NLP_Project_with_Tensorflow_&_Keras_Sarcasm_Detection.ipynb

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      "source": [
        "#Sarcasm Detection (Classification)\n",
        "\n",
        "- We have two categories - sarcastic and non-sarcastic. It is a binary classifiation problem.\n",
        "- Keras works only on tensorflow version 2.x and above. So, always check the version of tensorflow.\n",
        "\n",
        "# Important things to note:\n",
        "- Tokenizer is not case sensitive, it converts everything into lowercase.\n",
        "- The word index give ranking or priority based on frequency of words in the corpus and then the sequence or the position of the word in the frequency index.\n",
        "- The num_words parameter trims the word index to the top 'n' words.\n",
        "- Word index starts as 1 becasue 0s are reserved for padding.\n",
        "- Padding and truncating is done as models require sequences of same length.\n",
        "- In case accuracy is lagging, you can adjust length of sequence by padding or truncating and train again.\n",
        "- By default padding is pre and max_length is equal to the length of the longest sentences if not specified.\n",
        "- The training and testing data both should be in same input format for the modeling.\n",
        "- The labels are simple arrays and need to be converted to numpy arrays for easy matrix multiplication during the processing (have all elements of same data type).\n",
        "- The sequential API specifies that output of one layer is input for another layer.\n",
        "- Embedding layer creates an embedding matrix of size vocab_size * embedding_dimension which contains a representation for every word of dimensions equal to 'embedding_dimension'. Every word is a vector or 1 x embedding dimension. Intially, it has the word index representation for every word but as the model trains, the embedding matrix is refined and for each word, a better representation is obtained. For every sentence of length 'n' the final vector is a maxtrix of n x embedding_dimention.\n",
        "- Global average pooling 1D averages all the elements column wise and reduces the matrix to 1 * embedding_dimension\n",
        "- The activation functions in dense layers have to be added to include non-linearity and complexity to the model. RelU function - f(x): max(0,x)"
      ],
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      "cell_type": "markdown",
      "source": [
        "#"
      ],
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        "id": "3vr2aMPu1-in"
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    {
      "cell_type": "code",
      "source": [
        "# Run this to ensure TensorFlow 2.x is used\n",
        "try:\n",
        "  # %tensorflow_version only exists in Colab.\n",
        "  %tensorflow_version 2.x\n",
        "except Exception:\n",
        "  pass"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nY_9bsjBvUOl",
        "outputId": "54104d08-471c-4bf1-fff3-146930e0bd90"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Colab only includes TensorFlow 2.x; %tensorflow_version has no effect.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "metadata": {
        "id": "nwiWqMYshjW1"
      },
      "outputs": [],
      "source": [
        "import json\n",
        "import tensorflow as tf\n",
        "\n",
        "from tensorflow.keras.preprocessing.text import Tokenizer\n",
        "from tensorflow.keras.preprocessing.sequence import pad_sequences"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Load Dataset"
      ],
      "metadata": {
        "id": "_d8ZMYh-170G"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Get dataset from Google API\n",
        "!wget --no-check-certificate \\\n",
        "    https://storage.googleapis.com/learning-datasets/sarcasm.json \\\n",
        "    -O /tmp/sarcasm.json"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ou70ula412H_",
        "outputId": "f6913502-3b4c-4f2f-d868-2c9719ce15be"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2024-08-23 11:46:28--  https://storage.googleapis.com/learning-datasets/sarcasm.json\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 173.194.195.207, 172.217.214.207, 142.251.184.207, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|173.194.195.207|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 5643545 (5.4M) [application/json]\n",
            "Saving to: ‘/tmp/sarcasm.json’\n",
            "\n",
            "\r/tmp/sarcasm.json     0%[                    ]       0  --.-KB/s               \r/tmp/sarcasm.json   100%[===================>]   5.38M  --.-KB/s    in 0.03s   \n",
            "\n",
            "2024-08-23 11:46:28 (201 MB/s) - ‘/tmp/sarcasm.json’ saved [5643545/5643545]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"/tmp/sarcasm.json\", 'r') as f:\n",
        "    datastore = json.load(f)"
      ],
      "metadata": {
        "id": "UpafwpPc13hR"
      },
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "datastore"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eESujyqp15EL",
        "outputId": "a8d1054a-b3f7-4781-939e-f7a234c01a7a"
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      "execution_count": 76,
      "outputs": [
        {
          "output_type": "execute_result",
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              " {'article_link': 'https://local.theonion.com/courtroom-sketch-artist-has-clear-manga-influences-1820298494',\n",
              "  'headline': 'courtroom sketch artist has clear manga influences',\n",
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              " {'article_link': 'https://politics.theonion.com/trump-assures-nation-that-decision-for-syrian-airstrike-1819579813',\n",
              "  'headline': 'trump assures nation that decision for syrian airstrikes came after carefully considering all his passing whims',\n",
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              " {'article_link': 'https://www.huffingtonpost.com/entry/qatar-dutch-woman-raped_us_575eb891e4b00f97fba8cead',\n",
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              " {'article_link': 'https://www.huffingtonpost.comhttp://pubx.co/dnWZew',\n",
              "  'headline': \"this is why you shouldn't go to the circus\",\n",
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              " {'article_link': 'https://www.theonion.com/after-careful-consideration-bush-recommends-oil-drilli-1819586993',\n",
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              "  'headline': 'remembrance is the beginning of the task',\n",
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              " {'article_link': 'https://www.huffingtonpost.com/entry/nemtsov-killing-motive_n_6830086.html',\n",
              "  'headline': 'allies: islamist motive for killing nemtsov is nonsense',\n",
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              "  'headline': \"gillian jacobs on what it's like to kiss adam brody\",\n",
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              "  'headline': \"drug-resistant bacteria often lurk in children's, dogs' sandboxes\",\n",
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              "  'headline': 'if you see a muslim at the airport',\n",
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              "  'headline': \"'moana' sails straight to the top of the box office with massive $81.1 million opening\",\n",
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              "  'headline': 'selig counted money while baseball lost the next generation of fans',\n",
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              "  'headline': \"devin nunes vows to 'never' reveal source of surveillance claims\",\n",
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              "  'headline': 'give the gift of play this holiday season',\n",
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              "  'headline': \"donald trump wouldn't have had the ready cash to self-finance entire campaign — analysis\",\n",
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              "  'headline': 'report: john grisham slowly but surely climbing list of greatest living american authors',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/ghost-cant-make-a-simple-cup-of-coffee-without-everyone-1819567608',\n",
              "  'headline': \"ghost can't make a simple cup of coffee without everyone freaking out\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/tupperware-will-never-truly-recover-from-red-curry-left-1819592714',\n",
              "  'headline': 'tupperware will never truly recover from red curry leftovers',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/one-of-the-planets-most-powerful-forces-for-change_us_59dd0877e4b07a185aa75ec6',\n",
              "  'headline': \"one of the planet's most powerful forces for change? an adolescent girl\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/draymond-green-wnba_us_573c7f0ee4b0646cbeeba0fb',\n",
              "  'headline': 'how does draymond green take his game to the next level? by tuning in to the wnba',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/area-woman-said-sorry-118-times-yesterday-1819576089',\n",
              "  'headline': \"area woman said 'sorry' 118 times yesterday\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ryan-lochte-apology_us_57b715bae4b0b51733a2e327',\n",
              "  'headline': 'ryan lochte apologizes for behavior in rio',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/north-dakota-not-heard-from-in-48-hours-1819564531',\n",
              "  'headline': 'north dakota not heard from in 48 hours',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/4-lessons-prison-taught-m_b_7108198.html',\n",
              "  'headline': '4 lessons prison taught me about power and control',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/sick-fucks-line-up-to-gape-at-dead-body-1819591545',\n",
              "  'headline': 'sick fucks line up to gape at dead body',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/muslim-fraternity-alif-laam-meem_n_5405764.html',\n",
              "  'headline': \"what is america's first muslim fraternity really like?\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-vicious-knot-of-syria-the-untangling-process-contains_us_590ff9efe4b0f7118072462a',\n",
              "  'headline': 'the vicious knot of syria, the untangling process contains solutions in our time',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/peter-defazio-craft-beer_us_56215319e4b0bce34700aa00',\n",
              "  'headline': 'this congressman thinks we can fix the economy by drinking beer',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/breast-implants-found-to-cause-problems-in-laboratory-m-1819586306',\n",
              "  'headline': 'breast implants found to cause problems in laboratory mice',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-strikes-syria-retaliation-chemical-attack_us_5acc7508e4b07a3485e7e642',\n",
              "  'headline': 'trump orders strikes on syria in retaliation for chemical attack',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/ceos-funeral-a-networking-dream-1819569324',\n",
              "  'headline': \"ceo's funeral a networking dream\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/year-round-schooling-how_b_5740932.html',\n",
              "  'headline': 'year-round schooling: how it would help minority students',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/zen-teachers-abuse-letter_n_6488386.html',\n",
              "  'headline': '90 zen teachers pledge to change culture that fosters abuse',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/substantiated-complaints-_n_6658222.html',\n",
              "  'headline': 'nypd weighs allowing chokeholds following eric garner death',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/sonny-bono-foundation-prevents-at-risk-youths-from-skii-1819574621',\n",
              "  'headline': 'sonny bono foundation prevents at-risk youths from skiing into trees',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/pope-francis-reminds-the-world-that-caring-for-the-earth-is-everyones-responsibility_us_593595d7e4b0cfcda9167c04',\n",
              "  'headline': \"pope francis reminds the world that caring for the earth is everyone's responsibility\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/6-year-old-cries-when-told-mtm-productions-kitten-dead-1819565939',\n",
              "  'headline': '6-year-old cries when told mtm productions kitten dead by now',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/ex-boyfriend-just-thought-he-d-check-in-and-throw-entir-1819579341',\n",
              "  'headline': \"ex-boyfriend just thought he'd check in and throw entire day off\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/doctors-restore-ken-burns-full-color-vision-after-remo-1819579412',\n",
              "  'headline': \"doctors restore ken burns' full-color vision after removing massive tumor from filmmaker's visual cortex\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/t-pga-awards-2014_n_5672138.html',\n",
              "  'headline': \"'gravity' & '12 years a slave' tie at 2014 pga awards\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/lgbq-sports-people-come-out_us_59dd21a2e4b01df09b76c149',\n",
              "  'headline': 'for national coming out day, 150 lgbtq sports people who have come out in the last year',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/john-oliver-trump-impact-america_us_5a094caae4b05673aa5a3b68',\n",
              "  'headline': 'john oliver lays out the most disturbing ways in which trump impacts america',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jason-chaffetz-strips-mea_n_7629404.html',\n",
              "  'headline': 'house gop crackdown continues',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/i-must-make-sure-you-have-the-skills-to-please-my-gran-1823835071',\n",
              "  'headline': \"'i must make sure you have the skills to please my grandson,' says queen elizabeth disrobing before meghan markle\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/man-visiting-hometown-amazed-to-find-all-his-childhood-1819576945',\n",
              "  'headline': 'man visiting hometown amazed to find all his childhood insecurities still there',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/bug-james-rodriguez_n_5559326.html',\n",
              "  'headline': 'look: world cup star attacked by giant bug',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/clinton-becomes-first-president-to-clear-18-feet-in-pol-1819586822',\n",
              "  'headline': 'clinton becomes first president to clear 18 feet in pole vault',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/hunter-s-thompson-shoots-mouth-off-one-last-time-1819588025',\n",
              "  'headline': 'hunter s. thompson shoots mouth off one last time',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/inhofe-barbra-streisand_n_6261874.html',\n",
              "  'headline': \"inhofe's grand climate conspiracy theory: it's all about barbra streisand\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/questions-i-wish-younger-people-would-stop-asking_b_6842198.html',\n",
              "  'headline': '5 questions i wish younger people would stop asking me',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/albuquerque-shooting_n_5663923.html',\n",
              "  'headline': 'albuquerque shooter on the loose; gunman leaves 1 dead, 3 injured',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/an-adventure-through-hell_b_7624316.html',\n",
              "  'headline': \"what it's like to lose everything in a flood\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/watch-demi-lovato-drops-n_n_6377942.html',\n",
              "  'headline': \"demi lovato drops emotional 'nightingale' music vid\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/miley-cyrus-liam-hemsworth-nye-kiss_us_586a8feae4b0d9a5945c150c',\n",
              "  'headline': 'miley cyrus and liam hemsworth smooch on nye, and the world notices',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/jealous-gps-clearly-wants-man-to-back-over-wife-1819589581',\n",
              "  'headline': 'jealous gps clearly wants man to back over wife',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/natalie-morales-queer_us_5958ecbae4b0da2c7324148b',\n",
              "  'headline': \"'parks and rec' star natalie morales comes out as queer\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/our-top-italy-tours-for-2_b_5787288.html',\n",
              "  'headline': 'the top italy tours for 2015',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/cindy-crawford-daughter-kaia-gerber_us_56b224a9e4b01d80b244a90d',\n",
              "  'headline': \"kaia gerber, cindy crawford's daughter, lands major fashion campaign\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://sports.theonion.com/l-a-grants-clippers-12-for-new-nets-1819588443',\n",
              "  'headline': 'l.a. grants clippers $12 for new nets',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/david-beckham-matching-victoria_us_593add0be4b0c5a35c9f03d7',\n",
              "  'headline': 'james corden roasts david beckham for matching outfits with posh',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/cafe-adds-heartbreaking-little-lunch-menu-1819577737',\n",
              "  'headline': 'café adds heartbreaking little lunch menu',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/mcdonalds-vows-all-green-packaging-goal_us_5a5f95bde4b054e35176b509',\n",
              "  'headline': \"mcdonald's says its packaging will be 100 percent green by 2025\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kris-jenner-turned-all-the-way-up-for-drunken-valentines-day-karaoke_us_5a859a15e4b0774f31d2ceb0',\n",
              "  'headline': \"kris jenner turned all the way up for drunken valentine's day karaoke\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/whale-regrets-eating-290-000-plastic-poker-chips-that-f-1819579538',\n",
              "  'headline': 'whale regrets eating 290,000 plastic poker chips that fell off container ship',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/texas-ebola-patient-thomas-eric-duncan_n_5935286.html',\n",
              "  'headline': \"texas ebola patient 'fighting for his life'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/is-it-too-late-to-audition-asks-perfect-actor-for-ro-1819579594',\n",
              "  'headline': \"'is it too late to audition?' asks perfect actor for role, poking head into room just as producers were giving up hope\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/robert-de-niro-to-turn-58-for-movie-role-1819586959',\n",
              "  'headline': 'robert de niro to turn 58 for movie role',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/scott-pruitt-donald-trump-climate-change_us_5936979de4b013c4816ae169',\n",
              "  'headline': 'scott pruitt (sort of) answers whether trump believes in climate change',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/father-son-urinal-thieves_n_5420448.html',\n",
              "  'headline': 'accused father and son urinal thieves flushed out by cops',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/just-take-it-slow-and-you-ll-be-fine-drunk-driver-a-1820399426',\n",
              "  'headline': \"'just take it slow, and you'll be fine,' drunk driver assures self while speeding away in stolen police car\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/philadelphia-mayor-super-pac_n_7268872.html',\n",
              "  'headline': \"3 libertarians fuel $7 million super pac in philadelphia's mayoral democratic primary\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/air-force-oath_n_5838802.html',\n",
              "  'headline': \"air force will no longer require 'so help me god' in enlistment oaths\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/paul-newman-dies-after-consuming-51-hard-boiled-eggs-1819589151',\n",
              "  'headline': 'paul newman dies after consuming 51 hard-boiled eggs',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/yak-chews-thoughtfully-1819586953',\n",
              "  'headline': 'yak chews thoughtfully',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/man-worried-about-drug-dealer-whos-not-picking-up-phone-1819575944',\n",
              "  'headline': \"man worried about drug dealer who's not picking up phone\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/dad-recommends-hotel-10-miles-away-from-city-you-re-vis-1823892709',\n",
              "  'headline': \"dad recommends hotel 10 miles away from city you're visiting\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/paris-building-explosion_n_5743914.html',\n",
              "  'headline': 'explosion fells building outside paris, killing at least 2',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/source-of-donald-trumps-military-expertise-finally-revealed_us_57d19fb4e4b00642712c3666',\n",
              "  'headline': \"the source of donald trump's military expertise finally revealed!\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/bernie-sanders-union-workers_us_56aa7ed6e4b05e4e3703b874',\n",
              "  'headline': 'union claims sanders campaign staffers posed as members to influence workers',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/seattle-mayors-accuser-in-sex-abuse-lawsuit-comes-forward_us_58f77208e4b0de5bac429ed3',\n",
              "  'headline': \"seattle mayor's accuser in sex-abuse lawsuit comes forward\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/southern-comfort-comforts-southerner-1819564529',\n",
              "  'headline': 'southern comfort comforts southerner',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/sweden-fox-news-trump-police_us_58ab095ee4b037d17d29be2b',\n",
              "  'headline': 'swedish police featured in film shown by fox news say they were selectively edited',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/chromat-plus-size-models_us_55f420e9e4b063ecbfa48f3c',\n",
              "  'headline': 'chromat features not 1, but 2 plus-size models on its runway',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.baltimoresun.com/news/maryland/bs-md-eyeam-baltimore-tour-20150515-story.html',\n",
              "  'headline': 'councilman calls on baltimore rappers to inspire students',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/10-qualities-of-your-inner-spirit_b_7067524.html',\n",
              "  'headline': '10 qualities of your inner spirit',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/chubby-jewish-boy-dreams-of-one-day-being-next-apatow-m-1819570967',\n",
              "  'headline': 'chubby jewish boy dreams of one day being next apatow muse',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-only-parenting-advice-id-dare-to-give_us_59c75602e4b0f2df5e83af0b',\n",
              "  'headline': \"the only parenting advice i'd dare to give\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/family-chooses-different-dog-than-reincarnated-grandfat-1819578924',\n",
              "  'headline': 'family chooses different dog than reincarnated grandfather',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/celebrities-fourth-of-july_us_577a5ff6e4b0a629c1aa7a94',\n",
              "  'headline': 'celebrities celebrate fourth of july with some fun in the sun',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/international-womens-day-_23_b_6805300.html',\n",
              "  'headline': 'international women\\'s day: will \"western women save the world\"?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/michelle-phan-empowers-women_n_6271018.html',\n",
              "  'headline': \"michelle phan, youtube's 'beauty bestie,' empowers women from the outside in\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/caitlyn-jenner-responds-ricky-gervais-jokes_us_5698f048e4b0b4eb759e0957',\n",
              "  'headline': \"caitlyn jenner responds to ricky gervais' golden globes jokes\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/joy-behar-response-to-michael-flynn-guilty-plea-with-pure-joy_us_5a21a249e4b03c44072d6cdb',\n",
              "  'headline': 'joy behar responds to michael flynn guilty plea with pure joy',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/6-things-no-one-tells-women-about-their-weight-loss-journey_b_7003184.html',\n",
              "  'headline': '6 things no one tells women about their weight loss journey',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/fan-disappointed-to-learn-l-ron-hubbard-scientologist-1819580236',\n",
              "  'headline': 'fan disappointed to learn l. ron hubbard scientologist',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/marriage-breaks-up-over-procreative-differences-1819586883',\n",
              "  'headline': 'marriage breaks up over procreative differences',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ne-yo-investment-tech-school-holberton_us_59074214e4b02655f83eaad3',\n",
              "  'headline': 'ne-yo helps to raise $2.3 million for california engineering school',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/elizabeth-warren-donald-trump_us_575a0b38e4b0ced23ca7a3b4',\n",
              "  'headline': \"elizabeth warren calls donald trump a 'racist bully'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/baltimore-bus-crash_us_58189085e4b064e1b4b4a389',\n",
              "  'headline': 'six dead, 10 hurt in baltimore commuter, school bus crash',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/fox-news-problem-solvers-in-way-over-their-heads-1819587510',\n",
              "  'headline': 'fox news problem solvers in way over their heads',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kim-gordon-lana-del-rey_n_6745694.html',\n",
              "  'headline': 'kim gordon clarifies her comments on lana del rey and feminism',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/bashar-al-assad-tries-tiny-bit-of-sarin-gas-on-self-to-1819575557',\n",
              "  'headline': \"bashar al-assad tries tiny bit of sarin gas on self to see what it's like\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/my-niece-has-cancer-and-im-ticked-about-it_us_5946bf47e4b0d188d027ff8b',\n",
              "  'headline': \"my niece has cancer and i'm ticked about it\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/stephanie-seymour-drunk-driving-arrest_us_569ddb71e4b0cd99679b37c8',\n",
              "  'headline': 'supermodel stephanie seymour arrested, charged with drunken driving',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/scoliosis-what-you-need-to-know_us_590ba7e0e4b046ea176ae971',\n",
              "  'headline': 'scoliosis: what you need to know',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/controversy-erupts-after-uk-retailer-removes-gender-labels-from-kids-clothes_us_59aebad4e4b0dfaafcf2bdd7',\n",
              "  'headline': \"controversy erupts after uk retailer removes gender labels from kids' clothes\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/teacher-bitches-about-paycheck-to-sixth-grade-class-1819566662',\n",
              "  'headline': 'teacher bitches about paycheck to sixth-grade class',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/area-insurance-salesman-celebrates-14th-year-of-quoting-1819565058',\n",
              "  'headline': 'area insurance salesman celebrates 14th year of quoting fletch',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/friends-always-on-best-behavior-around-neil-labute-1819567779',\n",
              "  'headline': 'friends always on best behavior around neil labute',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/man-vows-never-to-watch-another-sci-fi-movie-with-physi-1819566728',\n",
              "  'headline': 'man vows never to watch another sci-fi movie with physicist friend',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/biologists-announce-they-re-all-done-with-rodents-1819578401',\n",
              "  'headline': \"biologists announce they're all done with rodents\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttps://www.washingtonpost.com/lifestyle/megyn-kelly-preps-for-her-trump-interview-a-chance-to-go-to-a-different-place/2016/05/16/15e46206-187a-11e6-9e16-2e5a123aac62_story.html?hpid=hp_hp-top-table-main_kelly-2pm:homepage/story',\n",
              "  'headline': \"megyn kelly on donald trump: 'i have done my level best to not make this story about me'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-secret-behind-a-one-d_b_7194404.html',\n",
