Stance_DetectionV2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Alternus - Vera : Stance Detection\n",
    "\n",
    "Author: Vidhi Shah\n",
    "***\n",
    "The idea of fake news is often referred to as click-bait in social trends and is defined as a “made up story with an intention to deceive, geared towards getting clicks”. Some news articles have titles which grab a reader’s interest. Yet, the author only emphasizes a specific part of the article in the title. If the article itself does not focus on or give much truth to what the title had written, the news may be misleading.\n",
    "\n",
    "The goal of this project is to use natural language processing techniques to automate stance detection, since it is not practical for humans to fact check every piece of information produced by the media.\n",
    "\n",
    "Stance detection is a method used to determine the quality of a news article by taking into consideration what other organisations write about the same headline. A body of text is claimed to agree, disagree, discuss, or be unrelated to a headline, Fake News Challenge (2016) Stance detection is the method that will be used to determine the quality of a news source. \n",
    "\n",
    "From the [FakeChallenge.org](http://fakenewschallenge.org) a dataset hase been provided which consists of a headline and a body of text. This body of text may be from a different article. Allowing bodies of text from different articles allows this system to take into account what the other organisations are saying about he same headline. The output of the system will be the stance of the body of text related to the title. The system will support will support the following stance types:\n",
    "- Agrees\n",
    "- Disagrees\n",
    "- Discusses\n",
    "- Unrelated\n",
    "\n",
    "With this system, for a set of news headlines, statistics can be gathered with respect to the stances. With these statistics, a user can come to their own conclusion of whether a new organisation has reputable news sources. To achieve these stances, this system will train on the data supplied by the fake news challenge. This data will provide the stance along with the headline and body to allow the system to learn which word combinations lead to which stance. For testing, data will be provided without the stances.\n",
    "\n",
    "This project was inspired by the Fake News Challenge (FNC)\n",
    "[FakeChallenge.org](http://fakenewschallenge.org) <br />\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! pip install langdetect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import path\n",
    "from sklearn.pipeline import Pipeline, FeatureUnion\n",
    "from sklearn.preprocessing import FunctionTransformer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn import metrics\n",
    "import pylab as py\n",
    "from scipy.sparse import hstack\n",
    "from scipy.sparse import coo_matrix\n",
    "from tqdm import tqdm\n",
    "from scipy import sparse\n",
    "import csv, random, numpy, os, re, nltk, scipy, gensim\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn import tree\n",
    "from langdetect import detect\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from csv import DictReader\n",
    "import numpy as np\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from xgboost import XGBClassifier\n",
    "# import score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataSet():\n",
    "    def __init__(self, path=\"data\"):\n",
    "        self.path = path\n",
    "\n",
    "        print(\"Reading dataset\")\n",
    "        bodies = \"train_bodies.csv\"\n",
    "        stances = \"train_stances.csv\"\n",
    "\n",
    "        self.stances = self.read(stances)\n",
    "        articles = self.read(bodies)\n",
    "        self.articles = dict()\n",
    "\n",
    "        #make the body ID an integer value\n",
    "        for s in self.stances:\n",
    "            s['Body ID'] = int(s['Body ID'])\n",
    "\n",
    "        #copy all bodies into a dictionary\n",
    "        for article in articles:\n",
    "            self.articles[int(article['Body ID'])] = article['articleBody']\n",
    "\n",
    "        print(\"Total stances: \" + str(len(self.stances)))\n",
    "        print(\"Total bodies: \" + str(len(self.articles)))\n",
    "\n",
    "\n",
    "\n",
    "    def read(self,filename):\n",
    "        rows = []\n",
    "        with open(self.path + \"/\" + filename, \"r\", encoding='utf-8') as table:\n",
    "            r = DictReader(table)\n",
    "\n",
    "            for line in r:\n",
    "                rows.append(line)\n",
    "        return rows\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading dataset\n",
      "Total stances: 49972\n",
      "Total bodies: 1683\n"
     ]
    }
   ],
   "source": [
    "dataset = DataSet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([('Headline',\n",
