Cleaning-Analyzing-Bios.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning and Analyzing the Bios"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_colwidth', 500)\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import _pickle as pickle\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from nltk import FreqDist\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.collocations import BigramAssocMeasures, BigramCollocationFinder"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"profiles.pkl\",'rb') as fp:\n",
    "    df = pickle.load(fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning the Text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiating the lemmatizer\n",
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tokenize(text):\n",
    "    \"\"\"\n",
    "    Tokenizing the bios, then lemmatizing them\n",
    "    \"\"\"\n",
    "    # Creating a library of stopwords\n",
    "    stops = stopwords.words('english')\n",
    "    \n",
    "    # Lowercasing the words\n",
    "    text = text.lower()\n",
    "    \n",
    "    # Removing the punctuations (periods)\n",
    "    text = text.replace('.', '')\n",
    "    \n",
    "    # Splitting on spaces between words\n",
    "    text = text.split(' ')\n",
    "    \n",
    "    # Lemmatizing the words and removing stop words\n",
    "    text = [lemmatizer.lemmatize(i) for i in text if i not in stops]\n",
    "    \n",
    "    return text\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df['Bios'] = df.Bios.apply(tokenize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Frequent Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique words:  104\n"
     ]
    }
   ],
   "source": [
    "total_vocab = set()\n",
    "\n",
    "for bio in df['Bios']:\n",
    "    total_vocab.update(bio)\n",
    "        \n",
    "print(\"Number of unique words: \",len(total_vocab))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('fanatic', 2241),\n",
       " ('travel', 1737),\n",
       " ('music', 1681),\n",
       " ('food', 1657),\n",
       " ('social', 1654),\n",
       " ('zombie', 1652),\n",
       " ('pop', 1645),\n",
       " ('tv', 1636),\n",
       " ('twitter', 1622),\n",
       " ('coffee', 1617),\n",
       " ('web', 1612),\n",
       " ('beer', 1605),\n",
       " ('bacon', 1585),\n",
       " ('medium', 1577),\n",
       " ('alcohol', 1574),\n",
       " ('culture', 1572),\n",
       " ('internet', 1534),\n",
       " ('expert', 1183),\n",
       " ('geek', 1165),\n",
       " ('buff', 1164),\n",
       " ('lover', 1159),\n",
       " ('guru', 1158),\n",
       " ('fan', 1157),\n",
       " ('ninja', 1143),\n",
       " ('scholar', 1142),\n",
       " ('trailblazer', 1138),\n",
       " ('maven', 1137),\n",
       " ('junkie', 1134),\n",
       " ('specialist', 1119),\n",
       " ('advocate', 1116),\n",
       " ('enthusiast', 1108),\n",
       " ('practitioner', 1105),\n",
       " ('nerd', 1101),\n",
       " ('aficionado', 1099),\n",
       " ('evangelist', 1092),\n",
       " ('introvert', 861),\n",
       " ('gamer', 853),\n",
       " ('reader', 850),\n",
       " ('communicator', 829),\n",
       " ('writer', 815),\n",
       " ('creator', 815),\n",
       " ('student', 808),\n",
       " ('explorer', 806),\n",
       " ('thinker', 805),\n",
       " ('analyst', 804),\n",
       " ('certified', 793),\n",
       " ('troublemaker', 787),\n",
       " ('general', 786),\n",
       " ('organizer', 781),\n",
       " ('problem', 770),\n",
       " ('solver', 770),\n",
       " ('devoted', 761),\n",
       " ('lifelong', 757),\n",
       " ('proud', 750),\n",
       " ('avid', 745),\n",
       " ('friendly', 745),\n",
       " ('hardcore', 742),\n",
       " ('professional', 741),\n",
       " ('wannabe', 738),\n",
       " ('extreme', 736),\n",
       " ('freelance', 735),\n",
       " ('passionate', 732),\n",
       " ('entrepreneur', 731),\n",
       " ('award-winning', 723),\n",
       " ('typical', 722),\n",
       " ('evil', 722),\n",
       " ('total', 711),\n",
       " ('hipster-friendly', 708),\n",
       " ('subtly', 707),\n",
       " ('charming', 707),\n",
       " ('amateur', 704),\n",
       " ('unapologetic', 693),\n",
       " ('incurable', 675),\n",
       " ('infuriatingly', 633),\n",
       " ('humble', 633),\n",
       " ('future', 213),\n",
       " ('teen', 213),\n",
       " ('idol', 213),\n",
       " ('prone', 208),\n",
       " ('fit', 208),\n",
       " ('apathy', 208),\n",
       " ('fall', 207),\n",
       " ('lot', 207),\n",
       " ('friend', 200),\n",
       " ('animal', 200),\n",
       " ('everywhere', 200),\n",
       " ('unable', 174),\n",
       " ('type', 174),\n",
       " ('boxing', 174),\n",
       " ('glove', 174),\n",
       " ('zombieaholic', 99),\n",
       " ('musicaholic', 95),\n",
       " ('beeraholic', 93),\n",
       " ('coffeeaholic', 87),\n",
       " ('foodaholic', 85),\n",
       " ('twitteraholic', 84),\n",
       " ('webaholic', 84),\n",
       " ('alcoholaholic', 82),\n",
       " ('tvaholic', 80),\n",
       " ('baconaholic', 78),\n",
       " ('mediaholic', 77),\n",
       " ('internetaholic', 75),\n",
       " ('cultureaholic', 73),\n",
       " ('travelaholic', 55)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Determining the most frequent words in user bios\n",
    "words = []\n",
    "\n",
    "for bio in df['Bios']:\n",
    "    words.extend(bio)\n",
    "\n",
    "bio_freq = FreqDist(words)\n",
    "bio_freq.most_common(104)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting the Most Frequent Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('ggplot')\n",
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "plt.bar(*zip(*bio_freq.most_common(25)))\n",
    "plt.xticks(rotation=75)\n",
    "plt.title('Most Frequently Used Words in User Bios')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It would possibly be best to create some bigrams with this data as most of the words appear to be adjectives."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiating the score of each bigram\n",
    "bigram_meas = BigramAssocMeasures()\n",
    "\n",
    "# Finding and ranking the Bigrams in each bio\n",
    "bio_finder = BigramCollocationFinder.from_words(words)\n",
    "\n",
    "# Finding the frequency scores of each bigram \n",
    "bio_scored = bio_finder.score_ngrams(bigram_meas.raw_freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(('social', 'medium'), 0.019017184202592706),\n",
       " (('pop', 'culture'), 0.018956888754899006),\n",
       " (('problem', 'solver'), 0.009285498944829666),\n",
       " (('subtly', 'charming'), 0.008525776303889057),\n",
       " (('infuriatingly', 'humble'), 0.00763340367802231),\n",
       " (('future', 'teen'), 0.002568586071751583),\n",
       " (('teen', 'idol'), 0.002568586071751583),\n",
       " (('fit', 'apathy'), 0.0025082906240578838),\n",
       " (('prone', 'fit'), 0.0025082906240578838),\n",
       " (('fall', 'lot'), 0.002496231534519144),\n",
       " (('animal', 'everywhere'), 0.002411817907747965),\n",
       " (('friend', 'animal'), 0.002411817907747965),\n",
       " (('music', 'fanatic'), 0.0022309315646668678),\n",
       " (('zombie', 'fanatic'), 0.002206813385589388),\n",
       " (('travel', 'fanatic'), 0.002194754296050648),\n",
       " (('medium', 'fanatic'), 0.0021103406692794696),\n",
       " (('boxing', 'glove'), 0.0020982815797407294),\n",
       " (('type', 'boxing'), 0.0020982815797407294),\n",
       " (('unable', 'type'), 0.0020982815797407294),\n",
       " (('food', 'fanatic'), 0.001989749773892071),\n",
       " (('internet', 'fanatic'), 0.001977690684353331),\n",
       " (('culture', 'fanatic'), 0.0019415134157371118),\n",
       " (('tv', 'fanatic'), 0.001869158878504673),\n",
       " (('beer', 'fanatic'), 0.0018088634308109737),\n",
       " (('twitter', 'fanatic'), 0.001796804341272234),\n",
       " (('alcohol', 'fanatic'), 0.0017485679831172746),\n",
       " (('bacon', 'fanatic'), 0.0017485679831172746),\n",
       " (('web', 'fanatic'), 0.0017123907145010552),\n",
       " (('coffee', 'fanatic'), 0.0016882725354235755),\n",
       " (('tv', 'scholar'), 0.0012903225806451613),\n",
       " (('food', 'expert'), 0.0012541453120289419),\n",
       " (('food', 'lover'), 0.0012541453120289419),\n",
       " (('travel', 'junkie'), 0.0012300271329514622),\n",
       " (('tv', 'maven'), 0.0012300271329514622),\n",
       " (('alcohol', 'maven'), 0.0011938498643352428),\n",
       " (('music', 'scholar'), 0.0011938498643352428),\n",
       " (('zombie', 'trailblazer'), 0.0011938498643352428),\n",
       " (('coffee', 'ninja'), 0.0011817907747965028),\n",
       " (('travel', 'expert'), 0.0011817907747965028),\n",
       " (('alcohol', 'guru'), 0.001169731685257763),\n",
       " (('food', 'fan'), 0.001169731685257763),\n",
       " (('medium', 'buff'), 0.001169731685257763),\n",
       " (('web', 'junkie'), 0.001169731685257763),\n",
       " (('alcohol', 'geek'), 0.0011576725957190232),\n",
       " (('bacon', 'aficionado'), 0.0011576725957190232),\n",
       " (('travel', 'practitioner'), 0.0011576725957190232),\n",
       " (('twitter', 'buff'), 0.0011576725957190232),\n",
       " (('culture', 'guru'), 0.0011456135061802834),\n",
       " (('music', 'lover'), 0.0011456135061802834),\n",