              "  'headline': 'the secret behind a one day project going viral',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/creating-leverage-where-n_b_6303448.html',\n",
              "  'headline': 'creating leverage where none seems to exist',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/new-movie-taps-into-nations-love-of-rapping-kangaroos-1819566721',\n",
              "  'headline': \"new movie taps into nation's love of rapping kangaroos\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/newspaper-starting-to-worry-spending-so-much-time-on-fa-1819580373',\n",
              "  'headline': 'newspaper starting to worry spending so much time on facebook not healthy for it',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-lawsuit-against-black-lives-matter-and-the-central_us_59640672e4b0911162fc2e6b',\n",
              "  'headline': 'the lawsuit against black lives matter and the central meaning of the first amendment',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/vatican-putting-out-feelers-for-how-public-would-react-1819579340',\n",
              "  'headline': \"vatican putting out feelers for how public would react to another children's crusade\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://baltimore.cbslocal.com/2015/07/18/the-wire-cast-reunited-in-baltimore-to-uplift-community/',\n",
              "  'headline': \"'the wire' cast reunited in baltimore to uplift community\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/merrick-garland-drug-sentencing-richard-smith_us_57225b30e4b0f309baf0345f',\n",
              "  'headline': \"obama's supreme court nominee just bragged about sending this man to prison. now he's free.\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/alonzo-smith-dc-homicide_us_566ef473e4b0fccee16f3d59',\n",
              "  'headline': 'death of d.c. man in security guard custody ruled a homicide',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/boehner-vows-to-get-stuff-done_us_560aa588e4b0dd8503092743',\n",
              "  'headline': 'boehner vows to leave successor with clean slate',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/trump-makes-last-minute-push-to-appeal-to-whites-1819579415',\n",
              "  'headline': 'trump makes last-minute push to appeal to whites',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/shishmaref-alaska-relocation-vote-2016_us_57b4faa7e4b095b2f5427b1b',\n",
              "  'headline': 'facing rising seas, remote alaskan village votes to move (again)',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/all-of-child-s-fondest-memories-times-when-dad-trying-t-1819577766',\n",
              "  'headline': \"all of child's fondest memories times when dad trying to make up for things\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-worst-place-in-the-wo_b_6192524.html',\n",
              "  'headline': 'the worst place in the world for a child',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/mom-25-years-death-4-month-old-daughter_n_6451446.html',\n",
              "  'headline': \"mom sentenced for encouraging boyfriend's sex assault on baby\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttps://www.washingtonpost.com/opinions/an-assault-on-our-values/2016/06/13/a0eadc98-31ae-11e6-8758-d58e76e11b12_story.html',\n",
              "  'headline': \"donald trump's assault on our values\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/womens-march-inspired-democrats-unseating-gop-men_us_5a03099de4b06ff32c94cb55',\n",
              "  'headline': \"the women's march inspired them to run. now they're unseating gop men.\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/was-it-worth-it-america_b_6956846.html',\n",
              "  'headline': 'was it worth it, america?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.politico.com/story/2016/04/trump-gop-resistance-222551',\n",
              "  'headline': \"gop senators aren't ready to accept trump as their champion\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/martin-shkreli-kalobios-ceo_us_564f55f0e4b0258edb313e7c',\n",
              "  'headline': 'price-gouging pharma ceo takes over cancer company',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/man-failing-to-heed-harsh-lessons-of-past-orders-sonic-1819576683',\n",
              "  'headline': 'man failing to heed harsh lessons of past orders sonic bacon cheeseburger toaster',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/ken-burns-completes-documentary-about-fucking-liars-who-1819579264',\n",
              "  'headline': \"ken burns completes documentary about fucking liars who claimed they watched entire 'jazz' series\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/magic-markered-initials-fail-to-deter-breakroom-rice-ca-1819567927',\n",
              "  'headline': 'magic-markered initials fail to deter breakroom rice-cake thief',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/straight-outta-compton-is_b_7993458.html',\n",
              "  'headline': \"'straight outta compton' is a stunning surprise\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/carly-rae-jepsen-all-that_n_7007920.html',\n",
              "  'headline': \"carly rae jepsen just released her new single, 'all that'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/god-humbled-to-be-the-answer-to-jeopardy-clue-1826072334',\n",
              "  'headline': \"god humbled to be the answer to 'jeopardy!' clue\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/female-barista-getting-a-lot-better-at-avoiding-touchin-1822847043',\n",
              "  'headline': \"female barista getting a lot better at avoiding touching male patrons' hands when they pay\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/konstanz-nightclub-shooting-germany_us_597d9422e4b02a8434b6e44a',\n",
              "  'headline': 'gunman kills one, wounds four in shooting at german nightclub',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/couple-at-point-where-theyre-comfortable-using-toilet-a-1819574876',\n",
              "  'headline': \"couple at point where they're comfortable using toilet at same time\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/cougar-p-23-killed-malibu_us_5a73c590e4b0905433b2a507',\n",
              "  'headline': 'mountain lion tracked by scientists is found dead near malibu road',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/noah-cyrus-has-pipes_us_58920c14e4b0522c7d3e625f',\n",
              "  'headline': \"noah cyrus makes her late-night debut belting out 'make me (cry)'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/scalia-goes-on-abortion-bender-after-being-passed-over-1819568026',\n",
              "  'headline': 'scalia goes on abortion bender after being passed over for chief justice',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/campbells-unveils-one-big-can-sized-noodle-1822424458',\n",
              "  'headline': \"campbell's unveils one big can-sized noodle\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/is-area-man-going-to-finish-those-fries-1819565422',\n",
              "  'headline': 'is area man going to finish those fries?',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/taylor-swift-gremlin-voice_n_6049578.html',\n",
              "  'headline': \"taylor swift used a 'gremlin voice' while writing '1989'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/restaurant-s-eating-challenge-rewards-any-patron-who-ca-1819579155',\n",
              "  'headline': \"restaurant's eating challenge rewards any patron who can consume reasonably portioned meal\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/fun-sticker-placed-on-child-s-ventilator-1819591576',\n",
              "  'headline': \"fun sticker placed on child's ventilator\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-best-way-to-eat-avoca_b_5602606.html',\n",
              "  'headline': 'the best way to eat avocados: avocado pasta',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/that-one-mcdonalds-plate-from-the-70s-holy-shit-there-1819586984',\n",
              "  'headline': \"that one mcdonald's plate from the '70s: holy shit, there it is\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/an-open-letter-to-progres_b_7257776.html',\n",
              "  'headline': \"an open letter to progressives: tpp is not yet 'the most progressive trade agreement in history'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/modern-day-lancelot-offers-to-pay-for-abortion-1819577414',\n",
              "  'headline': 'modern-day lancelot offers to pay for abortion',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/united-airlines-offering-immigrants-special-flights-tha-1819580058',\n",
              "  'headline': 'united airlines offering immigrants special flights that circle u.s. awaiting gaps in travel ban',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/sun-thinking-of-just-collapsing-now-and-getting-this-al-1821437839',\n",
              "  'headline': 'sun thinking of just collapsing now and getting this all over with',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/clarence-thomas-retiring-ginni-thomas_us_57684942e4b015db1bca42e5',\n",
              "  'headline': \"justice thomas' wife calls supreme court retirement report 'bogus'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/trump-retweets-video-from-anti-muslim-hate-group-1820885422',\n",
              "  'headline': 'trump retweets video from anti-muslim hate group',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/long-silent-facebook-friend-comes-out-of-woodwork-with-1819577520',\n",
              "  'headline': 'long-silent facebook friend comes out of woodwork with post asking about insulating windows',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/struggling-airline-helped-by-friendly-giant-1819566439',\n",
              "  'headline': 'struggling airline helped by friendly giant',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-to-breakup-like-a-boss_n_7166338.html',\n",
              "  'headline': '7 ways to breakup like a boss',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/malcolm-in-the-middle-reboot_us_55facc4ae4b0fde8b0cd23fe',\n",
              "  'headline': \"sure seems like frankie muniz wants a 'malcolm in the middle' reboot\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/using-the-united-fiasco-to-flourish-in-the-future_us_58f39cebe4b048372700d953',\n",
              "  'headline': 'using the united fiasco to flourish in the future',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/unemployed-sibling-makes-last-push-for-group-mother-s-d-1819577778',\n",
              "  'headline': \"unemployed sibling makes last push for group mother's day gift\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/3822-voted-americas-favorite-pin-number-1819566070',\n",
              "  'headline': \"3822 voted america's favorite pin number\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/thank-a-teacher-thursday--_b_7463640.html',\n",
              "  'headline': 'thank a teacher thursday: dominic casulli and the power of encouragement, part 1',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-toe-in-the-arctic-ocean_b_7895942.html',\n",
              "  'headline': \"a toe in the arctic ocean: canada's northwest territories on the looney front, part 2\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/it-will-never-happen-to-me_us_590cb4b0e4b0f71180724429',\n",
              "  'headline': \"'it will never happen to me'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/mark-zuckerberg-cited-for-contempt-of-congress-after-re-1825178093',\n",
              "  'headline': 'mark zuckerberg cited for contempt of congress after refusing to shut the fuck up about how he started company in dorm room',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://pubx.co/ik1f48',\n",
              "  'headline': \"rubio supporters get in a scuffle with a 'rubiobot'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-music-of-strangers-a-film-review-by-dr-lloyd_us_5766d293e4b0092652d7a275',\n",
              "  'headline': 'the music of strangers: a film review by dr. lloyd sederer',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/dsm-5-updated-to-accommodate-man-who-is-legitimately-1819579090',\n",
              "  'headline': \"'dsm-5' updated to accommodate man who is legitimately being ordered to kill by the moon\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/purina-debuts-new-slovenly-feast-for-nasty-ass-shelte-1820086710',\n",
              "  'headline': \"purina debuts new 'slovenly feast' for nasty-ass shelter cats\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/obama-darrell-issa_us_580e2324e4b000d0b1578c14',\n",
              "  'headline': 'obama chides darrell issa for touting alliance with him in re-election fight',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/pope-francis-iraq-peace_n_5669666.html',\n",
              "  'headline': \"pope francis' iraq peace message meets the reality of war\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ant-man-and-the-wasp-trailer_us_5ae877bfe4b02baed1be36eb',\n",
              "  'headline': \"'ant-man and the wasp' trailer brings the fun after 'avengers: infinity war'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/frontier-airlines-tells-customers-to-just-fucking-deal-1819580035',\n",
              "  'headline': 'frontier airlines tells customers to just fucking deal with it',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/moses-and-the-red-sea_b_7004042.html',\n",
              "  'headline': 'moses and the red sea',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/everyone-forgets-to-bring-swimsuits-to-coworker-s-party-1819575001',\n",
              "  'headline': \"everyone forgets to bring swimsuits to coworker's party\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/george-takei-accused-sexual-assault_us_5a0661dde4b01d21c83e9fc8',\n",
              "  'headline': 'george takei accused of groping former male model in 1981',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/new-york-times-adds-color-to-target-under-70-demographi-1819564443',\n",
              "  'headline': 'new york times adds color to target under-70 demographic',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-hollywood-boys-club-that-supports-casey-affleck_us_58b34bbbe4b0658fc20f9720',\n",
              "  'headline': \"the hollywood boys' club that supports casey affleck is a total disgrace\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/3-myths-about-low-libido_b_7640656.html',\n",
              "  'headline': '3 myths about low libido',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/girl-scouts-rocked-by-cookies-for-cash-fundraising-sc-1819586265',\n",
              "  'headline': \"girl scouts rocked by 'cookies for cash' fundraising scandal\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/christian-juggler-regrets-years-wasted-as-secular-juggl-1819568246',\n",
              "  'headline': 'christian juggler regrets years wasted as secular juggler',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/huffpollster-voting-rights-remain-a-problem_us_55c4addee4b0d9b743dbbd78',\n",
              "  'headline': 'huffpollster: americans see progress, room for improvement on voting rights',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/world-will-miss-goal-for-universal-education-by-50-years-un_us_57cec2c1e4b0a22de096dbad',\n",
              "  'headline': 'world will miss goal for universal education by 50 years: un',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jennifer-lopez-name-change_n_6413536.html',\n",
              "  'headline': \"jennifer lopez's name is jennifer lopez again\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-to-rebuild-your-credi_b_5790860.html',\n",
              "  'headline': 'how to rebuild your credit after bankruptcy -- fast',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/google-timelapse-climate-change_us_58491117e4b0f9723d0046d7',\n",
              "  'headline': 'discover how climate change is rapidly transforming our earth with google timelapse',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/man-who-does-everything-at-last-minute-wonders-how-you-1819568263',\n",
              "  'headline': 'man who does everything at last minute wonders how you do it',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/voting-lines-are-shorter-but-mostly-for-whites_us_5a85a1bbe4b00e7aba2d2978',\n",
              "  'headline': 'voting lines are shorter — but mostly for whites',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/conrad-bain-steps-down-as-national-kitsch-reference-lau-1819566330',\n",
              "  'headline': 'conrad bain steps down as national kitsch-reference laureate',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/amanda-slavin-not-just-a-_b_5794432.html',\n",
              "  'headline': 'amanda slavin: not just a statistic',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/laurie-hernandez-and-val-chmerkovskiy-are-already-our-favorite-dancing-with-the-stars-couple_us_57c87863e4b0a22de094ce58',\n",
              "  'headline': \"laurie hernandez and val chmerkovskiy are already our favorite 'dancing with the stars' couple\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/hurricane-matthew-photos_us_57f69868e4b00885f2c68128',\n",
              "  'headline': \"new photos show hurricane matthew's path of destruction in haiti\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/florida-child-marriage-law-under-17_us_5aa5066fe4b086698a9e91d4',\n",
              "  'headline': 'florida lawmakers vote to ban marriage under the age of 17',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/nasa-inadvertently-launches-unmanned-space-shuttle-1819589966',\n",
              "  'headline': 'nasa inadvertently launches unmanned space shuttle',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/nick-viall-bachelor-winner_us_58c1bee2e4b0ed71826b408d',\n",
              "  'headline': \"nick viall is no longer a 'bachelor'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/why-america-demonizes-its-teachers_b_7463084.html',\n",
              "  'headline': 'why america demonizes its teachers',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/new-instant-lottery-game-features-three-ways-to-win-19-1819586628',\n",
              "  'headline': 'new instant lottery game features three ways to win, 19,839,947 ways to lose',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/podcast-a-cry-for-help-1819567977',\n",
              "  'headline': 'podcast a cry for help',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/peter-soms-minestrone-soup_b_5777290.html',\n",
              "  'headline': \"fashion designer peter som's legendary minestrone soup recipe\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/lola-flash-photos_n_7172994.html',\n",
              "  'headline': 'photography series spotlighting iconic women over 70 proves the best is yet to come',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/clairvoyant-vince-vaughn-accepts-movie-role-before-its-1819568014',\n",
              "  'headline': \"clairvoyant vince vaughn accepts movie role before it's offered\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kenan-thompson-leaving-snl_n_5862614.html',\n",
              "  'headline': \"report kenan thompson is leaving 'snl' deemed 'inaccurate'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jill-roy-butt_n_5947842.html',\n",
              "  'headline': 'woman hid heroin, oxy under fake butt, cops say',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dont-cry-for-me_b_5646199.html',\n",
              "  'headline': \"'don't cry for me'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/isis-and-the-g41-world_b_5681474.html',\n",
              "  'headline': 'isis and the g-41 world',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/melania-trump-hangs-decayed-badger-carcass-over-white-h-1820886857',\n",
              "  'headline': 'melania trump hangs decayed badger carcass over white house mantel to finish off traditional slovenian christmas decor',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/woman-who-admits-to-having-watched-golden-globes-thinks-1819574376',\n",
              "  'headline': 'woman who admits to having watched golden globes thinks jodie foster embarrassed herself',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-attacks-kirsten-gillibrand_us_5a300bcfe4b07895028418cb',\n",
              "  'headline': \"sarah huckabee sanders defends trump's sexist attack on kirsten gillibrand\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/villa-carlotta-renovation_n_6496596.html',\n",
              "  'headline': \"saying goodbye to hollywood's hottest, seediest address\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/bush-increasingly-focused-on-how-revisionist-history-wi-1819568342',\n",
              "  'headline': 'bush increasingly focused on how revisionist history will see him',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/11-years-later-the-human-_b_5242182.html',\n",
              "  'headline': '11 years later: the human genome paves the way for genomic technonlogy',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/nigeria-boko-haram_us_57e81279e4b0e80b1ba2a0fe',\n",
              "  'headline': 'man claiming to be boko haram leader appears in new video',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-do-i-live-with-proof-_b_5812372.html',\n",
              "  'headline': 'how do i live knowing proof of heaven?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/on-pilgrimage-in-india_b_6265672.html',\n",
              "  'headline': 'on pilgrimage in india',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/will-religious-freedom-advocates-oppose-roy-moore_us_5a2987b0e4b09ee35b8ae73e',\n",
              "  'headline': 'will religious freedom advocates oppose roy moore?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/uaw-fca-negotiations_us_55f8228de4b09ecde1d9a378',\n",
              "  'headline': \"uaw, fca still negotiating under 'hour-by-hour' contract extension\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/if-bernie-sanders-wanted-to-solve-problems-like-donald-trump_us_565df661e4b072e9d1c38c37',\n",
              "  'headline': 'if bernie sanders wanted to solve problems like donald trump',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/there-is-no-right-way-just-write_b_5619037.html',\n",
              "  'headline': 'there is no right way, just write',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/rest-of-evening-spent-declaring-asshole-not-going-to-ru-1819576790',\n",
              "  'headline': 'rest of evening spent declaring asshole not going to ruin evening',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/north-carolina-police-camera-footage_us_57850a43e4b0ed2111d7952a',\n",
              "  'headline': \"north carolina doesn't seem to want people to see police camera footage\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/transgender-student-bathrooms_us_5a81c443e4b0c6726e15d2bb',\n",
              "  'headline': \"the education department officially won't deal with transgender students experiencing bathroom discrimination\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/why-we-wont-be-participat_b_6234830.html',\n",
              "  'headline': \"why we won't be participating in black friday\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/hooded-members-of-congress-drown-another-love-child-in-1820838488',\n",
              "  'headline': 'hooded members of congress drown another love child in potomac to prevent affair from getting out',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/merkel-isis_n_5747976.html',\n",
              "  'headline': 'merkel: isis poses major risk to europe',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/alcoholic-kindergarten-teacher-stretches-naptime-to-thr-1819568162',\n",
              "  'headline': 'alcoholic kindergarten teacher stretches naptime to three hours',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/report-store-out-of-good-kind-1819579851',\n",
              "  'headline': 'report: store out of good kind',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/devastating-floods-west-virginia_us_576d52a4e4b0dbb1bbba576f',\n",
              "  'headline': 'devastating floods leave 23 dead in west virginia',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/obamas-grace-the-atlantic_n_7680000.html',\n",
              "  'headline': \"obama's greatest oratory performance\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/grandmother-palms-grandson-10-like-she-fixing-boxing-m-1819578572',\n",
              "  'headline': 'grandmother palms grandson $10 like she fixing boxing match',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/bumper-nilla-crop-spells-profit-for-wafer-growers-1819568618',\n",
              "  'headline': 'bumper nilla crop spells profit for wafer growers',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/6-summer-salads-youll-act_b_5517682.html',\n",
              "  'headline': \"6 summer salads you'll actually crave\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-black-keys-turn-blue_n_5272454.html',\n",
              "  'headline': \"the black keys new album 'turn blue' is now available to stream in full\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/isis-vs-isil-whats-in-a-n_b_5807198.html',\n",
              "  'headline': \"isis vs isil -- what's in a name?\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/national-trust-for-historic-preservation-to-pay-for-and-1819568738',\n",
              "  'headline': \"national trust for historic preservation to pay for andy rooney's upkeep\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/list-of-names-on-gchat-sidebar-like-a-portal-into-area-1819579005',\n",
              "  'headline': \"list of names on gchat sidebar like a portal into area man's past lives\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/tomi-lahren-sues-glenn-beck_us_58e7f216e4b058f0a02f3841',\n",
              "  'headline': 'tomi lahren is suing glenn beck and theblaze',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/greg-hardy-unapologetically-refutes-domestic-abuse-allegations_us_5702cdffe4b083f5c6088971',\n",
              "  'headline': 'greg hardy unapologetically denies domestic abuse allegations',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/tunisia-hotel-attack-survivors_n_7677574.html',\n",
              "  'headline': 'tourists describe scenes of horror in tunisian beach massacre',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-voters-blink_us_596d85e5e4b05561da5a5a40',\n",
              "  'headline': 'trump voters blink',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ahs-pregnant-gaga-photos-may-explain-creepy-kids_us_561fa5c3e4b028dd7ea6bc14',\n",
              "  'headline': \"photos from 'ahs' set may help explain all those creepy blond children\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/study-more-couples-delaying-divorce-until-kids-old-eno-1819576618',\n",
              "  'headline': 'study: more couples delaying divorce until kids old enough to remember every painful detail',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/never-before-heard-buzzword-flying-around-office-can-t-1819578329',\n",
              "  'headline': \"never-before-heard buzzword flying around office can't be good\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/man-not-certain-what-any-of-his-coworkers-names-are-1819574786',\n",
              "  'headline': \"man not certain what any of his coworkers' names are\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/smartphone-warning-label_us_56152dc6e4b0cf9984d7c43a',\n",
              "  'headline': 'psychologists push for smartphone warning labels',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/clinton-receives-400-000-honorary-degrees-for-college-c-1819592824',\n",
              "  'headline': 'clinton receives 400,000 honorary degrees for college commencement speech',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/scavenger-hunt-party-not-leaving-without-twine-1819568822',\n",
              "  'headline': \"scavenger-hunt party 'not leaving without twine'\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/republican-obamacare-problem_us_58af114be4b057efdce9e743',\n",
              "  'headline': 'the republican obamacare dilemma in one 6-minute video',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/rohingya-mass-graves-myanmar_us_5a734e7ae4b0905433b21a6e',\n",
