17.NLP Sarcasm Dataset - part 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sarcasm Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import tensorflow as tf\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 Physical GPUs, 1 Logical GPUs\n"
     ]
    }
   ],
   "source": [
    "# This code is related to limiting the tensorflow GPU ---------------------------\n",
    "\n",
    "gpus = tf.config.experimental.list_physical_devices('GPU')\n",
    "if gpus:\n",
    "    try:\n",
    "        # Currently, memory growth needs to be the same across GPUs\n",
    "        for gpu in gpus:\n",
    "            tf.config.experimental.set_memory_growth(gpu, True)\n",
    "            logical_gpus = tf.config.experimental.list_logical_devices('GPU')\n",
    "            print(len(gpus), \"Physical GPUs,\", len(logical_gpus), \"Logical GPUs\")\n",
    "    except RuntimeError as e:\n",
    "        # Memory growth must be set before GPUs have been initialized\n",
    "        print(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading the json data\n",
    "# f = open('../News Headlines Dataset for Sarcasm Detection/Sarcasm_Headlines_Dataset.json',)\n",
    "# json.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading the data through pandas dataframe then converting it into the list ....because i like Pandas :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reading the json file\n",
    "df = pd.read_json('../News Headlines Dataset for Sarcasm Detection/Sarcasm_Headlines_Dataset.json',lines=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>article_link</th>\n",
       "      <th>headline</th>\n",
       "      <th>is_sarcastic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/versace-b...</td>\n",
       "      <td>former versace store clerk sues over secret 'b...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/roseanne-...</td>\n",
       "      <td>the 'roseanne' revival catches up to our thorn...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://local.theonion.com/mom-starting-to-fea...</td>\n",
       "      <td>mom starting to fear son's web series closest ...</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://politics.theonion.com/boehner-just-wan...</td>\n",
       "      <td>boehner just wants wife to listen, not come up...</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/jk-rowlin...</td>\n",
       "      <td>j.k. rowling wishes snape happy birthday in th...</td>\n",
       "      <td>0</td>\n",
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      "text/plain": [
       "                                        article_link  \\\n",
       "0  https://www.huffingtonpost.com/entry/versace-b...   \n",
       "1  https://www.huffingtonpost.com/entry/roseanne-...   \n",
       "2  https://local.theonion.com/mom-starting-to-fea...   \n",
       "3  https://politics.theonion.com/boehner-just-wan...   \n",
       "4  https://www.huffingtonpost.com/entry/jk-rowlin...   \n",
       "\n",
       "                                            headline  is_sarcastic  \n",
       "0  former versace store clerk sues over secret 'b...             0  \n",
       "1  the 'roseanne' revival catches up to our thorn...             0  \n",
       "2  mom starting to fear son's web series closest ...             1  \n",
       "3  boehner just wants wife to listen, not come up...             1  \n",
       "4  j.k. rowling wishes snape happy birthday in th...             0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>article_link</th>\n",
       "      <th>headline</th>\n",
       "      <th>is_sarcastic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26704</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/american-...</td>\n",
       "      <td>american politics in moral free-fall</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>26705</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/americas-...</td>\n",
       "      <td>america's best 20 hikes</td>\n",
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       "    <tr>\n",
       "      <th>26706</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/reparatio...</td>\n",
       "      <td>reparations and obama</td>\n",
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       "    <tr>\n",
       "      <th>26707</th>\n",
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       "      <td>israeli ban targeting boycott supporters raise...</td>\n",
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       "    <tr>\n",
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       "      <td>https://www.huffingtonpost.com/entry/gourmet-g...</td>\n",
       "      <td>gourmet gifts for the foodie 2014</td>\n",
       "      <td>0</td>\n",
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       "                                            article_link  \\\n",
       "26704  https://www.huffingtonpost.com/entry/american-...   \n",
       "26705  https://www.huffingtonpost.com/entry/americas-...   \n",
       "26706  https://www.huffingtonpost.com/entry/reparatio...   \n",
       "26707  https://www.huffingtonpost.com/entry/israeli-b...   \n",
       "26708  https://www.huffingtonpost.com/entry/gourmet-g...   \n",
       "\n",
       "                                                headline  is_sarcastic  \n",
       "26704               american politics in moral free-fall             0  \n",
       "26705                            america's best 20 hikes             0  \n",
       "26706                              reparations and obama             0  \n",
       "26707  israeli ban targeting boycott supporters raise...             0  \n",
       "26708                  gourmet gifts for the foodie 2014             0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['article_link', 'headline', 'is_sarcastic'], dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentences = df['headline'].values.tolist()\n",
    "labels = df['is_sarcastic'].values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(list, list)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sentences = list(sentences)\n",
    "#labels = list(labels)\n",
    "type(sentences),type(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26709, 26709)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sentences),len(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"former versace store clerk sues over secret 'black code' for minority shoppers\",\n",
       " \"the 'roseanne' revival catches up to our thorny political mood, for better and worse\",\n",
       " \"mom starting to fear son's web series closest thing she will have to grandchild\",\n",
       " 'boehner just wants wife to listen, not come up with alternative debt-reduction ideas',\n",
       " 'j.k. rowling wishes snape happy birthday in the most magical way',\n",
       " \"advancing the world's women\",\n",
       " 'the fascinating case for eating lab-grown meat',\n",
       " 'this ceo will send your kids to school, if you work for his company',\n",
       " 'top snake handler leaves sinking huckabee campaign',\n",
       " \"friday's morning email: inside trump's presser for the ages\",\n",
       " 'airline passengers tackle man who rushes cockpit in bomb threat',\n",
       " 'facebook reportedly working on healthcare features and apps',\n",
       " \"north korea praises trump and urges us voters to reject 'dull hillary'\",\n",
       " \"actually, cnn's jeffrey lord has been 'indefensible' for a while\",\n",
       " 'barcelona holds huge protest in support of refugees',\n",
       " \"nuclear bomb detonates during rehearsal for 'spider-man' musical\",\n",
       " \"cosby lawyer asks why accusers didn't come forward to be smeared by legal team years ago\",\n",
       " 'stock analysts confused, frightened by boar market',\n",
       " \"bloomberg's program to build better cities just got bigger\",\n",
       " 'craig hicks indicted',\n",
       " 'courtroom sketch artist has clear manga influences',\n",
       " 'trump assures nation that decision for syrian airstrikes came after carefully considering all his passing whims',\n",
       " 'qatar deporting dutch woman who reported she was drugged and raped',\n",
       " \"this is why you shouldn't go to the circus\",\n",
       " \"ted cruz hits the panic button: 'we could lose both houses of congress'\",\n",
       " 'why writers must plan to be surprised',\n",
       " 'obama visits arlington national cemetery to honor veterans',\n",
       " 'ex-con back behind bar',\n",
       " 'after careful consideration, bush recommends oil drilling',\n",
       " 'remembrance is the beginning of the task',\n",
       " 'allies: islamist motive for killing nemtsov is nonsense',\n",
       " \"gillian jacobs on what it's like to kiss adam brody\",\n",
       " \"uber vows to repay nyc drivers 'tens of millions' after tax snafu\",\n",
       " 'apple may have poached electric motorcycle company to death',\n",
       " \"drug-resistant bacteria often lurk in children's, dogs' sandboxes\",\n",
       " 'if you see a muslim at the airport',\n",
       " 'giant altoid heading toward earth',\n",
       " \"'moana' sails straight to the top of the box office with massive $81.1 million opening\",\n",
       " 'selig counted money while baseball lost the next generation of fans',\n",
       " 'robin williams inflicted on holiday moviegoers for eighth straight year',\n",
       " \"devin nunes vows to 'never' reveal source of surveillance claims\",\n",
       " 'scott used to stop breathing nearly 40 times an hour. this device changed his life',\n",
       " 'rescuers heroically help beached garbage back into ocean',\n",
       " \"medics drop soccer player from stretcher; he's ticked\",\n",
       " 'give the gift of play this holiday season',\n",
       " 'christian bale visits sikh temple victims',\n",
       " 'spicer denies that ending maternity care guarantee would mean women pay more for health care',\n",
       " \"'right to live life in complete, stunned horror,' added to constitution\",\n",
       " 'nasa now almost positive mars is rocky',\n",
       " 'monster undeterred by night-light',\n",
       " 'diy: sports equipment closet',\n",
       " '1 dead, 3 injured in shooting at t.i. concert in nyc',\n",
       " \"longtime teacher retires without changing a single student's life\",\n",
       " 'donald trump heading for a series of wins in the northeast, polls say',\n",
       " \"donald trump wouldn't have had the ready cash to self-finance entire campaign — analysis\",\n",
       " \"new 'star wars' film once again disappoints die-hard nien nunb fans\",\n",
       " \"bats shooed out of nation's waterslide tunnels in preparation for summer\",\n",
       " 'mobile news crew reports on own van breaking down',\n",
       " \"un rights chief calls humanitarian situation in syria 'an outrage'\",\n",
       " \"how to track santa claus' flight around the world this christmas eve\",\n",
       " 'obama has colorado appraised',\n",
       " \"trouble again in tv's africa\",\n",
       " 'brita unveils new in-throat water filters',\n",
       " 'report: john grisham slowly but surely climbing list of greatest living american authors',\n",
       " \"ghost can't make a simple cup of coffee without everyone freaking out\",\n",
       " 'tupperware will never truly recover from red curry leftovers',\n",
       " \"one of the planet's most powerful forces for change? an adolescent girl\",\n",
       " 'how does draymond green take his game to the next level? by tuning in to the wnba',\n",
       " \"area woman said 'sorry' 118 times yesterday\",\n",
       " 'ryan lochte apologizes for behavior in rio',\n",
       " 'north dakota not heard from in 48 hours',\n",
       " '4 lessons prison taught me about power and control',\n",
