Prepare Data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import os\n",
    "from langdetect import detect as detectlang, DetectorFactory\n",
    "DetectorFactory.seed = 0\n",
    "#from textblob import TextBlob\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": "code",
   "execution_count": 2,
   "metadata": {
    "code_folding": [
     2
    ]
   },
   "outputs": [],
   "source": [
    "#Get HT Counts (REGEX TO DO)\n",
    "\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",
    "def ExtractHashTags(text):\n",
    "    pass\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code_folding": [
     0
    ],
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def ExtractInfo(tjson, hashtags):\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",
    "    #hashtags = ExtractHashTags(text)\n",
    "   \n",
    "    hashtags = UpdateHasttagDict(htjsonlist, hashtags)\n",
    "    \n",
    "    \n",
    "    return hashtags\n",
    "    #htagsincurrtweet = ExtractHashTags(tweet_text)\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "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": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ResolveLanguage(shortname, langconfig):\n",
    "    for l in langconfig:\n",
    "        if shortname==l['code']:\n",
    "            return l['name']\n",
    "    return shortname\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "datafolder ='Data/'\n",
    "jsonfolder='/JSON/'\n",
    "hashtagsdict  = {}\n",
    "langdict = {}\n",
    "langdictJSON = {}\n",
    "langconfig = None\n",
    "with open('langconfig.json', 'r') as f:\n",
    "    langconfig = json.load(f)\n",
    "    \n",
    "orig_htlist = ['service', 'price', 'cost', 'quality', 'ambiente', 'reservation']\n",
    "\n",
    "\n",
    "tweetjsonfiles = os.listdir(datafolder + jsonfolder)\n",
    "for tweetfile in tweetjsonfiles:\n",
    "    currjson = json.loads(open(datafolder + jsonfolder + tweetfile).read())    \n",
    "    hashtagsdict = ExtractInfo(currjson, hashtagsdict)\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",
    "\n",
    "#print(detected_lang, currjson['lang'])\n",
    "# for ht, val in hashtags.items():\n",
    "#     print(ht, val['tf'], val['df'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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y6u1R/TDwPHAWcA6wsFy2DHhvY0qrhAeALbtnMvNw4B1AB8Xjuv45M6eV/9bLzOvKTRf2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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#See Language Distribution (Detected)\n",
    "langdf = Dicttodataframe(langdict, 'Language',['count'])\n",
    "top10languages = langdf.sort_values(by=\"count\", ascending=False).iloc[0:10]\n",
    "plt.figure(figsize=(10,5))\n",
    "ax = sns.barplot(\"count\", \"Language\", data=top10languages, orient=\"h\" )#.set_title(\"Top 10 detected languages based on their document frequency\")\n",
    "#ax = top10languages.plot.barh(y ='count', x='Language', figsize=(15,10), sort_columns = False)\n",
    "                              \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YXQPsUT/zZlH6V7eeMTzg5+QgoZ0BHB4RH6D0oZ0ORNabCYHvULo5rEH57Ndi8iYuqXzA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\nSZLUKCawkiRJahQTWEmSJDXK/weg/TLqd7YgmwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#See Language Distribution (From JSON)\n",
    "langdfJSON = Dicttodataframe(langdictJSON, 'Language',['count'])\n",
    "top10languagesJSON = langdfJSON.sort_values(by=\"count\", ascending=False).iloc[0:10]\n",
    "plt.figure(figsize=(10,5))\n",
    "ax= sns.barplot(\"count\", \"Language\", data=top10languagesJSON, orient=\"h\").set_title(\"Top 10 detected languages(JSON) based on their document frequency\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get top 50 words in a dataframe\n",
    "htdf = Dicttodataframe(hashtagsdict, 'word')\n",
    "ignore_filter = ~htdf['word'].isin(orig_htlist)\n",
    "top50 = htdf[ignore_filter].sort_values(by=\"df\", ascending=False).iloc[0:50]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DlvAY+0TEd+rlAyNi+tBUJ0mSJEkaCEP50uulwL+F8ohYdnEOlpkzMvOcJa5K\nkiRJkjRg/k750usEYM2ImA08AzwOPAhMAiZGxE+B1YHxwLcy81SAiPgQcETd9h5gYb3+WODxzDwx\nIq4GbgC2pAr/H87M30bEisBZwDrAH4AJwMcy8+YRuF5JkiRJGnPsKV96HQ78KTMnAZ8BNgaOysyJ\n9fZ9M3NDYApwSESsGhGvBo4DNgW2Bib2ctxu4zJzY+BQ4