       " (('travel', 'specialist'), 0.0011456135061802834)]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 50 most common bigrams\n",
    "bio_scored[:50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Creating a list of the bigrams\n",
    "bg = list(map(lambda x: x[0][0] + ' ' + x[0][1], bio_scored[:50]))\n",
    "\n",
    "# Creating a list of the frequency scores\n",
    "bio_scores = list(map(lambda x: x[1], bio_scored[:50]))\n",
    "\n",
    "# Combining both the scores and the bigrams\n",
    "bigrams = list(zip(bg, bio_scores))\n",
    "\n",
    "# Plotting the bigrams and their frequency scores\n",
    "plt.style.use('bmh')\n",
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "plt.bar(*zip(*bigrams[:25]))\n",
    "plt.xticks(rotation=80)\n",
    "plt.title('Top 25 Most Common Bigrams')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filtering out bigrams based on frequency of occurence\n",
    "bio_finder.apply_freq_filter(20)\n",
    "\n",
    "# Calculating the pointwise mutual information score, which determines how often these words are associated with each other\n",
    "bio_pmi = bio_finder.score_ngrams(bigram_meas.pmi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(('boxing', 'glove'), 8.89657599071402),\n",
       " (('type', 'boxing'), 8.89657599071402),\n",
       " (('unable', 'type'), 8.89657599071402),\n",
       " (('animal', 'everywhere'), 8.695663296788021),\n",
       " (('friend', 'animal'), 8.695663296788021),\n",
       " (('fall', 'lot'), 8.646032529063424),\n",
       " (('fit', 'apathy'), 8.639079768421656),\n",
       " (('prone', 'fit'), 8.639079768421656),\n",
       " (('future', 'teen'), 8.604809866336904),\n",
       " (('teen', 'idol'), 8.604809866336904),\n",
       " (('infuriatingly', 'humble'), 7.033457797134407),\n",
       " (('subtly', 'charming'), 6.873953081753346),\n",
       " (('problem', 'solver'), 6.750804850980483),\n",
       " (('pop', 'culture'), 5.655647617940144),\n",
       " (('pop', 'cultureaholic'), 5.655647617940144),\n",
       " (('social', 'mediaholic'), 5.647775967391471),\n",
       " (('social', 'medium'), 5.647775967391471),\n",
       " (('tv', 'scholar'), 2.2476825046593056),\n",
       " (('unapologetic', 'organizer'), 2.200519801892071),\n",
       " (('alcohol', 'maven'), 2.1976397422426217),\n",
       " (('bacon', 'aficionado'), 2.192239191307902),\n",
       " (('tv', 'maven'), 2.1849712567002477),\n",
       " (('food', 'lover'), 2.166936466475917),\n",
       " (('alcohol', 'guru'), 2.141792965253149),\n",
       " (('web', 'junkie'), 2.1375913752796762),\n",
       " (('food', 'expert'), 2.1373669591426),\n",
       " (('coffee', 'ninja'), 2.1365156789898165),\n",
       " (('medium', 'buff'), 2.13159004105108),\n",
       " (('zombie', 'trailblazer'), 2.126593292916329),\n",
       " (('internet', 'enthusiast'), 2.1184279839770213),\n",
       " (('alcohol', 'geek'), 2.118147922234776),\n",
       " (('culture', 'guru'), 2.1135700546458516),\n",
       " (('culture', 'practitioner'), 2.1031564263550173),\n",
       " (('web', 'trailblazer'), 2.102454224059148),\n",
       " (('travel', 'junkie'), 2.102357864881622),\n",
       " (('music', 'scholar'), 2.0964251620433494),\n",
       " (('food', 'evangelist'), 2.0915632695294732),\n",
       " (('twitter', 'evangelist'), 2.0909988816243157),\n",
       " (('bacon', 'specialist'), 2.0890526807582788),\n",
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       " (('fan', 'freelance'), 1.0340633205102883),\n",
       " (('professional', 'bacon'), 1.0339036243577162),\n",
       " (('guru', 'freelance'), 1.0328169316285418),\n",
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       " (('avid', 'tv'), 1.0293564338799932),\n",
       " (('fanatic', 'hipster-friendly'), 1.027389221831605),\n",
       " (('passionate', 'web'), 1.0271646148783091),\n",
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       " (('award-winning', 'bacon'), 1.0187554466424658),\n",
       " (('fanatic', 'general'), 1.0174718054958483),\n",
       " (('fanatic', 'proud'), 1.016397772287192),\n",
       " (('passionate', 'travel'), 1.0156339199551887),\n",
       " (('evil', 'internet'), 1.0154691943361094),\n",
       " (('advocate', 'extreme'), 1.0137643135639074),\n",
       " (('lifelong', 'alcohol'), 1.0131311661971019),\n",
       " (('incurable', 'bacon'), 1.0109483877388747),\n",
       " (('expert', 'tv'), 1.009916946958846),\n",
       " (('total', 'twitter'), 1.009610554783663),\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bio_pmi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating Bigrams in the DF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating bigrams for each pair of words in the bios\n",
    "df['Bigrams'] = df.Bios.apply(lambda bio: BigramCollocationFinder.from_words(bio).nbest(bigram_meas.pmi, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bios</th>\n",
       "      <th>Bigrams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[typical, twitter, fanatic, infuriatingly, humble, thinker, lifelong, coffee, practitioner, organizer]</td>\n",
       "      <td>[(coffee, practitioner), (fanatic, infuriatingly), (humble, thinker), (infuriatingly, humble), (lifelong, coffee), (practitioner, organizer), (thinker, lifelong), (twitter, fanatic), (typical, twitter)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[web, junkie, analyst, infuriatingly, humble, introvert, food, nerd, lifelong, music, fanatic, coffee, lover]</td>\n",
       "      <td>[(analyst, infuriatingly), (coffee, lover), (fanatic, coffee), (food, nerd), (humble, introvert), (infuriatingly, humble), (introvert, food), (junkie, analyst), (lifelong, music), (music, fanatic), (nerd, lifelong), (web, junkie)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[avid, web, maven, food, practitioner, gamer, twitter, fanatic, pop, culture, scholar, zombie, evangelist]</td>\n",
       "      <td>[(avid, web), (culture, scholar), (fanatic, pop), (food, practitioner), (gamer, twitter), (maven, food), (pop, culture), (practitioner, gamer), (scholar, zombie), (twitter, fanatic), (web, maven), (zombie, evangelist)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[twitteraholic, extreme, web, fanatic, food, buff, infuriatingly, humble, entrepreneur]</td>\n",
       "      <td>[(buff, infuriatingly), (extreme, web), (fanatic, food), (food, buff), (humble, entrepreneur), (infuriatingly, humble), (twitteraholic, extreme), (web, fanatic)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[bacon, enthusiast, fall, lot, freelance, social, medium, fan, infuriatingly, humble, introvert]</td>\n",
       "      <td>[(bacon, enthusiast), (enthusiast, fall), (fall, lot), (fan, infuriatingly), (freelance, social), (humble, introvert), (infuriatingly, humble), (lot, freelance), (medium, fan), (social, medium)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[pop, culture, junkie, tv, buff, reader, friendly, travel, expert, incurable, twitteraholic, social, medium, ninja, coffee, enthusiast, internet, specialist]</td>\n",
       "      <td>[(buff, reader), (coffee, enthusiast), (culture, junkie), (enthusiast, internet), (expert, incurable), (friendly, travel), (incurable, twitteraholic), (internet, specialist), (junkie, tv), (medium, ninja), (ninja, coffee), (pop, culture), (reader, friendly), (social, medium), (travel, expert), (tv, buff), (twitteraholic, social)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[typical, thinker, amateur, explorer, reader, extreme, student, tv, fanatic, social, medium, ninja]</td>\n",
       "      <td>[(amateur, explorer), (explorer, reader), (extreme, student), (fanatic, social), (medium, ninja), (reader, extreme), (social, medium), (student, tv), (thinker, amateur), (tv, fanatic), (typical, thinker)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[zombie, maven, travel, geek, professional, social, medium, buff, avid, pop, culture, lover]</td>\n",
       "      <td>[(avid, pop), (buff, avid), (culture, lover), (geek, professional), (maven, travel), (medium, buff), (pop, culture), (professional, social), (social, medium), (travel, geek), (zombie, maven)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[lifelong, introvert, general, travel, maven, hipster-friendly, web, trailblazer, writer, alcohol, fan, student, communicator, coffee, guru]</td>\n",
       "      <td>[(alcohol, fan), (coffee, guru), (communicator, coffee), (fan, student), (general, travel), (hipster-friendly, web), (introvert, general), (lifelong, introvert), (maven, hipster-friendly), (student, communicator), (trailblazer, writer), (travel, maven), (web, trailblazer), (writer, alcohol)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[travel, ninja, amateur, pop, culture, evangelist, web, fanatic, freelance, communicator, zombie, geek]</td>\n",
       "      <td>[(amateur, pop), (communicator, zombie), (culture, evangelist), (evangelist, web), (fanatic, freelance), (freelance, communicator), (ninja, amateur), (pop, culture), (travel, ninja), (web, fanatic), (zombie, geek)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[tv, specialist, professional, coffee, scholar, introvert, thinker, creator, travel, advocate]</td>\n",