       " 'sick fucks line up to gape at dead body',\n",
       " \"what is america's first muslim fraternity really like?\",\n",
       " 'the vicious knot of syria, the untangling process contains solutions in our time',\n",
       " 'this congressman thinks we can fix the economy by drinking beer',\n",
       " 'breast implants found to cause problems in laboratory mice',\n",
       " 'trump orders strikes on syria in retaliation for chemical attack',\n",
       " \"ceo's funeral a networking dream\",\n",
       " 'year-round schooling: how it would help minority students',\n",
       " '90 zen teachers pledge to change culture that fosters abuse',\n",
       " 'nypd weighs allowing chokeholds following eric garner death',\n",
       " 'sonny bono foundation prevents at-risk youths from skiing into trees',\n",
       " \"pope francis reminds the world that caring for the earth is everyone's responsibility\",\n",
       " '6-year-old cries when told mtm productions kitten dead by now',\n",
       " \"ex-boyfriend just thought he'd check in and throw entire day off\",\n",
       " \"doctors restore ken burns' full-color vision after removing massive tumor from filmmaker's visual cortex\",\n",
       " \"'gravity' & '12 years a slave' tie at 2014 pga awards\",\n",
       " 'for national coming out day, 150 lgbtq sports people who have come out in the last year',\n",
       " 'john oliver lays out the most disturbing ways in which trump impacts america',\n",
       " 'house gop crackdown continues',\n",
       " \"'i must make sure you have the skills to please my grandson,' says queen elizabeth disrobing before meghan markle\",\n",
       " 'man visiting hometown amazed to find all his childhood insecurities still there',\n",
       " 'look: world cup star attacked by giant bug',\n",
       " 'clinton becomes first president to clear 18 feet in pole vault',\n",
       " 'hunter s. thompson shoots mouth off one last time',\n",
       " \"inhofe's grand climate conspiracy theory: it's all about barbra streisand\",\n",
       " '5 questions i wish younger people would stop asking me',\n",
       " 'albuquerque shooter on the loose; gunman leaves 1 dead, 3 injured',\n",
       " \"what it's like to lose everything in a flood\",\n",
       " \"demi lovato drops emotional 'nightingale' music vid\",\n",
       " 'miley cyrus and liam hemsworth smooch on nye, and the world notices',\n",
       " 'jealous gps clearly wants man to back over wife',\n",
       " \"'parks and rec' star natalie morales comes out as queer\",\n",
       " 'the top italy tours for 2015',\n",
       " \"kaia gerber, cindy crawford's daughter, lands major fashion campaign\",\n",
       " 'l.a. grants clippers $12 for new nets',\n",
       " 'james corden roasts david beckham for matching outfits with posh',\n",
       " 'café adds heartbreaking little lunch menu',\n",
       " \"mcdonald's says its packaging will be 100 percent green by 2025\",\n",
       " \"kris jenner turned all the way up for drunken valentine's day karaoke\",\n",
       " 'whale regrets eating 290,000 plastic poker chips that fell off container ship',\n",
       " \"texas ebola patient 'fighting for his life'\",\n",
       " \"'is it too late to audition?' asks perfect actor for role, poking head into room just as producers were giving up hope\",\n",
       " 'robert de niro to turn 58 for movie role',\n",
       " 'scott pruitt (sort of) answers whether trump believes in climate change',\n",
       " 'accused father and son urinal thieves flushed out by cops',\n",
       " \"'just take it slow, and you'll be fine,' drunk driver assures self while speeding away in stolen police car\",\n",
       " \"3 libertarians fuel $7 million super pac in philadelphia's mayoral democratic primary\",\n",
       " \"air force will no longer require 'so help me god' in enlistment oaths\",\n",
       " 'paul newman dies after consuming 51 hard-boiled eggs',\n",
       " 'yak chews thoughtfully',\n",
       " \"man worried about drug dealer who's not picking up phone\",\n",
       " \"dad recommends hotel 10 miles away from city you're visiting\",\n",
       " 'explosion fells building outside paris, killing at least 2',\n",
       " \"the source of donald trump's military expertise finally revealed!\",\n",
       " 'union claims sanders campaign staffers posed as members to influence workers',\n",
       " \"seattle mayor's accuser in sex-abuse lawsuit comes forward\",\n",
       " 'southern comfort comforts southerner',\n",
       " 'swedish police featured in film shown by fox news say they were selectively edited',\n",
       " 'chromat features not 1, but 2 plus-size models on its runway',\n",
       " 'councilman calls on baltimore rappers to inspire students',\n",
       " '10 qualities of your inner spirit',\n",
       " 'chubby jewish boy dreams of one day being next apatow muse',\n",
       " \"the only parenting advice i'd dare to give\",\n",
       " 'family chooses different dog than reincarnated grandfather',\n",
       " 'celebrities celebrate fourth of july with some fun in the sun',\n",
       " 'international women\\'s day: will \"western women save the world\"?',\n",
       " \"michelle phan, youtube's 'beauty bestie,' empowers women from the outside in\",\n",
       " \"caitlyn jenner responds to ricky gervais' golden globes jokes\",\n",
       " 'joy behar responds to michael flynn guilty plea with pure joy',\n",
       " '6 things no one tells women about their weight loss journey',\n",
       " 'fan disappointed to learn l. ron hubbard scientologist',\n",
       " 'marriage breaks up over procreative differences',\n",
       " 'ne-yo helps to raise $2.3 million for california engineering school',\n",
       " \"elizabeth warren calls donald trump a 'racist bully'\",\n",
       " 'six dead, 10 hurt in baltimore commuter, school bus crash',\n",
       " 'fox news problem solvers in way over their heads',\n",
       " 'kim gordon clarifies her comments on lana del rey and feminism',\n",
       " \"bashar al-assad tries tiny bit of sarin gas on self to see what it's like\",\n",
       " \"my niece has cancer and i'm ticked about it\",\n",
       " 'supermodel stephanie seymour arrested, charged with drunken driving',\n",
       " 'scoliosis: what you need to know',\n",
       " \"controversy erupts after uk retailer removes gender labels from kids' clothes\",\n",
       " 'teacher bitches about paycheck to sixth-grade class',\n",
       " 'area insurance salesman celebrates 14th year of quoting fletch',\n",
       " 'friends always on best behavior around neil labute',\n",
       " 'man vows never to watch another sci-fi movie with physicist friend',\n",
       " \"biologists announce they're all done with rodents\",\n",
       " \"megyn kelly on donald trump: 'i have done my level best to not make this story about me'\",\n",
       " 'the secret behind a one day project going viral',\n",
       " 'creating leverage where none seems to exist',\n",
       " \"new movie taps into nation's love of rapping kangaroos\",\n",
       " 'newspaper starting to worry spending so much time on facebook not healthy for it',\n",
       " 'the lawsuit against black lives matter and the central meaning of the first amendment',\n",
       " \"vatican putting out feelers for how public would react to another children's crusade\",\n",
       " \"'the wire' cast reunited in baltimore to uplift community\",\n",
       " \"obama's supreme court nominee just bragged about sending this man to prison. now he's free.\",\n",
       " 'death of d.c. man in security guard custody ruled a homicide',\n",
       " 'boehner vows to leave successor with clean slate',\n",
       " 'trump makes last-minute push to appeal to whites',\n",
       " 'facing rising seas, remote alaskan village votes to move (again)',\n",
       " \"all of child's fondest memories times when dad trying to make up for things\",\n",
       " 'the worst place in the world for a child',\n",
       " \"mom sentenced for encouraging boyfriend's sex assault on baby\",\n",
       " \"donald trump's assault on our values\",\n",
       " \"the women's march inspired them to run. now they're unseating gop men.\",\n",
       " 'was it worth it, america?',\n",
       " \"gop senators aren't ready to accept trump as their champion\",\n",
       " 'price-gouging pharma ceo takes over cancer company',\n",
       " 'man failing to heed harsh lessons of past orders sonic bacon cheeseburger toaster',\n",
       " \"ken burns completes documentary about fucking liars who claimed they watched entire 'jazz' series\",\n",
       " 'magic-markered initials fail to deter breakroom rice-cake thief',\n",
       " \"'straight outta compton' is a stunning surprise\",\n",
       " \"carly rae jepsen just released her new single, 'all that'\",\n",
       " \"god humbled to be the answer to 'jeopardy!' clue\",\n",
       " \"female barista getting a lot better at avoiding touching male patrons' hands when they pay\",\n",
       " 'gunman kills one, wounds four in shooting at german nightclub',\n",
       " \"couple at point where they're comfortable using toilet at same time\",\n",
       " 'mountain lion tracked by scientists is found dead near malibu road',\n",
       " \"noah cyrus makes her late-night debut belting out 'make me (cry)'\",\n",
       " 'scalia goes on abortion bender after being passed over for chief justice',\n",
       " \"campbell's unveils one big can-sized noodle\",\n",
       " 'is area man going to finish those fries?',\n",
       " \"taylor swift used a 'gremlin voice' while writing '1989'\",\n",
       " \"restaurant's eating challenge rewards any patron who can consume reasonably portioned meal\",\n",
       " \"fun sticker placed on child's ventilator\",\n",
       " 'the best way to eat avocados: avocado pasta',\n",
       " \"that one mcdonald's plate from the '70s: holy shit, there it is\",\n",
       " \"an open letter to progressives: tpp is not yet 'the most progressive trade agreement in history'\",\n",
       " 'modern-day lancelot offers to pay for abortion',\n",
       " 'united airlines offering immigrants special flights that circle u.s. awaiting gaps in travel ban',\n",
       " 'sun thinking of just collapsing now and getting this all over with',\n",
       " \"justice thomas' wife calls supreme court retirement report 'bogus'\",\n",
       " 'trump retweets video from anti-muslim hate group',\n",
       " 'long-silent facebook friend comes out of woodwork with post asking about insulating windows',\n",
       " 'struggling airline helped by friendly giant',\n",
       " '7 ways to breakup like a boss',\n",
       " \"sure seems like frankie muniz wants a 'malcolm in the middle' reboot\",\n",
       " 'using the united fiasco to flourish in the future',\n",
       " \"unemployed sibling makes last push for group mother's day gift\",\n",
       " \"3822 voted america's favorite pin number\",\n",
       " 'thank a teacher thursday: dominic casulli and the power of encouragement, part 1',\n",
       " \"a toe in the arctic ocean: canada's northwest territories on the looney front, part 2\",\n",
       " \"'it will never happen to me'\",\n",
       " 'mark zuckerberg cited for contempt of congress after refusing to shut the fuck up about how he started company in dorm room',\n",
       " \"rubio supporters get in a scuffle with a 'rubiobot'\",\n",
       " 'the music of strangers: a film review by dr. lloyd sederer',\n",
       " \"'dsm-5' updated to accommodate man who is legitimately being ordered to kill by the moon\",\n",
       " \"purina debuts new 'slovenly feast' for nasty-ass shelter cats\",\n",
       " 'obama chides darrell issa for touting alliance with him in re-election fight',\n",
       " \"pope francis' iraq peace message meets the reality of war\",\n",