Jh63UHAI5m5PvAlYMOhvihJkiRJaiWG\n8rHjxsy8t+HzIRFxO3A9VY/5WsBbgKszszMz/wmc38fxLqr/vYWqRxxgM+BHAJk5F5gzdOVLkiRJ\nUusxlI8dT3QvRMQWwFTgrZm5AXAb1TB2gK4BHm9h/e8inp/m0LbkZUqSJEmSuhnKl14LgPYm215C\nNcz8yYhYB9ikXn8DsEU9lH05YNdBnvNaYDeAiJgIvGnwZUuSJEmSuhnKl1KZ+Q/guoiYC3y9x+bL\ngHERMYdq7vf19T4PAscCvwd+Ddw6yNOeDHTUx/0c1fD1xxb3GiRJkiSp1bV1dQ10NLNaXf1za8tl\n5tMRsSZwJbB2PT+9qVtn7OBDJkn6N6vv8oPSJWgEdHS009m5oHQZKshnoLV5/ysdHe1NpwL7k2ga\njBWBq+qh723AR/sL5JIkSZKk5gzlGrDMXED1E2uSJEmSpCHgnHJJkiRJkgqxp1zD7s0H/tx5JC3M\neUTyGZDPgCRJzdlTLkmSJElSIYZySZIkSZIKMZRLkiRJklSIc8o17K47dfvSJaige0oXoOJ8BlrD\n2u/9YekSJElaKtlTLkmSJElSIYZySZIkSZIKMZRLkiRJklSIoVySJEmSpEIM5ZIkSZIkFWIo14BE\nxLKla5AkSZKkscafRBMAEbER8D1gY2BZ4EbgFGAX4EFgUkS8G7gMuAGYTPVLR9Mz88kiRUuSJEnS\nUs6ecgGQmTcBFwPHA18DzgXmUoX0ozJzYt00gFMzc31gPnBQgXIlSZIkaUwwlKvRF4GtgSlUwRzg\nxsy8t6HN/Zl5Xb18LrDZCNYnSZIkSWOKw9fVaBVgZWA5YHy97okebbr6+SxJkiRJGiB7ytXoVOBo\n4DzgP5u0WSMi3lov7w5cOxKFSZIkSdJYZCgXABExHXg2M38AnABsRO/Pxx+AvSNiDlXP+ikjV6Uk\nSZIkjS0OXxcAmXkOcE69vAh4S73pNz2aPpeZB45kbZIkSZI0VtlTLkmSJElSIfaUa8Ay8z5gvdJ1\nSJIkSdJYYU+5JEmSJEmF2FOuYbfpAZfQ2bmgdBkqpKOj3fvf4nwGJEmSmrOnXJIkSZKkQgzlkiRJ\nkiQVYiiXJEmSJKkQQ7kkSZI+Y4XrAAAgAElEQVQkSYX4ojcNu1+f/u7SJUiSBmGDnc4vXYIkSS3D\nnnJJkiRJkgoxlEuSJEmSVIihXJIkSZKkQgzlkiRJkiQVYijXC0TE70rXIEmSJEmtwlCuF8jMt5Wu\nQZIkSZJahT+JpheIiMczc+V6+bPAXsBzwKWZeXhETAJmACsCfwL2zcxHihUsSZIkSUsxe8rVq4jY\nDtgZeEtmbgB8rd50DvC5zFwfuAM4plCJkiRJkrTUM5SrmanAmZn5JEBmPhwRLwFempmz6jZnA+8o\nVaAkSZIkLe0M5WqmDegqXYQkSZIkjWWGcjVzBbBvRKwIEBGrZOZjwCMR8fa6zV7ArGYHkCRJkiT1\nzVCuXmXmZcDFwM0RMRs4rN60N/D1iJgDTAK+WKhESZIkSVrq+fZ1vUD3m9fr5ROAE3psnw1sMtJ1\nSZIkSdJYZE+5JEmSJEmFGMolSZIkSSrEUC5JkiRJUiHOKdewm7rfL+nsXFC6DBXS0dHu/W9xPgOS\nJEnN2VMuSZIkSVIhhnJJkiRJkgoxlEuSJEmSVIhzyjXsLjlju9IlSNKgvGWHC0qXIEmSWoQ95ZIk\nSZIkFWIolyRJkiSpEEO5JEmSJEmFGMolSZIkSSrEUC5JkiRJUiGG8hYQETtGxOH9tFktImaOVE2S\nJEmSJH8SrSVk5sXAxf20eQCYNjIVSZIkSZLAUL7Ui4gJwGXAtcAmwO3AmcBxwCuAPYCJwJTM/HhE\nnAXMB6YArwI+m5kz6+NckpnrRcQ+wI7AisCawE8y87P1+T4MfA54APgjsDAzPz4iFytJkiRJY4yh\nfGx4A7ArcABwE/BBYDOqYH0k8NMe7V9db1+Hqge9t2Hrk4DJwEIgI+LbwCLgaODNwALgN1R/BJAk\nSZIkLQbnlI8N92bmHZn5HHAncGVmdgF3ABN6af/TzHwuM+8CXtnkmFdm5mOZ+TRwF/BaYGNgVmY+\nnJnPABcO+ZVIkiRJUgsxlI8NCxuWn2v4/By9j4ZobN82gGMuqo/TrK0kSZIkaTE4fF2DcSPwzYh4\nGdXw9V2oeuMlSZIkSYvBnnINWGb+FfgKcAPwa6ph7Y8VLUqSJEmSlmJtXV1dpWvQUiQiVs7MxyNi\nHPAT4IzM/Elf+1xyxnY+ZJKWKm/Z4YLSJYwpHR3tdHYuKF2GCvH+y2egtXn/Kx0d7U2nAttTrsE6\nNiJmA3OBe/n3N7tLkiRJkgbIOeUalMw8rHQNkiRJkjRW2FMuSZIkSVIh9pRr2G2/76XOI2lhziOS\nz4AkSVJz9pRLkiRJklSIoVySJEmSpEIM5ZIkSZIkFeKccg27mWduW7oESSNg8+0vLF2CJEnSUsee\nckmSJEmSCjGUS5IkSZJUiKFckiRJkqRCDOWSJEmSJBViKJckSZIkqRBD+VIoIk6PiImLsd/OjftF\nxNURMWVoq5MkSZIkDZQ/iTZKRUQb0JaZz/Xclpn7LeZhdwYuAe5aktokSZIkSUPDUD6KRMQE4FLg\nKuCtwOyIeBOwAjAzM4+p210NHJaZN0fEKcBGvbQ5AdgReBa4Ario/rx5RHwe2KU+7a4RcTLwUuDD\nmfnbuo7vAyvVbT6emb+LiC2AY4F5wHrALcCemdk1LF+IJEmSJI1xDl8ffQI4JzMnA5/OzCnA+lRh\nev1e2h/Vs01ErAK8F1g3M9cHjs/M3wEXA5/JzEmZ+ad6/3GZuTFwKHBMve7vwNaZ+Wbg/cD/NJxv\nct12IvB6YNOhu3RJkiRJai2G8tHnz5l5fb28W0TcCtwGrEsVhHvqrc184Gng9Ih4H/BkH+e7qP73\nFmBCvbwccFpE3AFc2OO8N2bmX+ph9bMb9pEkSZIkDZKhfPR5AiAiXgccBryz7u3+BTC+sWGzNpn5\nLLAx8GOqeeSX9XG+hfW/i3h+OsMngYeADYApwIt6ad9zH0mSJEnSIBnKR68XUwX0xyLilcB2A20T\nESsDL8nMX1INNZ9Ut18AtA/g3C8BHqx7w/cCll2SC5EkSZIk9c5QPkpl5u1UQ9LvBM4AruvRpKuP\nNu3AJRExB5hF1fMN8CPgMxFxW0Ss2cfpTwb2jojrgbWpe+8lSZIkSUOrravLF2cvbeq53jtm5r2l\naxmImWdu60MmtYDNt7+w1/UdHe10di4Y4Wo0mvgMtDbvv3wGWpv3v9LR0d7WbJs95UuZiPgVcMfS\nEsglSZIkSc35kq6lTGZuXboGSZIkSdLQsKdckiRJkqRC7CnXsJv2ocucR9LCnEckSZIkNWdPuSRJ\nkiRJhRjKJUmSJEkqxFAuSZIkSVIhzinXsDv3rG1KlyBpiGzznpmlS5AkSRpT7CmXJEmSJKkQQ7kk\nSZIkSYUYyiVJkiRJKsRQLkmSJElSIYZySZIkSZIKMZSPMRGxbI/PbRHhfZYkSZKkUcifRBvFImI6\ncBjQBcwBFgGXZObMevvjmblyRGwBHAM8CEyKiHcDlwJXAW8Fdo6IAI4Dlgf+BHwoMx+PiPuAs4Ed\ngOWAXTPz7ohYGfg2MKU+/3HAS4H1MvOT9fn3B96YmZ8a7u9CkiRJksYie1BHqYhYFzgK2CozNwA+\n0c8uGwNHZebE7kMA52TmZOAJ4PPA1Mx8M3Az0Bik59XrT6H6IwDA0cBjmfmmzFwf+A3wI2DHiFiu\nbvMh4MwluU5JkiRJamWG8tFrK2BmZs4DyMyH+2l/Y2be2/D5z5l5fb28CTARuC4iZgN7A69taHtR\n/e8twIR6eSpwUneDzHwkM5+gCufbR8Q6wHKZecegr0ySJEmSBDh8fTRroxo23uhZ6j+kREQb8KKG\nbU/0aNv4uQ34VWbu3uRcC+t/F/H8M9Hb+QFOB44E7sZeckmSJElaIvaUj15XArtFxKoAEbEKcB+w\nYb19J6o54ANxPbBpRLyhPtaKEbF2P/tcAXy8+0NEvAwgM28AVgc+CPxwgOeXJEmSJPXCUD5KZead\nwJeBWRFxO/AN4DRg84i4EXgL/9473uxYncA+wA8jYg5VSF+nn92OB14WEXPr82/ZsO0C4LrMfGQQ\nlyRJkiRJ6qGtq6u3EcpScxFxCfDNzLxyIO3PPWsbHzJpjNjmPTMHvU9HRzudnQuGoRotLXwGWpv3\nXz4Drc37