       "      <td>[(coffee, scholar), (creator, travel), (introvert, thinker), (professional, coffee), (scholar, introvert), (specialist, professional), (thinker, creator), (travel, advocate), (tv, specialist)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[twitter, guru, food, aficionado, subtly, charming, coffee, ninja, incurable, web, practitioner, travel, evangelist, hardcore, music, nerd, devoted, bacon, maven]</td>\n",
       "      <td>[(aficionado, subtly), (bacon, maven), (charming, coffee), (coffee, ninja), (devoted, bacon), (evangelist, hardcore), (food, aficionado), (guru, food), (hardcore, music), (incurable, web), (music, nerd), (nerd, devoted), (ninja, incurable), (practitioner, travel), (subtly, charming), (travel, evangelist), (twitter, guru), (web, practitioner)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[coffeeaholic, entrepreneur, explorer, internet, maven, twitter, evangelist, alcohol, geek]</td>\n",
       "      <td>[(alcohol, geek), (coffeeaholic, entrepreneur), (entrepreneur, explorer), (evangelist, alcohol), (explorer, internet), (internet, maven), (maven, twitter), (twitter, evangelist)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[pop, culture, trailblazer, zombie, nerd, travel, specialist, foodaholic, total, student, twitter, buff]</td>\n",
       "      <td>[(culture, trailblazer), (foodaholic, total), (nerd, travel), (pop, culture), (specialist, foodaholic), (student, twitter), (total, student), (trailblazer, zombie), (travel, specialist), (twitter, buff), (zombie, nerd)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[travel, buff, student, alcohol, trailblazer, passionate, social, medium, ninja, entrepreneur, incurable, writer]</td>\n",
       "      <td>[(alcohol, trailblazer), (buff, student), (entrepreneur, incurable), (incurable, writer), (medium, ninja), (ninja, entrepreneur), (passionate, social), (social, medium), (student, alcohol), (trailblazer, passionate), (travel, buff)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[avid, pop, culture, fanatic, social, medium, enthusiast, incurable, introvert, typical, web, maven, reader]</td>\n",
       "      <td>[(avid, pop), (culture, fanatic), (enthusiast, incurable), (fanatic, social), (incurable, introvert), (introvert, typical), (maven, reader), (medium, enthusiast), (pop, culture), (social, medium), (typical, web), (web, maven)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[amateur, alcohol, practitioner, food, nerd, proud, analyst, beer, guru, award-winning, coffee, fanatic, organizer]</td>\n",
       "      <td>[(alcohol, practitioner), (amateur, alcohol), (analyst, beer), (award-winning, coffee), (beer, guru), (coffee, fanatic), (fanatic, organizer), (food, nerd), (guru, award-winning), (nerd, proud), (practitioner, food), (proud, analyst)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[beer, practitioner, coffee, expert, tv, guru, social, medium, junkie, bacon, enthusiast, general, student, food, nerd]</td>\n",
       "      <td>[(bacon, enthusiast), (beer, practitioner), (coffee, expert), (enthusiast, general), (expert, tv), (food, nerd), (general, student), (guru, social), (junkie, bacon), (medium, junkie), (practitioner, coffee), (social, medium), (student, food), (tv, guru)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[gamer, twitter, fan, amateur, entrepreneur, writer, fall, lot, passionate, music, enthusiast, freelance, analyst]</td>\n",
       "      <td>[(amateur, entrepreneur), (enthusiast, freelance), (entrepreneur, writer), (fall, lot), (fan, amateur), (freelance, analyst), (gamer, twitter), (lot, passionate), (music, enthusiast), (passionate, music), (twitter, fan), (writer, fall)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[web, guru, extreme, internet, aficionado, subtly, charming, travel, maven, food, nerd, friend, animal, everywhere, devoted, pop, culture, fanatic]</td>\n",
       "      <td>[(aficionado, subtly), (animal, everywhere), (charming, travel), (culture, fanatic), (devoted, pop), (everywhere, devoted), (extreme, internet), (food, nerd), (friend, animal), (guru, extreme), (internet, aficionado), (maven, food), (nerd, friend), (pop, culture), (subtly, charming), (travel, maven), (web, guru)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[zombie, ninja, extreme, pop, culture, nerd, infuriatingly, humble, alcohol, fanatic, music, junkie, professional, analyst]</td>\n",
       "      <td>[(alcohol, fanatic), (culture, nerd), (extreme, pop), (fanatic, music), (humble, alcohol), (infuriatingly, humble), (junkie, professional), (music, junkie), (nerd, infuriatingly), (ninja, extreme), (pop, culture), (professional, analyst), (zombie, ninja)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[entrepreneur, friendly, zombie, aficionado, organizer, passionate, coffee, geek, avid, introvert, pop, culture, trailblazer]</td>\n",
       "      <td>[(aficionado, organizer), (avid, introvert), (coffee, geek), (culture, trailblazer), (entrepreneur, friendly), (friendly, zombie), (geek, avid), (introvert, pop), (organizer, passionate), (passionate, coffee), (pop, culture), (zombie, aficionado)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[lifelong, coffee, expert, friendly, twitter, practitioner, general, internet, geek, food, nerd, pop, culture, fanatic, thinker]</td>\n",
       "      <td>[(coffee, expert), (culture, fanatic), (expert, friendly), (fanatic, thinker), (food, nerd), (friendly, twitter), (geek, food), (general, internet), (internet, geek), (lifelong, coffee), (nerd, pop), (pop, culture), (practitioner, general), (twitter, practitioner)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[lifelong, internet, fanatic, hardcore, problem, solver, total, entrepreneur, extreme, food, geek, twitter, aficionado]</td>\n",
       "      <td>[(entrepreneur, extreme), (extreme, food), (fanatic, hardcore), (food, geek), (geek, twitter), (hardcore, problem), (internet, fanatic), (lifelong, internet), (problem, solver), (solver, total), (total, entrepreneur), (twitter, aficionado)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[zombieaholic, lifelong, music, junkie, writer, devoted, communicator, general, pop, culture, fan, unapologetic, gamer]</td>\n",
       "      <td>[(communicator, general), (culture, fan), (devoted, communicator), (fan, unapologetic), (general, pop), (junkie, writer), (lifelong, music), (music, junkie), (pop, culture), (unapologetic, gamer), (writer, devoted), (zombieaholic, lifelong)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[bacon, geek, freelance, food, aficionado, devoted, internet, fanatic, explorer, friendly, music, trailblazer, incurable, beer, buff]</td>\n",
       "      <td>[(aficionado, devoted), (bacon, geek), (beer, buff), (devoted, internet), (explorer, friendly), (fanatic, explorer), (food, aficionado), (freelance, food), (friendly, music), (geek, freelance), (incurable, beer), (internet, fanatic), (music, trailblazer), (trailblazer, incurable)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[devoted, alcohol, geek, problem, solver, general, analyst, award-winning, bacon, specialist, friendly, twitter, aficionado]</td>\n",
       "      <td>[(alcohol, geek), (analyst, award-winning), (award-winning, bacon), (bacon, specialist), (devoted, alcohol), (friendly, twitter), (geek, problem), (general, analyst), (problem, solver), (solver, general), (specialist, friendly), (twitter, aficionado)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[gamer, certified, thinker, reader, music, maven, total, social, medium, geek, introvert, typical, problem, solver, award-winning, explorer]</td>\n",
       "      <td>[(award-winning, explorer), (certified, thinker), (gamer, certified), (geek, introvert), (introvert, typical), (maven, total), (medium, geek), (music, maven), (problem, solver), (reader, music), (social, medium), (solver, award-winning), (thinker, reader), (total, social), (typical, problem)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[lifelong, coffee, fanatic, devoted, travel, enthusiast, introvert, troublemaker]</td>\n",
       "      <td>[(coffee, fanatic), (devoted, travel), (enthusiast, introvert), (fanatic, devoted), (introvert, troublemaker), (lifelong, coffee), (travel, enthusiast)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[amateur, twitter, expert, certified, travel, nerd, music, buff, proud, zombie, geek, beer, advocate]</td>\n",
       "      <td>[(amateur, twitter), (beer, advocate), (buff, proud), (certified, travel), (expert, certified), (geek, beer), (music, buff), (nerd, music), (proud, zombie), (travel, nerd), (twitter, expert), (zombie, geek)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6570</th>\n",
       "      <td>[communicator, fall, lot, lifelong, alcohol, expert, general, gamer, typical, writer, zombie, fan]</td>\n",
       "      <td>[(alcohol, expert), (communicator, fall), (expert, general), (fall, lot), (gamer, typical), (general, gamer), (lifelong, alcohol), (lot, lifelong), (typical, writer), (writer, zombie), (zombie, fan)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6571</th>\n",
       "      <td>[pop, culture, junkie, general, thinker, award-winning, food, evangelist, troublemaker]</td>\n",