              "  'headline': 'mass graves suggest systematic killing of rohingya in myanmar',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/final-german-u-boat-surrenders-to-allied-powers-1819588851',\n",
              "  'headline': 'final german u-boat surrenders to allied powers',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/private-prison-companies-will-keep-locking-up-immigrants-after-doj-decision_us_57b60b6be4b00d9c3a165506',\n",
              "  'headline': 'private prison companies will still lock up immigrants, despite doj decision',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/woman-s-head-feared-lost-forever-inside-infinity-scarf-1819592751',\n",
              "  'headline': \"woman's head feared lost forever inside infinity scarf\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/fed-up-brookstone-body-massage-chair-now-only-entertain-1819588319',\n",
              "  'headline': 'fed-up brookstone body-massage chair now only entertaining serious buyers',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/trump-asks-entire-senate-to-clear-out-of-chamber-so-he-1819579987',\n",
              "  'headline': 'trump asks entire senate to clear out of chamber so he can speak to comey alone',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/john-perry-barlow-dead_us_5a7beda5e4b08dfc92fff7c7',\n",
              "  'headline': 'grateful dead lyricist, internet pioneer john perry barlow dead at 70',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/new-report-finds-americans-most-interested-in-science-w-1819579453',\n",
              "  'headline': 'new report finds americans most interested in science when moon looks different than usual',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/new-york-times-moves-all-content-you-wont-give-a-shit-a-1819572243',\n",
              "  'headline': \"'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",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/philippines-president-encourages-civilians-to-go-ahead-and-kill-drug-addicts_us_57767fc8e4b04164640f91c2',\n",
              "  'headline': 'philippines president calls on civilians to kill drug addicts',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/woman-breaks-down-why-shes-not-just-a-nurse_us_57fd012fe4b0e655eab7a2b7',\n",
              "  'headline': \"woman perfectly breaks down why she's not 'just' a nurse\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/chicago-police-department-to-monitor-all-interactions-w-1819578516',\n",
              "  'headline': 'chicago police department to monitor all interactions with public using new bullet cams',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/davos-meditation_n_6522806.html',\n",
              "  'headline': 'amid the chattering of the global elite, a silent interlude',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/scott-pruitt-scandals-list_us_5ac66dffe4b09d0a1191647f',\n",
              "  'headline': 'at least 23 ethical issues are dogging epa administrator scott pruitt',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/wont-ask-dont-tell_b_7255748.html',\n",
              "  'headline': \"won't ask, don't tell\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/weird-black-dot-actually-part-of-bowl-1819591326',\n",
              "  'headline': 'weird black dot actually part of bowl',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/vegas-baby-well-minus-our-babies_b_5684367.html',\n",
              "  'headline': 'vegas, baby! (well, minus our babies)',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kanye-west-new-song-real-friends_us_56900997e4b0c8beacf6dfee',\n",
              "  'headline': \"people really like kanye's new song 'real friends' because it's really g.o.o.d.\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/suede-spring-pieces_n_6859940.html',\n",
              "  'headline': \"20 suede pieces you'll want to wear all spring\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/fcc-sentences-artie-lange-to-death-1819587542',\n",
              "  'headline': 'fcc sentences artie lange to death',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/behold-the-title-of-american-horror-story-season-7_us_5970e60be4b0aa14ea7872e5',\n",
              "  'headline': \"behold the title of 'american horror story' season 7\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/sikh-turbans-football-game_us_566db725e4b0e292150e3f6a',\n",
              "  'headline': 'football-loving americans harassed for wearing turbans to nfl game',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/to-your-health_b_6931932.html',\n",
              "  'headline': 'to your health',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/new-job-posting-on-craigslist-clearly-for-secretary-of-1819568699',\n",
              "  'headline': 'new job posting on craigslist clearly for secretary of the interior',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/seth-meyers-christmas-close-thanksgiving_us_5837f0e0e4b000af95ee0991',\n",
              "  'headline': \"seth meyers loses it over thanksgiving's proximity to christmas\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/15-espn-trade-machineappr_n_6457158.html',\n",
              "  'headline': '15 ways the knicks can trade carmelo anthony',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/charlotte-gwenyth-gray-batten-disease_n_7558614.html',\n",
              "  'headline': 'parents fight to save their two daughters after tragic diagnosis',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-quiet-practice-where-i-found-my-voice_us_56a988c2e4b0d82286d4ef18',\n",
              "  'headline': 'the quiet practice where i found my voice',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/fcc-assures-nation-their-favorite-verizon-websites-wont-1821305714',\n",
              "  'headline': \"fcc assures nation their favorite verizon websites won't be affected by net neutrality repeal\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/everyone-told-me-my-second-child-would-be-so-much-harder_us_5aecb3e1e4b066cd764091cc',\n",
              "  'headline': 'everyone told me my second child would be so much harder than my first, but they were wrong',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/report-it-still-nowhere-near-okay-to-act-like-donald-t-1819579444',\n",
              "  'headline': 'report: it still nowhere near okay to act like donald trump',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/arizona-church-trump-win_us_5850355be4b0e05aded6267e',\n",
              "  'headline': 'man reportedly unleashes trump-inspired anti-lgbtq rant at church',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://sports.theonion.com/white-sprinter-finishes-fifth-1819586495',\n",
              "  'headline': 'white sprinter finishes fifth',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/wendy-davis-campaign_b_5440570.html',\n",
              "  'headline': \"how i'm finding my voice with wendy davis\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/obama-begins-inauguration-festivities-with-ceremonial-d-1819574406',\n",
              "  'headline': 'obama begins inauguration festivities with ceremonial drone flyover',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/lindsay-wagner-to-star-in-anything-offered-her-1819586354',\n",
              "  'headline': 'lindsay wagner to star in anything offered her',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/democratic-senator-strides-down-corridors-of-powerlessn-1819587815',\n",
              "  'headline': 'democratic senator strides down corridors of powerlessness',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/days-of-rage_us_5913159ce4b07e366cebb793',\n",
              "  'headline': \"here's how trump's rage campaign opened the door to the james comey firing\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/happiness_b_5222784.html',\n",
              "  'headline': 'looking for happiness in all the wrong places',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/drones-beethoven-intel-world-record_us_5693ae9de4b0a2b6fb70b843',\n",
              "  'headline': \"swarm of 100 drones dance to beethoven's 'symphony no. 5' in the night sky\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/fatal-school-bus-crash-cements-bff-status-1819588524',\n",
              "  'headline': 'fatal school bus crash cements bff status',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/no-makeup-look-easier-to-achieve-than-elle-claims-1819567390',\n",
              "  'headline': 'no-makeup look easier to achieve than elle claims',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-outfit-that-got-this-woman-kicked-out-of-her-schools-gym_us_56b4f11ce4b04f9b57d97572',\n",
              "  'headline': \"the outfit that got this woman kicked out of her school's gym\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/bluetooth-headset-worn-throughout-date-1819588665',\n",
              "  'headline': 'bluetooth headset worn throughout date',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/breakroom-tension-at-all-time-high-following-mug-disput-1819565122',\n",
              "  'headline': 'breakroom tension at all-time high following mug dispute',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/depression-symptom-checklist-speaking-to-area-man-as-no-1819578201',\n",
              "  'headline': 'depression symptom checklist speaking to area man as no poem ever could',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/parents-formally-announce-transfer-of-expectations-to-s-1819577993',\n",
              "  'headline': 'parents formally announce transfer of expectations to second child',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/halloween-saturday-night-live-snl-video_us_581472dbe4b0990edc3182ae',\n",
              "  'headline': \"'saturday night live' celebrates halloween with spooktacular montage\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/steven-spielberg-can-his-career-be-salvaged-1819586503',\n",
              "  'headline': 'steven spielberg: can his career be salvaged?',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/local-laundromat-employs-social-media-coordinator-1819575080',\n",
              "  'headline': 'local laundromat employs social media coordinator',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/partygoer-vows-to-fix-keg-1819566083',\n",
              "  'headline': 'partygoer vows to fix keg',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/right-to-own-handheld-device-that-shoots-deadly-metal-p-1819574320',\n",
              "  'headline': 'right to own handheld device that shoots deadly metal pellets at high speed worth all of this',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/oscar-countdown-2002-begins-1819565949',\n",
              "  'headline': 'oscar countdown 2002 begins',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/asteroid-boiled-oceans_n_7457722.html',\n",
              "  'headline': 'disaster movies are tame compared to what happened 3.3 billion years ago',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/washington-dc-officer-shoots-woman-carrying-knife_us_55c6b569e4b0923c12bd22ec',\n",
              "  'headline': 'washington d.c. officer shoots woman carrying knife',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/in-your-face-the-hidden-h_b_5351726.html',\n",
              "  'headline': 'in your face: the hidden history of plastic surgery and why looks matter',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-knicks-fan-open-letter-to-santa_b_6384792.html',\n",
              "  'headline': \"a knicks' fan's open letter to santa\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://sports.theonion.com/wolf-blitzer-decks-boston-man-who-hasn-t-been-healed-by-1819574858',\n",
              "  'headline': \"wolf blitzer decks boston man who hasn't been healed by red sox baseball\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/donald-trump-and-americas-blood-sport-of-choice_us_59e900dce4b05b4f1c3a0717',\n",
              "  'headline': \"donald trump and america's blood sport of choice\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/time-to-end-subsidies-that-are-destroying-forests_us_5975aaeae4b06b511b02c4ac',\n",
              "  'headline': 'time to end subsidies that are destroying forests',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/netflix-to-shut-down-planned-louis-ck-comedy-special_us_5a05ceede4b0e37d2f37310c',\n",
              "  'headline': 'netflix to shut down planned louis c.k. comedy special',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/donald-trump-bill-clinton-obamacare_us_57f4e4c5e4b04c71d6f118a8',\n",
              "  'headline': \"trump undercuts easy obamacare attack with dig about bill clinton's infidelities\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/narcissist-mentally-undresses-self-1819567215',\n",
              "  'headline': 'narcissist mentally undresses self',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/we-got-the-exclusive-look-at-hillarys-dnc-speech-notes_us_579a5161e4b08a8e8b5d1cc8',\n",
              "  'headline': \"we got the exclusive look at hillary's dnc speech notes\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/john-kasich-david-bowie_us_56a570e9e4b0404eb8f20825',\n",
              "  'headline': 'watch john kasich lead an awkward david bowie sing-along',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/pro-governing-is-it-faked-1819586544',\n",
              "  'headline': 'pro governing: is it faked?',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ed-burns-social-media-detox_us_55dc7cb2e4b08cd3359d48da',\n",
              "  'headline': 'how a social media detox helped ed burns become more productive',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/outdoor-movie-guest-excited-to-watch-barely-audible-ba-1819577856',\n",
              "  'headline': \"outdoor movie guest excited to watch barely audible 'back to the future' while sitting on tree root\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/north-korea-guam_us_598c3996e4b0449ed5081ef1',\n",
              "  'headline': \"north korea claims it's planning to fire missiles near guam\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/gorillagram-employee-shot-by-white-house-security-1819587417',\n",
              "  'headline': 'gorillagram employee shot by white house security',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-do-i-make-my-4-month-old-fall-in-love-with-reading_us_5789a482e4b0cbf01e9fd238',\n",
              "  'headline': 'how do i make my 4-month-old fall in love with reading?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/weird-things-left-in-uber_us_58de0c19e4b08194e3b8e46a',\n",
              "  'headline': '15 weirdest things that people have left behind in an uber',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ledell-lee-execution-arkansas_us_58f8134ee4b0cb086d7df22e',\n",
              "  'headline': 'arkansas executes first inmate in 12 years',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/meet-the-other-baldwin-brother-james-1819586063',\n",
              "  'headline': 'meet the other baldwin brother, james!',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-sadder-pride-because-of-washington-inaction_us_59405935e4b09ad4fbe3e9ca',\n",
              "  'headline': 'a sadder pride because of washington inaction',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/brad-pitt-stumbles-across-old-cardboard-box-with-gwynet-1822454158',\n",
              "  'headline': \"brad pitt stumbles across old cardboard box with gwyneth paltrow's head in attic\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/shonda-rhimes-on-the-motivation-behind-her-weight-loss-journey_us_560be4b3e4b0dd850309ea0b',\n",
              "  'headline': 'shonda rhimes on the motivation behind her weight loss journey',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/excellent-educators-for-all_n_5562269.html',\n",
              "  'headline': 'obama plans to tackle major education inequality',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/teaching-learning-and-the_b_6362768.html',\n",
              "  'headline': 'teaching, learning and the college ratings framework',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/pigeon-bread-necklace_us_589b324ce4b04061313a8df3',\n",
              "  'headline': 'fashion-forward pigeon sports bread necklace in bold style choice',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/philip-coleman-chicago-video_us_56670fb1e4b079b2819028f1',\n",
              "  'headline': 'video relaunches investigation into death of man held by chicago police',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/whoopi-goldberg-oscars_us_56a76fe1e4b0172c659413b6',\n",
              "  'headline': \"whoopi goldberg says the oscars 'can't be that racist' because she won once\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/housefly-tracks-dog-shit-all-over-cucumber-slice-1819592647',\n",
              "  'headline': 'housefly tracks dog shit all over cucumber slice',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/hillary-clinton-opens-new-presidential-library-charting-1819580195',\n",
              "  'headline': 'hillary clinton opens new presidential library charting course of purely theoretical tenure as commander in chief',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/bounty-brawny-ceos-wearing-down-patience-of-mutual-fri-1819570942',\n",
              "  'headline': 'bounty, brawny ceos wearing down patience of mutual friend',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/sherman-alexie-writers-under-trump_us_584998f8e4b08283d6b4ed0c',\n",
              "  'headline': \"sherman alexie says artists under trump will be 'noise-canceling headphones'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/visibly-flu-stricken-choir-kid-really-dragging-down-who-1821530831',\n",
              "  'headline': 'visibly flu-stricken choir kid really dragging down whole christmas pageant',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/nbc-ayman-mohyeldin-return-to-gaza_n_5601145.html',\n",
              "  'headline': 'nbc news correspondent ayman mohyeldin returning to gaza',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/tim-robbins-tired-of-being-typecast-as-relatively-tall-1819589144',\n",
              "  'headline': 'tim robbins tired of being typecast as relatively tall characters',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/tom-cotton-waterboarding_us_5823a501e4b0e80b02ceb6e4',\n",
              "  'headline': \"sen. tom cotton thinks 'tough guy' trump is ready to resume waterboarding\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/leather-clad-ted-cruz-greeting-voters-at-reno-area-feti-1819592513',\n",
              "  'headline': 'leather-clad ted cruz greeting voters at reno-area fetish club',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/man-s-family-rises-to-record-high-fourth-priority-1819577274',\n",
              "  'headline': \"man's family rises to record-high fourth priority\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/mike-ditka-oppression_us_59dcd977e4b00377980c03ad',\n",
              "  'headline': 'mike ditka has not been paying attention to history',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/what-mom-would-have-wanted-evolving-over-course-of-fune-1819576934',\n",
              "  'headline': 'what mom would have wanted evolving over course of funeral planning',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/simple-task-of-going-to-post-office-feels-like-weight-o-1819570794',\n",
              "  'headline': 'simple task of going to post office feels like weight of 10,000 boulders',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/report-some-crazy-shit-probably-happened-to-classmate-1819578929',\n",
              "  'headline': 'report: some crazy shit probably happened to classmate being raised by grandmother',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ivanka-trump-judaism-largest-world-religions_us_593e7933e4b0c5a35ca112f4',\n",
              "  'headline': \"ivanka trump incorrectly names judaism as 1 of the 3 'largest world religions'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://pubx.co/VVLx1k',\n",
              "  'headline': 'rescued lion has been obsessed with blankets since he was a baby',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/county-fair-judges-blown-away-by-heifer-1819567995',\n",
              "  'headline': 'county fair judges blown away by heifer',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/best-toys-kid-products-prime-day_us_59553139e4b0da2c7321e754',\n",
              "  'headline': 'the best toys to shop on prime day for kids of all ages',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-sanders-phenomenon_b_10180994.html',\n",
              "  'headline': 'the sanders phenomenon',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/clinton-staff-readies-emp-launch-to-disable-all-nation-1819579399',\n",
              "  'headline': \"clinton staff readies emp launch to disable all nation's electronic devices\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/khloe-kardashian-waist-instagram_n_5259261.html',\n",
              "  'headline': \"khloe kardashian joins 'waist gang'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/gop-debate-utah-canceled_us_56e9966ce4b0b25c9184203e',\n",
              "  'headline': \"next week's republican debate in utah canceled\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-trove-of-lost-and-found_n_5738476.html',\n",
              "  'headline': \"a trove of 'lost and found' photos reveal one mystery couple's beautiful life\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/bear-family-pool-party_us_55d734dee4b08cd3359bb180',\n",
              "  'headline': 'bear family pool party is the cutest backyard invasion ever',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dustin-hoffman-accusers-nbc-interview_us_5a3924b1e4b0fc99878eceb1',\n",
              "  'headline': 'dustin hoffman accusers speak out about alleged abuse in joint nbc interview',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/another-open-letter-to-betsy-devos-from-a-public-school_us_5921a1fee4b07617ae4cbd07',\n",
              "  'headline': 'another open letter to betsy devos from a public school teacher',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/6-tips-to-jump-start-your_b_7727554.html',\n",
              "  'headline': '6 tips to boost your career',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/transphobic-target-man-confrontation_us_5743655ce4b0613b512b044b',\n",
              "  'headline': 'video shows transphobic man preaching in target getting shut down by customer',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/xmas-gifts-from-trump_us_5a28f8a8e4b03ece03001d15',\n",
              "  'headline': '#xmasgiftsfromtrump wish list will give trump a very un-merry christmas',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ronda-rousey-predicted-lose_us_56488171e4b045bf3def7cd5',\n",
              "  'headline': 'ronda rousey eerily predicted how she would lose',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/police-release-haircut-progressed-photo-of-missing-woma-1819577510',\n",
              "  'headline': 'police release haircut-progressed photo of missing woman',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-brief-pun-intended-hist_b_7053048.html',\n",
              "  'headline': 'a brief (pun intended) history of lawyers in movies',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/oklahoma-city-thunder-durant-shot-gifs_n_5188756.html',\n",
              "  'headline': 'gifs: the memphis grizzlies weathered this epic oklahoma city thunder storm',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/stomach-sets-aside-synthetic-additives-until-it-has-a-f-1819578356',\n",
              "  'headline': 'stomach sets aside synthetic additives until it has a few minutes to figure out how to digest them',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/russia-trump_us_58760102e4b092a6cae3fe90',\n",
              "  'headline': 'russia denies it has compromising information on donald trump',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/bible-comics_n_5111481.html',\n",
              "  'headline': 'what comics can offer to bible readers',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://magazine.good.is/features/issue-35-ego-roxane-gay',\n",
              "  'headline': 'breaking uniform',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/congress-approves-of-250-billion-1819567635',\n",
              "  'headline': 'congress approves of $250 billion',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/7-fascinating-but-forgott_b_5697800.html',\n",
              "  'headline': '7 fascinating but forgotten facts from world war i (new book)',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/taylor-swift-now-dating-watertown-boat-1819574857',\n",
              "  'headline': 'taylor swift now dating watertown boat',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/rapture-wreaks-havoc-on-local-book-club-1819568980',\n",
              "  'headline': 'rapture wreaks havoc on local book club',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/setting-goals-steve-harvey_n_6367942.html',\n",
              "  'headline': 'the key to setting achievable goals',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/cyber-monday-guide-2015_us_5654ba94e4b0879a5b0cbc23',\n",
              "  'headline': 'the only shopping guide for cyber monday you need',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-brexit-refugees_us_587bf562e4b09281d0eb80da',\n",
              "  'headline': 'donald trump says refugee crisis and threats to uk identity drove brexit',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/science-fiction-writer-admits-unstoppable-killing-machi-1819569329',\n",
              "  'headline': 'science fiction writer admits unstoppable killing machine based on mother',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/gunman-kills-two-american-advisors-in-kabul-shooting_us_580788fee4b0dd54ce369996',\n",
              "  'headline': 'gunman kills at least two american advisers in kabul shooting',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kris-kobach-private-email_us_59c15bfbe4b0f22c4a8d1dbd',\n",
              "  'headline': 'kris kobach defends using a private email for government business',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/10-year-old-denies-girl-liking-allegations-1819564679',\n",
              "  'headline': '10-year-old denies girl-liking allegations',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/stray-dad-found-in-lumber-section-of-the-home-depot-1819575703',\n",
              "  'headline': 'stray dad found in lumber section of the home depot',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/office-manager-unveils-new-rule-1819579195',\n",
              "  'headline': 'office manager unveils new rule',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/charles-darwin--the-sunmi_b_6162514.html',\n",
              "  'headline': 'charles darwin and the sunmine',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/women-breastfeeding-at-work_us_561d624ee4b0c5a1ce60dba3',\n",
              "  'headline': 'another way companies make it harder for new mothers',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/sheets-changed-after-every-breakup-1819567289',\n",
              "  'headline': 'sheets changed after every breakup',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/walking-meetings-productive_n_5333120.html',\n",
              "  'headline': 'want to make meetings more productive? start walking',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/man-overjoyed-he-no-longer-has-to-purchase-entire-day-s-1819578278',\n",
              "  'headline': \"man overjoyed he no longer has to purchase entire day's worth of egg mcmuffins in morning\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/stone-brewing-evacuates_n_5335412.html',\n",
              "  'headline': 'watch: stone brewing evacuates as wildfire approaches',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttps://www.washingtonpost.com/world/national-security/military-prosecutor-senate-report-on-cia-interrogation-program-is-accurate/2016/02/10/d75d51a8-cf47-11e5-88cd-753e80cd29ad_story.html',\n",
              "  'headline': 'military prosecutor: senate report on cia interrogation program is accurate',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/national-parks-lgbtq_us_57fd5c09e4b0e9c70229af70',\n",
