRJkiRJUhMmDCRJ\nkiRJUhMmDCRJkiRJUhMmDCSpA82ZM5uJE8dw0EFB//47cNddd6xV3r//Ds3+fPGLF1UpYkmSJHVV\nLnqoLu/pm96odgjqxAaeuu1a+8uX1zNkyH6cccY4amvPb1J/3rwX1tqvq5vLhAljOPXU09o1TkmS\nJKkxEwaS1IFGjBjJiBEjAZg8eVKT8gEDBqy1P2vWT9lrr7058shhHRKfJEmStIZTEiRpE1VfX899\n981gwoSzqx2KJEmSuiATBpK0iZo58x7ef/89xow5s9qhSJIkqQsyYaB2ERHjI+LhDWzzWESc214x\nSZub22+/hRNPHEXfvn2rHYokSZK6INcw0IeKiCeB8cAq4N7MPOTD2mTmHcAdH1ZPUvPmzXuWZ555\nmksu+edqhyJJkqQuyhEGalFEbA0MBuYDhwJz26DPDU5UtaaNtDm77bbp7L77YIYP/1S1Q5EkSVIX\n5UOYPswBwHOZ2RARh1GRMIiILwHnAf2BxcBXMvO+suxs4NzMHFbuNwC1wIUU992eEXEccB2wC3Ab\n0K2i77PLvp8EzgJuiIh/Ai4pj28LzAImZ+afImIPYBFwPjCl7OtbmXlVm38i0kaor69n0aKFADQ0\nrGbJksXMm/csvXv3ZuDAQQCsWLGCGTPuobb2C3Tr1q2l7iRJkqR24wgDNSsizomIt4DZwBHl9sXA\n1Ih4KyL2BBYARwM7Al8Dbo+IXVro9q+ATwL7RURfYAbwVaBv2ddRjep/ElhIkZC4HDi7/PkU8FFg\ne+C7jdp8CtgHOB74UkSM2OCLl9pRXd3T1NQMo6ZmGCtXrmTatCuoqRnG1KmXf1DngQdmsmLFcsaN\nm1DFSCVJktTVOcJAzcrM6cD0iHgcmAy8CTwIDM3MhrLaooomP46ILwOfAB5YR7dXZuabABFxOsXI\nhXvL/aspEhKVXsnM68rtv0TEeODbmbmwbPNl4NcRcU5Fm69l5nJgXkRMB8YBj27o9Uvt5aijjuaN\nN95usc64cRNMFkiSJKnqTBioiYjoQ/HNfjeKb/EfA3qUxcsiYkpmXh0RnwMuAvYoy7anGC2wLosr\ntnet3C+nPCxuof6aNi9V7L9EcQ8PWEebl4ADW4hHkiRJkrQOTklQE5n5Zmb2olgP4KZyexZwSmb2\nKpMFg4EbKdYl2Kms82sq1iFoRkPF9qvAoDU7EdGtcr+Z+gCvUCzAuMbuwF+A1yuODWpU/koL8UiS\nJEmS1sGEgVpS+VaEocBTFWXbUTzQL4VizQOKBRLX178D+0fEaeUbED4P7PwhbX4E/H1E7BkR2wNX\nAD/OzL9U1PnHiPhIROwPnAP8eANikiRJkiSVTBioJYcCcyNiJ2BVZi5bU5CZzwFXAXMovuE/kGKB\nxPWSmX8ATge+AfyRYqHCD2t/M8XbFP6LYv2EdynWV6j0C4pXQP6c4i0JD69vTJIkSZKk/9GtoaHx\nqG9p81PxWsWtG404+FBP3/SG/wRqNwNP3bbDztWvX0+WLn2nw84ntRfvZXUW3svqLLyXO79+/Xo2\nO7XcEQaSJEmSJKkJEwaSJEmSJKkJX6uoTiEzX6TlNzSs09Bz+zvESpIkSZIacYSBJEmSJElqwoSB\nJEmSJElqwoSBJEmSJElqwjUM1OXl9a9XOwRtpvqc8ZG19ufMmc0NN1xLXd0zvPbaq1x77fcYO3b8\nWnUWLHiByy6bwi9/+V/8+c/vs/fe+/K9793EvvtGR4YuSZIkfSgTBpLURpYvr2fIkP0444xx1Nae\n36T8pZdeZNSo4zn99HHMnPkTdthhR+bPf57tttuuCtFKkiRJLTNhIEltZMSIkYwYMRKAyZMnNSm/\n8spLGT7801x66RUfHNtjjz07LD5JkiRpQ7iGgSR1gNWrV/PQQ7OIGMKYMaP52Mf25Pjjh3P//TOq\nHZokSZLULBMGktQBli5dyvLl9VxzzVUce2wNd9/9AKNHn86kSefy8MM/q3Z4kiRJUhNOSdBmISK+\nD7ycmZdVOxapNRoaVgNwwgknMWlSLQAHHngQdXVzufnmGzn++BOrGZ4kSZLUhAkDbZSIeBIYD6wC\n7s3MQ9rjPJl5QXv0K3WUPn12YquttmLffYesdXyffcJpCZIkSdokOSVBrRYRWwODgfnAocDcdjrP\nlhvRtltEeJ+r6rp3787BBx/C/PkvrHV8wYL5DBw4qEpRSZIkSevmCANtjAOA5zKzISIOoyJhEBGH\nAD8E9gZmAauBFzLzqxFxNnBuZg6rqN8A7JOZ8yPiFmAlRTJiOHBqREwAlpTtewO3AZ+kuIdnAxdk\n5pKyr8fKY8cChwAHUiQ1pHZVX1/PokULgWIKwpIli5k371l69+7NwIGDqK29kPPOO4vDDz+SYcOO\nYfbsx7n//hnceuudVY5ckiRJaspvXrXBIuKciHiL4qH8iHL7YmBqRLwVEQHcB9wC9AF+BIzewNOc\nCVwO9AR+2ahsC2A6RUJhd4rkwncb1ZkI/K+y/UsbeG6pVerqnqamZhg1NcNYuXIl06ZdQU3NMKZO\nvRyAk04axVVXXcsNN1zLsccewU03/YDvfvcHHHfcCVWOXJIkSWrKEQbaYJk5HZgeEY8Dk4E3gQeB\noeVog2Mo7q1rM7MBmFmudbAhHsjM2eX2u0UO4oPz/xH4YNJ3RFwO/Gej9rdk5m828JzSRjnqqKN5\n4423W6wzdux4xo4d30ERSZIkSa1nwkAbJCL6AAuBbsD2wGNAj7J4WURMAV6jeKNBQ0XTxRt4qnXW\nj4iPAN8BTgB6l4d7RsSWmbmqleeTJEmSJFVwSoI2SGa+mZm9gPOBm8rtWcApmdkrM68GXgV2i4hu\nFU0rV3VbDnxkzU5E7NzMqRqaObbGxUAAn8zMHYBjyuOV52upvSRJkiTpQzjCQK1V+VaEocBTFWVz\nKF6zWBsR3wNOBj5BMRoBoA7YPyIOBn4HTNnAc/ekWLfgrXLEwz+3In5JkiRJUgscYaDWOhSYGxE7\nAasyc9magsx8HzgN+FvgLWAC8G/Ae2X588ClwKPACzRd1PDDXA1sC/wB+BXFCAdJkiRJUhvq1tDg\nyG21v4h4Avh+uWBia9r/KzA/My9t28ggr3/dfwK1Sp8zPvLhlTpQv349Wbr0nWqHIW0072V1Ft7L\n6iy8lzu/fv16dmvuuFMS1C4iYjiQFKMAxgMH0cqRABGxFcWaBY+0WYCSJEmSpBaZMFB7CeBuijcp\nLAD+OjNfbWVfr1GskTDjwypKkiRJktqGUxIkaHCIlToDhwuqs/BeVmfhvazOwnu581vXlAQXPZQk\nSZIkSU2YMJAkSZIkSU2YMJCkNjJnzmwmThzDQQcF/fvvwF133dGkzoIFL3D22ePZe+9BDB48gJqa\no3n++axCtJIkSVLLXPRQXd7iq16rdgjaTG3zue3W2l++vJ4hQ/bjjDPGUVt7fpP6L730IqNGHc/p\np49j5syfsMMOOzJ//vNst912TepKkiRJ1WbCQJLayIgRIxkxYiQAkydPalJ+5ZWXMnz4p7n00is+\nOLbHHnt2WHySJEnShnBKgiR1gNWrV/PQQ7OIGMKYMaP52Mf25Pjjh3P//b4tVJIkSZsmEwaS1AGW\nLl3K8uX1XHPNVRx7bA133/0Ao0efzqRJ5/Lwwz+rdniSJElSE05J0GYlIl4Ezhfd/jsAACAASURB\nVM3MR6scirRBGhpWA3DCCScxaVItAAceeBB1dXO5+eYbOf74E6sZniRJktSEIwy0SYqIJyNin4j4\naETMXUedKRFxe0fHJrVGnz47sdVWW7HvvkPWOr7PPsHLLy+pUlSSJEnSupkw0CYnIrYGBgPzgUOB\nZhMG0uake/fuHHzwIcyf/8JaxxcsmM/AgYOqFJUkSZK0bk5J0KboAOC5zGyIiMNoJmEQEScAlwDd\nIuKvgAWZ+fGI6ANcBYwEtgV+kZl/1YGxqwurr69n0aKFQDEFYcmSxcyb9yy9e/dm4MBB1NZeyHnn\nncXhhx/JsGHHMHv249x//wxuvfXOKkcuSZIkNdWtoaGh2jFIAETEOcB3gO4Uo1/eBbYHVgKrgKHA\nf1KuYRARU4C9M3NCRR//DtQDF5S/j8zMX7R03sVXveY/gVplm89tt9b+7NmPM3r0yU3qjRlzJtdd\n930A7rrrDq6++lu88srL7LnnXnzhCxdx2mmnt0k8/fr1ZOnSd9qkL6mavJfVWXgvq7PwXu78+vXr\n2a25444w0CYjM6cD0yPicWAy8CbwIDA0MxsAImKd7SNiF+BEYKfMXFYebjFZILWlo446mjfeeLvF\nOmPHjmfs2PEdFJEkSZLUeiYMtEkopxIsBLpRjCp4DOhRFi+LiCmZefWHdDMIeLMiWSBJkiRJaiUX\nPdQmITPfzMxewPnATeX2LOCUzOy1jmRB46kEi4E+EdGrncOVJEmSpE7PhIE2NZVvRRgKPNVC3deB\nPSJiC4DMfBX4GXBDRPSOiK0j4ph2jVaSJEmSOikTBtrUHArMjYidgFUfMr3gnvL3HyNiTZJhIvBn\n4HfAG8CF7RapJEmSJHViviVBXZ5vSVBrNX5LQrW5grE6C+9ldRbey+osvJc7v3W9JcERBpIkSZIk\nqQkTBpIkSZIkqQlfq6gub9DFOzvESpIkSZIacYSBJEmSJElqwoSBJEmSJElqwoSBJEmSJElqwoSB\nJLWROXNmM3HiGA46KOjffwfuuuuOJnUWLHiBs88ez957D2Lw4AHU1BzN889nFaKVJEmSWuaih+ry\nXvvmi9UOQZupLc/eaa395cvrGTJkP844Yxy1tec3qf/SSy8yatTxnH76OGbO/Ak77LAj8+c/z3bb\nbddBEUuSJEnrz4SBJLWRESNGMmLESAAmT57UpPzKKy9l+PBPc+mlV3xwbI899uyw+CRJkqQN4ZQE\nSeoAq1ev5qGHZhExhDFjRvOxj+3J8ccP5/77Z1Q7NEmSJKlZJgwkqQMsXbqU5cvrueaaqzj22Bru\nvvsBRo8+nUmTzuXhh39W7fAkSZKkJpySoE1WRHwfeDkzL4uIo4GbMjOqHZfUGg0NqwE44YSTmDSp\nFoADDzyIurq53HzzjRx//InVDE+SJElqwoSB2kREPAmMB1YB92bmIRvbZ2ZeULH9OGCyQJutPn12\nYquttmLffYesdXyffcJpCZIkSdokOSVBGy0itgYGA/OBQ4G51Y1obRFhYkxV1717dw4++BDmz39h\nreMLFsxn4MBBVYpKkiRJWjcfpNQWDgCey8yGiDiMioRBRBwC/BDYG5gFrAZeyMyvRsTZwLmZOayi\nfgOwT2bOj4hbgCVl3WOB2zNzYFnvS8B5QH9gMfCVzLyvLDu7LHsSOAu4Afhq+12+VKivr2fRooVA\nMQVhyZLFzJv3LL1792bgwEHU1l7IeeedxeGHH8mwYccwe/bj3H//DG699c4qRy5JkiQ15QgDtVpE\nnBMRbwGzgSPK7YuBqRHxVkQEcB9wC9AH+BEwuo1OvwA4GtgR+Bpwe0TsUlH+SWAhRULh8jY6p9Si\nurqnqakZRk3NMFauXMm0aVdQUzOMqVOLW/Ckk0Zx1VXXcsMN13LssUdw000/4Lvf/QHHHXdClSOX\nJEmSmnKEgVotM6cD0yPicWAy8CbwIDC0HG1wDMU9dm1mNgAzy7UO2uLc91Ts/jgivgx8AnigPPZK\nZl5Xbv+lLc4pfZijjjqaN954u8U6Y8eOZ+zY8R0UkSRJktR6JgzUKhHRh+Ib/G7A9sBjQI+yeFlE\nTAFeo3jLQUNF08VtdP7PARcBe5SHtgf6tvV5JEmSJKmrckqCWiUz38zMXsD5FK877EWxRsEpmdkr\nM68GXgV2i4huFU0rV3dbDnxkzU5E7Lw+546IwcCNQC2wU3nuX1MkL9ZoaK6tJEmSJGn9OMJAG6vy\nrQhDgacqyuZQvGaxNiK+B5xMMW3gsbK8Dtg/Ig4GfgdMWc9zbkeREFgKxVoKFAsvSpIkSZLaiCMM\ntLEOBeZGxE7AqsxctqYgM98HTgP+FngLmAD8G/BeWf48cCnwKPAC8Mv1OWFmPgdcRZGQeB04kGLh\nRUmSJElSG3GEgTZKZn66YnevZsr/L3Dwmv2IeAL4SUX55az9FoPbK7a3AN5vZpvM/ArwlXXEdAvF\nmxkkSZIkSa1kwkDtKiKGAwn8ARgPHESx1sGHtdsKCOCR8tABwKJ2ClOSJEmS1IgJA7W3AO6meIvB\nAuCvM/PV9Wj3GsV6CDMi4hrgM8BZ7RalJEmSJGkt3RoaXExeXV7D0qXvVDsGaaP169cT72V1Bt7L\n6iy8l9VZeC93fv369ezW3HEXPZQkSZIkSU2YMJAkSZIkSU2YMJAkSZIkSU2YMJCkNjJnzmwmThzD\nQQcF