       "      <td>[(award-winning, food), (culture, junkie), (evangelist, troublemaker), (food, evangelist), (general, thinker), (junkie, general), (pop, culture), (thinker, award-winning)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6572</th>\n",
       "      <td>[music, fanatic, tv, enthusiast, professional, bacon, aficionado, explorer, subtly, charming, writer]</td>\n",
       "      <td>[(aficionado, explorer), (bacon, aficionado), (charming, writer), (enthusiast, professional), (explorer, subtly), (fanatic, tv), (music, fanatic), (professional, bacon), (subtly, charming), (tv, enthusiast)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6573</th>\n",
       "      <td>[hipster-friendly, gamer, general, bacon, scholar, subtly, charming, social, medium, lover, proud, explorer, alcohol, trailblazer]</td>\n",
       "      <td>[(alcohol, trailblazer), (bacon, scholar), (charming, social), (explorer, alcohol), (gamer, general), (general, bacon), (hipster-friendly, gamer), (lover, proud), (medium, lover), (proud, explorer), (scholar, subtly), (social, medium), (subtly, charming)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6574</th>\n",
       "      <td>[creator, music, advocate, extreme, web, fan, food, scholar, passionate, travel, ninja]</td>\n",
       "      <td>[(advocate, extreme), (creator, music), (extreme, web), (fan, food), (food, scholar), (music, advocate), (passionate, travel), (scholar, passionate), (travel, ninja), (web, fan)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6575</th>\n",
       "      <td>[travel, nerd, extreme, reader, gamer, tv, advocate, hipster-friendly, troublemaker, alcohol, scholar]</td>\n",
       "      <td>[(advocate, hipster-friendly), (alcohol, scholar), (extreme, reader), (gamer, tv), (hipster-friendly, troublemaker), (nerd, extreme), (reader, gamer), (travel, nerd), (troublemaker, alcohol), (tv, advocate)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6576</th>\n",
       "      <td>[explorer, general, entrepreneur, infuriatingly, humble, travel, geek, avid, twitter, aficionado, proud, tv, practitioner, hardcore, web, lover]</td>\n",
       "      <td>[(aficionado, proud), (avid, twitter), (entrepreneur, infuriatingly), (explorer, general), (geek, avid), (general, entrepreneur), (hardcore, web), (humble, travel), (infuriatingly, humble), (practitioner, hardcore), (proud, tv), (travel, geek), (tv, practitioner), (twitter, aficionado), (web, lover)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6577</th>\n",
       "      <td>[web, aficionado, pop, culture, lover, subtly, charming, coffee, guru, evil, bacon, evangelist, organizer, food, scholar]</td>\n",
       "      <td>[(aficionado, pop), (bacon, evangelist), (charming, coffee), (coffee, guru), (culture, lover), (evangelist, organizer), (evil, bacon), (food, scholar), (guru, evil), (lover, subtly), (organizer, food), (pop, culture), (subtly, charming), (web, aficionado)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6578</th>\n",
       "      <td>[devoted, twitter, aficionado, music, enthusiast, hipster-friendly, student, certified, communicator]</td>\n",
       "      <td>[(aficionado, music), (certified, communicator), (devoted, twitter), (enthusiast, hipster-friendly), (hipster-friendly, student), (music, enthusiast), (student, certified), (twitter, aficionado)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6579</th>\n",
       "      <td>[beer, fan, troublemaker, twitter, evangelist, tv, scholar, typical, travel, fanatic, subtly, charming, entrepreneur, creator]</td>\n",
       "      <td>[(beer, fan), (charming, entrepreneur), (entrepreneur, creator), (evangelist, tv), (fan, troublemaker), (fanatic, subtly), (scholar, typical), (subtly, charming), (travel, fanatic), (troublemaker, twitter), (tv, scholar), (twitter, evangelist), (typical, travel)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6580</th>\n",
       "      <td>[beer, fanatic, coffee, maven, subtly, charming, music, lover, explorer, pop, culture, aficionado]</td>\n",
       "      <td>[(beer, fanatic), (charming, music), (coffee, maven), (culture, aficionado), (explorer, pop), (fanatic, coffee), (lover, explorer), (maven, subtly), (music, lover), (pop, culture), (subtly, charming)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6581</th>\n",
       "      <td>[professional, zombie, trailblazer, extreme, internet, junkie, pop, culture, ninja, creator, tv, nerd, beer, enthusiast, twitter, guru]</td>\n",
       "      <td>[(beer, enthusiast), (creator, tv), (culture, ninja), (enthusiast, twitter), (extreme, internet), (internet, junkie), (junkie, pop), (nerd, beer), (ninja, creator), (pop, culture), (professional, zombie), (trailblazer, extreme), (tv, nerd), (twitter, guru), (zombie, trailblazer)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6582</th>\n",
       "      <td>[travel, specialist, unapologetic, tv, junkie, entrepreneur, wannabe, twitter, ninja, unable, type, boxing, glove]</td>\n",
       "      <td>[(boxing, glove), (entrepreneur, wannabe), (junkie, entrepreneur), (ninja, unable), (specialist, unapologetic), (travel, specialist), (tv, junkie), (twitter, ninja), (type, boxing), (unable, type), (unapologetic, tv), (wannabe, twitter)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6583</th>\n",
       "      <td>[student, creator, professional, bacon, enthusiast, proud, zombie, ninja, food, fan, gamer, twitter, fanatic]</td>\n",
       "      <td>[(bacon, enthusiast), (creator, professional), (enthusiast, proud), (fan, gamer), (food, fan), (gamer, twitter), (ninja, food), (professional, bacon), (proud, zombie), (student, creator), (twitter, fanatic), (zombie, ninja)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6584</th>\n",
       "      <td>[total, troublemaker, bacon, ninja, hipster-friendly, zombie, evangelist, writer, internet, trailblazer]</td>\n",
       "      <td>[(bacon, ninja), (evangelist, writer), (hipster-friendly, zombie), (internet, trailblazer), (ninja, hipster-friendly), (total, troublemaker), (troublemaker, bacon), (writer, internet), (zombie, evangelist)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6585</th>\n",
       "      <td>[friendly, student, zombie, fan, travel, maven, extreme, internet, scholar, award-winning, explorer, incurable, problem, solver]</td>\n",
       "      <td>[(award-winning, explorer), (explorer, incurable), (extreme, internet), (fan, travel), (friendly, student), (incurable, problem), (internet, scholar), (maven, extreme), (problem, solver), (scholar, award-winning), (student, zombie), (travel, maven), (zombie, fan)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6586</th>\n",
       "      <td>[typical, creator, introvert, pop, culture, enthusiast, extreme, social, medium, maven, award-winning, gamer, entrepreneur]</td>\n",
       "      <td>[(award-winning, gamer), (creator, introvert), (culture, enthusiast), (enthusiast, extreme), (extreme, social), (gamer, entrepreneur), (introvert, pop), (maven, award-winning), (medium, maven), (pop, culture), (social, medium), (typical, creator)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6587</th>\n",
       "      <td>[web, scholar, certified, food, fanatic, internet, expert, friendly, thinker, unapologetic, tv, enthusiast]</td>\n",
       "      <td>[(certified, food), (expert, friendly), (fanatic, internet), (food, fanatic), (friendly, thinker), (internet, expert), (scholar, certified), (thinker, unapologetic), (tv, enthusiast), (unapologetic, tv), (web, scholar)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6588</th>\n",
       "      <td>[hardcore, tv, geek, typical, music, buff, hipster-friendly, beer, enthusiast]</td>\n",
       "      <td>[(beer, enthusiast), (buff, hipster-friendly), (geek, typical), (hardcore, tv), (hipster-friendly, beer), (music, buff), (tv, geek), (typical, music)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6589</th>\n",
       "      <td>[pop, culture, maven, coffee, junkie, friend, animal, everywhere, student, professional, internet, fan]</td>\n",
       "      <td>[(animal, everywhere), (coffee, junkie), (culture, maven), (everywhere, student), (friend, animal), (internet, fan), (junkie, friend), (maven, coffee), (pop, culture), (professional, internet), (student, professional)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6590</th>\n",
       "      <td>[unapologetic, thinker, certified, beer, trailblazer, amateur, twitter, guru, hardcore, travel, nerd]</td>\n",
       "      <td>[(amateur, twitter), (beer, trailblazer), (certified, beer), (guru, hardcore), (hardcore, travel), (thinker, certified), (trailblazer, amateur), (travel, nerd), (twitter, guru), (unapologetic, thinker)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6591</th>\n",
       "      <td>[entrepreneur, evil, alcohol, evangelist, beer, maven, infuriatingly, humble, travel, guru, music, nerd]</td>\n",
       "      <td>[(alcohol, evangelist), (beer, maven), (entrepreneur, evil), (evangelist, beer), (evil, alcohol), (guru, music), (humble, travel), (infuriatingly, humble), (maven, infuriatingly), (music, nerd), (travel, guru)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6592</th>\n",
       "      <td>[typical, bacon, lover, professional, food, evangelist, pop, culture, enthusiast, problem, solver, incurable, tv, practitioner, extreme, beeraholic]</td>\n",