       "              \"Police find mass graves with at least '15 bodies' near Mexico town where 43 students disappeared after police clash\"),\n",
       "             ('Body ID', 712),\n",
       "             ('Stance', 'unrelated')])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.stances[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Danny Boyle is directing the untitled film\\n\\nSeth Rogen is being eyed to play Apple co-founder Steve Wozniak in Sony’s Steve Jobs biopic.\\n\\nDanny Boyle is directing the untitled film, based on Walter Isaacson\\'s book and adapted by Aaron Sorkin, which is one of the most anticipated biopics in recent years.\\n\\nNegotiations have not yet begun, and it’s not even clear if Rogen has an official offer, but the producers — Scott Rudin, Guymon Casady and Mark Gordon — have set their sights on the talent and are in talks.\\n\\nOf course, this may all be for naught as Christian Bale, the actor who is to play Jobs, is still in the midst of closing his deal. Sources say that dealmaking process is in a sensitive stage.\\n\\nInsiders say Boyle will is flying to Los Angeles to meet with actress to play one of the female leads, an assistant to Jobs. Insiders say that Jessica Chastain is one of the actresses on the meeting list.\\n\\nWozniak, known as \"Woz,\" co-founded Apple with Jobs and Ronald Wayne. He first met Jobs when they worked at Atari and later was responsible for creating the early Apple computers.'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.articles[712]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_ids(file,base):\n",
    "    ids = []\n",
    "    with open(base+\"/\"+file,\"r\") as f:\n",
    "        for line in f:\n",
    "            ids.append(int(line))\n",
    "        return ids\n",
    "    \n",
    "def split(dataset, base=\"splits\"):\n",
    "    if not (os.path.exists(base+\"/\"+\"training_ids.txt\")\n",
    "            and os.path.exists(base+\"/\"+\"dev_ids.txt\") and os.path.exists(base+\"/\"+\"test_ids.txt\")):\n",
    "        raise Exception(\"There is an error and the dataset reader cannot find the \"\n",
    "                        \"{training_ids|test_ids|dev_ids}.txt file. Please make sure your python paths \"\n",
    "                        \"are configured correctly\")\n",
    "\n",
    "    training_ids = read_ids(\"training_ids.txt\",base)\n",
    "    dev_ids = read_ids(\"dev_ids.txt\",base)\n",
    "    test_ids = read_ids(\"test_ids.txt\",base)\n",
    "\n",
    "    #return the stances that meet these criteria\n",
    "    training_stances = []\n",
    "    dev_stances = []\n",
    "    test_stances = []\n",
    "\n",
    "    for stance in dataset.stances:\n",
    "        if stance['Body ID'] in training_ids:\n",
    "            training_stances.append(stance)\n",
    "        elif stance['Body ID'] in dev_ids:\n",
    "            dev_stances.append(stance)\n",
    "        elif stance['Body ID'] in test_ids:\n",
    "            test_stances.append(stance)\n",
    "\n",
    "\n",
    "    return {\"training\":training_stances, \"dev\":dev_stances, \"test\": test_stances}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "[1] Loading data..\n",
      "\t-Training size:\t 40106\n",
      "\t-Dev size:\t 4835\n",
      "\t-Test data:\t 5031\n"
     ]
    }
   ],
   "source": [
    "print(\"\\n[1] Loading data..\")\n",
    "data_splits = split(dataset)\n",
    "# in the format: Stance, Headline, BodyID\n",
    "training_data = data_splits['training']\n",
    "dev_data = data_splits['dev']\n",
    "test_data = data_splits['test'] # currently 0 test points\n",
    "\n",
    "# Change the number of training examples used.\n",
    "N = int(len(training_data) * 1.0)\n",
    "training_data = training_data[:N]\n",
    "\n",
    "print(\"\\t-Training size:\\t\", len(training_data))\n",
    "print(\"\\t-Dev size:\\t\", len(dev_data))\n",
    "print(\"\\t-Test data:\\t\", len(test_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1683"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataset.articles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the bodies of training data points\n",
    "def get_bodies(data):\n",
    "    bodies = []\n",
    "    for i in range(len(data)):\n",
    "        bodies.append(dataset.articles[data[i]['Body ID']])\n",
    "    return bodies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the headlines of training data points\n",
    "def get_headlines(data):\n",
    "    headlines = []\n",
    "    for i in range(len(data)):\n",
    "        headlines.append(data[i]['Headline'])\n",
    "    return headlines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40106\n",
      "40106\n",
      "4835\n",
      "4835\n",
      "5031\n",
      "5031\n"
     ]
    }
   ],
   "source": [
    "# Get bodies and headlines for dev and training data\n",
    "training_bodies = get_bodies(training_data)\n",