       " \"'ant-man and the wasp' trailer brings the fun after 'avengers: infinity war'\",\n",
       " 'frontier airlines tells customers to just fucking deal with it',\n",
       " 'moses and the red sea',\n",
       " \"everyone forgets to bring swimsuits to coworker's party\",\n",
       " 'george takei accused of groping former male model in 1981',\n",
       " 'new york times adds color to target under-70 demographic',\n",
       " \"the hollywood boys' club that supports casey affleck is a total disgrace\",\n",
       " '3 myths about low libido',\n",
       " \"girl scouts rocked by 'cookies for cash' fundraising scandal\",\n",
       " 'christian juggler regrets years wasted as secular juggler',\n",
       " 'huffpollster: americans see progress, room for improvement on voting rights',\n",
       " 'world will miss goal for universal education by 50 years: un',\n",
       " \"jennifer lopez's name is jennifer lopez again\",\n",
       " 'how to rebuild your credit after bankruptcy -- fast',\n",
       " 'discover how climate change is rapidly transforming our earth with google timelapse',\n",
       " 'man who does everything at last minute wonders how you do it',\n",
       " 'voting lines are shorter — but mostly for whites',\n",
       " 'conrad bain steps down as national kitsch-reference laureate',\n",
       " 'amanda slavin: not just a statistic',\n",
       " \"laurie hernandez and val chmerkovskiy are already our favorite 'dancing with the stars' couple\",\n",
       " \"new photos show hurricane matthew's path of destruction in haiti\",\n",
       " 'florida lawmakers vote to ban marriage under the age of 17',\n",
       " 'nasa inadvertently launches unmanned space shuttle',\n",
       " \"nick viall is no longer a 'bachelor'\",\n",
       " 'why america demonizes its teachers',\n",
       " 'new instant lottery game features three ways to win, 19,839,947 ways to lose',\n",
       " 'podcast a cry for help',\n",
       " \"fashion designer peter som's legendary minestrone soup recipe\",\n",
       " 'photography series spotlighting iconic women over 70 proves the best is yet to come',\n",
       " \"clairvoyant vince vaughn accepts movie role before it's offered\",\n",
       " \"report kenan thompson is leaving 'snl' deemed 'inaccurate'\",\n",
       " 'woman hid heroin, oxy under fake butt, cops say',\n",
       " \"'don't cry for me'\",\n",
       " 'isis and the g-41 world',\n",
       " 'melania trump hangs decayed badger carcass over white house mantel to finish off traditional slovenian christmas decor',\n",
       " 'woman who admits to having watched golden globes thinks jodie foster embarrassed herself',\n",
       " \"sarah huckabee sanders defends trump's sexist attack on kirsten gillibrand\",\n",
       " \"saying goodbye to hollywood's hottest, seediest address\",\n",
       " 'bush increasingly focused on how revisionist history will see him',\n",
       " '11 years later: the human genome paves the way for genomic technonlogy',\n",
       " 'man claiming to be boko haram leader appears in new video',\n",
       " 'how do i live knowing proof of heaven?',\n",
       " 'on pilgrimage in india',\n",
       " 'will religious freedom advocates oppose roy moore?',\n",
       " \"uaw, fca still negotiating under 'hour-by-hour' contract extension\",\n",
       " 'if bernie sanders wanted to solve problems like donald trump',\n",
       " 'there is no right way, just write',\n",
       " 'rest of evening spent declaring asshole not going to ruin evening',\n",
       " \"north carolina doesn't seem to want people to see police camera footage\",\n",
       " \"the education department officially won't deal with transgender students experiencing bathroom discrimination\",\n",
       " \"why we won't be participating in black friday\",\n",
       " 'hooded members of congress drown another love child in potomac to prevent affair from getting out',\n",
       " 'merkel: isis poses major risk to europe',\n",
       " 'alcoholic kindergarten teacher stretches naptime to three hours',\n",
       " 'report: store out of good kind',\n",
       " 'devastating floods leave 23 dead in west virginia',\n",
       " \"obama's greatest oratory performance\",\n",
       " 'grandmother palms grandson $10 like she fixing boxing match',\n",
       " 'bumper nilla crop spells profit for wafer growers',\n",
       " \"6 summer salads you'll actually crave\",\n",
       " \"the black keys new album 'turn blue' is now available to stream in full\",\n",
       " \"isis vs isil -- what's in a name?\",\n",
       " \"national trust for historic preservation to pay for andy rooney's upkeep\",\n",
       " \"list of names on gchat sidebar like a portal into area man's past lives\",\n",
       " 'tomi lahren is suing glenn beck and theblaze',\n",
       " 'greg hardy unapologetically denies domestic abuse allegations',\n",
       " 'tourists describe scenes of horror in tunisian beach massacre',\n",
       " 'trump voters blink',\n",
       " \"photos from 'ahs' set may help explain all those creepy blond children\",\n",
       " 'study: more couples delaying divorce until kids old enough to remember every painful detail',\n",
       " \"never-before-heard buzzword flying around office can't be good\",\n",
       " \"man not certain what any of his coworkers' names are\",\n",
       " 'psychologists push for smartphone warning labels',\n",
       " 'clinton receives 400,000 honorary degrees for college commencement speech',\n",
       " \"scavenger-hunt party 'not leaving without twine'\",\n",
       " 'the republican obamacare dilemma in one 6-minute video',\n",
       " 'mass graves suggest systematic killing of rohingya in myanmar',\n",
       " 'final german u-boat surrenders to allied powers',\n",
       " 'private prison companies will still lock up immigrants, despite doj decision',\n",
       " \"woman's head feared lost forever inside infinity scarf\",\n",
       " 'fed-up brookstone body-massage chair now only entertaining serious buyers',\n",
       " 'trump asks entire senate to clear out of chamber so he can speak to comey alone',\n",
       " 'grateful dead lyricist, internet pioneer john perry barlow dead at 70',\n",
       " 'new report finds americans most interested in science when moon looks different than usual',\n",
       " \"'new york times' moves all content you won't give a shit about unless you make at least $200k a year into one convenient section\",\n",
       " 'philippines president calls on civilians to kill drug addicts',\n",
       " \"woman perfectly breaks down why she's not 'just' a nurse\",\n",
       " 'chicago police department to monitor all interactions with public using new bullet cams',\n",
       " 'amid the chattering of the global elite, a silent interlude',\n",
       " 'at least 23 ethical issues are dogging epa administrator scott pruitt',\n",
       " \"won't ask, don't tell\",\n",
       " 'weird black dot actually part of bowl',\n",
       " 'vegas, baby! (well, minus our babies)',\n",
       " \"people really like kanye's new song 'real friends' because it's really g.o.o.d.\",\n",
       " \"20 suede pieces you'll want to wear all spring\",\n",
       " 'fcc sentences artie lange to death',\n",
       " \"behold the title of 'american horror story' season 7\",\n",
       " 'football-loving americans harassed for wearing turbans to nfl game',\n",
       " 'to your health',\n",
       " 'new job posting on craigslist clearly for secretary of the interior',\n",
       " \"seth meyers loses it over thanksgiving's proximity to christmas\",\n",
       " '15 ways the knicks can trade carmelo anthony',\n",
       " 'parents fight to save their two daughters after tragic diagnosis',\n",
       " 'the quiet practice where i found my voice',\n",
       " \"fcc assures nation their favorite verizon websites won't be affected by net neutrality repeal\",\n",
       " 'everyone told me my second child would be so much harder than my first, but they were wrong',\n",
       " 'report: it still nowhere near okay to act like donald trump',\n",
       " 'man reportedly unleashes trump-inspired anti-lgbtq rant at church',\n",
       " 'white sprinter finishes fifth',\n",
       " \"how i'm finding my voice with wendy davis\",\n",
       " 'obama begins inauguration festivities with ceremonial drone flyover',\n",
       " 'lindsay wagner to star in anything offered her',\n",
       " 'democratic senator strides down corridors of powerlessness',\n",
       " \"here's how trump's rage campaign opened the door to the james comey firing\",\n",
       " 'looking for happiness in all the wrong places',\n",
       " \"swarm of 100 drones dance to beethoven's 'symphony no. 5' in the night sky\",\n",
       " 'fatal school bus crash cements bff status',\n",
       " 'no-makeup look easier to achieve than elle claims',\n",
       " \"the outfit that got this woman kicked out of her school's gym\",\n",
       " 'bluetooth headset worn throughout date',\n",
       " 'breakroom tension at all-time high following mug dispute',\n",
       " 'depression symptom checklist speaking to area man as no poem ever could',\n",
       " 'parents formally announce transfer of expectations to second child',\n",
       " \"'saturday night live' celebrates halloween with spooktacular montage\",\n",
       " 'steven spielberg: can his career be salvaged?',\n",
       " 'local laundromat employs social media coordinator',\n",
       " 'partygoer vows to fix keg',\n",
       " 'right to own handheld device that shoots deadly metal pellets at high speed worth all of this',\n",
       " 'oscar countdown 2002 begins',\n",
       " 'disaster movies are tame compared to what happened 3.3 billion years ago',\n",
       " 'washington d.c. officer shoots woman carrying knife',\n",
       " 'in your face: the hidden history of plastic surgery and why looks matter',\n",
       " \"a knicks' fan's open letter to santa\",\n",
       " \"wolf blitzer decks boston man who hasn't been healed by red sox baseball\",\n",
       " \"donald trump and america's blood sport of choice\",\n",
       " 'time to end subsidies that are destroying forests',\n",
       " 'netflix to shut down planned louis c.k. comedy special',\n",
       " \"trump undercuts easy obamacare attack with dig about bill clinton's infidelities\",\n",
       " 'narcissist mentally undresses self',\n",
       " \"we got the exclusive look at hillary's dnc speech notes\",\n",
       " 'watch john kasich lead an awkward david bowie sing-along',\n",
       " 'pro governing: is it faked?',\n",
       " 'how a social media detox helped ed burns become more productive',\n",
       " \"outdoor movie guest excited to watch barely audible 'back to the future' while sitting on tree root\",\n",
       " \"north korea claims it's planning to fire missiles near guam\",\n",
       " 'gorillagram employee shot by white house security',\n",
       " 'how do i make my 4-month-old fall in love with reading?',\n",
       " '15 weirdest things that people have left behind in an uber',\n",
       " 'arkansas executes first inmate in 12 years',\n",
       " 'meet the other baldwin brother, james!',\n",
       " 'a sadder pride because of washington inaction',\n",
       " \"brad pitt stumbles across old cardboard box with gwyneth paltrow's head in attic\",\n",
       " 'shonda rhimes on the motivation behind her weight loss journey',\n",
       " 'obama plans to tackle major education inequality',\n",
       " 'teaching, learning and the college ratings framework',\n",
       " 'fashion-forward pigeon sports bread necklace in bold style choice',\n",
       " 'video relaunches investigation into death of man held by chicago police',\n",
       " \"whoopi goldberg says the oscars 'can't be that racist' because she won once\",\n",