X+noaG9rts055RqwiHgpcCNw+0ADuSRJkiSpOUO5BiwzHwX6m4suSZIkSRog55RLkiRJ\nklSIPeUadnvuc7nzSFqY84gkSZKk5uwplyRJkiSpEEO5JEmSJEmFGMolSZIkSSrEUC5JkiRJUiG+\n6E3D7nvnbFO6BGnM23G7maVLkCRJ0mKwp1ySJEmSpEIM5ZIkSZIkFWIolyRJkiSpEEO5JEmSJEmF\n+KK3FhARhwAfBW7NzD1K1yNJkiRJqthT3hoOAt49kEAeEf6hRpIkSZJGiAFsjIuIGcDrgYsj4izg\n7fXnJ4EDMnNORBwLrAZMAOZFxF7ACcAWwPLASZn53Yh4L/AxYGvgVcAs4B2Z+beRvCZJkiRJGivs\nKR/jMvNA4AFgS6rQfVtmrg8cCZzT0HRDYKfM/CDwYeCxzNwI2AjYPyJel5k/Af5GFcxPA44xkEuS\nJEnS4jOUt5bNgO8DZOZvgFUj4iX1tosz86l6+V3A9IiYDdwArAqsVW87GDgCWJiZPxyxyiVJkiRp\nDHL4emtp62VdV/3vEz3aHZyZl/fS/jXAc8ArI2KZzHxuiGuUJEmSpJZhT3lruQbYAyAitgDmZeb8\nXtpdDnw0Ipar264dESvVL4E7E/gg8AfgUyNStSRJkiSNUYby1nIsMCUi5lC9yG3vJu1OB+4Cbo2I\nucB3qUZVHAn8NjN/SxXI94uINw571ZIkSZI0RrV1dXX130paAt87ZxsfMmmY7bjdzNIlNNXR0U5n\n54LSZaggn4HW5v2Xz0Br8/5XOjrae5tKDNhTLkmSJElSMYZySZIkSZIKMZRLkiRJklSIP4mmYffh\n6Zc7j6SFOY9IkiRJas6eckmSJEmSCjGUS5IkSZJUiKFckiRJkqRCnFOuYXfSuduULkFa6uy2zej9\n3XFJkiQNHXvKJUmSJEkqxFAuSZIkSVIhhnJJkiRJkgoxlEuSJEmSVIihXJIkSZKkQgzl6ldE3BcR\nLy9dhyRJkiSNNYZySZIkSZIK8XfKC4qI/wT+nJkn15+PBRZQ/bFkN2B54CeZeUxETAAuBa4F3gb8\nFdgpM5+KiDWBk4AO4Elg/8y8OyJmN54O2BbYEng8M0+szzkX2D4z74uIPYFDgBcBNwAHZeaiHjX/\nFFgdGA98KzNPHeKvRZIkSZJahj3lZf0IeH/D592ATmAtYGNgErBhRLyj3r4WcFJmrgs8CuxSrz8V\nODgzNwQOA04GyMxJmTkJOBq4Gfhds0Ii4o11LZvW+ywC9uil6b71eaYAh0TEqoO+akmSJEkSYE95\nUZl5W0S8IiJWo+rlfgRYH3gXcFvdbGWqMP5/wL2Z2d37fQswISJWpuo5vzAiug+9fPdCRKwFfB3Y\nKjOfaWjT0zuBDYGb6jYrAH/vpd0hEfHeenn1urZ/DOa6JUmSJEkVQ3l5M4FpwKuoes4nAF/NzO82\nNqqHry9sWLWIKjgvAzxa927TY5+VgAuohrM/UK9+lheOkBhf/9sGnJ2ZRzQrNCK2AKYCb83MJyPi\n6ob9JUmSJEmD5PD18n4EfIAqmM8ELgf2rXvAiYjXRMQrmu2cmfOBeyNi17p9W0RsUG8+EzgzM3/b\nsMt9wJvrtm8GXlevvxKY1n2uiFglIl7b43QvAR6pA/k6wCaLec2SJEmSJOwpLy4z74yIduCvmfkg\n8GA9v/v39TDyx4E9qXrGm9kDOCUiPg8sB/woIh6lCvprR8S+dbv9gB8D0+uXwN0E3FPXcVe9/xUR\nsQzwDPAx4M8N57kMODAi5gAJXL/k34AkSZIkta62rq6u0jVojDvp3G18yKRB2m2bmaVLGDIdHe10\ndi4oXYYK8hlobd5/+Qy0Nu9/paOjva3ZNoevS5IkSZJUiKFckiRJkqRCDOWSJEmSJBXii9407D62\n5+XOI2lhziOSJEmSmrOnXJIkSZKkQgzlkiRJkiQVYiiXJEmSJKkQ55Rr2J34w21KlyCNGXtPHTu/\nXy5JkiR7yiVJkiRJKsZQLkmSJElSIYZySZIkSZIKMZRLkiRJklSIoVz9ioizImJaL+u3iIhLStQk\nSZIkSWOBoVySJEmSpEL8SbQWFRFHA3sA9wPzgFuAXwMzgBWBPwH7ZuYjPfbbFvjvep9bR7JmSZIk\nSRpr7ClvQRExBdgFmAy8D5hSbzoH+Fxmrg/cARzTY7/xwGnADsDbgVeNVM2SJEmSNBYZylvTZsDP\nMvOpzFwA/BxYCXhpZs6q25wNvKPHfusA92bmHzOzCzh3xCqWJEmSpDHIUN6a2pZg364hq0KSJEmS\nWpyhvDVdC+wQEeMjYmXgPcATwCMR8fa6zV7ArB773Q28LiLWrD/vPiLVSpIkSdIYZShvQZl5E3Ax\ncDtwEXAz8BiwN/D1iJgDTAK+2GO/p4EDgF9ExLXAn0eybkmSJEkaa3z7eus6MTOPjYgVgWuA/8rM\n2cAmPRtm5j4Ny5dRzS2XJEmSJC0hQ3nrOjUiJgLjgbMz0583kyRJkqQRZihvUZn5wdI1SJIkSVKr\nc065JEmSJEmFGMolSZIkSSrE4esadoftfjmdnQtKl6FCOjravf+SJElSE/aUS5IkSZJUiKFckiRJ\nkqRCDOWSJEmSJBXinHINu2Mv2KZ0CVJRH9tyZukSJEmSNErZUy5JkiRJUiGGckmSJEmSCjGUS5Ik\nSZJUiKFckiRJkqRCDOWjUEQcEhF/iIjzhvEcp0fExD62HxsRhw3X+SVJkiRJvn19tDoI2C4z7+1e\nERHjMvPZoTpBZu43VMeSJEmSJC0eQ/koExEzgNcDF0fEGsD5wARgXkTsBZwAbAEsD5yUmd+t9/sM\nsFu9/ieZeUxETAAuA24AJgP3ANMz88mIuBo4LDNvjohtga8AywLzMvOdPWraH3hf/b/9gQOBZ4G7\nMvMDw/RVSJIkSdKY5/D1USYzDwQeALYEvglsCOyUmR8EPgw8lpkbARsB+0fE6yLiXcBawMbAJGDD\niHhHfcgATs3M9YH5VL3w/xIRHcBpwC6ZuQGwa4/tHwd2AHbOzKeAw4HJ9fEOHPIvQJIkSZJaiKF8\n9Lu4DsP8f/buPMySsrz//7tFZJsJRG0NKDoJgQ9hHRxAEBjABUUQZBFQRLaoqIjEEDQRAb9RQSUq\nBjQiETCgLMMisgjGsO+LAwOYW+MP/RLgq40GHAQRhv79UTV67EzP9AzTUzN93q/r6qtreeqpu07V\nP/e5n6cOsAPwriQzaarfL6JJxndo/34A3Ams224HeKCqbmiXzwS2HtH/FsC1c4fKV9WvevbtB+xI\nk7A/1W67GzgryTtpquWSJEmSpEXk8PWl3296lgeAD1bVFb0NkrwROG7uUPae7VOA4RH9jVwfmMe2\nue6hqby/HJg7v30nYDqwC/DxJOsvzrnukiRJktRPrJQvW64A3pdkeYAk6yRZpd1+UJJJ7faXJXlJ\ne8wrkmzZLr8duH5EnzcB2yb58/bYF/bs+wHwXpr57WskeR6wZlVdBRwJrAZMWuxXKUmSJEl9wqR8\n2XIqcB9wZ5J7gK8Cz6+qK4FvAjclmQXMACa3x/wQ2D/J3cALga/0dlhVQ8B7gAuS3EXzYrne/dcD\nRwCX0gyXP7M9xw+AL1TVo+NypZIkSZLUBwaGh0cbuaxlXTt8/ZKq2qDLOI49940+ZOprH9h+Rtch\ndGpwcDJDQ7O7DkMd8hnob95/+Qz0N+9/Y3Bw8sBo+6yUS5IkSZLUEV/0NoFV1U+BTqvkkiRJkqTR\nWSmXJEmSJKkjVso17o7d6wrnkfQx5xFJkiRJo7NSLkmSJElSR0zKJUmSJEnqiEm5JEmSJEkdMSmX\nJEmSJKkjvuhN4+7w89/UdQhSpz42/byuQ5AkSdJSykq5JEmSJEkdMSmXJEmSJKkjJuWSJEmSJHXE\npFySJEmSpI6YlC+DkhyW5IdJznqO/RyQ5KTncPzjz+X8kiRJktTvfPv6sun9wI5VdX/XgUiSJEmS\nFp1J+TImyb8AfwFcnORMYFdgJeBJ4MCqqiQHALsAKwNrARdW1ZHt8QcCfw88DPwIeKrdfjpwSVXN\naNcfr6pJ7fLfAXsBK7R9HbNkrlaSJEmSJjaHry9jquoQ4CFge+ArwPSq2gQ4Gvh0T9OpwN7AhsDe\nSdZMsjrwCWAr4A3Aegs6X5IdgLWBzds+pyWZvviuSJIkSZL6l5XyZduqwBlJ1gaGgeV79n2/qh4D\nSHIf8ErgxcDVVTXUbj8HWGcB59ih/ftBuz6JJkm/dnFdhCRJkiT1K5PyZds/AldV1W5JpgBX9+x7\nqmd5Dn+418Oj9PUM7ciJJAPAC9rtA8BxVfXVxRSzJEmSJKnl8PVl26rAg+3yAWNofwuwXZIXJVke\neFvPvp8C09rlXflD1f0K4KAkc+eXvyzJS55j3JIkSZIkTMqXdZ8FjktyA7DcghpX1cPAscBNwL8D\nd/bs/hqwbZJbgVcDv2mPuRL4JnBTklnADGDyYrwGSZIkSepbA8PDo41mlhaPw89/kw+Z+trHpp/X\ndQidGhyczNDQ7K7DUId8Bvqb918+A/3N+98YHJw8MNo+K+WSJEmSJHXEpFySJEmSpI6YlEuSJEmS\n1BF/Ek3j7ot7fNd5JH3MeUSSJEnS6KyUS5IkSZLUEZNySZIkSZI6YlIuSZIkSVJHnFOucbfXt9/U\ndQhSp05+TX//TrkkSZJGZ6VckiRJkqSOmJRLkiRJktQRk3JJkiRJkjpiUi5JkiRJUkdMyiVJkiRJ\n6ohvX9eokhwLPA5cApwNDAN7VtVPuoxLkiRJkiYKk3KNxVuBb1fVMV0HIkmSJEkTiUm5/kiSjwHv\nAh4AhoAfAu8H5iSZDuwMnAu8HFgO+MeqOqejcCVJkiRpmWZSrt9LMg3YB9iE5tm4E7gD+Bfg8ao6\nIckewENVtVN7zKpdxStJkiRJyzqTcvXaBriwqp4ASHLxPNrMAk5I8hngkqq6bkkGKEmSJEkTiW9f\n10jD89tZVT8CptEk58clOXqJRCVJkiRJE5BJuXpdC+yWZKUkk4G3jGyQZA3giao6EzgBeNUSjlGS\nJEmSJgyHr+v3qurOJOcAM4GfAfMamr4h8LkkzwJPA+9bgiFKkiRJ0oRiUq4/UlWfAj41n/1XAFcs\nuYgkSZIkaeJy+LokSZIkSR0xKZckSZIkqSMm5ZIkSZIkdcQ55Rp35+76XYaGZncdhjoyODjZ+y9J\nkiSNwkq5JEmSJEkdMSmXJEmSJKkjJuWSJEmSJHXEOeUadzt+++CuQ5A69Y3XfLHrECRJkrSUslIu\nSZIkSVJHTMolSZIkSeqISbkkSZIkSR0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VRwOP0CTnkiRJkqSF5Iveln4/BPZP8lXgx8BX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\nJElSJ38D4tbtQ+3KUksAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot top 50 frequencies based on total frequency\n",
    "plt.figure(figsize=(15,20))\n",
    "ax = sns.barplot(\"tf\", \"word\", data=top50, orient=\"h\").set_title(\"Top 50 words based on their total frequency\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Wvw3437L8k16OcXH5ewcwcUkDliRJkqSxzqS8eXT08blRSx/b+zrGwvJ3EU6BkCRJkqQl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\nuSRJkiRJnfwFWq8pEXZ0Q18AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot top 50 frequencies based on document frequency\n",
    "plt.figure(figsize=(15,20))\n",
    "ax = sns.barplot(\"df\", \"word\", data=top50, orient=\"h\").set_title(\"Top 50 words based on their document frequency\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#get tag networks if time permits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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
}