    "training_headlines = get_headlines(training_data)\n",
    "dev_bodies = get_bodies(dev_data)\n",
    "dev_headlines = get_headlines(dev_data)\n",
    "test_bodies = get_bodies(test_data)\n",
    "test_headlines = get_headlines(test_data)\n",
    "\n",
    "print(len(training_bodies))\n",
    "print(len(training_headlines))\n",
    "print(len(dev_bodies))\n",
    "print(len(dev_headlines))\n",
    "print(len(test_bodies))\n",
    "print(len(test_headlines))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for extracting tf-idf vectors (for both the bodies and the headlines).\n",
    "# https://www.kaggle.com/adamschroeder/countvectorizer-tfidfvectorizer-predict-comments\n",
    "\n",
    "def extract_tfidf(training_headlines, training_bodies, dev_headlines=\"\", dev_bodies=\"\", test_headlines=\"\", test_bodies=\"\"):\n",
    "    # Body vectorisation\n",
    "    body_vectorizer = TfidfVectorizer(ngram_range=(1, 2), lowercase=True, stop_words='english')#, max_features=1024)\n",
    "    bodies_tfidf = body_vectorizer.fit_transform(training_bodies)\n",
    "\n",
    "    # Headline vectorisation\n",
    "    headline_vectorizer = TfidfVectorizer(ngram_range=(1, 2), lowercase=True, stop_words='english')#, max_features=1024)\n",
    "    headlines_tfidf = headline_vectorizer.fit_transform(training_headlines)\n",
    "\n",
    "    # Tranform dev/test bodies and headlines using the trained vectorizer (trained on training data)\n",
    "    bodies_tfidf_dev = body_vectorizer.transform(dev_bodies)\n",
    "    headlines_tfidf_dev = headline_vectorizer.transform(dev_headlines)\n",
    "\n",
    "    bodies_tfidf_test = body_vectorizer.transform(test_bodies)\n",
    "    headlines_tfidf_test = headline_vectorizer.transform(test_headlines)\n",
    "    \n",
    "    feature_names = np.array(body_vectorizer.get_feature_names())\n",
    "    sorted_by_idf = np.argsort(body_vectorizer.idf_) \n",
    "    print('Features with lowest and highest idf in the body vector:\\n')\n",
    "    # The token which appears maximum times but it is also in all documents, has its idf the lowest\n",
    "    print(\"Features with lowest idf:\\n{}\".format(\n",
    "    feature_names[sorted_by_idf[:10]]))\n",
    "    # The tokens can have the most idf weight because they are the only tokens that appear in one document only\n",
    "    print(\"\\nFeatures with highest idf:\\n{}\".format(\n",
    "    feature_names[sorted_by_idf[-10:]]))\n",
    "\n",
    "    # Combine body_tfdif with headline_tfidf for every data point. \n",
    "    training_tfidf = scipy.sparse.hstack([bodies_tfidf, headlines_tfidf])\n",
    "    dev_tfidf = scipy.sparse.hstack([bodies_tfidf_dev, headlines_tfidf_dev])\n",
    "    test_tfidf = scipy.sparse.hstack([bodies_tfidf_test, headlines_tfidf_test])\n",
    "\n",
    "    return training_tfidf, dev_tfidf, test_tfidf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "lemmatizer = nltk.WordNetLemmatizer()\n",
    "\n",
    "# Tokenisation, Normalisation, Capitalisation, Non-alphanumeric removal, Stemming-Lemmatization\n",
    "def preprocess(string):\n",
    "    # to lowercase, non-alphanumeric removal\n",
    "    step1 = \" \".join(re.findall(r'\\w+', string, flags=re.UNICODE)).lower()\n",
    "    step2 = [lemmatizer.lemmatize(t).lower() for t in nltk.word_tokenize(step1)]\n",
    "\n",
    "    return step2\n",
    "\n",
    "# Function for extracting word overlap\n",
    "def extract_word_overlap(headlines, bodies):\n",
    "    word_overlap = []\n",
    "    for i, (headline, body) in tqdm(enumerate(zip(headlines, bodies))):\n",
    "        preprocess_headline = preprocess(headline)\n",
    "        preprocess_body = preprocess(body)\n",
    "        \n",
    "        # Lenght of common words b/w body and headline / Length of all the words of body & headline\n",
    "        features = len(set(preprocess_headline).intersection(preprocess_body)) / float(len(set(preprocess_headline).union(preprocess_body)))\n",
    "        word_overlap.append(features)\n",
    "        \n",
    "        # Convert the list to a sparse matrix (in order to concatenate the cos sim with other features)\n",
    "        word_overlap_sparse = scipy.sparse.coo_matrix(numpy.array(word_overlap)) \n",
    "    return word_overlap_sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for extracting the cosine similarity between bodies and headlines. \n",
    "def extract_cosine_similarity(headlines, bodies):\n",
    "    vectorizer = TfidfVectorizer(ngram_range=(1,2), lowercase=True, stop_words='english')#, max_features=1024)\n",
    "    \n",
    "    cos_sim_features = []\n",
    "    for i in range(0, len(bodies)):\n",
    "        body_vs_headline = []\n",
    "        body_vs_headline.append(bodies[i])\n",
    "        body_vs_headline.append(headlines[i])\n",
    "        tfidf = vectorizer.fit_transform(body_vs_headline)\n",
    "        \n",