       " 'housefly tracks dog shit all over cucumber slice',\n",
       " 'hillary clinton opens new presidential library charting course of purely theoretical tenure as commander in chief',\n",
       " 'bounty, brawny ceos wearing down patience of mutual friend',\n",
       " \"sherman alexie says artists under trump will be 'noise-canceling headphones'\",\n",
       " 'visibly flu-stricken choir kid really dragging down whole christmas pageant',\n",
       " 'nbc news correspondent ayman mohyeldin returning to gaza',\n",
       " 'tim robbins tired of being typecast as relatively tall characters',\n",
       " \"sen. tom cotton thinks 'tough guy' trump is ready to resume waterboarding\",\n",
       " 'leather-clad ted cruz greeting voters at reno-area fetish club',\n",
       " \"man's family rises to record-high fourth priority\",\n",
       " 'mike ditka has not been paying attention to history',\n",
       " 'what mom would have wanted evolving over course of funeral planning',\n",
       " 'simple task of going to post office feels like weight of 10,000 boulders',\n",
       " 'report: some crazy shit probably happened to classmate being raised by grandmother',\n",
       " \"ivanka trump incorrectly names judaism as 1 of the 3 'largest world religions'\",\n",
       " 'rescued lion has been obsessed with blankets since he was a baby',\n",
       " 'county fair judges blown away by heifer',\n",
       " 'the best toys to shop on prime day for kids of all ages',\n",
       " 'the sanders phenomenon',\n",
       " \"clinton staff readies emp launch to disable all nation's electronic devices\",\n",
       " \"khloe kardashian joins 'waist gang'\",\n",
       " \"next week's republican debate in utah canceled\",\n",
       " \"a trove of 'lost and found' photos reveal one mystery couple's beautiful life\",\n",
       " 'bear family pool party is the cutest backyard invasion ever',\n",
       " 'dustin hoffman accusers speak out about alleged abuse in joint nbc interview',\n",
       " 'another open letter to betsy devos from a public school teacher',\n",
       " '6 tips to boost your career',\n",
       " 'video shows transphobic man preaching in target getting shut down by customer',\n",
       " '#xmasgiftsfromtrump wish list will give trump a very un-merry christmas',\n",
       " 'ronda rousey eerily predicted how she would lose',\n",
       " 'police release haircut-progressed photo of missing woman',\n",
       " 'a brief (pun intended) history of lawyers in movies',\n",
       " 'gifs: the memphis grizzlies weathered this epic oklahoma city thunder storm',\n",
       " 'stomach sets aside synthetic additives until it has a few minutes to figure out how to digest them',\n",
       " 'russia denies it has compromising information on donald trump',\n",
       " 'what comics can offer to bible readers',\n",
       " 'breaking uniform',\n",
       " 'congress approves of $250 billion',\n",
       " '7 fascinating but forgotten facts from world war i (new book)',\n",
       " 'taylor swift now dating watertown boat',\n",
       " 'rapture wreaks havoc on local book club',\n",
       " 'the key to setting achievable goals',\n",
       " 'the only shopping guide for cyber monday you need',\n",
       " 'donald trump says refugee crisis and threats to uk identity drove brexit',\n",
       " 'science fiction writer admits unstoppable killing machine based on mother',\n",
       " 'gunman kills at least two american advisers in kabul shooting',\n",
       " 'kris kobach defends using a private email for government business',\n",
       " '10-year-old denies girl-liking allegations',\n",
       " 'stray dad found in lumber section of the home depot',\n",
       " 'office manager unveils new rule',\n",
       " 'charles darwin and the sunmine',\n",
       " 'another way companies make it harder for new mothers',\n",
       " 'sheets changed after every breakup',\n",
       " 'want to make meetings more productive? start walking',\n",
       " \"man overjoyed he no longer has to purchase entire day's worth of egg mcmuffins in morning\",\n",
       " 'watch: stone brewing evacuates as wildfire approaches',\n",
       " 'military prosecutor: senate report on cia interrogation program is accurate',\n",
       " 'national park service studies historic lgbtq sites for possible recognition',\n",
       " \"safeguarding america's health system from sabotage\",\n",
       " \"jonathan safran foer guesses it's time to give up on silly little dream of becoming good writer\",\n",
       " 'skydiver luke aikins makes jump without a parachute',\n",
       " 'study: universe actually shrunk by about 19 inches last year',\n",
       " 'power-crazed orkin man burns house to ground',\n",
       " \"couple's fucked-up presex ritual involves tucking both kids into bed\",\n",
       " 'will all senate republicans kowtow to trump and the far right?',\n",
       " 'viral photo captures incredible moment between police officer, homeless man',\n",
       " 'google employees disappointed 15th anniversary party only has one solar-powered lego drag race reffed by david pogue',\n",
       " 'study: average american tries getting out of 10,000 things each year',\n",
       " 'rnc builds levee out of poor people to protect convention site',\n",
       " 'romney delivers stern warning to china, speaking directly into the camera in fluent mandarin',\n",
       " 'the inside story of how congress sent the stock market tumbling',\n",
       " 'voters shocked christie botched such an easy political cover-up',\n",
       " 'desperate dole promises best prom ever',\n",
       " 'a different kind of mom',\n",
       " \"uber halts self-driving car tests in california, where it didn't test much anyway\",\n",
       " \"from tiger mothers to fresh off the boat: eddie huang's mom is not every asian-american mom\",\n",
       " \"donald trump thinks roger goodell is 'weak,' 'stupid' and a 'dope'\",\n",
       " \"trump says congress won't change libel laws, but that's a decision for the states\",\n",
       " 'shirtless goofball in flag underwear invades field at world series',\n",
       " 'local moviegoer enjoying movie so far',\n",
       " \"why chinese parents don't say 'i love you'\",\n",
       " 'americans say the white house is creating more problems than it solves',\n",
       " \"theater major has too long borne shakespeare teacher's blunt upbraidings, bitter scoffs\",\n",
       " 'a lancet breakthrough: publishing about faith and health',\n",
       " 'area grasshopper kind of a thorax man himself',\n",
       " 'freemasons return to jupiter',\n",
       " 'banjo-wielding matt damon makes last-minute bid for best original song',\n",
       " 'after criticism, cleveland officials to outline convention security plans',\n",
       " \"new teen trend 'walking wet and nude' couldn't have caught on at worse time\",\n",
       " 'justin bieber interrupts performance to scold spanish audience',\n",
       " \"'mudbound' oscar nominations place netflix in big leagues\",\n",
       " 'area man uses wtc attack as excuse to call ex-girlfriend',\n",
       " 'mccain gets hammered at local vfw',\n",
       " \"12-year-old's christmas list demonstrates heartbreaking awareness of family's financial predicament\",\n",
       " 'kendrick lamar, taylor swift and the weeknd lead the 2016 grammy nominations',\n",
       " 'slight inconvenience avoided',\n",
       " \"frustrated fcc unable to stop use of word 'friggin''\",\n",
       " \"nbc to dramatize menendez brothers murders in 'law & order: true crime' spinoff\",\n",
       " 'police assume truck was deliberately driven into berlin christmas market',\n",
       " 'area man cleans apartment once every relationship',\n",
       " 'after shooting, orlando chefs provide thousands of free meals',\n",
       " \"gop sen. jeff flake comes out and says it: 'my party might not deserve to lead'\",\n",
       " 'dentist offers to buy back halloween candy',\n",
       " \"mta officials assure new yorkers that today's subway will run just as fucked up as normal\",\n",
       " 'routine drunk-driving trip turns tragic for five local teens',\n",
       " 'grizzly bear sprained paw while mauling hunter, reports ranger',\n",
       " 'trump selects longtime personal plane to head faa',\n",
       " \"new antidepressant makes friends' problems seem worse\",\n",
       " 'restaurant teaches former inmates to cook, helps them get back on their feet',\n",
       " '5 entrepreneurial rules to live by',\n",
       " 'laser pointer aimed toward space in 1997 finally annoying planet 13 light-years away',\n",
       " \"man who skipped airport's moving walkway immediately realizes what an arrogant fool he's been\",\n",
       " \"7 things you probably didn't know about christmas\",\n",
       " 'paul beatty becomes first american to win man booker prize for fiction',\n",
       " \"your favorite female 'star wars' heroes finally get their own series\",\n",
       " 'nation checks out cnn.com to see what their old pals the tsarnaevs and castros are up to',\n",
       " 'small town beginning to wonder what taking heroin epidemic so long to get there',\n",
       " 'new ted cruz super-pacs take in record haul',\n",
       " 'domestic abuse survivor gives young victims the support she wishes she had',\n",
       " \"dogs smell grandma's scent, set off on quest to find her\",\n",
       " \"smb's are changing the way they do business\",\n",
       " \"president's american manufacturing council down to ceo of shoe carnival\",\n",
       " \"world's physicists complete study of physics\",\n",
       " 'how to really listen in a difficult conversation (6.2)',\n",
       " 'heroic turtle dials most of 911',\n",
       " \"what it's really like to have a miscarriage\",\n",
       " 'businesses say anti-lgbt bills could cost texas billions',\n",
       " \"accused killer wanted 'army of people who'd do anything he asked'\",\n",
       " 'avid fisherman forever ruins fishing for son',\n",
       " \"british public on the hunt for 'witches' marks' this halloween\",\n",
       " \"nation relieved insufferable little 'game of thrones' fans don't have book to lord over them this season\",\n",
       " 'the best volunteer programs do this',\n",
       " 'nasa completely forgot probe was returning today',\n",
       " '3m introduces new line of protective foam eye plugs',\n",
       " \"michael b. jordan sets fire to first 'fahrenheit 451' trailer\",\n",
       " \"astronomers predict giant asteroid will hit nation's theaters this summer\",\n",
       " \"hero of the common man talks to plumber for entire time he's in house\",\n",
       " \"social unity is most important, says pm modi on india's 70th independence day\",\n",
       " \"roe made abortions legal, but it doesn't keep women and providers safe\",\n",
       " 'hussein judge hoping for fair, speedy assassination',\n",
       " \"savvy man registers 'sleepy romney' twitter account just in case candidate looks tired\",\n",
       " \"dreamers face nightmare of trump's deportation force\",\n",
       " 'third world disease eliminated with hot-air hand dryers',\n",
       " 'whoops! selfie snapper smashes sculpture days after exhibit opens',\n",
       " 'aspiring actor dreams of one day publicly voicing regret for working with woody allen',\n",
       " 'swiss unable to maintain neutrality toward delicious pastries',\n",
       " '9 things all parents of college kids do but hate to admit',\n",
       " 'thousands of new orleans households still without political power',\n",
       " 'watch: underreported story -- reuniting families with remains of dead migrants',\n",
       " \"yahoo's newfront pulses to steve aoki's edm beat\",\n",
       " \"look at it: it's goddamn beautiful\",\n",