       "      <td>[(bacon, lover), (culture, enthusiast), (enthusiast, problem), (evangelist, pop), (extreme, beeraholic), (food, evangelist), (incurable, tv), (lover, professional), (pop, culture), (practitioner, extreme), (problem, solver), (professional, food), (solver, incurable), (tv, practitioner), (typical, bacon)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6593</th>\n",
       "      <td>[reader, music, enthusiast, tv, junkie, creator, amateur, alcohol, fanatic, pop, culture, fanatic]</td>\n",
       "      <td>[(amateur, alcohol), (creator, amateur), (enthusiast, tv), (junkie, creator), (music, enthusiast), (pop, culture), (reader, music), (tv, junkie), (alcohol, fanatic), (culture, fanatic), (fanatic, pop)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6594</th>\n",
       "      <td>[pop, culture, lover, hardcore, writer, alcohol, buff, devoted, communicator, creator, proud, thinker, travel, nerd]</td>\n",
       "      <td>[(alcohol, buff), (buff, devoted), (communicator, creator), (creator, proud), (culture, lover), (devoted, communicator), (hardcore, writer), (lover, hardcore), (pop, culture), (proud, thinker), (thinker, travel), (travel, nerd), (writer, alcohol)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6595</th>\n",
       "      <td>[typical, pop, culture, nerd, infuriatingly, humble, internet, maven, alcohol, evangelist]</td>\n",
       "      <td>[(alcohol, evangelist), (culture, nerd), (humble, internet), (infuriatingly, humble), (internet, maven), (maven, alcohol), (nerd, infuriatingly), (pop, culture), (typical, pop)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6596</th>\n",
       "      <td>[avid, web, junkie, lifelong, alcohol, guru, hardcore, reader, award-winning, twitter, evangelist]</td>\n",
       "      <td>[(alcohol, guru), (avid, web), (award-winning, twitter), (guru, hardcore), (hardcore, reader), (junkie, lifelong), (lifelong, alcohol), (reader, award-winning), (twitter, evangelist), (web, junkie)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6597</th>\n",
       "      <td>[music, ninja, bacon, fanatic, reader, total, communicator, unapologetic, beer, specialist]</td>\n",
       "      <td>[(bacon, fanatic), (beer, specialist), (communicator, unapologetic), (fanatic, reader), (music, ninja), (ninja, bacon), (reader, total), (total, communicator), (unapologetic, beer)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6598</th>\n",
       "      <td>[communicator, bacon, lover, award-winning, introvert, amateur, internet, ninja]</td>\n",
       "      <td>[(amateur, internet), (award-winning, introvert), (bacon, lover), (communicator, bacon), (internet, ninja), (introvert, amateur), (lover, award-winning)]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6599</th>\n",
       "      <td>[unapologetic, tv, aficionado, devoted, twitter, enthusiast, typical, coffee, guru, fall, lot]</td>\n",
       "      <td>[(aficionado, devoted), (coffee, guru), (devoted, twitter), (enthusiast, typical), (fall, lot), (guru, fall), (tv, aficionado), (twitter, enthusiast), (typical, coffee), (unapologetic, tv)]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6600 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                    Bios  \\\n",
       "0                                                                 [typical, twitter, fanatic, infuriatingly, humble, thinker, lifelong, coffee, practitioner, organizer]   \n",
       "1                                                          [web, junkie, analyst, infuriatingly, humble, introvert, food, nerd, lifelong, music, fanatic, coffee, lover]   \n",
       "2                                                             [avid, web, maven, food, practitioner, gamer, twitter, fanatic, pop, culture, scholar, zombie, evangelist]   \n",
       "3                                                                                [twitteraholic, extreme, web, fanatic, food, buff, infuriatingly, humble, entrepreneur]   \n",
       "4                                                                       [bacon, enthusiast, fall, lot, freelance, social, medium, fan, infuriatingly, humble, introvert]   \n",
       "5          [pop, culture, junkie, tv, buff, reader, friendly, travel, expert, incurable, twitteraholic, social, medium, ninja, coffee, enthusiast, internet, specialist]   \n",
       "6                                                                    [typical, thinker, amateur, explorer, reader, extreme, student, tv, fanatic, social, medium, ninja]   \n",
       "7                                                                           [zombie, maven, travel, geek, professional, social, medium, buff, avid, pop, culture, lover]   \n",
       "8                           [lifelong, introvert, general, travel, maven, hipster-friendly, web, trailblazer, writer, alcohol, fan, student, communicator, coffee, guru]   \n",
       "9                                                                [travel, ninja, amateur, pop, culture, evangelist, web, fanatic, freelance, communicator, zombie, geek]   \n",
       "10                                                                        [tv, specialist, professional, coffee, scholar, introvert, thinker, creator, travel, advocate]   \n",
       "11    [twitter, guru, food, aficionado, subtly, charming, coffee, ninja, incurable, web, practitioner, travel, evangelist, hardcore, music, nerd, devoted, bacon, maven]   \n",
       "12                                                                           [coffeeaholic, entrepreneur, explorer, internet, maven, twitter, evangelist, alcohol, geek]   \n",
       "13                                                              [pop, culture, trailblazer, zombie, nerd, travel, specialist, foodaholic, total, student, twitter, buff]   \n",
       "14                                                     [travel, buff, student, alcohol, trailblazer, passionate, social, medium, ninja, entrepreneur, incurable, writer]   \n",
       "15                                                          [avid, pop, culture, fanatic, social, medium, enthusiast, incurable, introvert, typical, web, maven, reader]   \n",
       "16                                                   [amateur, alcohol, practitioner, food, nerd, proud, analyst, beer, guru, award-winning, coffee, fanatic, organizer]   \n",
       "17                                               [beer, practitioner, coffee, expert, tv, guru, social, medium, junkie, bacon, enthusiast, general, student, food, nerd]   \n",
       "18                                                    [gamer, twitter, fan, amateur, entrepreneur, writer, fall, lot, passionate, music, enthusiast, freelance, analyst]   \n",
       "19                   [web, guru, extreme, internet, aficionado, subtly, charming, travel, maven, food, nerd, friend, animal, everywhere, devoted, pop, culture, fanatic]   \n",
       "20                                           [zombie, ninja, extreme, pop, culture, nerd, infuriatingly, humble, alcohol, fanatic, music, junkie, professional, analyst]   \n",
       "21                                         [entrepreneur, friendly, zombie, aficionado, organizer, passionate, coffee, geek, avid, introvert, pop, culture, trailblazer]   \n",
       "22                                      [lifelong, coffee, expert, friendly, twitter, practitioner, general, internet, geek, food, nerd, pop, culture, fanatic, thinker]   \n",
       "23                                               [lifelong, internet, fanatic, hardcore, problem, solver, total, entrepreneur, extreme, food, geek, twitter, aficionado]   \n",
       "24                                               [zombieaholic, lifelong, music, junkie, writer, devoted, communicator, general, pop, culture, fan, unapologetic, gamer]   \n",
       "25                                 [bacon, geek, freelance, food, aficionado, devoted, internet, fanatic, explorer, friendly, music, trailblazer, incurable, beer, buff]   \n",
       "26                                          [devoted, alcohol, geek, problem, solver, general, analyst, award-winning, bacon, specialist, friendly, twitter, aficionado]   \n",
       "27                          [gamer, certified, thinker, reader, music, maven, total, social, medium, geek, introvert, typical, problem, solver, award-winning, explorer]   \n",
       "28                                                                                     [lifelong, coffee, fanatic, devoted, travel, enthusiast, introvert, troublemaker]   \n",
       "29                                                                 [amateur, twitter, expert, certified, travel, nerd, music, buff, proud, zombie, geek, beer, advocate]   \n",
       "...                                                                                                                                                                  ...   \n",
       "6570                                                                  [communicator, fall, lot, lifelong, alcohol, expert, general, gamer, typical, writer, zombie, fan]   \n",
       "6571                                                                             [pop, culture, junkie, general, thinker, award-winning, food, evangelist, troublemaker]   \n",