              "  'headline': 'national park service studies historic lgbtq sites for possible recognition',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/safeguarding-americas-health-system-from-sabotage_us_5a1ecf33e4b0e37da0447b66',\n",
              "  'headline': \"safeguarding america's health system from sabotage\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/jonathan-safran-foer-guesses-it-s-time-to-give-up-on-si-1824077900',\n",
              "  'headline': \"jonathan safran foer guesses it's time to give up on silly little dream of becoming good writer\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/luke-aikins-skydive-parachute_us_579d7485e4b08a8e8b5e5a04',\n",
              "  'headline': 'skydiver luke aikins makes jump without a parachute',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/study-universe-actually-shrunk-by-about-19-inches-last-1819589814',\n",
              "  'headline': 'study: universe actually shrunk by about 19 inches last year',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/power-crazed-orkin-man-burns-house-to-ground-1819567429',\n",
              "  'headline': 'power-crazed orkin man burns house to ground',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/couple-s-fucked-up-presex-ritual-involves-tucking-both-1819580337',\n",
              "  'headline': \"couple's fucked-up presex ritual involves tucking both kids into bed\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/will-all-senate-republicans-kowtow-to-trump-and-the_us_58e50789e4b09dbd42f3dc4a',\n",
              "  'headline': 'will all senate republicans kowtow to trump and the far right?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/deputy-brings-homeless-man-he-saw-on-side-of-highway-to-mcdonalds-so-hed-be-warm_us_568d5698e4b0a2b6fb6e4265',\n",
              "  'headline': 'viral photo captures incredible moment between police officer, homeless man',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/google-employees-disappointed-15th-anniversary-party-on-1819575642',\n",
              "  'headline': 'google employees disappointed 15th anniversary party only has one solar-powered lego drag race reffed by david pogue',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/study-average-american-tries-getting-out-of-10-000-thi-1819576586',\n",
              "  'headline': 'study: average american tries getting out of 10,000 things each year',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/rnc-builds-levee-out-of-poor-people-to-protect-conventi-1819573810',\n",
              "  'headline': 'rnc builds levee out of poor people to protect convention site',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/romney-delivers-stern-warning-to-china-speaking-direct-1819574101',\n",
              "  'headline': 'romney delivers stern warning to china, speaking directly into the camera in fluent mandarin',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/congress-bailout-great-recession_us_599343e2e4b009141640806f',\n",
              "  'headline': 'the inside story of how congress sent the stock market tumbling',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/voters-shocked-christie-botched-such-an-easy-political-1819575996',\n",
              "  'headline': 'voters shocked christie botched such an easy political cover-up',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/desperate-dole-promises-best-prom-ever-1819564084',\n",
              "  'headline': 'desperate dole promises best prom ever',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-different-kind-of-mom_us_57b8bf69e4b007f18198889d',\n",
              "  'headline': 'a different kind of mom',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/uber-halt-self-driving-cars-california_us_5abaa6ede4b03e2a5c7704ad',\n",
              "  'headline': \"uber halts self-driving car tests in california, where it didn't test much anyway\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/from-tiger-mothers-to-fre_b_6773744.html',\n",
              "  'headline': \"from tiger mothers to fresh off the boat: eddie huang's mom is not every asian-american mom\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/donald-trump-goodell_us_58934586e4b0af07cb6bbebc',\n",
              "  'headline': \"donald trump thinks roger goodell is 'weak,' 'stupid' and a 'dope'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-congress-libel-wall-street-journal_us_5a57d91ae4b0720dc4c58976',\n",
              "  'headline': \"trump says congress won't change libel laws, but that's a decision for the states\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/flag-underwear-world-series_us_59f75619e4b0c0c8e67b2c7f',\n",
              "  'headline': 'shirtless goofball in flag underwear invades field at world series',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/local-moviegoer-enjoying-movie-so-far-1819564030',\n",
              "  'headline': 'local moviegoer enjoying movie so far',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/why-chinese-parents-dont-say-i-love-you_us_584b5739e4b01713310510a9',\n",
              "  'headline': \"why chinese parents don't say 'i love you'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/americans-think-white-house-creating-problems_us_598a217ce4b0449ed5062d2f',\n",
              "  'headline': 'americans say the white house is creating more problems than it solves',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/theater-major-has-too-long-borne-shakespeare-teachers-b-1819568815',\n",
              "  'headline': \"theater major has too long borne shakespeare teacher's blunt upbraidings, bitter scoffs\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-lancet-breakthrough-pub_b_7777494.html',\n",
              "  'headline': 'a lancet breakthrough: publishing about faith and health',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/area-grasshopper-kind-of-a-thorax-man-himself-1819566187',\n",
              "  'headline': 'area grasshopper kind of a thorax man himself',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/freemasons-return-to-jupiter-1819586200',\n",
              "  'headline': 'freemasons return to jupiter',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/banjo-wielding-matt-damon-makes-last-minute-bid-for-bes-1823505244',\n",
              "  'headline': 'banjo-wielding matt damon makes last-minute bid for best original song',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/after-criticism-cleveland-officials-to-outline-convention-security-plans_us_574ae78ee4b03ede441510d3',\n",
              "  'headline': 'after criticism, cleveland officials to outline convention security plans',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/new-teen-trend-walking-wet-and-nude-couldn-t-have-cau-1819591534',\n",
              "  'headline': \"new teen trend 'walking wet and nude' couldn't have caught on at worse time\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/justin-bieber-scold-spanish_us_5638b5cbe4b079a43c047be0',\n",
              "  'headline': 'justin bieber interrupts performance to scold spanish audience',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/mudbound-netflix-oscar-nominations_us_5a67440fe4b0e5630073a15d',\n",
              "  'headline': \"'mudbound' oscar nominations place netflix in big leagues\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/area-man-uses-wtc-attack-as-excuse-to-call-ex-girlfrien-1819566193',\n",
              "  'headline': 'area man uses wtc attack as excuse to call ex-girlfriend',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/mccain-gets-hammered-at-local-vfw-1819570338',\n",
              "  'headline': 'mccain gets hammered at local vfw',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/12-year-old-s-christmas-list-demonstrates-heartbreaking-1819577264',\n",
              "  'headline': \"12-year-old's christmas list demonstrates heartbreaking awareness of family's financial predicament\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/grammy-nominations-2016_us_56658a7ee4b079b2818f190b',\n",
              "  'headline': 'kendrick lamar, taylor swift and the weeknd lead the 2016 grammy nominations',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/slight-inconvenience-avoided-1819566029',\n",
              "  'headline': 'slight inconvenience avoided',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/frustrated-fcc-unable-to-stop-use-of-word-friggin-1819567102',\n",
              "  'headline': \"frustrated fcc unable to stop use of word 'friggin''\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/nbc-law-and-order-true-crime-menendez-brothers-series_us_57893e39e4b0867123e14152',\n",
              "  'headline': \"nbc to dramatize menendez brothers murders in 'law & order: true crime' spinoff\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/berlin-christmas-market-attack_us_5858cecbe4b0b3ddfd8e82c5',\n",
              "  'headline': 'police assume truck was deliberately driven into berlin christmas market',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/area-man-cleans-apartment-once-every-relationship-1819576384',\n",
              "  'headline': 'area man cleans apartment once every relationship',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/orlando-shooting-food-donations_us_57604e3de4b0e4fe5143eb6f',\n",
              "  'headline': 'after shooting, orlando chefs provide thousands of free meals',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jeff-flake-republicans-lead_us_5aab28aae4b0c33361af33a6',\n",
              "  'headline': \"gop sen. jeff flake comes out and says it: 'my party might not deserve to lead'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dentist-buys-back-halloween-candy_us_56376154e4b00aa54a4ea562',\n",
              "  'headline': 'dentist offers to buy back halloween candy',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/mta-officials-assure-new-yorkers-that-today-s-subway-wi-1821190648',\n",
              "  'headline': \"mta officials assure new yorkers that today's subway will run just as fucked up as normal\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/routine-drunk-driving-trip-turns-tragic-for-five-local-1819586615',\n",
              "  'headline': 'routine drunk-driving trip turns tragic for five local teens',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/grizzly-bear-sprained-paw-while-mauling-hunter-reports-1819572712',\n",
              "  'headline': 'grizzly bear sprained paw while mauling hunter, reports ranger',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/trump-selects-longtime-personal-plane-to-head-faa-1823360726',\n",
              "  'headline': 'trump selects longtime personal plane to head faa',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/new-antidepressant-makes-friends-problems-seem-worse-1819575964',\n",
              "  'headline': \"new antidepressant makes friends' problems seem worse\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/brandon-chrostowski-edwins-restaurant-teaches-ex-offenders-how-to-cook_us_56fd7019e4b0daf53aef2350',\n",
              "  'headline': 'restaurant teaches former inmates to cook, helps them get back on their feet',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/5-entrepreneurial-rules-t_b_7780328.html',\n",
              "  'headline': '5 entrepreneurial rules to live by',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/laser-pointer-aimed-toward-space-in-1997-finally-annoyi-1819571377',\n",
              "  'headline': 'laser pointer aimed toward space in 1997 finally annoying planet 13 light-years away',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/man-who-skipped-airport-s-moving-walkway-immediately-re-1819579777',\n",
              "  'headline': \"man who skipped airport's moving walkway immediately realizes what an arrogant fool he's been\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/7-things-you-probably-didnt-know-about-christmas_us_5851d850e4b016e9c118828a',\n",
              "  'headline': \"7 things you probably didn't know about christmas\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/2016-man-booker-prize_us_581023ffe4b001e247df4321',\n",
              "  'headline': 'paul beatty becomes first american to win man booker prize for fiction',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/your-favorite-female-star-wars-heroes-finally-get-their-own-series_us_58ef68eae4b0b9e98489b03a',\n",
              "  'headline': \"your favorite female 'star wars' heroes finally get their own series\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/nation-checks-out-cnn-com-to-see-what-their-old-pals-th-1819574972',\n",
              "  'headline': 'nation checks out cnn.com to see what their old pals the tsarnaevs and castros are up to',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/small-town-beginning-to-wonder-what-taking-heroin-epide-1819579260',\n",
              "  'headline': 'small town beginning to wonder what taking heroin epidemic so long to get there',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/new-ted-cruz-superpacs-ta_n_7024478.html',\n",
              "  'headline': 'new ted cruz super-pacs take in record haul',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/domestic-abuse-olliette-murry-drobot_us_59a5bd08e4b063ae34d96f61',\n",
              "  'headline': 'domestic abuse survivor gives young victims the support she wishes she had',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dogs-smell-grandmas-scent-set-off-on-quest-to-find-her_us_584c2eede4b0bd9c3dfd1730',\n",
              "  'headline': \"dogs smell grandma's scent, set off on quest to find her\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/smbs-are-changing-the-way_b_6582754.html',\n",
              "  'headline': \"smb's are changing the way they do business\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/president-s-american-manufacturing-council-down-to-ceo-1819580159',\n",
              "  'headline': \"president's american manufacturing council down to ceo of shoe carnival\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/worlds-physicists-complete-study-of-physics-1819571253',\n",
              "  'headline': \"world's physicists complete study of physics\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-to-really-listen-in-a_b_8126742.html',\n",
              "  'headline': 'how to really listen in a difficult conversation (6.2)',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/heroic-turtle-dials-most-of-911-1819587282',\n",
              "  'headline': 'heroic turtle dials most of 911',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/miscarriage-stories-what-its-like_us_589e21cee4b094a129eb076a',\n",
              "  'headline': \"what it's really like to have a miscarriage\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/texas-anti-lgbt-bills_us_584873d3e4b0f9723cfff3be',\n",
              "  'headline': 'businesses say anti-lgbt bills could cost texas billions',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/man-accused-of-new-hampsh_n_5462404.html',\n",
              "  'headline': \"accused killer wanted 'army of people who'd do anything he asked'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://sports.theonion.com/avid-fisherman-forever-ruins-fishing-for-son-1819567026',\n",
              "  'headline': 'avid fisherman forever ruins fishing for son',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/british-public-on-the-hunt-for-witches-marks-this-halloween_us_58179b1ae4b0390e69d1e098',\n",
              "  'headline': \"british public on the hunt for 'witches' marks' this halloween\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/nation-relieved-insufferable-little-game-of-thrones-f-1819578815',\n",
              "  'headline': \"nation relieved insufferable little 'game of thrones' fans don't have book to lord over them this season\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-best-volunteer-progra_b_7566478.html',\n",
              "  'headline': 'the best volunteer programs do this',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/nasa-completely-forgot-probe-was-returning-today-1819568305',\n",
              "  'headline': 'nasa completely forgot probe was returning today',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/3m-introduces-new-line-of-protective-foam-eye-plugs-1822590036',\n",
              "  'headline': '3m introduces new line of protective foam eye plugs',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/michael-b-jordan-sets-fire-to-first-fahrenheit-451-trailer_us_5a95795ce4b01f65f59aa9aa',\n",
              "  'headline': \"michael b. jordan sets fire to first 'fahrenheit 451' trailer\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/astronomers-predict-giant-asteroid-will-hit-nations-the-1819564716',\n",
              "  'headline': \"astronomers predict giant asteroid will hit nation's theaters this summer\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/hero-of-the-common-man-talks-to-plumber-for-entire-time-1819577072',\n",
              "  'headline': \"hero of the common man talks to plumber for entire time he's in house\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.huffingtonpost.in/2016/08/15/social-unity-is-most-important-says-pm-modi-on-indias-70th-ind/?utm_hp_ref=in-homepage',\n",
              "  'headline': \"social unity is most important, says pm modi on india's 70th independence day\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/reagan-opinion-roe-wade-harassment_us_5a63d88ee4b0dc592a096aa1',\n",
              "  'headline': \"roe made abortions legal, but it doesn't keep women and providers safe\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/hussein-judge-hoping-for-fair-speedy-assassination-1819568536',\n",
              "  'headline': 'hussein judge hoping for fair, speedy assassination',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/savvy-man-registers-sleepy-romney-twitter-account-just-1819574064',\n",
              "  'headline': \"savvy man registers 'sleepy romney' twitter account just in case candidate looks tired\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.politico.com/story/2016/05/immigration-trump-deportations-dreamers-223658',\n",
              "  'headline': \"dreamers face nightmare of trump's deportation force\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/third-world-disease-eliminated-with-hot-air-hand-dryers-1819565375',\n",
              "  'headline': 'third world disease eliminated with hot-air hand dryers',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/yayoi-kusama-selfie-snapper-smashes-sculpture_us_58b6975de4b0780bac2e9046',\n",
              "  'headline': 'whoops! selfie snapper smashes sculpture days after exhibit opens',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/aspiring-actor-dreams-of-one-day-publicly-voicing-regre-1822199182',\n",
              "  'headline': 'aspiring actor dreams of one day publicly voicing regret for working with woody allen',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/swiss-unable-to-maintain-neutrality-toward-delicious-pa-1819564621',\n",
              "  'headline': 'swiss unable to maintain neutrality toward delicious pastries',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/9-things-all-parents-of-college-kids-do-but-hate-to-admit_us_56cc6f94e4b041136f1845ca',\n",
              "  'headline': '9 things all parents of college kids do but hate to admit',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/thousands-of-new-orleans-households-still-without-polit-1819568190',\n",
              "  'headline': 'thousands of new orleans households still without political power',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/reuniting-families-with-remains_b_5849866.html',\n",
              "  'headline': 'watch: underreported story -- reuniting families with remains of dead migrants',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/yahoos-newfront-pulses-to_b_7195252.html',\n",
              "  'headline': \"yahoo's newfront pulses to steve aoki's edm beat\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/look-at-it-its-goddamn-beautiful-1819590339',\n",
              "  'headline': \"look at it: it's goddamn beautiful\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-to-lose-to-the-islami_b_6244574.html',\n",
              "  'headline': 'how to lose to the islamic state: obama administration considers deploying troops to iraq, focusing on assad in syria',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/erics-bogosians-operation_b_7097268.html',\n",
              "  'headline': \"eric's bogosian's operation nemesis: can a genocide ever truly be avenged?\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/antarctic-observational-comic-running-out-of-ideas-1819566013',\n",
              "  'headline': 'antarctic observational comic running out of ideas',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/moscow-protests_us_59189721e4b0fe039b355e07',\n",
              "  'headline': 'thousands protest in moscow against housing plan',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/new-pixar-employees-required-to-watch-adorable-sexual-h-1819571585',\n",
              "  'headline': 'new pixar employees required to watch adorable sexual harassment video',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/cosmopolitan-releases-40-year-compendium-812-683-ways-1819587929',\n",
              "  'headline': 'cosmopolitan releases 40-year compendium: 812,683 ways to please your man',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/row-of-asterisks-spices-up-otherwise-ordinary-e-mail-1819571919',\n",
              "  'headline': 'row of asterisks spices up otherwise ordinary e-mail',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/queer-tattoo-shop_us_58c95a73e4b01c029d78044f',\n",
              "  'headline': 'this tattoo shop is creating a safe and accepting space for queer bodies',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/sears-gold-card-holder-pushing-weight-around-area-sears-1819569396',\n",
              "  'headline': 'sears gold card holder pushing weight around area sears',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jeff-lindsay-goodbye-dexter_us_55a52cc5e4b0a47ac15d60cf',\n",
              "  'headline': 'author jeff lindsay says goodbye to serial killer dexter with final novel',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/after-work-drinks-enter-third-excruciating-minute-1819573762',\n",
              "  'headline': 'after-work drinks enter third excruciating minute',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://thehill.com/homenews/campaign/267641-koch-network-spent-nearly-400-million-in-2015',\n",
              "  'headline': 'koch network spent nearly $400 million in 2015',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/university-of-delaware-noose_us_5602a0dde4b00310edf93a76',\n",
              "  'headline': \"those weren't nooses at university of delaware\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/man-already-has-whole-sentence-lined-up-for-later-in-co-1819580389',\n",
              "  'headline': 'man already has whole sentence lined up for later in conversation',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/area-waitress-has-one-hell-of-an-ass-on-her-local-man-1819564893',\n",
              "  'headline': 'area waitress has one hell of an ass on her, local man will tell you that right now',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/gifts-for-plant-lovers_us_5aff32b4e4b0463cdba1c5af',\n",
              "  'headline': '30 unbeleafably adorable gifts for plant lovers',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/cuomo-afghanistan_n_5893280.html',\n",
              "  'headline': 'cuomo makes surprise afghanistan trip',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/drummers-girlfriend-thinks-he-should-sing-1819566660',\n",
              "  'headline': \"drummer's girlfriend thinks he should sing\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/matthew-mcconaughey-youtube-channel_us_57b8bd43e4b03d513688ca99',\n",
              "  'headline': \"nobody watched matthew mcconaughey's forgotten youtube channel until now\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/pope-francis-admits-god-really-starting-to-look-old-1819879536',\n",
              "  'headline': 'pope francis admits god really starting to look old',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/getting-lost-in-the-paren_b_6181148.html',\n",
              "  'headline': 'what has becoming a parent done to me?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/video-congressmans-icantb_b_6272128.html',\n",
              "  'headline': 'video:  #icantbreathe poem on house floor',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/man-somehow-overcomes-alcoholism-without-jesus-1819572870',\n",
              "  'headline': 'man somehow overcomes alcoholism without jesus',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/donald-w-bush_us_59ee180ce4b0a484d064d7b7',\n",
              "  'headline': 'donald w. bush?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/mom-uses-full-name-to-refer-to-bisquick-impossibly-easy-1819566208',\n",
              "  'headline': 'mom uses full name to refer to bisquick impossibly easy cheeseburger pie\\x99',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/donald-trump-filemon-vela_us_5a1acb05e4b0cee6c0504421',\n",
              "  'headline': \"congressman calls trump 'an idiot' for using egypt mosque attack to promote border wall\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/luke-bryan-confederate-flag-raising-sisters-kids_us_55b77596e4b0a13f9d1a0ed0',\n",
              "  'headline': \"luke bryan says confederate flag has become a 'symbol of racism'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/rich-first-grader-buys-whole-sheet-of-gold-stars-1819566777',\n",
              "  'headline': 'rich first-grader buys whole sheet of gold stars',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/we-aint-germans_b_5666629.html',\n",
              "  'headline': \"we ain't germans\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/matt-bevin-kentucky-confederate-statues_us_59946af7e4b04b193362462e',\n",
              "  'headline': \"kentucky governor echoes trump: 'all sides' to blame for charlottesville violence\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-caitlyn-jenner-is-helping-me-be-a-better-me_b_7537712.html',\n",
              "  'headline': 'how caitlyn jenner is helping me be a better me',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/new-apple-campaign-urges-consumers-to-buy-iphone-for-ot-1819573673',\n",
              "  'headline': 'new apple campaign urges consumers to buy iphone for other hand',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/woman-dozing-at-coffee-shop-has-that-dave-eggers-sex-dr-1819567737',\n",
              "  'headline': 'woman dozing at coffee shop has that dave eggers sex dream again',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/manager-of-combination-taco-bell-kfc-secretly-considers-1825290602',\n",
              "  'headline': 'manager of combination taco bell/kfc secretly considers it mostly a taco bell',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/could-hillary-clinton-have-what-it-takes-to-defeat-the-1819587781',\n",
              "  'headline': 'could hillary clinton have what it takes to defeat the democrats in 2008?',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/-wild-tales-outstanding-b_b_5389941.html',\n",
              "  'headline': 'wild tales:  outstanding black comedy at cannes',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/donald-trump-cte-kevin-blackistone_us_59c98009e4b06ddf45fa8f7f',\n",
              "  'headline': 'donald trump prefers violent football so more black players get hurt: espn analyst',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/black-ribbon-in-the-balsa_b_6315304.html',\n",
              "  'headline': 'black ribbon in the balsam',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/buttermilk-biscuit-recipes_n_7274192.html',\n",
              "  'headline': 'the buttermilk biscuit recipes you want and need',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ai-weiwei-commemorates-drowned-refugees-with-public-installation-during-berlin-film-festival_us_56c20c0de4b08ffac125f029',\n",
              "  'headline': 'ai weiwei commemorates drowned refugees during berlin film festival',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://thinkprogress.org/media/2015/08/03/3687249/koch-freedom-partners-media-restrictions/',\n",
              "  'headline': \"the restrictions journalists agreed to in order to attend the koch brothers' conference\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/7-year-old-puts-on-uno-face-1819567628',\n",