/fvvwF133dGkzoIFL3D22ePZe+9BDB48gJqao3n++axCtJIkSVLLfEuCurzXvv1ctUPQZmrL\niYPW2l++vJ4hQ/bjjDPGUVt7fpP6L730IqNGHc/pp49j5syfsMMOOzJ//vNst912HRWyJEmStN5M\nGEhSGxkxYiQjRowEYPLkSU3Kr7zyUoYP/zSXXnrFB8f22GPPDotPkiRJ2hBOSZCkDrB69WoeemgW\nEUMYM2Y0H/vYnhx//HDuv39GtUOTJEmSmmXCQJI6wNKlS1m+vJ5rrrmKY4+t4e67H2D06NOZNOlc\nHn74Z9UOT5IkSWrCKQlqVkQEcBewN/CVzLy2jfufAuydmROaKesG3Az8FfBCZn6iLc8tVUNDw2oA\nTjjhJCZNqgXgwAMPoq5uLjfffCPHH39iNcOTJEmSmjBh0MVFxJPAeGAVcG9mHlIW/QPwWGYOrUJY\nw4DjgIGZubw1HUTELcCSzPxqWwYmtVafPjux1VZbse++Q9Y6vs8+4bQESZIkbZKcktCFRcTWwGBg\nPnAoMLeieDDwmxbabtmOoQ0GXtyIZEF7xia1Svfu3Tn44EOYP/+FtY4vWDCfgQMHraOVJEmSVD2O\nMOjaDgCey8yGiDiMMmEQEf8BDAeGRcTVwCHAJcBKiof54cCpEdED+DqwF/An4IeZOaXsYw9gEXA2\ncBnwEeA7mXl54yDKxMW/At2Bh4FrgK0joh64quzn3MwcVtGmAdgnM+eXowkqY/t7ilETDRFxIfCf\nmXlKG3xeUovq6+tZtGghUExBWLJkMfPmPUvv3r0ZOHAQtbUXct55Z3H44UcybNgxzJ79OPffP4Nb\nb72zypFLkiRJTZkw6IIi4hzgOxQP6FtExFvA9sDKiLgCGApMB27PzJvKNgBnAicBo8q2hwOfoxiJ\ncADwSEQ8k5n3V5xuGBDAvsCTETEzM39bEcu2wL3AUmBCZq6KiPeoSBBExNnrcVmNYzsSpySog9XV\nPc3o0Sd/sD9t2hVMm3YFY8acyXXXfZ+TThrFVVddy9VXf4uvfvWL7LnnXnz3uz/guONOqGLUkiRJ\nUvNMGHRBmTkdmB4RjwOTgTeBB4GhmdkAHyQIGnsgM2eX2+8Cj1WUPRsRP6L4hr8yYfC1zFwJ1EVE\nHfBxYE3CYAdgFlAHfGHNuVtprdjWEb/Uro466mjeeOPtFuuMHTuesWPHd1BEkiRJUuuZMOhiIqIP\nsBDoRjGq4DGgR1m8LCKmZObV62i+uFFfnwS+QTG6oHvZzz2N2rxWsb2iPOcahwNbA+M2MlnQJDZJ\nkiRJ0sZx0cMuJjPfzMxewPnATeX2LOCUzOzVQrIAoPFD/Z0UIxMGZeaOwPcpEhHr62HgSuDnETGg\nhXrLKdZAACAidl6P2DY2ASFJkiRJXZoJg66r8q0IQ4GnWtFHT+DNzHw3Ij5BsY7ABsnMaRSJh59H\nRN91VKsD9o+IgyNiG2DKenT9OvDRDY1HkiRJklQwYdB1HQrMjYidgFWZuawVffwdcGlEvAP8E3B3\nawLJzMso1j14tJwy0bj8eeBS4FHgBeCX69HtD4H9IuKtiLj/Q2tLkiRJktbSraHBkdvq2l779nP+\nE6hVtpw4qNohrKVfv54sXfpOtcOQNpr3sjoL72V1Ft7LnV+/fj2bnVruCANJkiRJktSECQNJkiRJ\nktSEr1VUl7fzRfs5xEqSJEmSGnGEgSRJkiRJasKEgSRJkiRJasKEgSRJkiRJasI1DNTlvX71U9UO\nQZugLcbvu9b+nDmzueGGa6mre4bXXnuVa6/9HmPHjv+gfPLkC/jxj+9cq82hhx7Gz372Hx0SryRJ\nktTWTBhI0npYvryeIUP244wzxlFbe36zdY455lNcf/2/fLDfvfvWHRWeJEmS1OZMGEjSehgxYiQj\nRowEYPLkSc3W6dGjOwMGDOjIsCRJkqR24xoGktRGnnjiV+y330c5/PChXHTRZJYuXVrtkCRJkqRW\nc4SBJLWBT396BCef/Bl2330wixf/niuvvIzPfnYUjzzyX/To0aPa4UmSJEkbzISBNikR8Rhwe2be\nVO1YpA0xevRff7C933778/GPH8whh+zPI488xKhRn6liZJIkSVLrmDBQsyLiSWA