       "6572                                                               [music, fanatic, tv, enthusiast, professional, bacon, aficionado, explorer, subtly, charming, writer]   \n",
       "6573                                  [hipster-friendly, gamer, general, bacon, scholar, subtly, charming, social, medium, lover, proud, explorer, alcohol, trailblazer]   \n",
       "6574                                                                             [creator, music, advocate, extreme, web, fan, food, scholar, passionate, travel, ninja]   \n",
       "6575                                                              [travel, nerd, extreme, reader, gamer, tv, advocate, hipster-friendly, troublemaker, alcohol, scholar]   \n",
       "6576                    [explorer, general, entrepreneur, infuriatingly, humble, travel, geek, avid, twitter, aficionado, proud, tv, practitioner, hardcore, web, lover]   \n",
       "6577                                           [web, aficionado, pop, culture, lover, subtly, charming, coffee, guru, evil, bacon, evangelist, organizer, food, scholar]   \n",
       "6578                                                               [devoted, twitter, aficionado, music, enthusiast, hipster-friendly, student, certified, communicator]   \n",
       "6579                                      [beer, fan, troublemaker, twitter, evangelist, tv, scholar, typical, travel, fanatic, subtly, charming, entrepreneur, creator]   \n",
       "6580                                                                  [beer, fanatic, coffee, maven, subtly, charming, music, lover, explorer, pop, culture, aficionado]   \n",
       "6581                             [professional, zombie, trailblazer, extreme, internet, junkie, pop, culture, ninja, creator, tv, nerd, beer, enthusiast, twitter, guru]   \n",
       "6582                                                  [travel, specialist, unapologetic, tv, junkie, entrepreneur, wannabe, twitter, ninja, unable, type, boxing, glove]   \n",
       "6583                                                       [student, creator, professional, bacon, enthusiast, proud, zombie, ninja, food, fan, gamer, twitter, fanatic]   \n",
       "6584                                                            [total, troublemaker, bacon, ninja, hipster-friendly, zombie, evangelist, writer, internet, trailblazer]   \n",
       "6585                                    [friendly, student, zombie, fan, travel, maven, extreme, internet, scholar, award-winning, explorer, incurable, problem, solver]   \n",
       "6586                                         [typical, creator, introvert, pop, culture, enthusiast, extreme, social, medium, maven, award-winning, gamer, entrepreneur]   \n",
       "6587                                                         [web, scholar, certified, food, fanatic, internet, expert, friendly, thinker, unapologetic, tv, enthusiast]   \n",
       "6588                                                                                      [hardcore, tv, geek, typical, music, buff, hipster-friendly, beer, enthusiast]   \n",
       "6589                                                             [pop, culture, maven, coffee, junkie, friend, animal, everywhere, student, professional, internet, fan]   \n",
       "6590                                                               [unapologetic, thinker, certified, beer, trailblazer, amateur, twitter, guru, hardcore, travel, nerd]   \n",
       "6591                                                            [entrepreneur, evil, alcohol, evangelist, beer, maven, infuriatingly, humble, travel, guru, music, nerd]   \n",
       "6592                [typical, bacon, lover, professional, food, evangelist, pop, culture, enthusiast, problem, solver, incurable, tv, practitioner, extreme, beeraholic]   \n",
       "6593                                                                  [reader, music, enthusiast, tv, junkie, creator, amateur, alcohol, fanatic, pop, culture, fanatic]   \n",
       "6594                                                [pop, culture, lover, hardcore, writer, alcohol, buff, devoted, communicator, creator, proud, thinker, travel, nerd]   \n",
       "6595                                                                          [typical, pop, culture, nerd, infuriatingly, humble, internet, maven, alcohol, evangelist]   \n",
       "6596                                                                  [avid, web, junkie, lifelong, alcohol, guru, hardcore, reader, award-winning, twitter, evangelist]   \n",
       "6597                                                                         [music, ninja, bacon, fanatic, reader, total, communicator, unapologetic, beer, specialist]   \n",
       "6598                                                                                    [communicator, bacon, lover, award-winning, introvert, amateur, internet, ninja]   \n",
       "6599                                                                      [unapologetic, tv, aficionado, devoted, twitter, enthusiast, typical, coffee, guru, fall, lot]   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                       Bigrams  \n",
       "0                                                                                                                                                   [(coffee, practitioner), (fanatic, infuriatingly), (humble, thinker), (infuriatingly, humble), (lifelong, coffee), (practitioner, organizer), (thinker, lifelong), (twitter, fanatic), (typical, twitter)]  \n",
       "1                                                                                                                       [(analyst, infuriatingly), (coffee, lover), (fanatic, coffee), (food, nerd), (humble, introvert), (infuriatingly, humble), (introvert, food), (junkie, analyst), (lifelong, music), (music, fanatic), (nerd, lifelong), (web, junkie)]  \n",
       "2                                                                                                                                   [(avid, web), (culture, scholar), (fanatic, pop), (food, practitioner), (gamer, twitter), (maven, food), (pop, culture), (practitioner, gamer), (scholar, zombie), (twitter, fanatic), (web, maven), (zombie, evangelist)]  \n",
       "3                                                                                                                                                                                            [(buff, infuriatingly), (extreme, web), (fanatic, food), (food, buff), (humble, entrepreneur), (infuriatingly, humble), (twitteraholic, extreme), (web, fanatic)]  \n",
       "4                                                                                                                                                           [(bacon, enthusiast), (enthusiast, fall), (fall, lot), (fan, infuriatingly), (freelance, social), (humble, introvert), (infuriatingly, humble), (lot, freelance), (medium, fan), (social, medium)]  \n",
       "5                  [(buff, reader), (coffee, enthusiast), (culture, junkie), (enthusiast, internet), (expert, incurable), (friendly, travel), (incurable, twitteraholic), (internet, specialist), (junkie, tv), (medium, ninja), (ninja, coffee), (pop, culture), (reader, friendly), (social, medium), (travel, expert), (tv, buff), (twitteraholic, social)]  \n",
       "6                                                                                                                                                 [(amateur, explorer), (explorer, reader), (extreme, student), (fanatic, social), (medium, ninja), (reader, extreme), (social, medium), (student, tv), (thinker, amateur), (tv, fanatic), (typical, thinker)]  \n",
       "7                                                                                                                                                              [(avid, pop), (buff, avid), (culture, lover), (geek, professional), (maven, travel), (medium, buff), (pop, culture), (professional, social), (social, medium), (travel, geek), (zombie, maven)]  \n",
       "8                                                         [(alcohol, fan), (coffee, guru), (communicator, coffee), (fan, student), (general, travel), (hipster-friendly, web), (introvert, general), (lifelong, introvert), (maven, hipster-friendly), (student, communicator), (trailblazer, writer), (travel, maven), (web, trailblazer), (writer, alcohol)]  \n",
       "9                                                                                                                                       [(amateur, pop), (communicator, zombie), (culture, evangelist), (evangelist, web), (fanatic, freelance), (freelance, communicator), (ninja, amateur), (pop, culture), (travel, ninja), (web, fanatic), (zombie, geek)]  \n",
       "10                                                                                                                                                            [(coffee, scholar), (creator, travel), (introvert, thinker), (professional, coffee), (scholar, introvert), (specialist, professional), (thinker, creator), (travel, advocate), (tv, specialist)]  \n",