       " 'how to lose to the islamic state: obama administration considers deploying troops to iraq, focusing on assad in syria',\n",
       " \"eric's bogosian's operation nemesis: can a genocide ever truly be avenged?\",\n",
       " 'antarctic observational comic running out of ideas',\n",
       " 'thousands protest in moscow against housing plan',\n",
       " 'new pixar employees required to watch adorable sexual harassment video',\n",
       " 'cosmopolitan releases 40-year compendium: 812,683 ways to please your man',\n",
       " 'row of asterisks spices up otherwise ordinary e-mail',\n",
       " 'this tattoo shop is creating a safe and accepting space for queer bodies',\n",
       " 'sears gold card holder pushing weight around area sears',\n",
       " 'author jeff lindsay says goodbye to serial killer dexter with final novel',\n",
       " 'after-work drinks enter third excruciating minute',\n",
       " 'koch network spent nearly $400 million in 2015',\n",
       " \"those weren't nooses at university of delaware\",\n",
       " 'man already has whole sentence lined up for later in conversation',\n",
       " 'area waitress has one hell of an ass on her, local man will tell you that right now',\n",
       " '30 unbeleafably adorable gifts for plant lovers',\n",
       " 'cuomo makes surprise afghanistan trip',\n",
       " \"drummer's girlfriend thinks he should sing\",\n",
       " \"nobody watched matthew mcconaughey's forgotten youtube channel until now\",\n",
       " 'pope francis admits god really starting to look old',\n",
       " 'what has becoming a parent done to me?',\n",
       " 'video:  #icantbreathe poem on house floor',\n",
       " 'man somehow overcomes alcoholism without jesus',\n",
       " 'donald w. bush?',\n",
       " 'mom uses full name to refer to bisquick impossibly easy cheeseburger pie\\x99',\n",
       " \"congressman calls trump 'an idiot' for using egypt mosque attack to promote border wall\",\n",
       " \"luke bryan says confederate flag has become a 'symbol of racism'\",\n",
       " 'rich first-grader buys whole sheet of gold stars',\n",
       " \"we ain't germans\",\n",
       " \"kentucky governor echoes trump: 'all sides' to blame for charlottesville violence\",\n",
       " 'how caitlyn jenner is helping me be a better me',\n",
       " 'new apple campaign urges consumers to buy iphone for other hand',\n",
       " 'woman dozing at coffee shop has that dave eggers sex dream again',\n",
       " 'manager of combination taco bell/kfc secretly considers it mostly a taco bell',\n",
       " 'could hillary clinton have what it takes to defeat the democrats in 2008?',\n",
       " 'wild tales:  outstanding black comedy at cannes',\n",
       " 'donald trump prefers violent football so more black players get hurt: espn analyst',\n",
       " 'black ribbon in the balsam',\n",
       " 'the buttermilk biscuit recipes you want and need',\n",
       " 'ai weiwei commemorates drowned refugees during berlin film festival',\n",
       " \"the restrictions journalists agreed to in order to attend the koch brothers' conference\",\n",
       " '7-year-old puts on uno face',\n",
       " \"'little boy' stands tall\",\n",
       " \"jake tapper has one-word response to creepy kellyanne conway 'snl' sketch\",\n",
       " 'poll shows support for birth control mandate on eve of court ruling',\n",
       " 'death row inmate loses fight over kosher food',\n",
       " 'jada pinkett smith and gabrielle union end feud after 17 years',\n",
       " 'huffpost rise: what you need to know on february 10',\n",
       " 'dear mr. president: a dispatch from bowling green',\n",
       " 'shinto priestess killed by brother during sword attack at tokyo shrine',\n",
       " \"journalists push back on correspondents' association's response to michelle wolf\",\n",
       " \"nina dobrev addresses her rumored return to 'vampire diaries'\",\n",
       " 'theresa may, edging towards donald trump, scolds john kerry over israel',\n",
       " 'child assured it will be long time before he dies',\n",
       " \"new year's eve prank leaves 4-year-old glued to mcdonald's toilet\",\n",
       " 'prosecutors in tamir rice case bizarrely pointed toy gun at witness, lawyers allege',\n",
       " \"what's wrong with this picture? for u.s. fight against isis, everything\",\n",
       " 'afi docs: where policy meets art',\n",
       " 'school bully not so tough since being molested',\n",
       " \"the real mothers of mother's day\",\n",
       " 'dad shoots daughter while teaching her about gun safety',\n",
       " '3 unexpected ways to help your kids be mindful about screen time',\n",
       " \"dee bogetti's gps guide for living in the moment\",\n",
       " 'paul ryan confident american people will warm up to tax plan once they realize life a cruel and meaningless farce',\n",
       " 'war-torn, blood-soaked kosovo: would bombing it help?',\n",
       " 'starving for a fantasy',\n",
       " 'bill clinton waiting until after primaries to endorse candidate',\n",
       " 'what you should do if you own a volkswagen that was just recalled',\n",
       " 'to read or not to read, part 2',\n",
       " 'hillary clinton loses lead over bernie sanders in new iowa poll',\n",
       " 'several women accuse progressive media executive don hazen of sexual harassment',\n",
       " \"success and still enjoying your 'happy place'\",\n",
       " 'last 12 years a real wake-up call for area man',\n",
       " \"pollsters admit they underestimated voters' adrenal glands\",\n",
       " \"lin-manuel miranda freestyles about life's most annoying minor inconveniences on 'ellen'\",\n",
       " \"john lewis won't attend civil rights museum opening because trump is going\",\n",
       " 'is trouble brewing for the 2015 npt review conference?',\n",
       " 'area man going to go ahead and consider that a date',\n",
       " '4 senators mauled during congressional tiger show',\n",
       " 'huffpost hill - secret service agents really glad dark sunglasses hide bloodshot eyes',\n",
       " 'kite flyer in the zone',\n",
       " \"bacon just one of sprint's new downloadable ring scents\",\n",
       " 'i photograph to remember',\n",
       " 'u.s. bobsled team pays tribute to late gold medalist steven holcomb',\n",
       " \"among santa fe's many virtues? history, art, culture, hospitality and killer vintage clothing\",\n",
       " 'power plan foes from mars, backers from venus (earth actually)',\n",
       " 'journalists who refuse to take the same non-answer for an answer',\n",
       " 'nukes and the global schism',\n",
       " 'weird relative at family reunion knows how everyone related to each other',\n",
       " \"negro week at the 1939–1940 new york world's fair\",\n",
       " 'trump threatens to veto spending bill over border wall funding, then signs it',\n",
       " \"6 diy stress hacks using what's in your closet\",\n",
       " 'the major concern with the phone call with taiwan',\n",
       " \"a weird and wonderful cabaret chronicle: karen mason revisits her roots at 'don't tell mama!'\",\n",
       " \"why companies shouldn't hide the financial risks of climate change\",\n",
       " 'the louvre gardens are teeming with rats',\n",
       " \"trump is #1 in the polls, and so was the 'macarena'\",\n",
       " 'boy george opens up about happiness, being a u.s. politics junkie and more',\n",
       " 'area woman decides not to post facebook status that would have tipped gun control debate',\n",
       " 'sprint, t-mobile ceos merge into grotesque executive hybrid',\n",
       " 'patrick stewart reads hilariously bad reviews of iconic tourist attractions',\n",
       " 'safeguarding the well-being of children',\n",
       " 'the public health threat of private anger',\n",
       " \"target 'dorm room essentials' aisle being browsed exclusively by 30-year-old men with studio apartments\",\n",
       " 'suzanne somers named u.s. thighmaster general',\n",
       " 'just a friendly and wildly hot reminder that oscar isaac is playing hamlet',\n",
       " \"a new hbo documentary shows what it's really like inside a terror attack\",\n",
       " \"watch: stories you won't believe from some of the world's dirtiest jobs\",\n",
       " 'golf sensation jordan spieth loses masters after horrible meltdown; danny willett wins',\n",
       " \"first gay couple receives marriage license at jailed kentucky clerk's office\",\n",
       " \"world's jews celebrate christmas with ceremonial re-murdering of christ\",\n",
       " 'john mccain, czar hater, calls for ebola czar',\n",
       " 'father of trump tower climber also has an important message for you',\n",
       " 'that guy from that one show in rehab',\n",
       " 'sanders hits bill clinton on welfare reform, trade',\n",
       " \"white nationalist calls trump's denouncement of hate groups 'kumbaya nonsense'\",\n",
       " \"'old milwaukee book of world records' confirms title for most punches to shoulder\",\n",
       " 'new details paint unsettling pictures of london attackers',\n",
       " \"don't ask me to 'get over' my history with breast cancer\",\n",
       " \"being a facebook wallflower isn't good for you, the social site says\",\n",
       " 'woody harrelson spends two hours drawing marijuana leaf on binder',\n",
       " 'burger king franchise owner adds sad little personal touches to restaurant',\n",
       " 'verb to follow noun; prepositional phrase to follow',\n",
       " \"a valentine for my best friend: my life wouldn't be the same without you\",\n",
       " 'the importance of being collaborative',\n",
       " 'russian officials scrambling as plan to delegitimize western democracy moving way faster than intended',\n",
       " 'obama sort of freaked out after not receiving single e-mail, phone call for entire day',\n",
       " 'adele tweets apology after stage rigging hits glasgow concertgoer',\n",
       " 'pastor talking to non-christian who just lost wife can smell blood',\n",
       " \"'religious freedom' clauses are point of contention as australia crafts marriage equality laws\",\n",
       " 'voters are excited for november despite not really loving the likely nominees',\n",
       " \"everyone in family compliments grandmother on how small and feeble she's gotten\",\n",
       " \"eating entire box of donuts not originally part of evening's plan\",\n",
       " 'white house pretty sure uzbekistan diplomat stole a bunch of soap',\n",
       " \"jared kushner quietly transfers 'solve middle east crisis' to next week's to-do list\",\n",
       " '15 years in environment of constant fear somehow fails to rehabilitate prisoner',\n",
       " \"internet personality michael buckley on giving 'sex tips' off broadway\",\n",
       " \"legends of new york's latex ball celebrate the history of voguing\",\n",
       " 'man unfortunately sleeps like baby',\n",
       " 'one last ruben studdard reference wafts gently into the cool evening air',\n",
       " 'hubble telescope discovers giant amelia earhart statue on distant planet',\n",
       " 'trump is telling \"jokes,\" but nobody\\'s laughing',\n",
       " \"hundreds of miniature sean hannitys burst from roger ailes' corpse\",\n",
       " \"kellie pickler hilariously misses the buzzer in celebrity 'family feud' fail\",\n",
       " \"military institutes new 'don't tell, let me guess' policy\",\n",
       " \"jeb bush insists he's a washington outsider\",\n",
       " 'washington post journalist jailed in iran has christmas meal with family',\n",
       " \"coloradans who deregistered after trump request for voter data aren't signing up again\",\n",
       " \"watch vin diesel say 'i am groot' in different languages\",\n",
       " \"artist's stunning image honors the moment one woman defied a neo-nazi march\",\n",