8sAq4NzMPqXJI\n6y0ijqVIOgysdizqunbeeRd23XU3Fi5cUO1QJEmSpFZxDQM1ERFbA4OB+cChwNxW9mNCSl3WH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gBYppDZWeBA6NiGeAXYGdgH+U+64A/hoRfwbuBXoCXSgu7DtRLHb4QVltsBvwdHnca8CqEbFy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\nTZgwkCRJkiRJTfw/w0o/NYedXyoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code to Plot top 50 frequencies based on document frequency\n",
    "plt.figure(figsize=(15,20))\n",
    "title = \"Top 50 words based on their document frequency\"\n",
    "ax = sns.barplot(\"df\", \"HashTag\", data=top50, orient=\"h\")\n",
    "ax.yaxis.set_tick_params(labelsize=12)\n",
    "ax.xaxis.set_tick_params(labelsize=12)\n",
    "ax.set_xlabel(\"Number of Tweets\", fontsize= '14') \n",
    "ax.set_ylabel(\"Language\", fontsize= '14') \n",
    "ax.set_title(title, fontsize = '16')\n",
    "for i in ax.patches:\n",
    "    # get_width pulls left or right; get_y pushes up or down\n",
    "    ax.text(i.get_width()+.3, i.get_y()+.4, \\\n",
    "            str(int(round((i.get_width()), 4))), fontsize= 14, color='black')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Optional"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below Code Load all Tweet JSONs in a dataframe and also set the class to be predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "code_folding": [
     0
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Code for JSONs to Dataframe\n",
    "from pandas.io.json import json_normalize\n",
    "tweetsDF = pd.DataFrame()\n",
    "for tweetfile in tweetjsonfiles:\n",
    "    if zippedfilepath:\n",
    "        currjson = json.loads(zippedFolder.open(tweetfile).read())    \n",
    "    else:\n",
    "        currjson = json.loads(open(datafolder + jsonfolder + tweetfile).read())    \n",
    "    currtweetDF = json_normalize(currjson)\n",
    "    tweetsDF = tweetsDF.append(currtweetDF)\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "code_folding": [
     0
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Code to set Sentiment Class for each tweet\n",
    "def getClass(fav):\n",
    "    if fav<=4:\n",
    "        return \"NEGATIVE\"\n",