       "11    [(aficionado, subtly), (bacon, maven), (charming, coffee), (coffee, ninja), (devoted, bacon), (evangelist, hardcore), (food, aficionado), (guru, food), (hardcore, music), (incurable, web), (music, nerd), (nerd, devoted), (ninja, incurable), (practitioner, travel), (subtly, charming), (travel, evangelist), (twitter, guru), (web, practitioner)]  \n",
       "12                                                                                                                                                                          [(alcohol, geek), (coffeeaholic, entrepreneur), (entrepreneur, explorer), (evangelist, alcohol), (explorer, internet), (internet, maven), (maven, twitter), (twitter, evangelist)]  \n",
       "13                                                                                                                                 [(culture, trailblazer), (foodaholic, total), (nerd, travel), (pop, culture), (specialist, foodaholic), (student, twitter), (total, student), (trailblazer, zombie), (travel, specialist), (twitter, buff), (zombie, nerd)]  \n",
       "14                                                                                                                    [(alcohol, trailblazer), (buff, student), (entrepreneur, incurable), (incurable, writer), (medium, ninja), (ninja, entrepreneur), (passionate, social), (social, medium), (student, alcohol), (trailblazer, passionate), (travel, buff)]  \n",
       "15                                                                                                                          [(avid, pop), (culture, fanatic), (enthusiast, incurable), (fanatic, social), (incurable, introvert), (introvert, typical), (maven, reader), (medium, enthusiast), (pop, culture), (social, medium), (typical, web), (web, maven)]  \n",
       "16                                                                                                                  [(alcohol, practitioner), (amateur, alcohol), (analyst, beer), (award-winning, coffee), (beer, guru), (coffee, fanatic), (fanatic, organizer), (food, nerd), (guru, award-winning), (nerd, proud), (practitioner, food), (proud, analyst)]  \n",
       "17                                                                                              [(bacon, enthusiast), (beer, practitioner), (coffee, expert), (enthusiast, general), (expert, tv), (food, nerd), (general, student), (guru, social), (junkie, bacon), (medium, junkie), (practitioner, coffee), (social, medium), (student, food), (tv, guru)]  \n",
       "18                                                                                                                [(amateur, entrepreneur), (enthusiast, freelance), (entrepreneur, writer), (fall, lot), (fan, amateur), (freelance, analyst), (gamer, twitter), (lot, passionate), (music, enthusiast), (passionate, music), (twitter, fan), (writer, fall)]  \n",
       "19                                  [(aficionado, subtly), (animal, everywhere), (charming, travel), (culture, fanatic), (devoted, pop), (everywhere, devoted), (extreme, internet), (food, nerd), (friend, animal), (guru, extreme), (internet, aficionado), (maven, food), (nerd, friend), (pop, culture), (subtly, charming), (travel, maven), (web, guru)]  \n",
       "20                                                                                             [(alcohol, fanatic), (culture, nerd), (extreme, pop), (fanatic, music), (humble, alcohol), (infuriatingly, humble), (junkie, professional), (music, junkie), (nerd, infuriatingly), (ninja, extreme), (pop, culture), (professional, analyst), (zombie, ninja)]  \n",
       "21                                                                                                     [(aficionado, organizer), (avid, introvert), (coffee, geek), (culture, trailblazer), (entrepreneur, friendly), (friendly, zombie), (geek, avid), (introvert, pop), (organizer, passionate), (passionate, coffee), (pop, culture), (zombie, aficionado)]  \n",
       "22                                                                                   [(coffee, expert), (culture, fanatic), (expert, friendly), (fanatic, thinker), (food, nerd), (friendly, twitter), (geek, food), (general, internet), (internet, geek), (lifelong, coffee), (nerd, pop), (pop, culture), (practitioner, general), (twitter, practitioner)]  \n",
       "23                                                                                                            [(entrepreneur, extreme), (extreme, food), (fanatic, hardcore), (food, geek), (geek, twitter), (hardcore, problem), (internet, fanatic), (lifelong, internet), (problem, solver), (solver, total), (total, entrepreneur), (twitter, aficionado)]  \n",
       "24                                                                                                           [(communicator, general), (culture, fan), (devoted, communicator), (fan, unapologetic), (general, pop), (junkie, writer), (lifelong, music), (music, junkie), (pop, culture), (unapologetic, gamer), (writer, devoted), (zombieaholic, lifelong)]  \n",
       "25                                                                   [(aficionado, devoted), (bacon, geek), (beer, buff), (devoted, internet), (explorer, friendly), (fanatic, explorer), (food, aficionado), (freelance, food), (friendly, music), (geek, freelance), (incurable, beer), (internet, fanatic), (music, trailblazer), (trailblazer, incurable)]  \n",
       "26                                                                                                 [(alcohol, geek), (analyst, award-winning), (award-winning, bacon), (bacon, specialist), (devoted, alcohol), (friendly, twitter), (geek, problem), (general, analyst), (problem, solver), (solver, general), (specialist, friendly), (twitter, aficionado)]  \n",
       "27                                                       [(award-winning, explorer), (certified, thinker), (gamer, certified), (geek, introvert), (introvert, typical), (maven, total), (medium, geek), (music, maven), (problem, solver), (reader, music), (social, medium), (solver, award-winning), (thinker, reader), (total, social), (typical, problem)]  \n",
       "28                                                                                                                                                                                                    [(coffee, fanatic), (devoted, travel), (enthusiast, introvert), (fanatic, devoted), (introvert, troublemaker), (lifelong, coffee), (travel, enthusiast)]  \n",
       "29                                                                                                                                             [(amateur, twitter), (beer, advocate), (buff, proud), (certified, travel), (expert, certified), (geek, beer), (music, buff), (nerd, music), (proud, zombie), (travel, nerd), (twitter, expert), (zombie, geek)]  \n",
       "...                                                                                                                                                                                                                                                                                                                                                        ...  \n",
       "6570                                                                                                                                                   [(alcohol, expert), (communicator, fall), (expert, general), (fall, lot), (gamer, typical), (general, gamer), (lifelong, alcohol), (lot, lifelong), (typical, writer), (writer, zombie), (zombie, fan)]  \n",
       "6571                                                                                                                                                                               [(award-winning, food), (culture, junkie), (evangelist, troublemaker), (food, evangelist), (general, thinker), (junkie, general), (pop, culture), (thinker, award-winning)]  \n",
       "6572                                                                                                                                           [(aficionado, explorer), (bacon, aficionado), (charming, writer), (enthusiast, professional), (explorer, subtly), (fanatic, tv), (music, fanatic), (professional, bacon), (subtly, charming), (tv, enthusiast)]  \n",
       "6573                                                                                           [(alcohol, trailblazer), (bacon, scholar), (charming, social), (explorer, alcohol), (gamer, general), (general, bacon), (hipster-friendly, gamer), (lover, proud), (medium, lover), (proud, explorer), (scholar, subtly), (social, medium), (subtly, charming)]  \n",
       "6574                                                                                                                                                                        [(advocate, extreme), (creator, music), (extreme, web), (fan, food), (food, scholar), (music, advocate), (passionate, travel), (scholar, passionate), (travel, ninja), (web, fan)]  \n",
       "6575                                                                                                                                           [(advocate, hipster-friendly), (alcohol, scholar), (extreme, reader), (gamer, tv), (hipster-friendly, troublemaker), (nerd, extreme), (reader, gamer), (travel, nerd), (troublemaker, alcohol), (tv, advocate)]  \n",