              "  'headline': '7-year-old puts on uno face',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/little-boy-stands-tall_b_7144538.html',\n",
              "  'headline': \"'little boy' stands tall\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jake-tapper-tweets-response-snl-kellyanne-conway-sketch_us_58a1d246e4b03df370d886c5',\n",
              "  'headline': \"jake tapper has one-word response to creepy kellyanne conway 'snl' sketch\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/hobby-lobby-poll_n_5540769.html',\n",
              "  'headline': 'poll shows support for birth control mandate on eve of court ruling',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/steven-hayes-kosher_n_6240420.html',\n",
              "  'headline': 'death row inmate loses fight over kosher food',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jada-pinkett-smith-gabrielle-union-feud_us_5aec363be4b041fd2d257f8d',\n",
              "  'headline': 'jada pinkett smith and gabrielle union end feud after 17 years',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/huffpost-rise-morning-newsbrief-feb-10_us_56bac83ce4b0c3c5504f6cba',\n",
              "  'headline': 'huffpost rise: what you need to know on february 10',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dear-mr-president-a-dispatch-from-bowling-green_us_58955fd7e4b02bbb1816ba90',\n",
              "  'headline': 'dear mr. president: a dispatch from bowling green',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/shinto-priestess-killed-by-brother-during-sword-attack-at-tokyo-shrine_us_5a2ac2cce4b073789f695096',\n",
              "  'headline': 'shinto priestess killed by brother during sword attack at tokyo shrine',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/journalists-rebuke-of-michelle-wolf-doesnt-celebrate-press-freedom_us_5ae70b2fe4b02baed1bc4dd8',\n",
              "  'headline': \"journalists push back on correspondents' association's response to michelle wolf\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/nina-dobrev-return-to-vampire-diaries_us_587e7cf6e4b01cdc64c82984',\n",
              "  'headline': \"nina dobrev addresses her rumored return to 'vampire diaries'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/british-pm-buddies-up-to-trump_us_58664f64e4b0d9a5945af5e8',\n",
              "  'headline': 'theresa may, edging towards donald trump, scolds john kerry over israel',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/child-assured-it-will-be-long-time-before-he-dies-1819574566',\n",
              "  'headline': 'child assured it will be long time before he dies',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/prank-leaves-girl-glued_us_568a8627e4b014efe0dae81f',\n",
              "  'headline': \"new year's eve prank leaves 4-year-old glued to mcdonald's toilet\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/tamir-rice-family-slams-prosecutors_us_5670572ce4b0e292150f67dc',\n",
              "  'headline': 'prosecutors in tamir rice case bizarrely pointed toy gun at witness, lawyers allege',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/obama-isis-iran_n_6165352.html',\n",
              "  'headline': \"what's wrong with this picture? for u.s. fight against isis, everything\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/afi-docs-where-policy-mee_b_7564840.html',\n",
              "  'headline': 'afi docs: where policy meets art',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/school-bully-not-so-tough-since-being-molested-1819587116',\n",
              "  'headline': 'school bully not so tough since being molested',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-real-mothers-of-mothe_b_5297124.html',\n",
              "  'headline': \"the real mothers of mother's day\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dad-shoots-daughter-teaching-gun-safety_us_55bfac35e4b0d4f33a0384a5',\n",
              "  'headline': 'dad shoots daughter while teaching her about gun safety',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/3-unexpected-tips-on-taming-screen-time-in-your-household_us_559f2311e4b01c2162a63ff7',\n",
              "  'headline': '3 unexpected ways to help your kids be mindful about screen time',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dee-bogetti-gps-guide_us_56e729c7e4b0b25c9182fd9f',\n",
              "  'headline': \"dee bogetti's gps guide for living in the moment\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/paul-ryan-confident-american-people-will-warm-up-to-tax-1821509050',\n",
              "  'headline': 'paul ryan confident american people will warm up to tax plan once they realize life a cruel and meaningless farce',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/war-torn-blood-soaked-kosovo-would-bombing-it-help-1819586587',\n",
              "  'headline': 'war-torn, blood-soaked kosovo: would bombing it help?',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/starving-for-a-fantasy_b_6920540.html',\n",
              "  'headline': 'starving for a fantasy',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/bill-clinton-waiting-until-after-primaries-to-endorse-c-1819588484',\n",
              "  'headline': 'bill clinton waiting until after primaries to endorse candidate',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/what-to-do-own-volkswagen-recalled_us_55fdcf38e4b00310edf754c4',\n",
              "  'headline': 'what you should do if you own a volkswagen that was just recalled',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/to-read-or-not-to-read-pa_b_6174326.html',\n",
              "  'headline': 'to read or not to read, part 2',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/bernie-sanders-hillary-clinton-iowa_us_55f1798ae4b093be51bdb35c',\n",
              "  'headline': 'hillary clinton loses lead over bernie sanders in new iowa poll',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/don-hazen-accused-sexual-harassment_us_5a3ad9d1e4b06d1621b192d8',\n",
              "  'headline': 'several women accuse progressive media executive don hazen of sexual harassment',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/success-and-still-enjoying-your-happy-place_b_5579043.html',\n",
              "  'headline': \"success and still enjoying your 'happy place'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/last-12-years-a-real-wake-up-call-for-area-man-1819575039',\n",
              "  'headline': 'last 12 years a real wake-up call for area man',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/pollsters-admit-they-underestimated-voters-adrenal-gla-1819579435',\n",
              "  'headline': \"pollsters admit they underestimated voters' adrenal glands\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/lin-manuel-miranda-ellen-degeneres_us_5825ec17e4b0c4b63b0c4840',\n",
              "  'headline': \"lin-manuel miranda freestyles about life's most annoying minor inconveniences on 'ellen'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/john-lewis-donald-trump-civil-rights-museum_us_5a29a5fbe4b0a290f04f2f70',\n",
              "  'headline': \"john lewis won't attend civil rights museum opening because trump is going\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/is-trouble-brewing-for-the-2015-npt-review-conference_b_7106216.html',\n",
              "  'headline': 'is trouble brewing for the 2015 npt review conference?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/area-man-going-to-go-ahead-and-consider-that-a-date-1819568761',\n",
              "  'headline': 'area man going to go ahead and consider that a date',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/4-senators-mauled-during-congressional-tiger-show-1819576294',\n",
              "  'headline': '4 senators mauled during congressional tiger show',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/huffpost-hill_n_6858772.html',\n",
              "  'headline': 'huffpost hill - secret service agents really glad dark sunglasses hide bloodshot eyes',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/kite-flyer-in-the-zone-1819587609',\n",
              "  'headline': 'kite flyer in the zone',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/bacon-just-one-of-sprints-new-downloadable-ring-scents-1819567731',\n",
              "  'headline': \"bacon just one of sprint's new downloadable ring scents\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/i-photograph-to-remember_b_6281740.html',\n",
              "  'headline': 'i photograph to remember',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/steven-holcomb-tribute_us_5a7d56a2e4b0c6726e11db7d',\n",
              "  'headline': 'u.s. bobsled team pays tribute to late gold medalist steven holcomb',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/with-history-art-culture-_b_6344880.html',\n",
              "  'headline': \"among santa fe's many virtues? history, art, culture, hospitality and killer vintage clothing\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/power-plan-foes-from-mars_b_12068010.html',\n",
              "  'headline': 'power plan foes from mars, backers from venus (earth actually)',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/journalists-who-refuse-to_b_10661042.html',\n",
              "  'headline': 'journalists who refuse to take the same non-answer for an answer',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/nukes-and-the-global-schism_us_5967d173e4b022bb9372b023',\n",
              "  'headline': 'nukes and the global schism',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/weird-relative-at-family-reunion-knows-how-everyone-rel-1819579336',\n",
              "  'headline': 'weird relative at family reunion knows how everyone related to each other',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/negro-week-at-the-19391940-new-york-worlds-fair_us_58b26313e4b02f3f81e44893',\n",
              "  'headline': \"negro week at the 1939–1940 new york world's fair\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-threatens-veto-of-spending-bill-over-border-wall-funding_us_5ab4f979e4b008c9e5f676aa',\n",
              "  'headline': 'trump threatens to veto spending bill over border wall funding, then signs it',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/6-diy-stress-hacks-using-whats-in-your-closet_b_7525764.html',\n",
              "  'headline': \"6 diy stress hacks using what's in your closet\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-major-concern-with-the-phone-call-with-taiwan_us_5844423fe4b0b93e10f8e31a',\n",
              "  'headline': 'the major concern with the phone call with taiwan',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-weird-and-wonderful-cab_b_6957164.html',\n",
              "  'headline': \"a weird and wonderful cabaret chronicle: karen mason revisits her roots at 'don't tell mama!'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/companies-urged-to-report-climate-change-risks_us_56fe7911e4b0a06d58057057',\n",
              "  'headline': \"why companies shouldn't hide the financial risks of climate change\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/louvre-rats_n_5631598.html',\n",
              "  'headline': 'the louvre gardens are teeming with rats',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-no-1-polls-macarena_us_55b25af5e4b0224d8831f6ce',\n",
              "  'headline': \"trump is #1 in the polls, and so was the 'macarena'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/boy-george-saves-a-child-from-suicide-among-other_us_58334d6fe4b08c963e344339',\n",
              "  'headline': 'boy george opens up about happiness, being a u.s. politics junkie and more',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/area-woman-decides-not-to-post-facebook-status-that-wou-1819574365',\n",
              "  'headline': 'area woman decides not to post facebook status that would have tipped gun control debate',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/sprint-t-mobile-ceos-merge-into-grotesque-executive-hy-1825660392',\n",
              "  'headline': 'sprint, t-mobile ceos merge into grotesque executive hybrid',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/patrick-stewart-1-star-reviews_us_58afe43fe4b060480e069d26',\n",
              "  'headline': 'patrick stewart reads hilariously bad reviews of iconic tourist attractions',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/safeguarding-the-well-bei_b_7509452.html',\n",
              "  'headline': 'safeguarding the well-being of children',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/anger-gun-violence_us_5a8b18f5e4b05c2bcace143f',\n",
              "  'headline': 'the public health threat of private anger',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/target-dorm-room-essentials-aisle-being-browsed-exclu-1819580224',\n",
              "  'headline': \"target 'dorm room essentials' aisle being browsed exclusively by 30-year-old men with studio apartments\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/suzanne-somers-named-u-s-thighmaster-general-1819586302',\n",
              "  'headline': 'suzanne somers named u.s. thighmaster general',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/oscar-isaac-hamlet_us_595ff12ce4b0615b9e9194e3',\n",
              "  'headline': 'just a friendly and wildly hot reminder that oscar isaac is playing hamlet',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/terror-at-the-mall-kenya-documentary_n_5810932.html',\n",
              "  'headline': \"a new hbo documentary shows what it's really like inside a terror attack\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/watch-stories-you-wont-be_b_5558211.html',\n",
              "  'headline': \"watch: stories you won't believe from some of the world's dirtiest jobs\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/danny-willett-wins-masters_us_570adde0e4b0142232495057',\n",
              "  'headline': 'golf sensation jordan spieth loses masters after horrible meltdown; danny willett wins',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/first-gay-couple-receives-marriage-license-in-jailed-kentucky-clerks-county_us_55e98be0e4b093be51bb2349',\n",
              "  'headline': \"first gay couple receives marriage license at jailed kentucky clerk's office\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/worlds-jews-celebrate-christmas-with-ceremonial-re-murd-1819565421',\n",
              "  'headline': \"world's jews celebrate christmas with ceremonial re-murdering of christ\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/john-mccain-ebola-czar_n_5972988.html',\n",
              "  'headline': 'john mccain, czar hater, calls for ebola czar',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/father-of-trump-tower-climber-also-has-an-important-message-for-you_us_57ae374de4b007c36e4edb09',\n",
              "  'headline': 'father of trump tower climber also has an important message for you',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/that-guy-from-that-one-show-in-rehab-1819567262',\n",
              "  'headline': 'that guy from that one show in rehab',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.politico.com/story/2016/02/bernie-sanders-bill-clinton-welfare-reform-trade-219470',\n",
              "  'headline': 'sanders hits bill clinton on welfare reform, trade',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/white-nationalist-calls-presidents-denouncement-of-hate-groups-kumbaya-nonsense_us_59923778e4b09096429961e8',\n",
              "  'headline': \"white nationalist calls trump's denouncement of hate groups 'kumbaya nonsense'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/old-milwaukee-book-of-world-records-confirms-title-for-1819570578',\n",
              "  'headline': \"'old milwaukee book of world records' confirms title for most punches to shoulder\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/london-terror-attack-suspects_us_59337ebfe4b0c242ca24ba43',\n",
              "  'headline': 'new details paint unsettling pictures of london attackers',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/breast-cancer-dont-ask-us-to-get-over-it_us_57f18712e4b07f20daa10e51',\n",
              "  'headline': \"don't ask me to 'get over' my history with breast cancer\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/facebook-passive-use_us_5a34517ae4b040881beaae39',\n",
              "  'headline': \"being a facebook wallflower isn't good for you, the social site says\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/woody-harrelson-spends-two-hours-drawing-marijuana-leaf-1819586711',\n",
              "  'headline': 'woody harrelson spends two hours drawing marijuana leaf on binder',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/burger-king-franchise-owner-adds-sad-little-personal-to-1819577359',\n",
              "  'headline': 'burger king franchise owner adds sad little personal touches to restaurant',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/verb-to-follow-noun-prepositional-phrase-to-follow-1819564061',\n",
              "  'headline': 'verb to follow noun; prepositional phrase to follow',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/a-friendship-valentine_us_58a0c6efe4b0cd37efcfea0a',\n",
              "  'headline': \"a valentine for my best friend: my life wouldn't be the same without you\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-importance-of-being-c_1_b_5244652.html',\n",
              "  'headline': 'the importance of being collaborative',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/russian-officials-scrambling-as-plan-to-delegitimize-we-1819579674',\n",
              "  'headline': 'russian officials scrambling as plan to delegitimize western democracy moving way faster than intended',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/obama-sort-of-freaked-out-after-not-receiving-single-e-1819572760',\n",
              "  'headline': 'obama sort of freaked out after not receiving single e-mail, phone call for entire day',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/adele-tweets-apology-after-stage-rigging-hits-glasgow-concertgoer_us_56f6d02be4b0a372181a210a',\n",
              "  'headline': 'adele tweets apology after stage rigging hits glasgow concertgoer',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/pastor-talking-to-non-christian-who-just-lost-wife-can-1819579838',\n",
              "  'headline': 'pastor talking to non-christian who just lost wife can smell blood',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/australia-same-sex-marriage-religious-freedom_us_5a0c8e7fe4b0bc648a0f9c6f',\n",
              "  'headline': \"'religious freedom' clauses are point of contention as australia crafts marriage equality laws\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/voters-mixed-feelings-hillary-clinton-donald-trump_us_5730f7ebe4b096e9f0925621',\n",
              "  'headline': 'voters are excited for november despite not really loving the likely nominees',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/everyone-in-family-compliments-grandmother-on-how-small-1819577242',\n",
              "  'headline': \"everyone in family compliments grandmother on how small and feeble she's gotten\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/eating-entire-box-of-donuts-not-originally-part-of-even-1819566706',\n",
              "  'headline': \"eating entire box of donuts not originally part of evening's plan\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/white-house-pretty-sure-uzbekistan-diplomat-stole-a-bun-1819566776',\n",
              "  'headline': 'white house pretty sure uzbekistan diplomat stole a bunch of soap',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/jared-kushner-quietly-transfers-solve-middle-east-cris-1819579797',\n",
              "  'headline': \"jared kushner quietly transfers 'solve middle east crisis' to next week's to-do list\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/15-years-in-environment-of-constant-fear-somehow-fails-1819576202',\n",
              "  'headline': '15 years in environment of constant fear somehow fails to rehabilitate prisoner',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/michael-buckley-sex-tips-play_us_559da0bde4b01c2162a5d17b',\n",
              "  'headline': \"internet personality michael buckley on giving 'sex tips' off broadway\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/legends-of-new-yorks-latex-ball-celebrate-history-of-ballroom-and-voguing_us_55b296a6e4b0a13f9d188c6b',\n",
              "  'headline': \"legends of new york's latex ball celebrate the history of voguing\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/man-unfortunately-sleeps-like-baby-1819573039',\n",
              "  'headline': 'man unfortunately sleeps like baby',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/one-last-ruben-studdard-reference-wafts-gently-into-the-1819569454',\n",
              "  'headline': 'one last ruben studdard reference wafts gently into the cool evening air',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/hubble-telescope-discovers-giant-amelia-earhart-statue-1819592315',\n",
              "  'headline': 'hubble telescope discovers giant amelia earhart statue on distant planet',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-is-telling-jokes-but-nobodys-laughing_us_5983d162e4b0f2c7d93f5499',\n",
              "  'headline': 'trump is telling \"jokes,\" but nobody\\'s laughing',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/hundreds-of-miniature-sean-hannitys-burst-from-roger-ai-1819579957',\n",
              "  'headline': \"hundreds of miniature sean hannitys burst from roger ailes' corpse\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kellie-pickler-family-feud-fail_us_57726de8e4b017b379f73c2d',\n",
              "  'headline': \"kellie pickler hilariously misses the buzzer in celebrity 'family feud' fail\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/military-institutes-new-dont-tell-let-me-guess-policy-1819570876',\n",
              "  'headline': \"military institutes new 'don't tell, let me guess' policy\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jeb-bush-family-dynasty_us_55ce4cf1e4b07addcb4304a7',\n",
              "  'headline': \"jeb bush insists he's a washington outsider\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttps://www.washingtonpost.com/world/jailed-washington-post-correspondent-has-christmas-meal-with-family/2015/12/25/dacdb3ac-ab2d-11e5-bff5-905b92f5f94b_story.html?postshare=2821451070250310&tid=ss_tw',\n",
              "  'headline': 'washington post journalist jailed in iran has christmas meal with family',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/colorado-voters-trump-voter-fraud-probe_us_59f3690ae4b077d8dfc960b9',\n",
              "  'headline': \"coloradans who deregistered after trump request for voter data aren't signing up again\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/vin-diesel-dubs-i-am-groot_n_5635213.html',\n",
              "  'headline': \"watch vin diesel say 'i am groot' in different languages\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/luiso-garcia-tess-asplund-image_us_5730b710e4b096e9f09205c8',\n",
              "  'headline': \"artist's stunning image honors the moment one woman defied a neo-nazi march\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/voters-glad-they-got-hope-in-politicians-out-of-system-1819578986',\n",
              "  'headline': 'voters glad they got hope in politicians out of system for next election cycle or two',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/new-years-resolutionlet-c_b_6407324.html',\n",
              "  'headline': \"new year's resolution -- let colleges lead the way to a new normal in cuba\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/paris-notre-dame-gas-cylinders_us_57d000afe4b0a48094a69500',\n",
              "  'headline': 'paris police arrest second couple over notre dame gas cylinders',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/teen-beauty-products_b_5194220.html',\n",
              "  'headline': 'my 8 favorite beauty products',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/financial-burden-of-cancer-can-harm-quality-of-life_us_56e6df1ae4b065e2e3d68296',\n",
              "  'headline': 'financial burden of cancer can harm quality of life',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/high-schooler-promises-to-have-man-s-impregnated-daught-1819577575',\n",
              "  'headline': \"high schooler promises to have man's impregnated daughter home by midnight\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/cnn-anchor-interviews-al-jazeera-anchor-who-interviewed-1819572373',\n",
              "  'headline': 'cnn anchor interviews al jazeera anchor who interviewed libyan rebels',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-quadruple-bottom-line_b_5413762.html',\n",
              "  'headline': 'the quadruple bottom line: its time has come',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/elizabeth-lesser-repairing-a-broken-relationship_us_57ed5a77e4b082aad9b9f46c',\n",
              "  'headline': 'this may be holding you back from repairing a broken relationship',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/barack-obama-public-lands-trump_us_5837f4ece4b09b6056006007',\n",
              "  'headline': \"in the weeks before trump takes office, obama's mad dash to save public lands\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-changing-holiday-shop_b_13256406.html',\n",
              "  'headline': 'the changing holiday shopping landscape',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/burger-king-introduces-new-thing-to-throw-in-front-of-k-1819573136',\n",
              "  'headline': 'burger king introduces new thing to throw in front of kids after another hellish day at work',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/funny-road-sign_n_5952970.html',\n",
              "  'headline': 'this road sign is a lot less helpful than it looks',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/day-chalked-up-as-loss-by-10-15-a-m-1819577478',\n",
              "  'headline': 'day chalked up as loss by 10:15 a.m.',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/australian-lawmaker-shoots-opponents-in-campaign-ad-draws-ire-after-orlando_us_5761209fe4b05e4be860398d',\n",
              "  'headline': 'australian lawmaker shoots opponents in campaign ad, draws ire after orlando',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/creepy-peter-pan-disney-world_us_5609484ae4b0dd8503081abc',\n",
              "  'headline': 'kinda creepy peter pan pranks disney world',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/brown-ribbon-campaign-hollywood-latinos_us_56d1f358e4b0871f60eba3ce',\n",
              "  'headline': \"#brownribboncampaign reminds us oscar diversity isn't just black and white\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/high-school-elects-gay-45-year-old-homecoming-king-for-1819575825',\n",
              "  'headline': 'high school elects gay 45-year-old homecoming king for first time in school history',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/george-thorogood-fan-disgusted-to-learn-musician-licens-1824210015',\n",
              "  'headline': \"george thorogood fan disgusted to learn musician licensed 'bad to the bone' for commercial purposes\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/for-americas-future-engin_b_6118016.html',\n",
              "  'headline': \"for america's future, engineering needs to diversify\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/darrelle-revis-to-be-charged-in-fight-that-leaves-two-men-unconscious_us_58a716b6e4b045cd34c0ed1c',\n",
              "  'headline': 'darrelle revis to be charged in fight that leaves two men unconscious',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dont-pay-another-bill-unt_b_8200920.html',\n",
              "  'headline': \"don't pay another bill until you pay this\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/move-to-houseboat-regretted-by-third-day-1819566198',\n",
              "  'headline': 'move to houseboat regretted by third day',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/buick-regal-named-best-vehicle-in-class-for-idling-outs-1819579697',\n",
              "  'headline': 'buick regal named best vehicle in class for idling outside off-track betting parlor',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/arizona-iced-tea-unveils-new-4-foot-tall-cans-1819590557',\n",