    "    elif fav>10:\n",
    "        return \"POSITIVE\"\n",
    "    else:\n",
    "        return \"NEUTRAL\"\n",
    "tweetsDF['sentiment'] = tweetsDF['favorite_count'].apply(getClass)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distribution of No of Tweets w.r.t How they have been liked"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2sN4V7+j6+/yT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\nSUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2520x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code to Plot distribution of Likes\n",
    "title = 'No of Tweets with given Number of Likes'\n",
    "plt.figure(figsize=(35,20))\n",
    "ax =sns.countplot(tweetsDF.favorite_count)\n",
    "ax.yaxis.set_tick_params(labelsize=14)\n",
    "ax.xaxis.set_tick_params(labelsize=14)\n",
    "ax.set_xlabel(\"Number of Likes\", fontsize= '14') \n",
    "ax.set_ylabel(\"Number of Tweets\", fontsize= '14') \n",
    "ax.set_title(title, fontsize = '18')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distribution of No of Sentiment Classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3R8S/MnNEI+qSJKk/q7eF4HRgBeBnwKPABz1WUbny4ZGZeW/1+GWAiPgeMDIz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\nJElCKgRJkiRJkpAKQZIkSZIkwF/pqCn8TwbcIQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code to Plot Sentiment Class Distribution\n",
    "plt.figure(figsize=(8,8))\n",
    "title = 'Distribution of Tweets Per Sentiment Class'\n",
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "ax =sns.countplot(tweetsDF['sentiment'])\n",
    "ax.yaxis.set_tick_params(labelsize=12)\n",
    "ax.xaxis.set_tick_params(labelsize=12)\n",
    "ax.set_xlabel(\"Sentiment Class\", fontsize= '16') \n",
    "ax.set_ylabel(\"No of Tweets in Class\", fontsize= '16') \n",
    "ax.set_title(title, fontsize = '16')\n",
    "for p in ax.patches:\n",
    "    height = p.get_height()\n",
    "    ax.text(p.get_x()+p.get_width()/2.,\n",
    "            height + 5,\n",
    "            height,\n",
    "            ha=\"center\",  fontsize= 12, color='black') \n",
    "\n",
    "    "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}