       " 'voters glad they got hope in politicians out of system for next election cycle or two',\n",
       " \"new year's resolution -- let colleges lead the way to a new normal in cuba\",\n",
       " 'paris police arrest second couple over notre dame gas cylinders',\n",
       " 'my 8 favorite beauty products',\n",
       " 'financial burden of cancer can harm quality of life',\n",
       " \"high schooler promises to have man's impregnated daughter home by midnight\",\n",
       " 'cnn anchor interviews al jazeera anchor who interviewed libyan rebels',\n",
       " 'the quadruple bottom line: its time has come',\n",
       " 'this may be holding you back from repairing a broken relationship',\n",
       " \"in the weeks before trump takes office, obama's mad dash to save public lands\",\n",
       " 'the changing holiday shopping landscape',\n",
       " 'burger king introduces new thing to throw in front of kids after another hellish day at work',\n",
       " 'this road sign is a lot less helpful than it looks',\n",
       " 'day chalked up as loss by 10:15 a.m.',\n",
       " 'australian lawmaker shoots opponents in campaign ad, draws ire after orlando',\n",
       " 'kinda creepy peter pan pranks disney world',\n",
       " \"#brownribboncampaign reminds us oscar diversity isn't just black and white\",\n",
       " 'high school elects gay 45-year-old homecoming king for first time in school history',\n",
       " \"george thorogood fan disgusted to learn musician licensed 'bad to the bone' for commercial purposes\",\n",
       " \"for america's future, engineering needs to diversify\",\n",
       " 'darrelle revis to be charged in fight that leaves two men unconscious',\n",
       " \"don't pay another bill until you pay this\",\n",
       " 'move to houseboat regretted by third day',\n",
       " 'buick regal named best vehicle in class for idling outside off-track betting parlor',\n",
       " 'arizona iced tea unveils new 4-foot-tall cans',\n",
       " \"blm's alicia garza launches census project to mobilize black political power\",\n",
       " 'police audio leaked in killing of unarmed black teen christian taylor',\n",
       " \"for a first-time marathoner, there's strength in numbers\",\n",
       " 'hate preachers on qatar campus: obama gives qatar undeserved a+ on fighting incitement',\n",
       " '10th-grade prodigy studying mathematics at 10th-grade level',\n",
       " '3 reminders that can help you raise resilient kids',\n",
       " 'nation horrified to learn about war in afghanistan while reading up on petraeus sex scandal',\n",
       " 'trump relaxes after debate by slipping back into nice, warm personal reality',\n",
       " 'area liberal no longer recognizes fanciful, wildly inaccurate mental picture of country he lives in',\n",
       " \"update: 'the onion' is immediately suspending production on our basketball infographic video directed by brett ratner\",\n",
       " 'george foreman grill retires to promote own grill',\n",
       " 'study finds having it all leading indicator that everything will come crashing down',\n",
       " 'shooting at copenhagen synagogue leaves 1 dead, 2 officers wounded',\n",
       " 'paris hilton impersonates kim kardashian for kanye west fashion line',\n",
       " 'international space station tented to spray for xenomorphs',\n",
       " 'ex-boyfriend hopes to still be terrible, incompatible friends',\n",
       " 'teen accepted into 113 colleges chooses full ride to hbcu',\n",
       " \"transgender lawmaker danica roem: trump shows there's 'no barrier' to getting elected\",\n",
       " 'shit, friend just said something to obnoxious drunk guy on bus',\n",
       " 'weekend encounter with coworker never acknowledged',\n",
       " 'study: 74% of home contractors end up accidentally walling themselves in during housing construction',\n",
       " 'goth kid builds scary-ass birdhouse',\n",
       " 'outbreak of va-va-vooms traced to miniskirt-wearing blonde',\n",
       " \"grandmother can't believe they let people with tattoos on price is right\",\n",
       " \"the '7th heaven' cast reunites for the first time in 8 years\",\n",
       " \"are we meeting the needs of our nation's rich?\",\n",
       " 'there is nothing libertarian about conservatives',\n",
       " 'yorkshire terrier monogrammed',\n",
       " 'pope cleans up dead angel who flew into sistine chapel window',\n",
       " 'remainder of ross ice shelf now in smithsonian freezer',\n",
       " 'panicked agriculture secretary momentarily forgets what corn is',\n",
       " \"an introvert's guide to throwing a solid holiday party\",\n",
       " 'area client would like a different font',\n",
       " \"fifth harmony's lauren jauregui blasts 'toxic' homophobia in poignant twitter exchange\",\n",
       " \"usda admits weight loss not possible for people who don't like salmon\",\n",
       " 'six teenagers in britain suspected of killing polish man in hate crime',\n",
       " 'cubans: new dictator doing it all wrong',\n",
       " 'obama fills out lukewarm glassdoor review after exiting presidency',\n",
       " 'bill henderson, jazz vocalist and actor, dies at 90',\n",
       " 'very specific food pyramid recommends two to three shrimp scampis per year',\n",
       " \"alaskan gray wolf can't believe no one told him he's got snow on nose\",\n",
       " 'how to emotionally recover from the election',\n",
       " 'man always taking good mood out on friends',\n",
       " '6 essentials for a trash-free lunch',\n",
       " 'candidate delighted to be in chair factory',\n",
       " \"woman knows exactly which knife she'd grab out of cutlery drawer in event of home invasion\",\n",
       " 'bored predator drone pumps a few rounds into mountain goat',\n",
       " '30-year-old nes still wasting life playing video games',\n",
       " 'schools enact positive change with drama therapy',\n",
       " 'world map rearranged to accommodate poor geography skills of americans\\x97nations ordered alphabetically',\n",
       " 'woman leaving meeting worried she came off as too competent',\n",
       " 'professor threatened with firing says wheaton college is changing the rules',\n",
       " 'jfk jr. celebrates 10,000th coupling',\n",
       " 'man with stupid breaks off co-dependent relationship',\n",
       " 'internet pop-up quiz insulting',\n",
       " 'suspension of disbelief goes unrewarded',\n",
       " \"'the late show' updated trump's election night speech with annotations\",\n",
       " \"ancient flying beast named after 'avatar' creature\",\n",
       " \"tennessee senate passes a bill to erect a memorial to 'victims of abortion'\",\n",
       " 'report: no one at white castle wants to make friends',\n",
       " '45-year-old to help candidate understand youth vote',\n",
       " \"word 'millennials' forced into headline to boost pageviews\",\n",
       " 'dozens of social issues thankful they never had to go toe-to-toe with muhammad ali',\n",
       " 'fox news struggling to attract younger 60-75 demographic',\n",
       " 'after a string of accidents, u-haul announces closure of aircraft division',\n",
       " 'why stakes is too high to bother with white tears',\n",
       " 'growing up with the holocaust as a writer',\n",
       " \"the surprising way horses can help ease alzheimer's symptoms\",\n",
       " \"beaver can't wait to get started on dam\",\n",
       " \"huffpollster: republican women really don't like trump\",\n",
       " 'what we know so far about the new white house org chart',\n",
       " 'morbidly obese man enjoys disabled privileges with motorized cart',\n",
       " \"'no one will push you into running for president,' jeb bush softly whispers before tucking in sleeping grandson\",\n",
       " 'madcap romp escalates into zany hijinks',\n",
       " \"5 longevity secrets from the world's healthiest cultures\",\n",
       " '8 perks of being divorced during the holidays',\n",
       " 'nation healed by awesome sports highlight',\n",
       " 'why moms demand action will participate in day without a woman',\n",
       " \"hillary clinton's asian american outreach director leaving campaign\",\n",
       " 'interview with louise munson, playwright of luigi',\n",
       " 'suspect reportedly arrested over explosives sent to washington, d.c. area',\n",
       " \"writer calls on women of color 'to divest from lena dunham' after controversy\",\n",
       " 'area dad will only watch things in hd',\n",
       " \"the unexpected place you're probably overeating\",\n",
       " \"don lemon on sean spicer: everyone 'is dumber for having listened to that'\",\n",
       " 'kansas state refused to investigate sexual assaults because they happened off-campus, lawsuit says',\n",
       " 'nfl player avery williamson wears 9/11 cleats despite threat of fine',\n",
       " 'trump confidant floats crazy rbg-for-merrick-garland scotus swap',\n",
       " 'u.s. continues proud tradition of  diversity on front lines',\n",
       " \"south korean president meets north korea's kim jong un to talk trump summit\",\n",
       " \"nation's financial advisors recommend capturing magical creature that grants wishes\",\n",
       " \"michelle, ross and carson on the wild ride to 'rupaul's drag race'\",\n",
       " 'content writer awkwardly shows parents around website where he works',\n",
       " 'possible viking find could rewrite north american history',\n",
       " 'new details emerge in forgotten murder that snared attorney, highway patrolmen',\n",
       " \"watching faces of students as they finish 'the lottery' highlight of english teacher's year\",\n",
       " 'no one in prison sure how jared fogle still eating subway every meal',\n",
       " \"sean spicer says donald trump is a 'champion' of first amendment\",\n",
       " \"uncovered california: community college students' quest for mental health services\",\n",
       " \"debra messing doesn't want you to freak out about a 'will & grace' revival just yet (update)\",\n",
       " 'nation delighted as many famous people in same room together',\n",
       " \"area man winded after particularly lengthy wendy's order\",\n",
       " \"the 6 real reasons i'm happy to be married\",\n",
       " \"biden busted in dnc parking lot selling bootleg 'i'm with her' t-shirts\",\n",
       " 'white person waved past beeping walgreens security barrier',\n",
       " \"khloe kardashian says no one was doing cocaine at kylie jenner's graduation party\",\n",
       " 'genuine happiness now seen only on game shows',\n",
       " \"chewbacca just got himself a 'chewbacca mom' mask\",\n",
       " 'yet another donald trump pick has a habit of spreading dangerous conspiracy theories',\n",
       " 'dog trying its absolute hardest',\n",
       " 'mississippi bans soft drinks smaller than 20 ounces',\n",
       " 'explosion at fedex facility outside san antonio may be linked to austin bombings, fbi says',\n",
       " \"cupid cop gave out roses, cards on valentine's day instead of tickets\",\n",
       " 'fox news host disavows internment camps, after panelists suggest rounding up muslims',\n",
       " \"reince priebus says it's 'too late' for a new candidate to stop trump\",\n",
       " \"minnesota café charges 35 cent 'fee' to protest minimum wage hike\",\n",
       " 'asshole from plane greeted at baggage claim by whole family',\n",
       " 'an american dreamer in the age of trump',\n",
       " \"hillary clinton celebrates confederate flag's removal at mlk day ceremony\",\n",
       " \"david brooks: obama has a 'manhood problem in the middle east'\",\n",
       " 'why terrorists attack us',\n",
       " 'everyone proud of grandma for staying awake',\n",
       " 'the nypd has secretly been spying on cell phones since 2008',\n",