              "  'headline': 'arizona iced tea unveils new 4-foot-tall cans',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/black-lives-matter-census-project-alicia-garza_us_5a9429fce4b02cb368c42d52',\n",
              "  'headline': \"blm's alicia garza launches census project to mobilize black political power\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/911-audio-leaked-in-killing-of-unarmed-black-teen-christian-taylor_us_55c6757de4b0923c12bd15f6',\n",
              "  'headline': 'police audio leaked in killing of unarmed black teen christian taylor',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/for-a-firsttime-marathone_b_6031016.html',\n",
              "  'headline': \"for a first-time marathoner, there's strength in numbers\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/hate-preachers-on-qatar-c_b_9785706.html',\n",
              "  'headline': 'hate preachers on qatar campus: obama gives qatar undeserved a+ on fighting incitement',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/10th-grade-prodigy-studying-mathematics-at-10th-grade-l-1819577209',\n",
              "  'headline': '10th-grade prodigy studying mathematics at 10th-grade level',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/3-reminders-that-can-help-you-raise-resilient-kids_b_5585453.html',\n",
              "  'headline': '3 reminders that can help you raise resilient kids',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/nation-horrified-to-learn-about-war-in-afghanistan-whil-1819574188',\n",
              "  'headline': 'nation horrified to learn about war in afghanistan while reading up on petraeus sex scandal',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/trump-relaxes-after-debate-by-slipping-back-into-nice-1819579285',\n",
              "  'headline': 'trump relaxes after debate by slipping back into nice, warm personal reality',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/area-liberal-no-longer-recognizes-fanciful-wildly-inac-1819579440',\n",
              "  'headline': 'area liberal no longer recognizes fanciful, wildly inaccurate mental picture of country he lives in',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/update-the-onion-is-immediately-suspending-productio-1820056365',\n",
              "  'headline': \"update: 'the onion' is immediately suspending production on our basketball infographic video directed by brett ratner\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/george-foreman-grill-retires-to-promote-own-grill-1819567575',\n",
              "  'headline': 'george foreman grill retires to promote own grill',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/study-finds-having-it-all-leading-indicator-that-everyt-1822119926',\n",
              "  'headline': 'study finds having it all leading indicator that everything will come crashing down',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/shooting-copenhagen-synagogue-_n_6685512.html',\n",
              "  'headline': 'shooting at copenhagen synagogue leaves 1 dead, 2 officers wounded',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/paris-hilton-becomes-kim-kardashian-lookalike-for-kanye-west-line_us_5a71aee0e4b0be822ba1fe81',\n",
              "  'headline': 'paris hilton impersonates kim kardashian for kanye west fashion line',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/international-space-station-tented-to-spray-for-xenomor-1826362305',\n",
              "  'headline': 'international space station tented to spray for xenomorphs',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/ex-boyfriend-hopes-to-still-be-terrible-incompatible-f-1825299729',\n",
              "  'headline': 'ex-boyfriend hopes to still be terrible, incompatible friends',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/teen-is-accepted-into-113-colleges-4-million-scholarship-accepts-full-ride-to-hbcu_us_5aeb7021e4b0c4f193206248',\n",
              "  'headline': 'teen accepted into 113 colleges chooses full ride to hbcu',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/danica-roem-donald-trump-transgender-lawmaker-virginia_us_5a183d1be4b0d4906cae74fe',\n",
              "  'headline': \"transgender lawmaker danica roem: trump shows there's 'no barrier' to getting elected\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/shit-friend-just-said-something-to-obnoxious-drunk-guy-1819573422',\n",
              "  'headline': 'shit, friend just said something to obnoxious drunk guy on bus',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/weekend-encounter-with-coworker-never-acknowledged-1819574897',\n",
              "  'headline': 'weekend encounter with coworker never acknowledged',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/study-74-of-home-contractors-end-up-accidentally-wall-1819578206',\n",
              "  'headline': 'study: 74% of home contractors end up accidentally walling themselves in during housing construction',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/goth-kid-builds-scary-ass-birdhouse-1819587621',\n",
              "  'headline': 'goth kid builds scary-ass birdhouse',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/outbreak-of-va-va-vooms-traced-to-miniskirt-wearing-blo-1819571745',\n",
              "  'headline': 'outbreak of va-va-vooms traced to miniskirt-wearing blonde',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/grandmother-cant-believe-they-let-people-with-tattoos-o-1819567208',\n",
              "  'headline': \"grandmother can't believe they let people with tattoos on price is right\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/7th-heaven-reunion_n_5837788.html',\n",
              "  'headline': \"the '7th heaven' cast reunites for the first time in 8 years\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/are-we-meeting-the-needs-of-our-nations-rich-1819586293',\n",
              "  'headline': \"are we meeting the needs of our nation's rich?\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/there-is-nothing-libertar_b_6883224.html',\n",
              "  'headline': 'there is nothing libertarian about conservatives',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/yorkshire-terrier-monogrammed-1819588421',\n",
              "  'headline': 'yorkshire terrier monogrammed',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/pope-cleans-up-dead-angel-who-flew-into-sistine-chapel-1819578166',\n",
              "  'headline': 'pope cleans up dead angel who flew into sistine chapel window',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/remainder-of-ross-ice-shelf-now-in-smithsonian-freezer-1819567901',\n",
              "  'headline': 'remainder of ross ice shelf now in smithsonian freezer',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/panicked-agriculture-secretary-momentarily-forgets-what-1819570602',\n",
              "  'headline': 'panicked agriculture secretary momentarily forgets what corn is',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/introvert-holiday-party_us_584ea33be4b04c8e2bb07609',\n",
              "  'headline': \"an introvert's guide to throwing a solid holiday party\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/area-client-would-like-a-different-font-1819564797',\n",
              "  'headline': 'area client would like a different font',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/lauren-jauregui-lgbtq-youth-twitter_us_5a7b620ae4b0c6726e0ec785',\n",
              "  'headline': \"fifth harmony's lauren jauregui blasts 'toxic' homophobia in poignant twitter exchange\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/usda-admits-weight-loss-not-possible-for-people-who-don-1819579231',\n",
              "  'headline': \"usda admits weight loss not possible for people who don't like salmon\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/six-teenagers-in-britain-suspected-of-killing-polish-man-in-hate-crime_us_57c6cef3e4b078581f102a55',\n",
              "  'headline': 'six teenagers in britain suspected of killing polish man in hate crime',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/cubans-new-dictator-doing-it-all-wrong-1819568653',\n",
              "  'headline': 'cubans: new dictator doing it all wrong',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/obama-fills-out-lukewarm-glassdoor-review-after-exiting-1819579553',\n",
              "  'headline': 'obama fills out lukewarm glassdoor review after exiting presidency',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.hollywoodreporter.com/news/bill-henderson-dead-jazz-vocalist-881521',\n",
              "  'headline': 'bill henderson, jazz vocalist and actor, dies at 90',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/very-specific-food-pyramid-recommends-two-to-three-shri-1819569561',\n",
              "  'headline': 'very specific food pyramid recommends two to three shrimp scampis per year',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/alaskan-gray-wolf-cant-believe-no-one-told-him-he-s-got-1819574555',\n",
              "  'headline': \"alaskan gray wolf can't believe no one told him he's got snow on nose\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/how-to-emotionally-recover-from-the-election_us_580a5b92e4b0f8715789f9ee',\n",
              "  'headline': 'how to emotionally recover from the election',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/man-always-taking-good-mood-out-on-friends-1819576983',\n",
              "  'headline': 'man always taking good mood out on friends',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/going-back-to-school-gree_b_5629920.html',\n",
              "  'headline': '6 essentials for a trash-free lunch',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/candidate-delighted-to-be-in-chair-factory-1819565813',\n",
              "  'headline': 'candidate delighted to be in chair factory',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/woman-knows-exactly-which-knife-she-d-grab-out-of-cutle-1824282662',\n",
              "  'headline': \"woman knows exactly which knife she'd grab out of cutlery drawer in event of home invasion\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/bored-predator-drone-pumps-a-few-rounds-into-mountain-g-1819589455',\n",
              "  'headline': 'bored predator drone pumps a few rounds into mountain goat',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/30-year-old-nes-still-wasting-life-playing-video-games-1819591277',\n",
              "  'headline': '30-year-old nes still wasting life playing video games',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/schools-enact-positive-ch_b_6964602.html',\n",
              "  'headline': 'schools enact positive change with drama therapy',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/world-map-rearranged-to-accommodate-poor-geography-skil-1819586194',\n",
              "  'headline': 'world map rearranged to accommodate poor geography skills of americans\\x97nations ordered alphabetically',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/woman-leaving-meeting-worried-she-came-off-as-too-compe-1819578802',\n",
              "  'headline': 'woman leaving meeting worried she came off as too competent',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/professor-wheaton-college_us_568d8218e4b0cad15e632ed7',\n",
              "  'headline': 'professor threatened with firing says wheaton college is changing the rules',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/jfk-jr-celebrates-10-000th-coupling-1819586177',\n",
              "  'headline': 'jfk jr. celebrates 10,000th coupling',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/man-with-stupid-breaks-off-co-dependent-relationship-1819586100',\n",
              "  'headline': 'man with stupid breaks off co-dependent relationship',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/internet-pop-up-quiz-insulting-1819567519',\n",
              "  'headline': 'internet pop-up quiz insulting',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/suspension-of-disbelief-goes-unrewarded-1819572258',\n",
              "  'headline': 'suspension of disbelief goes unrewarded',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-late-show-updated-trumps-election-night-speech-with-annotations_us_5a049748e4b0937b51105bae',\n",
              "  'headline': \"'the late show' updated trump's election night speech with annotations\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/pterosaur-avatar-ancient-flying-creature_n_5811456.html',\n",
              "  'headline': \"ancient flying beast named after 'avatar' creature\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/tennessee-senate-passed-a-bill-to-erect-a-monument-to-unborn-children_us_5ae07e26e4b061c0bfa3f31b',\n",
              "  'headline': \"tennessee senate passes a bill to erect a memorial to 'victims of abortion'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/report-no-one-at-white-castle-wants-to-make-friends-1819571409',\n",
              "  'headline': 'report: no one at white castle wants to make friends',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/45-year-old-to-help-candidate-understand-youth-vote-1819577119',\n",
              "  'headline': '45-year-old to help candidate understand youth vote',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/word-millennials-forced-into-headline-to-boost-pagevi-1819578021',\n",
              "  'headline': \"word 'millennials' forced into headline to boost pageviews\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://sports.theonion.com/dozens-of-social-issues-thankful-they-never-had-to-go-t-1819578940',\n",
              "  'headline': 'dozens of social issues thankful they never had to go toe-to-toe with muhammad ali',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/fox-news-struggling-to-attract-younger-60-75-demographi-1820392371',\n",
              "  'headline': 'fox news struggling to attract younger 60-75 demographic',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/after-a-string-of-accidents-u-haul-announces-closure-o-1819590776',\n",
              "  'headline': 'after a string of accidents, u-haul announces closure of aircraft division',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/why-stakes-is-too-high-to-bother-with-white-tears_us_58cbb678e4b07112b6472c6e',\n",
              "  'headline': 'why stakes is too high to bother with white tears',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/growing-up-with-the-holoc_b_7066722.html',\n",
              "  'headline': 'growing up with the holocaust as a writer',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/horses-alzheimers-_n_5273331.html',\n",
              "  'headline': \"the surprising way horses can help ease alzheimer's symptoms\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/beaver-cant-wait-to-get-started-on-dam-1819587813',\n",
              "  'headline': \"beaver can't wait to get started on dam\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/republican-women-dont-like-trump_us_56f53da2e4b0a3721819aea0',\n",
              "  'headline': \"huffpollster: republican women really don't like trump\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/clues-to-the-new-white-house-org-chart_us_59807bd2e4b0cb4fc1c73c28',\n",
              "  'headline': 'what we know so far about the new white house org chart',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/morbidly-obese-man-enjoys-disabled-privileges-with-moto-1819564913',\n",
              "  'headline': 'morbidly obese man enjoys disabled privileges with motorized cart',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/no-one-will-push-you-into-running-for-president-jeb-1819578581',\n",
              "  'headline': \"'no one will push you into running for president,' jeb bush softly whispers before tucking in sleeping grandson\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/madcap-romp-escalates-into-zany-hijinks-1819564662',\n",
              "  'headline': 'madcap romp escalates into zany hijinks',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.cheatsheet.com/health-fitness/5-longevity-secrets-from-the-worlds-healthiest-cultures.html/?a=viewall',\n",
              "  'headline': \"5 longevity secrets from the world's healthiest cultures\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/8-reasons-the-holidays-after-divorce-are-anything-but-depressing_us_5679cb8be4b0b958f65888cd',\n",
              "  'headline': '8 perks of being divorced during the holidays',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/nation-healed-by-awesome-sports-highlight-1819586415',\n",
              "  'headline': 'nation healed by awesome sports highlight',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/why-moms-demand-action-will-participate-in-day-without-a-woman_us_58bf6a34e4b0ed7182681737',\n",
              "  'headline': 'why moms demand action will participate in day without a woman',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/hillary-clinton-asian-american-outreach-director_us_56edb13fe4b09bf44a9d7743',\n",
              "  'headline': \"hillary clinton's asian american outreach director leaving campaign\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/interview-with-louise-mun_b_5579661.html',\n",
              "  'headline': 'interview with louise munson, playwright of luigi',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/suspect-reportedly-arrested-over-explosives-sent-to-washington-dc-area_us_5aba73cbe4b0decad04e8918',\n",
              "  'headline': 'suspect reportedly arrested over explosives sent to washington, d.c. area',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/lena-dunham-lenny-letter-zinzi-clemmons_us_5a12e341e4b0dd63b1abd2a3',\n",
              "  'headline': \"writer calls on women of color 'to divest from lena dunham' after controversy\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/area-dad-will-only-watch-things-in-hd-1819569627',\n",
              "  'headline': 'area dad will only watch things in hd',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-unexpected-place-youre-probably-overeating_b_7019494.html',\n",
              "  'headline': \"the unexpected place you're probably overeating\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/don-lemon-sean-spicer-dumber_us_58cb6cb0e4b00705db4e0297',\n",
              "  'headline': \"don lemon on sean spicer: everyone 'is dumber for having listened to that'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kansas-state-lawsuit-sexual-assault_us_5718cb99e4b0c9244a7aecff',\n",
              "  'headline': 'kansas state refused to investigate sexual assaults because they happened off-campus, lawsuit says',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/avery-williamson-911-cleats_us_57d6cf2ce4b03d2d459b7908',\n",
              "  'headline': 'nfl player avery williamson wears 9/11 cleats despite threat of fine',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/rbg-for-garland-swap-lol_us_58f645d9e4b0da2ff863a325',\n",
              "  'headline': 'trump confidant floats crazy rbg-for-merrick-garland scotus swap',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/u-s-continues-proud-tradition-of-diversity-on-front-li-1819566786',\n",
              "  'headline': 'u.s. continues proud tradition of  diversity on front lines',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/south-korean-president-meets-north-koreas-kim-jong-un_us_5b094ebae4b0fdb2aa53e504',\n",
              "  'headline': \"south korean president meets north korea's kim jong un to talk trump summit\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/nation-s-financial-advisors-recommend-capturing-magical-1819578300',\n",
              "  'headline': \"nation's financial advisors recommend capturing magical creature that grants wishes\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/judges-rupauls-drag-race_us_5aac09ade4b0c33361b042b7',\n",
              "  'headline': \"michelle, ross and carson on the wild ride to 'rupaul's drag race'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/content-writer-awkwardly-shows-parents-around-website-w-1819577722',\n",
              "  'headline': 'content writer awkwardly shows parents around website where he works',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/viking-discovery-canada-satellite_us_56fe36bfe4b0daf53aef5a26',\n",
              "  'headline': 'possible viking find could rewrite north american history',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/korey-kauffman-arrests_us_55cf6082e4b07addcb43263c',\n",
              "  'headline': 'new details emerge in forgotten murder that snared attorney, highway patrolmen',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/watching-faces-of-students-as-they-finish-the-lottery-h-1819571267',\n",
              "  'headline': \"watching faces of students as they finish 'the lottery' highlight of english teacher's year\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/no-one-in-prison-sure-how-jared-fogle-still-eating-subw-1825829806',\n",
              "  'headline': 'no one in prison sure how jared fogle still eating subway every meal',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/sean-spicer-trump-first-amendment_us_585d2aece4b0d9a59457f827',\n",
              "  'headline': \"sean spicer says donald trump is a 'champion' of first amendment\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/uncovered-california-community-college-students-quest-for-mental-health-services_us_57742736e4b042fba1cf003b',\n",
              "  'headline': \"uncovered california: community college students' quest for mental health services\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/will-grace-will-return-with-10-episodes-in-2017-according-to-leslie-jordan_us_5867e574e4b0de3a08f89afd',\n",
              "  'headline': \"debra messing doesn't want you to freak out about a 'will & grace' revival just yet (update)\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/nation-delighted-as-many-famous-people-in-same-room-tog-1819577507',\n",
              "  'headline': 'nation delighted as many famous people in same room together',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/area-man-winded-after-particularly-lengthy-wendys-order-1819573530',\n",
              "  'headline': \"area man winded after particularly lengthy wendy's order\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-6-real-reasons-im-happy-to-be-married_us_59f92365e4b0de896d3f2c71',\n",
              "  'headline': \"the 6 real reasons i'm happy to be married\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/biden-busted-in-dnc-parking-lot-selling-bootleg-i-m-wi-1819579067',\n",
              "  'headline': \"biden busted in dnc parking lot selling bootleg 'i'm with her' t-shirts\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/white-person-waved-past-beeping-walgreens-security-barr-1819566456',\n",
              "  'headline': 'white person waved past beeping walgreens security barrier',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/khloe-kardashian-denies-cocaine-graduation-party_us_55b6248ae4b0a13f9d18f9f6',\n",
              "  'headline': \"khloe kardashian says no one was doing cocaine at kylie jenner's graduation party\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/genuine-happiness-now-seen-only-on-game-shows-1819586766',\n",
              "  'headline': 'genuine happiness now seen only on game shows',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/chewbacca-in-chewbacca-mom-mask_us_5745e3f0e4b03ede441394b0',\n",
              "  'headline': \"chewbacca just got himself a 'chewbacca mom' mask\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-national-security-monica-crowley_us_58542a74e4b08debb788afc4',\n",
              "  'headline': 'yet another donald trump pick has a habit of spreading dangerous conspiracy theories',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/dog-trying-its-absolute-hardest-1819567282',\n",
              "  'headline': 'dog trying its absolute hardest',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/mississippi-bans-soft-drinks-smaller-than-20-ounces-1819574746',\n",
              "  'headline': 'mississippi bans soft drinks smaller than 20 ounces',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/explosion-fedex-austin_us_5ab0dbe0e4b00549ac7ee78d',\n",
              "  'headline': 'explosion at fedex facility outside san antonio may be linked to austin bombings, fbi says',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/cop-police-officer-kyle-isenor-gives-laurie-burbine-vaentines-day-rose-instead-of-ticket_us_56c34390e4b0c3c550529b0f',\n",
              "  'headline': \"cupid cop gave out roses, cards on valentine's day instead of tickets\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/fox-news-london-attack_us_59343347e4b075bff0f475f8',\n",
              "  'headline': 'fox news host disavows internment camps, after panelists suggest rounding up muslims',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/reince-priebus-trump_us_56eebd78e4b09bf44a9d89a4',\n",
              "  'headline': \"reince priebus says it's 'too late' for a new candidate to stop trump\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/minimum-wage-fee_n_5656278.html',\n",
              "  'headline': \"minnesota café charges 35 cent 'fee' to protest minimum wage hike\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/asshole-from-plane-greeted-at-baggage-claim-by-whole-fa-1819574329',\n",
              "  'headline': 'asshole from plane greeted at baggage claim by whole family',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/an-american-dreamer-in-the-age-of-trump_us_592206a4e4b0e8f558bb27be',\n",
              "  'headline': 'an american dreamer in the age of trump',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/hillary-clinton-confederate-flag-mlk-day_us_569d1a05e4b0778f46fa238a',\n",
              "  'headline': \"hillary clinton celebrates confederate flag's removal at mlk day ceremony\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/david-brooks-obama-manhood-problem_n_5182525.html',\n",
              "  'headline': \"david brooks: obama has a 'manhood problem in the middle east'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/why-terrorists-attack-us_us_57dd6b40e4b053b1ccf29b6a',\n",
              "  'headline': 'why terrorists attack us',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/everyone-proud-of-grandma-for-staying-awake-1819571277',\n",
              "  'headline': 'everyone proud of grandma for staying awake',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/nypd-cell-phone-spying-stingray_us_56bcaf05e4b0b40245c57fd3',\n",
              "  'headline': 'the nypd has secretly been spying on cell phones since 2008',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/republicans-urge-obama-administration-to-crack-down-on-sanctuary-cities_us_55a5370fe4b0b8145f73a258',\n",
              "  'headline': 'republicans urge obama administration to crack down on sanctuary cities',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/floor-plan-of-retirement-community-90-defibrillator-lo-1819592044',\n",
              "  'headline': 'floor plan of retirement community 90% defibrillator locations',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/voting-2014_n_6083338.html',\n",
              "  'headline': 'voters in 14 states navigating new rules while trying to cast ballots',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/arne-duncan-stressed-about-preparing-for-standardized-s-1819578112',\n",
              "  'headline': 'arne duncan stressed about preparing for standardized secretary of education exam',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/tom-brokaw-touched-so-many-women-would-go-out-of-their-1825655136',\n",
              "  'headline': 'tom brokaw touched so many women would go out of their way to defend filthy old pervert like himself',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/study-periods-text-messages_us_566881ede4b009377b236e9d',\n",
              "  'headline': 'stop complaining about the evolution of text language. period.',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/half-dressed-man-frantically-scrambles-out-of-home-afte-1819574273',\n",
              "  'headline': \"half-dressed man frantically scrambles out of home after hearing toyotathon deals won't last long\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/tech-is-the-future-reports-local-dad-1819575329',\n",
              "  'headline': 'tech is the future, reports local dad',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/trump-fulfills-campaign-promise-of-pushing-major-immigr-1819580266',\n",