    "        cosine_similarity = (tfidf * tfidf.T).A\n",
    "        cos_sim_features.append(cosine_similarity[0][1])\n",
    "\n",
    "    # Convert the list to a sparse matrix (in order to concatenate the cos sim with other features)\n",
    "    cos_sim_array = scipy.sparse.coo_matrix(numpy.array(cos_sim_features)) \n",
    "\n",
    "    return cos_sim_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for combining features of various types (lists, coo_matrix, np.array etc.)\n",
    "def combine_features(tfidf_vectors, cosine_similarity, word_overlap):\n",
    "    combined_features =  sparse.bmat([[tfidf_vectors, word_overlap.T, cosine_similarity.T]])\n",
    "    return combined_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function for extracting features\n",
    "# Feautres: 1) Word Overlap, 2) TF-IDF vectors, 3) Cosine similarity, 4) Word embeddings\n",
    "def extract_features(train, dev, test):\n",
    "# Get bodies and headlines for dev and training data\n",
    "    training_bodies = get_bodies(training_data)\n",
    "    training_headlines = get_headlines(training_data)\n",
    "    dev_bodies = get_bodies(dev_data)\n",
    "    dev_headlines = get_headlines(dev_data)\n",
    "    test_bodies = get_bodies(test_data)\n",
    "    test_headlines = get_headlines(test_data)\n",
    "\n",
    "    # Extract tfidf vectors\n",
    "    print(\"\\t-Extracting tfidf vectors..\")\n",
    "    training_tfidf, dev_tfidf, test_tfidf = extract_tfidf(training_headlines, training_bodies, dev_headlines, dev_bodies, test_headlines, test_bodies)\n",
    "    print(\"\\t-Tfidf vectors extracted..\")\n",
    "\n",
    "    # Extract word overlap \n",
    "    print(\"\\t-Extracting word overlap..\")\n",
    "    training_overlap = extract_word_overlap(training_headlines, training_bodies)\n",
    "    dev_overlap = extract_word_overlap(dev_headlines, dev_bodies)\n",
    "    test_overlap = extract_word_overlap(test_headlines, test_bodies)\n",
    "    print(\"\\t-Word overlap extracted..\")\n",
    "\n",
    "#     # Extract cosine similarity between bodies and headlines. \n",
    "    print(\"\\t-Extracting cosine similarity..\")\n",
    "    training_cos = extract_cosine_similarity(training_headlines, training_bodies)\n",
    "    dev_cos = extract_cosine_similarity(dev_headlines, dev_bodies)\n",
    "    test_cos = extract_cosine_similarity(test_headlines, test_bodies)\n",
    "    print(\"\\t-Cosine similarity extracted..\")\n",
    "\n",
    "    # Combine the features\n",
    "    training_features = combine_features(training_tfidf, training_cos, training_overlap)\n",
    "    dev_features = combine_features(dev_tfidf, dev_cos, dev_overlap)\n",
    "    test_features = combine_features(test_tfidf, test_cos, test_overlap)\n",
    "    print(\"\\t-Combined features returned..\")\n",
    "\n",
    "    return training_features, dev_features, test_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[OrderedDict([('Headline',\n",
       "               'Vandals add rude paint job to $2.5m Bugatti (but luckily for the owner it all turned out to be a hoax)'),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'No, Robert Plant Didn’t Rip Up an $800 Million Contract'),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline', 'N. Korea’s Kim has leg injury but in control'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Who Is Michael Zehaf-Bibeau? Ottawa Shooter Suspect Identified By Canadian Officials '),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Taylor Lianne Chandler: Michael Phelps' Cougar Girlfriend Revealed?\"),\n",
       "              ('Body ID', 1337),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Catholic Priest Dead For 48 Minutes, Is Miraculously Revived – His Revelations About God Are Even More Shocking'),\n",
       "              ('Body ID', 289),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigeria and Boko Haram 'agree ceasefire and girls' release'\"),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Amazon's first brick-and-mortar store said to open in Manhattan\"),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Durex Is Not Making Pumpkin Spice Condoms After All: A Hoax Debunked'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Moment Michael Brown was shot dead 'caught on audio recording': FBI handed potentially damning tape of ELEVEN shots being fired - including final volley of 'kill shots'\"),\n",
       "              ('Body ID', 32),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video showing American journalist beheaded believed real, officials and family say'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'US probing claims ISIS fighters seized airdropped weapons meant for Kurds'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Saudi Arabian cleric issues fatwa against snowmen'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Video: America’s Air Dropped Weapons Now in Our Hands'),\n",