       " 'republicans urge obama administration to crack down on sanctuary cities',\n",
       " 'floor plan of retirement community 90% defibrillator locations',\n",
       " 'voters in 14 states navigating new rules while trying to cast ballots',\n",
       " 'arne duncan stressed about preparing for standardized secretary of education exam',\n",
       " 'tom brokaw touched so many women would go out of their way to defend filthy old pervert like himself',\n",
       " 'stop complaining about the evolution of text language. period.',\n",
       " \"half-dressed man frantically scrambles out of home after hearing toyotathon deals won't last long\",\n",
       " 'tech is the future, reports local dad',\n",
       " 'trump fulfills campaign promise of pushing major immigration decision on someone else so he can watch tv',\n",
       " 'communication matters: getting your message out',\n",
       " 'son surprised dad knows johnny cash song',\n",
       " 'man suddenly regretting asking to be taken seriously by peers',\n",
       " 'eleven-year-old has miniskirt, pumps, vague notion of what sex is',\n",
       " 'cinemax director wins award for skinematography',\n",
       " 'doctor unable to hide his excitement from patient with ultra-rare disease',\n",
       " 'dozens injured after trains collide in pennsylvania',\n",
       " \"ed sheeran sang 'chasing cars' at a wedding, and now we're swooning\",\n",
       " \"'game of thrones' producers reveal series moved beyond show's written script halfway through current season\",\n",
       " \"girls scouts announces they'll never ever let gross fucking boys in\",\n",
       " \"un rebukes trump's jerusalem move in overwhelming vote\",\n",
       " \"father's day tribute to a family man\",\n",
       " \"white house: 'this is not the geologic era to debate gun control'\",\n",
       " \"professors try to figure out what 'bae' and 'on fleek' mean\",\n",
       " \"house republican spending bill seeks to block obama's carbon rules\",\n",
       " \"fred durst spray paints 'limp bizkit' on bridge\",\n",
       " \"democrats shouldn't panic over one poll showing donald trump ahead\",\n",
       " 'bored kim jong-un stacks entire north korean populace into human pyramid to kill time',\n",
       " 'how humans are laying out the welcome mat for mosquitoes and the diseases they carry',\n",
       " 'jennifer lawrence honored robert de niro at the glaad media awards the only way she knows how',\n",
       " '11 unexpected ways to use grapefruit',\n",
       " 'study: 90% of all meowing comes from owners trying to get cats to meow back',\n",
       " '14 photos that show the special bond between moms and daughters',\n",
       " \"'star wars' fans are freaking out because 'jedi' in 'the last jedi' is plural\",\n",
       " \"study: headaches are the body's way of communicating it wants pills\",\n",
       " \"how jimmy carter learned to make his wife rosalynn a 'full' partner\",\n",
       " \"gop congressman complains women are 'in my grill' over obamacare repeal\",\n",
       " \"religious leaders, groups are appalled by trump's immigration orders\",\n",
       " 'lice having blast trying out different wigs at costume shop',\n",
       " \"10 places you wouldn't have gone 10 years ago\",\n",
       " \"chicago's top prosecutor will not try the officer who killed laquan mcdonald\",\n",
       " \"'big eyes' is about the 'most quiet feminist you've ever met'\",\n",
       " 'bloomberg gadfly debuts in bid to shake-up financial commentary space',\n",
       " \"harry reid: republicans are 'acting as puppets for the nra'\",\n",
       " 'little tobacco hit with $3.5 hundred lawsuit',\n",
       " 'women in business q&a: rebecca henderson, group president, randstad professional solutions',\n",
       " 'mike pence disappointed in the 200,000 husbands and fathers who permitted women to attend march',\n",
       " 'jeff flake delivers searing, critical applause for trump during state of the union',\n",
       " \"michelle obama explains in no uncertain terms why she won't run for office\",\n",
       " 'republican food stamp bill would cut benefits, but not the size of government',\n",
       " \"russians mint 'in trump we trust' coin ahead of u.s. inauguration\",\n",
       " \"kristen wiig's fake trailer from 'jimmy kimmel' needs to be made into a real movie\",\n",
       " 'patients with limited english are more likely to return to the er',\n",
       " 'dear baby boomers, step aside',\n",
       " \"don't spend a cent on bitcoin until you see john oliver's cryptocurrency warning\",\n",
       " 'celebrities mourn anne meara on twitter after news of her death',\n",
       " \"here's what you need to know about obamacare enrollment this year\",\n",
       " 'relationship experts recommend single women try bathing in open stream until suitor glimpses them through trees',\n",
       " 'married couple longs for days when they only quietly resented one another',\n",
       " \"group of friends chanting 'shots' make compelling point\",\n",
       " \"blind date pronounces every syllable of word 'comfortable'\",\n",
       " 'to hope again',\n",
       " 'the science-backed reason to see your therapist in the morning',\n",
       " 'turkish president: no muslim family should engage in birth control',\n",
       " 'claire danes is expecting baby number two with hugh dancy',\n",
       " \"vlogger shamed in walmart fitting room because she might 'stretch' clothes\",\n",
       " 'at the university of texas,  echoes of its confederate past reverberate in the present',\n",
       " 'trump hints at obamacare replacement that would look nothing like what republicans have in mind',\n",
       " 'bad-ass engagement ring also tells the time and temperature',\n",
       " \"director paul feig says 'men have to speak out' after weinstein sexual assault allegations\",\n",
       " 'advertising firm unveils new mute-resistant commercials',\n",
       " 'rookie justice gorsuch assigned to supreme court overnight shift',\n",
       " \"mike pence takes oath of office as country's next vice president\",\n",
       " 'rex tillerson blindsided by news he still worked for state department',\n",
       " \"fight over obama's treasury nominee underscores battles within democratic party\",\n",
       " \"rommel, hummel dominate parents' christmas list\",\n",
       " 'a big myth about how to spot a narcissist',\n",
       " 'doll-housing crisis set to worsen, mean older brother says',\n",
       " 'slushing in utah at the end of ski season',\n",
       " 'here are the candidates voters think can actually win in november',\n",
       " \"missing maryland toddler's body found in ohio creek\",\n",
       " 'terrified jeb bush beginning to fade from visible spectrum',\n",
       " \"adele celebrates 'titanic'-themed 30th birthday\",\n",
       " 'changing weather inspires area conversationalist',\n",
       " 'fourth tool discovered',\n",
       " 'texas public school districts may now store, not trash, leftover food',\n",
       " 'hentai message board features surprisingly close-knit, supportive community',\n",
       " 'hootie and the blowfish: breaking down racial barriers between black, white pussies',\n",
       " 'study: snapping three times leading way to recall movies, actors',\n",
       " \"donald trump insists he has the 'complete power' to pardon, as russia probe persists\",\n",
       " 'syria ceasefire, backed by russia and turkey, holds after initial clashes',\n",
       " \"french parliament debates 'deep sleep' bill for end of life\",\n",
       " 'reality, risk & reward: is us kids tv ripe for authenticity and autonomy?',\n",
       " 'transcript, emails show how tabloid reporters helped harvey weinstein get dirt on women',\n",
       " \"trump's america--a not so shining city on the hill\",\n",
       " \"photographer assumes endless identities in her mother's clothes\",\n",
       " 'stripper surprised she only talked to 2 homicide detectives today',\n",
       " 'justin bieber fan jealous of anne frank',\n",
       " 'elevate your leadership in 2016',\n",
       " \"woman's face-down halloween dummy gets repeated 911 calls\",\n",
       " '259 new objects now available in gummi form',\n",
       " 'kremlin agent not even going to bother trying to compromise trump staffer who will be forced to resign in few months',\n",
       " 'the future is blurry!',\n",
       " \"here's a pg-rated facebook alternative for evangelical christians\",\n",
       " 'donald trump is unqualified to be president, majority of american voters say',\n",
       " 'body given false hope with first piece of fruit in 9 days',\n",
       " \"missouri democrats filibuster for 39 hours to stop anti-gay 'religious freedom' bill\",\n",
       " \"9-year-old reporter told to just be 'cute' has landed a book deal\",\n",
       " 'this craigslist missed connection is delightfully feminist',\n",
       " 'african nation not war-torn',\n",
       " 'three chinese tourists dead, six people missing in borneo shipwreck',\n",
       " 'god announces successful test of first category 7 hurricane',\n",
       " 'lone geek sits off by self reading the silmarillion throughout recess',\n",
       " 'this is what happens when you ask arya stark to write your yearbook quote',\n",
       " 'alex jones pleads with sandy hook parents to imagine pain an expensive lawsuit would cause him',\n",
       " 'rescue animals get the help they need thanks to online donations',\n",
       " \"goldfish can't stand bowlmate\",\n",
       " 'john legend speaks to the crack in the system caused by mass incarceration',\n",
       " 'police launch investigation after video appears to show cop shoving man in wheelchair into street',\n",
       " 'nasa discovers distant planet located outside funding capabilities',\n",
       " \"judge who asked 'why couldn't you keep knees together?' resigns\",\n",
       " 'white house prepares to send congress $15 billion spending cuts package',\n",
       " 'gop race heads to south carolina, known for dirty tricks and brawls',\n",
       " 'kindergartener allegedly barred from school because she has two moms',\n",
       " \"george will trashes bill o'reilly: 'wise, he is not'\",\n",
       " 'ohio voters will get to decide on legalizing marijuana',\n",
       " 'the best ifttt recipes to make the most of your vacation',\n",
       " 'last living california raisin dies of prostate cancer',\n",
       " 'microsoft debuts surface book, its first laptop, plus other new gizmos',\n",
       " \"fda confirms psilocybin reduces risk of mindlessly following society's rules like fucking lemming\",\n",
       " \"fourth death in new york legionnaire's disease outbreak\",\n",
       " 'national weather service to give hurricanes full names',\n",
       " 'william h. macy has ultimate dad moment dancing with his daughter before prom',\n",
       " 'warm temperatures bring hot deals on winter gear',\n",
       " \"sarah huckabee sanders flatly rejects jim acosta's assertion that he's jim acosta\",\n",
       " 'reno orders investigation of u.s. department of corruption',\n",
       " 'billions of electric signals between neurons allow brain to imagine what michael imperioli looks like',\n",
       " 'unapologetic self-portraits that shatter perceptions of disability',\n",
       " 'scientists discover eating serves function other than easing anxiety',\n",
       " 'libraries burning: from sarajevo to mosul',\n",
       " 'what i realized after years of searching for my soulmate',\n",
       " 'astoria characters: the charity stager',\n",
       " 'dolby theatre usher throws out matt damon for attempting to film oscars with camcorder',\n",
       " '600-pound butter cow sculpture wins iowa caucus',\n",
       " \"bill o'reilly tearfully packs up framed up-skirt photos from desk\",\n",