              "  'headline': 'trump fulfills campaign promise of pushing major immigration decision on someone else so he can watch tv',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/communication-matters-get-your-message-out_b_6646550.html',\n",
              "  'headline': 'communication matters: getting your message out',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/son-surprised-dad-knows-johnny-cash-song-1819566579',\n",
              "  'headline': 'son surprised dad knows johnny cash song',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/man-suddenly-regretting-asking-to-be-taken-seriously-by-1819577563',\n",
              "  'headline': 'man suddenly regretting asking to be taken seriously by peers',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/eleven-year-old-has-miniskirt-pumps-vague-notion-of-w-1819565556',\n",
              "  'headline': 'eleven-year-old has miniskirt, pumps, vague notion of what sex is',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/cinemax-director-wins-award-for-skinematography-1819567518',\n",
              "  'headline': 'cinemax director wins award for skinematography',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/doctor-unable-to-hide-his-excitement-from-patient-with-1819567704',\n",
              "  'headline': 'doctor unable to hide his excitement from patient with ultra-rare disease',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trains-crash-pennsyvlania_us_599bd992e4b04c532f43e596',\n",
              "  'headline': 'dozens injured after trains collide in pennsylvania',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ed-sheeran-wedding-singer_us_57c86759e4b078581f11b3c5',\n",
              "  'headline': \"ed sheeran sang 'chasing cars' at a wedding, and now we're swooning\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/game-of-thrones-producers-reveal-series-moved-beyond-1819580219',\n",
              "  'headline': \"'game of thrones' producers reveal series moved beyond show's written script halfway through current season\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/girls-scouts-announces-they-ll-never-ever-let-gross-fuc-1825752568',\n",
              "  'headline': \"girls scouts announces they'll never ever let gross fucking boys in\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/un-vote-jerusalem-trump_us_5a3beeade4b025f99e158445',\n",
              "  'headline': \"un rebukes trump's jerusalem move in overwhelming vote\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/family-man_b_5406629.html',\n",
              "  'headline': \"father's day tribute to a family man\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/white-house-this-is-not-the-geologic-era-to-debate-gu-1819580367',\n",
              "  'headline': \"white house: 'this is not the geologic era to debate gun control'\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/professors-slang-bae-on-fleek_us_55e4794fe4b0aec9f353e0c4',\n",
              "  'headline': \"professors try to figure out what 'bae' and 'on fleek' mean\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/house-republican-carbon-rules_n_5568362.html',\n",
              "  'headline': \"house republican spending bill seeks to block obama's carbon rules\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/fred-durst-spray-paints-limp-bizkit-on-bridge-1819589561',\n",
              "  'headline': \"fred durst spray paints 'limp bizkit' on bridge\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/poll-donald-trump-ahead_us_58190572e4b07c97c1c50525',\n",
              "  'headline': \"democrats shouldn't panic over one poll showing donald trump ahead\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/bored-kim-jong-un-stacks-entire-north-korean-populace-i-1819576849',\n",
              "  'headline': 'bored kim jong-un stacks entire north korean populace into human pyramid to kill time',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/chikungunya-malaysia-zika-dengue_us_5a5cfd70e4b04f3c55a51fb9',\n",
              "  'headline': 'how humans are laying out the welcome mat for mosquitoes and the diseases they carry',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/jennifer-lawrence-robert-de-niro-glaad-awards_us_57388feae4b077d4d6f35088',\n",
              "  'headline': 'jennifer lawrence honored robert de niro at the glaad media awards the only way she knows how',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/11-unexpected-ways-to-use-grapefruit_b_6708770.html',\n",
              "  'headline': '11 unexpected ways to use grapefruit',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/study-90-of-all-meowing-comes-from-owners-trying-to-g-1819580323',\n",
              "  'headline': 'study: 90% of all meowing comes from owners trying to get cats to meow back',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/photos-of-daughters-samantha-conlon_us_55d4daa7e4b0ab468d9f88a9',\n",
              "  'headline': '14 photos that show the special bond between moms and daughters',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/fans-are-freaking-out-because-the-last-jedi-is-plural-on-foreign-language-posters_us_58a73881e4b07602ad544f47',\n",
              "  'headline': \"'star wars' fans are freaking out because 'jedi' in 'the last jedi' is plural\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/study-headaches-are-the-body-s-way-of-communicating-it-1825925378',\n",
              "  'headline': \"study: headaches are the body's way of communicating it wants pills\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://live.huffingtonpost.com/r/archive/segment/559beeb702a76050e4000059',\n",
              "  'headline': \"how jimmy carter learned to make his wife rosalynn a 'full' partner\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dave-brat-in-my-grill_us_5890ae88e4b0c90eff001cc5',\n",
              "  'headline': \"gop congressman complains women are 'in my grill' over obamacare repeal\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/religious-leaders-groups-are-appalled-by-trumps-immigration-orders_us_58890044e4b0737fd5cb2212',\n",
              "  'headline': \"religious leaders, groups are appalled by trump's immigration orders\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/lice-having-blast-trying-out-different-wigs-at-costume-1819838808',\n",
              "  'headline': 'lice having blast trying out different wigs at costume shop',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/places-you-wouldnt-have-gone-10-years-ago_n_7174776.html',\n",
              "  'headline': \"10 places you wouldn't have gone 10 years ago\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/anita-alvarez-recuse-laquan-mcdonald_us_572b8913e4b0bc9cb046004d',\n",
              "  'headline': \"chicago's top prosecutor will not try the officer who killed laquan mcdonald\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/tim-burton-big-eyes_n_6316508.html',\n",
              "  'headline': \"'big eyes' is about the 'most quiet feminist you've ever met'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://www.capitalnewyork.com/article/media/2015/11/8582731/bloomberg-gadfly-debuts-bid-shake-financial-commentary-space',\n",
              "  'headline': 'bloomberg gadfly debuts in bid to shake-up financial commentary space',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/harry-reid-nra_us_5612e3abe4b0baa355aceb7d',\n",
              "  'headline': \"harry reid: republicans are 'acting as puppets for the nra'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/little-tobacco-hit-with-3-5-hundred-lawsuit-1819566168',\n",
              "  'headline': 'little tobacco hit with $3.5 hundred lawsuit',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/women-in-business-qa-rebe_b_9818202.html',\n",
              "  'headline': 'women in business q&a: rebecca henderson, group president, randstad professional solutions',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/mike-pence-disappointed-in-the-200-000-husbands-and-fat-1819579554',\n",
              "  'headline': 'mike pence disappointed in the 200,000 husbands and fathers who permitted women to attend march',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/jeff-flake-delivers-searing-critical-applause-for-trum-1822559306',\n",
              "  'headline': 'jeff flake delivers searing, critical applause for trump during state of the union',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/michelle-obama-wont-run-for-office_us_58544931e4b0b3ddfd8c8d9e',\n",
              "  'headline': \"michelle obama explains in no uncertain terms why she won't run for office\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/republican-food-stamp-bill_us_5ae9f862e4b022f71a047b9c',\n",
              "  'headline': 'republican food stamp bill would cut benefits, but not the size of government',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/russian-trump-coin_us_587e6cbee4b0f63fcfa366ef',\n",
              "  'headline': \"russians mint 'in trump we trust' coin ahead of u.s. inauguration\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kristen-wiig-fake-trailer_us_562fb79fe4b0c66bae59af99',\n",
              "  'headline': \"kristen wiig's fake trailer from 'jimmy kimmel' needs to be made into a real movie\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/patients-with-limited-english-are-more-likely-to-return-to-the-er_us_57238b07e4b01a5ebde5771a',\n",
              "  'headline': 'patients with limited english are more likely to return to the er',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/dear-baby-boomers-step-as_b_5485858.html',\n",
              "  'headline': 'dear baby boomers, step aside',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/john-oliver-bitcoin-cryptocurrency_us_5aa6291be4b01b9b0a3cce82',\n",
              "  'headline': \"don't spend a cent on bitcoin until you see john oliver's cryptocurrency warning\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/anne-meara-twitter_n_7432772.html',\n",
              "  'headline': 'celebrities mourn anne meara on twitter after news of her death',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/basics-obamacare-enrollment-2018_us_59e004e0e4b0a52aca16bdcf',\n",
              "  'headline': \"here's what you need to know about obamacare enrollment this year\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/relationship-experts-recommend-single-women-try-bathing-1819578424',\n",
              "  'headline': 'relationship experts recommend single women try bathing in open stream until suitor glimpses them through trees',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/married-couple-longs-for-days-when-they-only-quietly-re-1819578667',\n",
              "  'headline': 'married couple longs for days when they only quietly resented one another',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/group-of-friends-chanting-shots-make-compelling-point-1819577043',\n",
              "  'headline': \"group of friends chanting 'shots' make compelling point\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/blind-date-pronounces-every-syllable-of-word-comfortabl-1819566810',\n",
              "  'headline': \"blind date pronounces every syllable of word 'comfortable'\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/post_8367_b_5877750.html',\n",
              "  'headline': 'to hope again',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/therapy-works-better-in-the-morning_us_58054b6fe4b0dd54ce34b8a4',\n",
              "  'headline': 'the science-backed reason to see your therapist in the morning',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/turkish-president-no-muslim-family-should-engage-in-birth-control_us_574c96e9e4b055bb11728a2f',\n",
              "  'headline': 'turkish president: no muslim family should engage in birth control',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/claire-danes-is-expecting-baby-number-two-with-hugh-dancy_us_5ad758c1e4b029ebe0201bcd',\n",
              "  'headline': 'claire danes is expecting baby number two with hugh dancy',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/vlogger-shamed-in-walmart-fitting-room-because-she-might-stretch-clothes_us_56b37e23e4b01d80b2454eba',\n",
              "  'headline': \"vlogger shamed in walmart fitting room because she might 'stretch' clothes\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/at-the-university-of-texa_1_b_7303180.html',\n",
              "  'headline': 'at the university of texas,  echoes of its confederate past reverberate in the present',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-obamacare-replacement_us_587cc478e4b0b3c7a7b205de',\n",
              "  'headline': 'trump hints at obamacare replacement that would look nothing like what republicans have in mind',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/bad-ass-engagement-ring-also-tells-the-time-and-tempera-1819589985',\n",
              "  'headline': 'bad-ass engagement ring also tells the time and temperature',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/director-paul-feig-says-men-have-to-speak-out-following-weinstein-rape-allegations_us_59dce323e4b094496e59805a',\n",
              "  'headline': \"director paul feig says 'men have to speak out' after weinstein sexual assault allegations\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/advertising-firm-unveils-new-mute-resistant-commercials-1819570677',\n",
              "  'headline': 'advertising firm unveils new mute-resistant commercials',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/rookie-justice-gorsuch-assigned-to-supreme-court-overni-1819579826',\n",
              "  'headline': 'rookie justice gorsuch assigned to supreme court overnight shift',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/mike-pence-vice-president_us_58824088e4b0e3a735689542',\n",
              "  'headline': \"mike pence takes oath of office as country's next vice president\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/rex-tillerson-blindsided-by-news-he-still-worked-for-st-1823728644',\n",
              "  'headline': 'rex tillerson blindsided by news he still worked for state department',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/story_n_6374716.html',\n",
              "  'headline': \"fight over obama's treasury nominee underscores battles within democratic party\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/rommel-hummel-dominate-parents-christmas-list-1819587711',\n",
              "  'headline': \"rommel, hummel dominate parents' christmas list\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/sign-of-narcissism_n_7463578.html',\n",
              "  'headline': 'a big myth about how to spot a narcissist',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/doll-housing-crisis-set-to-worsen-mean-older-brother-s-1819569425',\n",
              "  'headline': 'doll-housing crisis set to worsen, mean older brother says',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/slushing-in-utah-at-the-e_b_5519077.html',\n",
              "  'headline': 'slushing in utah at the end of ski season',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/electability-poll_us_56a28d0be4b076aadcc69052',\n",
              "  'headline': 'here are the candidates voters think can actually win in november',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/cameron-beckford_n_6403250.html',\n",
              "  'headline': \"missing maryland toddler's body found in ohio creek\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/terrified-jeb-bush-beginning-to-fade-from-visible-spect-1819578484',\n",
              "  'headline': 'terrified jeb bush beginning to fade from visible spectrum',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/adele-titanic-30th-birthday_us_5af01716e4b0ab5c3d674608',\n",
              "  'headline': \"adele celebrates 'titanic'-themed 30th birthday\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/changing-weather-inspires-area-conversationalist-1819564896',\n",
              "  'headline': 'changing weather inspires area conversationalist',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/fourth-tool-discovered-1819564068',\n",
              "  'headline': 'fourth tool discovered',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/texas-school-lunches_us_59bc0d4fe4b02da0e141a88a',\n",
              "  'headline': 'texas public school districts may now store, not trash, leftover food',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/hentai-message-board-features-surprisingly-close-knit-1822979571',\n",
              "  'headline': 'hentai message board features surprisingly close-knit, supportive community',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/hootie-and-the-blowfish-breaking-down-racial-barriers-1819586105',\n",
              "  'headline': 'hootie and the blowfish: breaking down racial barriers between black, white pussies',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/study-snapping-three-times-leading-way-to-recall-movie-1819569673',\n",
              "  'headline': 'study: snapping three times leading way to recall movies, actors',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trump-pardon-himself_us_5973587be4b0e79ec1999463',\n",
              "  'headline': \"donald trump insists he has the 'complete power' to pardon, as russia probe persists\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/syria-ceasefire_us_58661b7ae4b0d9a5945aec0d',\n",
              "  'headline': 'syria ceasefire, backed by russia and turkey, holds after initial clashes',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/france-end-of-life_n_6829532.html',\n",
              "  'headline': \"french parliament debates 'deep sleep' bill for end of life\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/reality-risk-reward-is-us_b_6671542.html',\n",
              "  'headline': 'reality, risk & reward: is us kids tv ripe for authenticity and autonomy?',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/harvey-weinstein-ami-rose-mcgowan_us_5a147274e4b09650540dcf2f',\n",
              "  'headline': 'transcript, emails show how tabloid reporters helped harvey weinstein get dirt on women',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/trumps-america--a-not-so_b_14614238.html',\n",
              "  'headline': \"trump's america--a not so shining city on the hill\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/rowan-metzner-in-my-mothers-clothes_us_56f58ee0e4b014d3fe231708',\n",
              "  'headline': \"photographer assumes endless identities in her mother's clothes\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/stripper-surprised-she-only-talked-to-2-homicide-detect-1819576200',\n",
              "  'headline': 'stripper surprised she only talked to 2 homicide detectives today',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/justin-bieber-fan-jealous-of-anne-frank-1819574830',\n",
              "  'headline': 'justin bieber fan jealous of anne frank',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/elevate-your-leadership_b_8905052.html',\n",
              "  'headline': 'elevate your leadership in 2016',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/larethia-haddon-face-down-halloween-dummy-gets-repeated-911-calls_us_561837e9e4b0dbb8000eba35',\n",
              "  'headline': \"woman's face-down halloween dummy gets repeated 911 calls\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/259-new-objects-now-available-in-gummi-form-1819586626',\n",
              "  'headline': '259 new objects now available in gummi form',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/kremlin-agent-not-even-going-to-bother-trying-to-compro-1819579654',\n",
              "  'headline': 'kremlin agent not even going to bother trying to compromise trump staffer who will be forced to resign in few months',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-future-is-blurry_b_5930848.html',\n",
              "  'headline': 'the future is blurry!',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/facegloria-brazil_n_7744966.html',\n",
              "  'headline': \"here's a pg-rated facebook alternative for evangelical christians\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/donald-trump-unqualified-poll_us_57dad724e4b04a1497b2f7da',\n",
              "  'headline': 'donald trump is unqualified to be president, majority of american voters say',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/body-given-false-hope-with-first-piece-of-fruit-in-9-da-1819579359',\n",
              "  'headline': 'body given false hope with first piece of fruit in 9 days',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/missouri-filibuster-lgbt-religious-freedom_us_56e0514be4b065e2e3d45217',\n",
              "  'headline': \"missouri democrats filibuster for 39 hours to stop anti-gay 'religious freedom' bill\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/hilde-lysiak-reporter-book-deal_us_5775758ce4b09b4c43bf89fe',\n",
              "  'headline': \"9-year-old reporter told to just be 'cute' has landed a book deal\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/this-craigslist-missed-connection-is-delightfully-feminist_us_575185a4e4b0c3752dcd50b7',\n",
              "  'headline': 'this craigslist missed connection is delightfully feminist',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/african-nation-not-war-torn-1819563956',\n",
              "  'headline': 'african nation not war-torn',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/three-chinese-tourists-dead-six-people-missing-in-borneo-shipwreck_us_588e0da4e4b017637794f0df',\n",
              "  'headline': 'three chinese tourists dead, six people missing in borneo shipwreck',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/god-announces-successful-test-of-first-category-7-hurri-1819579249',\n",
              "  'headline': 'god announces successful test of first category 7 hurricane',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/lone-geek-sits-off-by-self-reading-the-silmarillion-thr-1819565006',\n",
              "  'headline': 'lone geek sits off by self reading the silmarillion throughout recess',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/arya-stark-yearbook-quote_us_55a42b87e4b0ecec71bcc7ad',\n",
              "  'headline': 'this is what happens when you ask arya stark to write your yearbook quote',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/alex-jones-pleads-with-sandy-hook-parents-to-imagine-pa-1825338170',\n",
              "  'headline': 'alex jones pleads with sandy hook parents to imagine pain an expensive lawsuit would cause him',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/crowdfunding-animal-projects_n_5959980.html',\n",
              "  'headline': 'rescue animals get the help they need thanks to online donations',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/goldfish-cant-stand-bowlmate-1819568161',\n",
              "  'headline': \"goldfish can't stand bowlmate\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-box-of-mass-incarcera_b_6164542.html',\n",
              "  'headline': 'john legend speaks to the crack in the system caused by mass incarceration',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/sfpd-wheelchair-push-man_n_6527510.html',\n",
              "  'headline': 'police launch investigation after video appears to show cop shoving man in wheelchair into street',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/nasa-discovers-distant-planet-located-outside-funding-c-1819579186',\n",
              "  'headline': 'nasa discovers distant planet located outside funding capabilities',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/judge-keep-knees-together-rape-trial-resigns_us_58c2c017e4b0ed71826c2e6c',\n",
              "  'headline': \"judge who asked 'why couldn't you keep knees together?' resigns\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/white-house-rescissions-congress_us_5af0e298e4b0ab5c3d68ed8f',\n",
              "  'headline': 'white house prepares to send congress $15 billion spending cuts package',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttps://www.washingtonpost.com/politics/fiery-republican-race-heads-to-sc-known-for-dirty-tricks-and-brawls/2016/02/10/a99b161e-d024-11e5-b2bc-988409ee911b_story.html?hpid=hp_hp-top-table-main_southcarolina-830pm:homepage/story',\n",
              "  'headline': 'gop race heads to south carolina, known for dirty tricks and brawls',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/kindergartener-allegedly-barred-from-school-because-she-has-two-moms_us_560c0d6be4b0af3706deddca',\n",
              "  'headline': 'kindergartener allegedly barred from school because she has two moms',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttps://www.washingtonpost.com/opinions/bill-oreilly-makes-a-mess-of-history/2015/11/10/03ef0d94-87d9-11e5-be8b-1ae2e4f50f76_story.html',\n",
              "  'headline': \"george will trashes bill o'reilly: 'wise, he is not'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ohio-marijuana-legalization_us_55cbe829e4b064d5910a7ce5',\n",
              "  'headline': 'ohio voters will get to decide on legalizing marijuana',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://lifehacker.com/the-best-ifttt-recipes-to-make-the-most-of-your-vacatio-1778763165?utm_source=of%20a%20kind&utm_medium=referral&utm_campaign=10%20things%20newsletter',\n",
              "  'headline': 'the best ifttt recipes to make the most of your vacation',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/last-living-california-raisin-dies-of-prostate-cancer-1819576366',\n",
              "  'headline': 'last living california raisin dies of prostate cancer',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/microsoft-debuts-surface-book-its-first-laptop-plus-other-new-gizmos_us_5613f946e4b022a4ce5f9a28',\n",
              "  'headline': 'microsoft debuts surface book, its first laptop, plus other new gizmos',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/fda-confirms-psilocybin-reduces-risk-of-mindlessly-foll-1821046978',\n",
              "  'headline': \"fda confirms psilocybin reduces risk of mindlessly following society's rules like fucking lemming\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/t_us_55bd212de4b06363d5a26dc3',\n",
              "  'headline': \"fourth death in new york legionnaire's disease outbreak\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/national-weather-service-to-give-hurricanes-full-names-1819568307',\n",
              "  'headline': 'national weather service to give hurricanes full names',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/william-h-macy-prom-dress-daughter_us_5ae1e001e4b04aa23f2079b9',\n",
              "  'headline': 'william h. macy has ultimate dad moment dancing with his daughter before prom',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.comhttp://pubx.co/Na6Vrd',\n",
              "  'headline': 'warm temperatures bring hot deals on winter gear',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/sarah-huckabee-sanders-flatly-rejects-jim-acostas-asser-1825902692',\n",
              "  'headline': \"sarah huckabee sanders flatly rejects jim acosta's assertion that he's jim acosta\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/reno-orders-investigation-of-u-s-department-of-corrupt-1819565316',\n",
              "  'headline': 'reno orders investigation of u.s. department of corruption',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/billions-of-electric-signals-between-neurons-allow-brai-1819576197',\n",
              "  'headline': 'billions of electric signals between neurons allow brain to imagine what michael imperioli looks like',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/lucy-jones-self-portraits_n_7153684.html',\n",
              "  'headline': 'unapologetic self-portraits that shatter perceptions of disability',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/scientists-discover-eating-serves-function-other-than-e-1819577590',\n",
              "  'headline': 'scientists discover eating serves function other than easing anxiety',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/libraries-burning-from-sarajevo-mosul_b_6749898.html',\n",
              "  'headline': 'libraries burning: from sarajevo to mosul',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/what-i-learned-from-searching-for-soulmate_us_576180afe4b0df4d586ece5b',\n",
              "  'headline': 'what i realized after years of searching for my soulmate',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/astoria-characters-the-ch_b_5262569.html',\n",