       "6576                                             [(aficionado, proud), (avid, twitter), (entrepreneur, infuriatingly), (explorer, general), (geek, avid), (general, entrepreneur), (hardcore, web), (humble, travel), (infuriatingly, humble), (practitioner, hardcore), (proud, tv), (travel, geek), (tv, practitioner), (twitter, aficionado), (web, lover)]  \n",
       "6577                                                                                          [(aficionado, pop), (bacon, evangelist), (charming, coffee), (coffee, guru), (culture, lover), (evangelist, organizer), (evil, bacon), (food, scholar), (guru, evil), (lover, subtly), (organizer, food), (pop, culture), (subtly, charming), (web, aficionado)]  \n",
       "6578                                                                                                                                                       [(aficionado, music), (certified, communicator), (devoted, twitter), (enthusiast, hipster-friendly), (hipster-friendly, student), (music, enthusiast), (student, certified), (twitter, aficionado)]  \n",
       "6579                                                                                   [(beer, fan), (charming, entrepreneur), (entrepreneur, creator), (evangelist, tv), (fan, troublemaker), (fanatic, subtly), (scholar, typical), (subtly, charming), (travel, fanatic), (troublemaker, twitter), (tv, scholar), (twitter, evangelist), (typical, travel)]  \n",
       "6580                                                                                                                                                  [(beer, fanatic), (charming, music), (coffee, maven), (culture, aficionado), (explorer, pop), (fanatic, coffee), (lover, explorer), (maven, subtly), (music, lover), (pop, culture), (subtly, charming)]  \n",
       "6581                                                                  [(beer, enthusiast), (creator, tv), (culture, ninja), (enthusiast, twitter), (extreme, internet), (internet, junkie), (junkie, pop), (nerd, beer), (ninja, creator), (pop, culture), (professional, zombie), (trailblazer, extreme), (tv, nerd), (twitter, guru), (zombie, trailblazer)]  \n",
       "6582                                                                                                             [(boxing, glove), (entrepreneur, wannabe), (junkie, entrepreneur), (ninja, unable), (specialist, unapologetic), (travel, specialist), (tv, junkie), (twitter, ninja), (type, boxing), (unable, type), (unapologetic, tv), (wannabe, twitter)]  \n",
       "6583                                                                                                                          [(bacon, enthusiast), (creator, professional), (enthusiast, proud), (fan, gamer), (food, fan), (gamer, twitter), (ninja, food), (professional, bacon), (proud, zombie), (student, creator), (twitter, fanatic), (zombie, ninja)]  \n",
       "6584                                                                                                                                            [(bacon, ninja), (evangelist, writer), (hipster-friendly, zombie), (internet, trailblazer), (ninja, hipster-friendly), (total, troublemaker), (troublemaker, bacon), (writer, internet), (zombie, evangelist)]  \n",
       "6585                                                                                  [(award-winning, explorer), (explorer, incurable), (extreme, internet), (fan, travel), (friendly, student), (incurable, problem), (internet, scholar), (maven, extreme), (problem, solver), (scholar, award-winning), (student, zombie), (travel, maven), (zombie, fan)]  \n",
       "6586                                                                                                   [(award-winning, gamer), (creator, introvert), (culture, enthusiast), (enthusiast, extreme), (extreme, social), (gamer, entrepreneur), (introvert, pop), (maven, award-winning), (medium, maven), (pop, culture), (social, medium), (typical, creator)]  \n",
       "6587                                                                                                                               [(certified, food), (expert, friendly), (fanatic, internet), (food, fanatic), (friendly, thinker), (internet, expert), (scholar, certified), (thinker, unapologetic), (tv, enthusiast), (unapologetic, tv), (web, scholar)]  \n",
       "6588                                                                                                                                                                                                    [(beer, enthusiast), (buff, hipster-friendly), (geek, typical), (hardcore, tv), (hipster-friendly, beer), (music, buff), (tv, geek), (typical, music)]  \n",
       "6589                                                                                                                                [(animal, everywhere), (coffee, junkie), (culture, maven), (everywhere, student), (friend, animal), (internet, fan), (junkie, friend), (maven, coffee), (pop, culture), (professional, internet), (student, professional)]  \n",
       "6590                                                                                                                                                [(amateur, twitter), (beer, trailblazer), (certified, beer), (guru, hardcore), (hardcore, travel), (thinker, certified), (trailblazer, amateur), (travel, nerd), (twitter, guru), (unapologetic, thinker)]  \n",
       "6591                                                                                                                                        [(alcohol, evangelist), (beer, maven), (entrepreneur, evil), (evangelist, beer), (evil, alcohol), (guru, music), (humble, travel), (infuriatingly, humble), (maven, infuriatingly), (music, nerd), (travel, guru)]  \n",
       "6592                                         [(bacon, lover), (culture, enthusiast), (enthusiast, problem), (evangelist, pop), (extreme, beeraholic), (food, evangelist), (incurable, tv), (lover, professional), (pop, culture), (practitioner, extreme), (problem, solver), (professional, food), (solver, incurable), (tv, practitioner), (typical, bacon)]  \n",
       "6593                                                                                                                                                 [(amateur, alcohol), (creator, amateur), (enthusiast, tv), (junkie, creator), (music, enthusiast), (pop, culture), (reader, music), (tv, junkie), (alcohol, fanatic), (culture, fanatic), (fanatic, pop)]  \n",
       "6594                                                                                                   [(alcohol, buff), (buff, devoted), (communicator, creator), (creator, proud), (culture, lover), (devoted, communicator), (hardcore, writer), (lover, hardcore), (pop, culture), (proud, thinker), (thinker, travel), (travel, nerd), (writer, alcohol)]  \n",
       "6595                                                                                                                                                                         [(alcohol, evangelist), (culture, nerd), (humble, internet), (infuriatingly, humble), (internet, maven), (maven, alcohol), (nerd, infuriatingly), (pop, culture), (typical, pop)]  \n",
       "6596                                                                                                                                                    [(alcohol, guru), (avid, web), (award-winning, twitter), (guru, hardcore), (hardcore, reader), (junkie, lifelong), (lifelong, alcohol), (reader, award-winning), (twitter, evangelist), (web, junkie)]  \n",
       "6597                                                                                                                                                                     [(bacon, fanatic), (beer, specialist), (communicator, unapologetic), (fanatic, reader), (music, ninja), (ninja, bacon), (reader, total), (total, communicator), (unapologetic, beer)]  \n",
       "6598                                                                                                                                                                                                 [(amateur, internet), (award-winning, introvert), (bacon, lover), (communicator, bacon), (internet, ninja), (introvert, amateur), (lover, award-winning)]  \n",
       "6599                                                                                                                                                             [(aficionado, devoted), (coffee, guru), (devoted, twitter), (enthusiast, typical), (fall, lot), (guru, fall), (tv, aficionado), (twitter, enthusiast), (typical, coffee), (unapologetic, tv)]  \n",
       "\n",
       "[6600 rows x 2 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Bios', 'Bigrams']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporting the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pickling the tokenized words and bigrams\n",
    "with open(\"clean_bigram_df.pkl\", \"wb\") as fp:\n",
    "    pickle.dump(df, fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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