       "              ('Body ID', 2168),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vice CEO Throws Down $300K on Lavish Vegas Dinner'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"J.J. Abrams Asks Disney To Move Up 'Star Wars: The Force Awakens' Release Date\"),\n",
       "              ('Body ID', 808),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Lego letter to parents in 1974 on gender equality still resonates 40 years on'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'They ate through the ceilings and pooped on the keyboards': Rats are 'taking over' Vogue's new World Trade Center office and Anna Wintour 'no longer wants to work there'\"),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New policy could reduce marijuana possession arrests'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Did NBC Nightly News Go Live To A Man Who Was Taking A Piss?'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"ESPN's Domestic Violence Panel Is Missing Something Important\"),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Boko Haram denies it has agreed ceasefire'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Kurds Deny Gill Rosenberg was in Kobane'),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Lynch mob chop man's penis off after catching him allegedly trying to rape teenager\"),\n",
       "              ('Body ID', 1476),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider burrowed under Bali tourist's skin\"),\n",
       "              ('Body ID', 2293),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico Says Missing Students Not Found In First Mass Graves'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Police hunt tweed-jacket wearing man who slaps shoppers for SNEEZING'),\n",
       "              ('Body ID', 678),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meteorite leaves crater in Nicaraguan capital Managua'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'No, Saudi TV Did Not Blur Out Images of Michelle Obama'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple in talks to become launch partner for cable-free HBO Now service'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Christian Bale won't play Steve Jobs\"),\n",
       "              ('Body ID', 2455),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Lebanon detains wife and son of Al-Baghdadi'),\n",
       "              ('Body ID', 2337),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New iOS 8 bug can delete all of your iCloud documents'),\n",
       "              ('Body ID', 2054),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'No, Banksy has not been arrested (sigh)'),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man who skipped work for 24 years is finally fired'),\n",
       "              ('Body ID', 1951),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New Audio Shows Michael Brown Was Shot at 11 Times'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ferguson riots: audio may have captured Michael Brown shooting'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: 4 ISIS Terrorists Caught at Southern Border in 36 Hrs'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram ceasefire ignored as violence flares in Borno state'),\n",
       "              ('Body ID', 2139),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline', 'Batman Set To Play Steve Jobs In Upcoming Biopic'),\n",
       "              ('Body ID', 1846),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Obama Denounces James Foley's Execution: 'Today The Entire World Is Appalled'\"),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Former Baseball Star Jose Canseco Accidentally Shot At Home'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in talks to play Steve Jobs for Sony, Danny Boyle'),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Cold Turkey'),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Eyewitness Says Viral Video of Homeless Man Was Staged'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Seth Rogen to Star as Steve Wozniak in Sony's Steve Jobs Biopic [Updated]\"),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hilarious: North Dakota Pays Special Tribute to President Obama'),\n",
       "              ('Body ID', 265),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple may launch 12-inch MacBook Air with Retina Display'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Microsoft turns to robotic security guards to watch for trouble'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Audio Reveals Pause Between Gunshots When Michael Brown Was Shot'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'GOP Rep: ‘At Least Ten ISIS Fighters Have Been Caught Coming Across The Mexican Border’'),\n",
       "              ('Body ID', 416),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'Spiderman' squished: Perth experts debunk spider burrowing claims\"),\n",