       " \"trump's army secretary pick is victim of 'gay gestapo,' right wing activists claim\",\n",
       " 'candidates preparing for colorado debate conditions with high-altitude speaking drills',\n",
       " \"the drama desks, all the way, m&m's and more\",\n",
       " 'magazine editor undergoes sleek new redesign',\n",
       " 'town nervously welcomes veteran back home',\n",
       " 'local student also a poet',\n",
       " \"'it's a wonderful life' was almost too racy for theaters\",\n",
       " \"ariana grande performs 'break free' on 'snl'\",\n",
       " 'unconditional love given to 15-year-old who just called mom a bitch in middle of hollister',\n",
       " 'newborn prince of cambridge begins consolidating power by having family imprisoned in tower of london',\n",
       " 'congress abandons wikiconstitution',\n",
       " '2016: all about the electorate',\n",
       " 'self-defense instructor keeps a couple of secrets to himself',\n",
       " 'adorable puppy nets owner handjob',\n",
       " \"10 super annoying things we can't help but whine about\",\n",
       " 'man bitten by radioactive sloth does the lying-around-all-day of 10 normal men',\n",
       " 'quake claims 500 hours',\n",
       " 'teen football recruit makes bold statement about black lives at training camp',\n",
       " \"10 of illinois' safest cities\",\n",
       " 'unconsciousness faked to make anesthesiologist feel better',\n",
       " 'trump hails gorsuch as fierce protector of future amendment allowing president to temporarily suspend right to assemble',\n",
       " 'historical archives: two feared dead in near-by child-birth',\n",
       " \"prison warden vows to take away el chapo's tunnel privileges if captured\",\n",
       " 'mothers, precious and misunderstood: the many mothers i have met',\n",
       " \"new 'baby weinstein' tapes prepare infants for career in entertainment law\",\n",
       " '5 steps to get you from shy to sociable',\n",
       " 'who were you on 9/11?',\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "training_size = 20000\n",
    "\n",
    "training_sentences = sentences[0:training_size]\n",
    "testing_sentences = sentences[training_size:]\n",
    "training_labels = labels[0:training_size]\n",
    "testing_labels = labels[training_size:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "\n",
    "vocab_size = 10000\n",
    "embedding_dim = 16\n",
    "max_length = 100\n",
    "trunc_type = 'post'\n",
    "padding_type = 'post'\n",
    "oov_tok = \"<OOv>\"\n",
    "#training_size = 20000\n",
    "\n",
    "tokenizer = Tokenizer(num_words=vocab_size,oov_token=oov_tok) # object of Tokenizer\n",
    "tokenizer.fit_on_texts(training_sentences) # fitting on train data for tokenization\n",
    "\n",
    "word_index = tokenizer.word_index # just checking which word is having which tokens\n",
    "\n",
    "sequences = tokenizer.texts_to_sequences(training_sentences) # converting into sequences of tokens\n",
    "training_padded = pad_sequences(sequences,maxlen=max_length,padding=padding_type,truncating=trunc_type) # making equal length\n",
    "\n",
    "testing_tokenizer = tokenizer.texts_to_sequences(testing_sentences)\n",
    "testing_padded = pad_sequences(testing_tokenizer,maxlen=max_length,padding=padding_type,truncating=trunc_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now lets convert all the final data into numpy array to get to work on Tensorflow 2.x\n",
    "training_padded = np.array(training_padded)\n",
    "testing_padded = np.array(testing_padded)\n",
    "\n",
    "training_labels = np.array(training_labels)\n",
    "testing_labels = np.array(testing_labels)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((20000, 100), (6709, 100))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_padded.shape, testing_padded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding (Embedding)        (None, 100, 16)           160000    \n",
      "_________________________________________________________________\n",
      "global_average_pooling1d (Gl (None, 16)                0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 24)                408       \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 25        \n",
      "=================================================================\n",
      "Total params: 160,433\n",
      "Trainable params: 160,433\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = tf.keras.Sequential([\n",
    "    tf.keras.layers.Embedding(vocab_size,embedding_dim,input_length=max_length),\n",
    "    tf.keras.layers.GlobalAveragePooling1D(),\n",
    "    tf.keras.layers.Dense(24,activation='relu'),\n",
    "    tf.keras.layers.Dense(1,activation='sigmoid')\n",
    "])\n",
    "\n",
    "model.summary()\n",
    "model.compile(loss='binary_crossentropy',\n",
    "             optimizer='adam',\n",
    "             metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 20000 samples, validate on 6709 samples\n",
      "Epoch 1/30\n",
      "20000/20000 [==============================] - 3s 155us/sample - loss: 0.6707 - accuracy: 0.5741 - val_loss: 0.6078 - val_accuracy: 0.7003\n",
      "Epoch 2/30\n",
      "20000/20000 [==============================] - 2s 112us/sample - loss: 0.4625 - accuracy: 0.8159 - val_loss: 0.4026 - val_accuracy: 0.8275\n",
      "Epoch 3/30\n",
      "20000/20000 [==============================] - 2s 110us/sample - loss: 0.3289 - accuracy: 0.8707 - val_loss: 0.3600 - val_accuracy: 0.8524\n",
      "Epoch 4/30\n",
      "20000/20000 [==============================] - 2s 114us/sample - loss: 0.2740 - accuracy: 0.8950 - val_loss: 0.3463 - val_accuracy: 0.8566\n",
      "Epoch 5/30\n",
      "20000/20000 [==============================] - 2s 116us/sample - loss: 0.2388 - accuracy: 0.9067 - val_loss: 0.3482 - val_accuracy: 0.8501\n",
      "Epoch 6/30\n",
      "20000/20000 [==============================] - 2s 112us/sample - loss: 0.2098 - accuracy: 0.9207 - val_loss: 0.3460 - val_accuracy: 0.8547\n",
      "Epoch 7/30\n",
      "20000/20000 [==============================] - 2s 116us/sample - loss: 0.1869 - accuracy: 0.9302 - val_loss: 0.3543 - val_accuracy: 0.8535\n",
      "Epoch 8/30\n",
      "20000/20000 [==============================] - 2s 110us/sample - loss: 0.1678 - accuracy: 0.9384 - val_loss: 0.3664 - val_accuracy: 0.8530\n",
      "Epoch 9/30\n",
      "20000/20000 [==============================] - 2s 112us/sample - loss: 0.1527 - accuracy: 0.9445 - val_loss: 0.3979 - val_accuracy: 0.8425\n",
      "Epoch 10/30\n",
      "20000/20000 [==============================] - 2s 109us/sample - loss: 0.1391 - accuracy: 0.9506 - val_loss: 0.3951 - val_accuracy: 0.8523\n",
      "Epoch 11/30\n",
      "20000/20000 [==============================] - 2s 109us/sample - loss: 0.1266 - accuracy: 0.9552 - val_loss: 0.4166 - val_accuracy: 0.8490\n",
      "Epoch 12/30\n",
      "20000/20000 [==============================] - 2s 114us/sample - loss: 0.1166 - accuracy: 0.9596 - val_loss: 0.4338 - val_accuracy: 0.8501\n",
      "Epoch 13/30\n",
      "20000/20000 [==============================] - 2s 110us/sample - loss: 0.1068 - accuracy: 0.9645 - val_loss: 0.4646 - val_accuracy: 0.8419\n",
      "Epoch 14/30\n",
      "20000/20000 [==============================] - 2s 108us/sample - loss: 0.0986 - accuracy: 0.9668 - val_loss: 0.4961 - val_accuracy: 0.8378\n",
      "Epoch 15/30\n",
      "20000/20000 [==============================] - 2s 107us/sample - loss: 0.0909 - accuracy: 0.9691 - val_loss: 0.5328 - val_accuracy: 0.8307\n",
      "Epoch 16/30\n",
      "20000/20000 [==============================] - 2s 108us/sample - loss: 0.0832 - accuracy: 0.9722 - val_loss: 0.5259 - val_accuracy: 0.8413\n",
      "Epoch 17/30\n",
      "20000/20000 [==============================] - 2s 108us/sample - loss: 0.0785 - accuracy: 0.9740 - val_loss: 0.5523 - val_accuracy: 0.8380\n",
      "Epoch 18/30\n",
      "20000/20000 [==============================] - 2s 109us/sample - loss: 0.0714 - accuracy: 0.9780 - val_loss: 0.5901 - val_accuracy: 0.8341\n",
      "Epoch 19/30\n",
      "20000/20000 [==============================] - 2s 109us/sample - loss: 0.0659 - accuracy: 0.9790 - val_loss: 0.6301 - val_accuracy: 0.8325\n",
      "Epoch 20/30\n",
      "20000/20000 [==============================] - 2s 113us/sample - loss: 0.0613 - accuracy: 0.9811 - val_loss: 0.6488 - val_accuracy: 0.8313\n",
      "Epoch 21/30\n",
      "20000/20000 [==============================] - 2s 114us/sample - loss: 0.0564 - accuracy: 0.9833 - val_loss: 0.6727 - val_accuracy: 0.8299\n",
      "Epoch 22/30\n",
      "20000/20000 [==============================] - 2s 115us/sample - loss: 0.0520 - accuracy: 0.9844 - val_loss: 0.7170 - val_accuracy: 0.8281\n",
      "Epoch 23/30\n",
      "20000/20000 [==============================] - 2s 111us/sample - loss: 0.0474 - accuracy: 0.9858 - val_loss: 0.7924 - val_accuracy: 0.8210\n",
      "Epoch 24/30\n",
      "20000/20000 [==============================] - 2s 108us/sample - loss: 0.0436 - accuracy: 0.9876 - val_loss: 0.7901 - val_accuracy: 0.8229\n",
      "Epoch 25/30\n",
      "20000/20000 [==============================] - 2s 110us/sample - loss: 0.0400 - accuracy: 0.9897 - val_loss: 0.8172 - val_accuracy: 0.8232\n",
      "Epoch 26/30\n",
      "20000/20000 [==============================] - 2s 109us/sample - loss: 0.0377 - accuracy: 0.9900 - val_loss: 0.8521 - val_accuracy: 0.8205\n",
      "Epoch 27/30\n",
      "20000/20000 [==============================] - 2s 109us/sample - loss: 0.0355 - accuracy: 0.9901 - val_loss: 0.9267 - val_accuracy: 0.8176\n",
      "Epoch 28/30\n",
      "20000/20000 [==============================] - 2s 117us/sample - loss: 0.0319 - accuracy: 0.9911 - val_loss: 0.9213 - val_accuracy: 0.8176\n",
      "Epoch 29/30\n",
      "20000/20000 [==============================] - 2s 112us/sample - loss: 0.0305 - accuracy: 0.9912 - val_loss: 0.9575 - val_accuracy: 0.8150\n",
      "Epoch 30/30\n",
      "20000/20000 [==============================] - 2s 115us/sample - loss: 0.0298 - accuracy: 0.9916 - val_loss: 1.0845 - val_accuracy: 0.8146\n"
     ]
    }
   ],
   "source": [
    "hist = model.fit(training_padded,training_labels,epochs=30,validation_data=(testing_padded,testing_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mom starting to fear son's web series closest thing she will have to grandchild\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "print(training_sentences[2])\n",
    "print(labels[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 16)\n"
     ]
    }
   ],
   "source": [
    "e = model.layers[0]\n",
    "weights = e.get_weights()[0]\n",
    "print(weights.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x235c3c88f88>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(hist.history['accuracy'],'r')\n",
    "plt.plot(hist.history['val_accuracy'],'b')\n",
    "plt.legend(['Train','Test'],loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x235c40a6d88>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(hist.history['loss'],'r')\n",
    "plt.plot(hist.history['val_loss'],'b')\n",
    "plt.legend(['Train','Test'],loc='best')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[3.054159e-04]\n",
      " [6.449012e-06]]\n"
     ]
    }
   ],
   "source": [
    "sentence = ['granny starting to fear spiders in the farden might be real','game of thrones season finale showing this sunday night']\n",
    "\n",
    "# preprocessing the text\n",
    "sequence = tokenizer.texts_to_sequences(sentence)\n",
    "padded = pad_sequences(sequence,maxlen=max_length,padding=padding_type,truncating=trunc_type)\n",
    "\n",
    "#predicting the text\n",
    "print((model.predict(padded)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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