              "  'headline': 'astoria characters: the charity stager',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/dolby-theatre-usher-throws-out-matt-damon-for-attemptin-1819579675',\n",
              "  'headline': 'dolby theatre usher throws out matt damon for attempting to film oscars with camcorder',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/600-pound-butter-cow-sculpture-wins-iowa-caucus-1819573170',\n",
              "  'headline': '600-pound butter cow sculpture wins iowa caucus',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/bill-o-reilly-tearfully-packs-up-framed-up-skirt-photos-1819579856',\n",
              "  'headline': \"bill o'reilly tearfully packs up framed up-skirt photos from desk\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/mark-green-gay-gestapo_us_591214f7e4b0a58297e01bd0',\n",
              "  'headline': \"trump's army secretary pick is victim of 'gay gestapo,' right wing activists claim\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://politics.theonion.com/candidates-preparing-for-colorado-debate-conditions-wit-1819578385',\n",
              "  'headline': 'candidates preparing for colorado debate conditions with high-altitude speaking drills',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/the-drama-desks-all-the-w_b_5428063.html',\n",
              "  'headline': \"the drama desks, all the way, m&m's and more\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/magazine-editor-undergoes-sleek-new-redesign-1819568739',\n",
              "  'headline': 'magazine editor undergoes sleek new redesign',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/town-nervously-welcomes-veteran-back-home-1819575479',\n",
              "  'headline': 'town nervously welcomes veteran back home',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/local-student-also-a-poet-1819586162',\n",
              "  'headline': 'local student also a poet',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/its-a-wonderful-life-censored_n_6375120.html',\n",
              "  'headline': \"'it's a wonderful life' was almost too racy for theaters\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/ariana-grande-snl_n_5895624.html',\n",
              "  'headline': \"ariana grande performs 'break free' on 'snl'\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://local.theonion.com/unconditional-love-given-to-15-year-old-who-just-called-1819580304',\n",
              "  'headline': 'unconditional love given to 15-year-old who just called mom a bitch in middle of hollister',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/newborn-prince-of-cambridge-begins-consolidating-power-1825477519',\n",
              "  'headline': 'newborn prince of cambridge begins consolidating power by having family imprisoned in tower of london',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/congress-abandons-wikiconstitution-1819568036',\n",
              "  'headline': 'congress abandons wikiconstitution',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/2016-all-about-the-electorate_b_6449000.html',\n",
              "  'headline': '2016: all about the electorate',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/self-defense-instructor-keeps-a-couple-of-secrets-to-hi-1819568286',\n",
              "  'headline': 'self-defense instructor keeps a couple of secrets to himself',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://local.theonion.com/adorable-puppy-nets-owner-handjob-1819563966',\n",
              "  'headline': 'adorable puppy nets owner handjob',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/can-we-whine-for-a-moment-judgement-free_us_55f06e50e4b002d5c0779abd',\n",
              "  'headline': \"10 super annoying things we can't help but whine about\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/man-bitten-by-radioactive-sloth-does-the-lying-around-a-1819566377',\n",
              "  'headline': 'man bitten by radioactive sloth does the lying-around-all-day of 10 normal men',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://entertainment.theonion.com/quake-claims-500-hours-1819565271',\n",
              "  'headline': 'quake claims 500 hours',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/teen-football-recruit-makes-bold-statement-about-black-lives-at-training-camp_us_594d51f5e4b05c37bb762a0e',\n",
              "  'headline': 'teen football recruit makes bold statement about black lives at training camp',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/10-of-illinois-safest-cit_b_6970346.html',\n",
              "  'headline': \"10 of illinois' safest cities\",\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.theonion.com/unconsciousness-faked-to-make-anesthesiologist-feel-bet-1819588655',\n",
              "  'headline': 'unconsciousness faked to make anesthesiologist feel better',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://politics.theonion.com/trump-hails-gorsuch-as-fierce-protector-of-future-amend-1819579577',\n",
              "  'headline': 'trump hails gorsuch as fierce protector of future amendment allowing president to temporarily suspend right to assemble',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/historical-archives-two-feared-dead-in-near-by-child-b-1819570249',\n",
              "  'headline': 'historical archives: two feared dead in near-by child-birth',\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.theonion.com/prison-warden-vows-to-take-away-el-chapo-s-tunnel-privi-1819577998',\n",
              "  'headline': \"prison warden vows to take away el chapo's tunnel privileges if captured\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/mothers-precious-and-misu_b_7249750.html',\n",
              "  'headline': 'mothers, precious and misunderstood: the many mothers i have met',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://entertainment.theonion.com/new-baby-weinstein-tapes-prepare-infants-for-career-in-1819568631',\n",
              "  'headline': \"new 'baby weinstein' tapes prepare infants for career in entertainment law\",\n",
              "  'is_sarcastic': 1},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/5-steps-to-get-you-from-shy-to-sociable_b_5807752.html',\n",
              "  'headline': '5 steps to get you from shy to sociable',\n",
              "  'is_sarcastic': 0},\n",
              " {'article_link': 'https://www.huffingtonpost.com/entry/who-were-you-on-911_b_11956800.html',\n",
              "  'headline': 'who were you on 9/11?',\n",
              "  'is_sarcastic': 0},\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 76
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Store the data in a list\n",
        "sentences = []\n",
        "labels = []\n",
        "\n",
        "for item in datastore:\n",
        "    sentences.append(item['headline'])\n",
        "    labels.append(item['is_sarcastic'])"
      ],
      "metadata": {
        "id": "CpBPeUoc2vI6"
      },
      "execution_count": 77,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Check samples\n",
        "print(sentences[0])\n",
        "print(labels[0])\n",
        "\n",
        "print(sentences[1])\n",
        "print(labels[1])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AYZdUBD22yxm",
        "outputId": "e12a5cf4-885b-45bf-baf0-555a723e5c04"
      },
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "former versace store clerk sues over secret 'black code' for minority shoppers\n",
            "0\n",
            "the 'roseanne' revival catches up to our thorny political mood, for better and worse\n",
            "0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Check length of lists for consistency\n",
        "print(len(sentences))\n",
        "print(len(labels))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sMvNN8_W3Avf",
        "outputId": "ddcbd35b-2612-4b0b-b8c2-2ed034b5db60"
      },
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "26709\n",
            "26709\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define parameters for neural network\n",
        "vocab_size = 10000\n",
        "max_length = 100\n",
        "oov_tok = \"<OOV>\"\n",
        "#ptrunc_type post means length will be truncated from the end (if no type is selected default is \"pre\")\n",
        "trunc_type='post'\n",
        "#padding_type post means padding 0s will be added in end (if no type is selected default is \"pre\")\n",
        "padding_type='post'\n",
        "training_size = 20000\n",
        "embedding_dim = 128"
      ],
      "metadata": {
        "id": "LQ0BILLg3EDt"
      },
      "execution_count": 114,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Splitting data into train and test\n",
        "# Training  Data(To create a model)\n",
        "# Testing data(To test this model)\n",
        "\n",
        "training_sentences = sentences[0:training_size]\n",
        "testing_sentences = sentences[training_size:]\n",
        "\n",
        "training_labels = labels[0:training_size]\n",
        "testing_labels = labels[training_size:]"
      ],
      "metadata": {
        "id": "DPaYnHhB3-JT"
      },
      "execution_count": 115,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "General steps: sentence -> numeric -> padding/truncating ->ML model"
      ],
      "metadata": {
        "id": "zvYeLsd-4EkD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# create a tokenizer to split the sentence into words\n",
        "tokenizer = Tokenizer(num_words=vocab_size, oov_token=oov_tok)\n",
        "tokenizer.fit_on_texts(training_sentences)\n",
        "\n",
        "# Print the word index for the given corpus\n",
        "word_index = tokenizer.word_index\n",
        "\n",
        "# Create training sequences and pad them\n",
        "training_sequences = tokenizer.texts_to_sequences(training_sentences)\n",
        "training_padded = pad_sequences(training_sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)\n",
        "\n",
        "# Create testing sequnces and pad them\n",
        "testing_sequences = tokenizer.texts_to_sequences(testing_sentences)\n",
        "testing_padded = pad_sequences(testing_sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)"
      ],
      "metadata": {
        "id": "WOr7qCdv4CUj"
      },
      "execution_count": 116,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Check shape\n",
        "training_padded.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qhg2-dq3IFKl",
        "outputId": "8a0de11d-2169-44f6-b7fb-a33c6790302b"
      },
      "execution_count": 117,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(20000, 100)"
            ]
          },
          "metadata": {},
          "execution_count": 117
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "testing_padded.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JP4zwoOuIJll",
        "outputId": "2a877d44-16e4-4fc4-cd3e-4155f0ae68d1"
      },
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(6709, 100)"
            ]
          },
          "metadata": {},
          "execution_count": 118
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Check the data\n",
        "print(training_sentences[12])\n",
        "print(training_padded[12])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QW08uzFV4Ue7",
        "outputId": "c8991792-6e1c-4460-9e56-0e9e63af72a0"
      },
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "north korea praises trump and urges us voters to reject 'dull hillary'\n",
            "[ 226  477 2843   13    9  922  239  371    2 4265    1 6843    0    0\n",
            "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "    0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "    0    0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Converting normal arrays to numpy arrays\n",
        "# Faciliates easy calculations in the backend\n",
        "import numpy as np\n",
        "training_padded = np.array(training_padded)\n",
        "training_labels = np.array(training_labels)\n",
        "testing_padded = np.array(testing_padded)\n",
        "testing_labels = np.array(testing_labels)"
      ],
      "metadata": {
        "id": "lS6jKWlG4Xlz"
      },
      "execution_count": 120,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Build The Neural Network"
      ],
      "metadata": {
        "id": "0-6SzY7XD5Ue"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Creating a sequential model which operates in this way: input -> layer1 -> layer2 -> ,......->Output"
      ],
      "metadata": {
        "id": "B4h3DStK4vkA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow.keras import regularizers\n",
        "\n",
        "# Define the input\n",
        "input_layer = tf.keras.layers.Input(shape=(max_length,), name='input_layer')\n",
        "\n",
        "# Embedding layer\n",
        "embedding_layer = tf.keras.layers.Embedding(input_dim=vocab_size, output_dim=embedding_dim, name='embedding_layer')(input_layer)\n",
        "\n",
        "# LSTM layers\n",
        "lstm_layer = tf.keras.layers.Bidirectional(tf.keras.layers.LSTM(128, return_sequences=True), name='bidirectional_lstm')(embedding_layer)\n",
        "\n",
        "# Self-Attention layer\n",
        "attention_layer = tf.keras.layers.Attention(name='self_attention_layer')([lstm_layer, lstm_layer])\n",
        "\n",
        "# Global Average Pooling layer\n",
        "global_avg_pooling = tf.keras.layers.GlobalAveragePooling1D(name='global_average_pooling')(attention_layer)\n",
        "\n",
        "# Flatten the output\n",
        "flatten_layer = tf.keras.layers.Flatten(name='flatten_layer')(global_avg_pooling)\n",
        "\n",
        "# Dense layers with L2 regularization\n",
        "dense_1 = tf.keras.layers.Dense(256, activation='relu', kernel_regularizer=regularizers.l2(0.001), name='dense_1')(flatten_layer)\n",
        "dense_2 = tf.keras.layers.Dense(128, activation='relu', kernel_regularizer=regularizers.l2(0.001), name='dense_2')(dense_1)\n",
        "dense_3 = tf.keras.layers.Dense(64, activation='relu', kernel_regularizer=regularizers.l2(0.001), name='dense_3')(dense_2)\n",
        "\n",
        "# Dropout layer\n",
        "dropout_layer = tf.keras.layers.Dropout(0.1, name='dropout_layer')(dense_3)\n",
        "\n",
        "# Output layer\n",
        "output_layer = tf.keras.layers.Dense(1, activation='sigmoid', name='dense_4')(dropout_layer)\n",
        "\n",
        "# Define the model\n",
        "model = tf.keras.Model(inputs=input_layer, outputs=output_layer, name='text_classification_model')\n",
        "\n",
        "# Compile the model\n",
        "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n",
        "\n",
        "# Print the model summary\n",
        "model.summary()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        },
        "id": "pQFzA1b04dMY",
        "outputId": "c548bbbe-49bf-47ea-ad6b-978ef01501ea"
      },
      "execution_count": 162,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"text_classification_model\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"text_classification_model\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)             \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m       Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to          \u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer (\u001b[38;5;33mInputLayer\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m)            │              \u001b[38;5;34m0\u001b[0m │ -                      │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ embedding_layer           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m128\u001b[0m)       │      \u001b[38;5;34m1,280,000\u001b[0m │ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]      │\n",
              "│ (\u001b[38;5;33mEmbedding\u001b[0m)               │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ bidirectional_lstm        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │        \u001b[38;5;34m263,168\u001b[0m │ embedding_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]  │\n",
              "│ (\u001b[38;5;33mBidirectional\u001b[0m)           │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ self_attention_layer      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m256\u001b[0m)       │              \u001b[38;5;34m0\u001b[0m │ bidirectional_lstm[\u001b[38;5;34m0\u001b[0m]… │\n",
              "│ (\u001b[38;5;33mAttention\u001b[0m)               │                        │                │ bidirectional_lstm[\u001b[38;5;34m0\u001b[0m]… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ global_average_pooling    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │              \u001b[38;5;34m0\u001b[0m │ self_attention_layer[\u001b[38;5;34m…\u001b[0m │\n",
              "│ (\u001b[38;5;33mGlobalAveragePooling1D\u001b[0m)  │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ flatten_layer (\u001b[38;5;33mFlatten\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │              \u001b[38;5;34m0\u001b[0m │ global_average_poolin… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │         \u001b[38;5;34m65,792\u001b[0m │ flatten_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │         \u001b[38;5;34m32,896\u001b[0m │ dense_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │          \u001b[38;5;34m8,256\u001b[0m │ dense_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_layer (\u001b[38;5;33mDropout\u001b[0m)   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)             │              \u001b[38;5;34m0\u001b[0m │ dense_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_4 (\u001b[38;5;33mDense\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │             \u001b[38;5;34m65\u001b[0m │ dropout_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m]    │\n",
              "└───────────────────────────┴────────────────────────┴────────────────┴────────────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)              </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">        Param # </span>┃<span style=\"font-weight: bold\"> Connected to           </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>)            │              <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ -                      │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ embedding_layer           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)       │      <span style=\"color: #00af00; text-decoration-color: #00af00\">1,280,000</span> │ input_layer[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]      │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Embedding</span>)               │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ bidirectional_lstm        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │        <span style=\"color: #00af00; text-decoration-color: #00af00\">263,168</span> │ embedding_layer[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]  │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Bidirectional</span>)           │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ self_attention_layer      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)       │              <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ bidirectional_lstm[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Attention</span>)               │                        │                │ bidirectional_lstm[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ global_average_pooling    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │              <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ self_attention_layer[<span style=\"color: #00af00; text-decoration-color: #00af00\">…</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePooling1D</span>)  │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ flatten_layer (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │              <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ global_average_poolin… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │         <span style=\"color: #00af00; text-decoration-color: #00af00\">65,792</span> │ flatten_layer[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │         <span style=\"color: #00af00; text-decoration-color: #00af00\">32,896</span> │ dense_1[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │          <span style=\"color: #00af00; text-decoration-color: #00af00\">8,256</span> │ dense_2[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_layer (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)             │              <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │ dense_3[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │             <span style=\"color: #00af00; text-decoration-color: #00af00\">65</span> │ dropout_layer[<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>][<span style=\"color: #00af00; text-decoration-color: #00af00\">0</span>]    │\n",
              "└───────────────────────────┴────────────────────────┴────────────────┴────────────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,650,177\u001b[0m (6.29 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,650,177</span> (6.29 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,650,177\u001b[0m (6.29 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,650,177</span> (6.29 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Sigmoid actiavtions calculates probabilty of each class and takes modulus of it to get the class - either 0 or 1.\n",
        "\n",
        "The binary cross entrpy loss is calculated as follows: binary cross entropy\n",
        "loss=\n",
        "p(log p)+(1-p)log(1-p) for every category."
      ],
      "metadata": {
        "id": "4nWO_3sf5Jm3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- Num of epochs will decide how many times model will see the entire training data to learn from it\n",
        "\n",
        "- Verbose=0 will show you nothing (silent).\n",
        "- Verbose=1 will show you an animated progress bar like this: progres_bar [=============]\n",
        "- verbose=2 will just mention the number of epoch like this: 1/30, 2/30, 3/30"
      ],
      "metadata": {
        "id": "x2Jtnrl15x-f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow.keras.callbacks import ModelCheckpoint, ReduceLROnPlateau, EarlyStopping, TensorBoard\n",
        "\n",
        "# Define the Adam optimizer with a custom learning rate\n",
        "initial_learning_rate = 0.001\n",
        "optimizer = tf.keras.optimizers.Adam(learning_rate=initial_learning_rate)\n",
        "\n",
        "# Define callbacks\n",
        "callbacks = [\n",
        "    # Save the best model based on validation loss\n",
        "    ModelCheckpoint(filepath='best_model.keras', save_best_only=True, monitor='val_accuracy', verbose=1),\n",
        "\n",
        "    # Reduce learning rate when a metric has stopped improving\n",
        "    ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=0.01, verbose=1),\n",
        "\n",
        "    # Stop training when a monitored metric has stopped improving\n",
        "    EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True, verbose=1),\n",
        "\n",
        "    # TensorBoard for logging\n",
        "    TensorBoard(log_dir='./logs', histogram_freq=1)\n",
        "]\n",
        "\n",
        "# Compile the model with the Adam optimizer and the learning rate\n",
        "model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])"
      ],
      "metadata": {
        "id": "KoP6sm1BHXIX"
      },
      "execution_count": 163,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "num_epochs = 20\n",
        "history = model.fit(training_padded, training_labels, batch_size = 32, epochs=num_epochs, validation_data=(testing_padded, testing_labels), verbose=2, callbacks=callbacks)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mmRDm-KU5mg8",
        "outputId": "03523e67-b318-42ff-fc7d-6b49395a86f8"
      },
      "execution_count": 164,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20\n",
            "\n",
            "Epoch 1: val_accuracy improved from -inf to 0.67506, saving model to best_model.keras\n",
            "625/625 - 253s - 405ms/step - accuracy: 0.6218 - loss: 0.6739 - val_accuracy: 0.6751 - val_loss: 0.5539 - learning_rate: 0.0010\n",
            "Epoch 2/20\n",
            "\n",
            "Epoch 2: val_accuracy improved from 0.67506 to 0.85005, saving model to best_model.keras\n",
            "625/625 - 262s - 419ms/step - accuracy: 0.8426 - loss: 0.3788 - val_accuracy: 0.8501 - val_loss: 0.3597 - learning_rate: 0.0010\n",
            "Epoch 3/20\n",
            "\n",
            "Epoch 3: val_accuracy improved from 0.85005 to 0.85974, saving model to best_model.keras\n",
            "625/625 - 281s - 450ms/step - accuracy: 0.9244 - loss: 0.2161 - val_accuracy: 0.8597 - val_loss: 0.3799 - learning_rate: 0.0010\n",
            "Epoch 4/20\n",
            "\n",
            "Epoch 4: val_accuracy did not improve from 0.85974\n",
            "625/625 - 261s - 417ms/step - accuracy: 0.9624 - loss: 0.1237 - val_accuracy: 0.8533 - val_loss: 0.4602 - learning_rate: 0.0010\n",
            "Epoch 5/20\n",
            "\n",
            "Epoch 5: val_accuracy did not improve from 0.85974\n",
            "625/625 - 245s - 391ms/step - accuracy: 0.9811 - loss: 0.0751 - val_accuracy: 0.8444 - val_loss: 0.5109 - learning_rate: 0.0010\n",
            "Epoch 6/20\n",
            "\n",
            "Epoch 6: val_accuracy did not improve from 0.85974\n",
            "625/625 - 280s - 448ms/step - accuracy: 0.9878 - loss: 0.0522 - val_accuracy: 0.8471 - val_loss: 0.6258 - learning_rate: 0.0010\n",
            "Epoch 7/20\n",
            "\n",
            "Epoch 7: val_accuracy did not improve from 0.85974\n",
            "625/625 - 262s - 419ms/step - accuracy: 0.9923 - loss: 0.0384 - val_accuracy: 0.8404 - val_loss: 0.6407 - learning_rate: 0.0010\n",
            "Epoch 7: early stopping\n",
            "Restoring model weights from the end of the best epoch: 2.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sentence = [\"granny starting to fear spiders in the garden might be real\", \"game of thrones season finale showing this sunday night\"]\n",
        "sequences = tokenizer.texts_to_sequences(sentence)\n",
        "padded = pad_sequences(sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)\n",
        "print(model.predict(padded))"
      ],
      "metadata": {
        "id": "fVy4IQSp-G6V"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Plotting Accuracy and Loss Curves"
      ],
      "metadata": {
        "id": "MzRQBnUH8B8u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "def plot_graphs(history, string):\n",
        "  plt.plot(history.history[string])\n",
        "  plt.plot(history.history['val_'+string])\n",
        "  plt.xlabel(\"Epochs\")\n",
        "  plt.ylabel(string)\n",
        "  plt.legend([string, 'val_'+string])\n",
        "  plt.show()\n",
        "\n",
        "plot_graphs(history, \"accuracy\")\n",
        "plot_graphs(history, \"loss\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 884
        },
        "id": "EbWZ3uNs8CMm",
        "outputId": "1491b835-a4fa-4efc-8905-ff32829474a5"
      },
      "execution_count": 165,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Testing on Unseen Data"
      ],
      "metadata": {
        "id": "sKFb6z5477vi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sentence = [\"I am myself a king of my state\",\n",
        "            \"Code was shared in mail or in this chat?\",\n",
        "            \"This session was amazing\",\n",
        "            \"Data engineering is better then data science\",\n",
        "            \"poor man becomes PM\",\n",
        "            \"You are bald enough to have a haircut\",\n",
        "            \"my friend is going to loose\",\n",
        "            \"your posts are becoming too frequent these days\"\n",
        "            ]\n",
        "#model can only prediict input that is of same pattern as input given in training\n",
        "sequences = tokenizer.texts_to_sequences(sentence)\n",
        "padded = pad_sequences(sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)\n",
        "print(model.predict(padded))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1K3hBXg275Yd",
        "outputId": "3257b8ee-b9ac-4411-9da4-4b277c84f0d4"
      },
      "execution_count": 166,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 577ms/step\n",
            "[[0.03585336]\n",
            " [0.2899582 ]\n",
            " [0.03629853]\n",
            " [0.03566256]\n",
            " [0.8487291 ]\n",
            " [0.13790269]\n",
            " [0.03929442]\n",
            " [0.03569541]]\n"
          ]
        }
      ]
    }
  ]
}