       "              ('Body ID', 2293),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Fighters Getting Caught Coming Across the U.S.-Mexican Border?'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"No, A Spider Did Not Burrow Under A Man's Skin And Live There For Days\"),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Oscar winner Christian Bale to play Steve Jobs in upcoming biopic'),\n",
       "              ('Body ID', 458),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Reports: Jihadists Steal Commercial Jets, Raise 9/11 Fears'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Apple's New MacBook Will Be A Thinner, Cleaner, Faster 12-Inch MacBook Air\"),\n",
       "              ('Body ID', 2497),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Soldier shot in Ottawa at War Memorial'),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vladimir Putin’s Motorcade Looks Like A Massive Knob'),\n",
       "              ('Body ID', 837),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Armed U.S. drones spotted flying over Syria in possible hunt for ISIS leader'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fence jumper reportedly made it much further into White House than Secret Service said'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Shocking picture shows mother trying to sell her own son to pay for twin daughter's cancer treatment\"),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Real-life Magneto boy 'becomes living magnet' after getting massive electric shock from street lamp\"),\n",
       "              ('Body ID', 2215),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Dera Sacha Sauda Chief Forced Castration of 400 Devotees? CBI Files Case Against 'MSG: The Messenger of God' Actor\"),\n",
       "              ('Body ID', 322),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Jihadi John UNMASKED: Islamic State killer NAMED as west Londoner Mohammed Emwazi'),\n",
       "              ('Body ID', 1346),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               '#ISIS beheads photojournalist James Wright Foley in a massage to US to end its intervention in #Iraq.'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'US Marine survives headshot in Afghanistan'),\n",
       "              ('Body ID', 532),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Kim Jong-Un 'Has Difficulty Walking And Needs About 100 Days To Recuperate'\"),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kidnapped Nigerian schoolgirls: Government claims ceasefire deal with Boko Haram that will bring missing girls home'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', \"Questions raised over Nicaragua 'meteorite'\"),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'White House Fence Jumper Pushed Past Female Guard'),\n",
       "              ('Body ID', 532),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Wright Foley, Kidnapped Journalist, Apparently Executed by ISIS'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Alleged audio of Michael Brown shooting released'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Magic Mushrooms Found in Queen Elizabeth's Garden at Buckingham Palace\"),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Doubts cast over Nicaragua meteorite claim'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Tourist wakes to find strange red trail on his stomach - and discovers a spider has burrowed through his appendix scar and crawled UNDER his skin while on holiday in Bali'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That Was Fast: Christian Bale Bails on Steve Jobs Biopic'),\n",
       "              ('Body ID', 458),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Wright Foley, Kidnapped Journalist, Apparently Executed by ISIS'),\n",
       "              ('Body ID', 578),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"No, Saudi TV Didn't Blur Out Michelle Obama's Face When the President Met King Salman\"),\n",
       "              ('Body ID', 2251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'MPs credit sergeant-at-arms for saving lives in Parliament Hill shootings'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Christian Bale Drops Out of Steve Jobs Biopic'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Oscar winner Christian Bale to play Steve Jobs in upcoming biopic'),\n",
       "              ('Body ID', 2455),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Nun gives birth, intends to keep baby'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Pull the other Un! North Korean dictator has not been seen for weeks because he 'pulled tendon while doing drill with his generals'\"),\n",
       "              ('Body ID', 117),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Israeli Canadian fighting ISIS posts on Facebook: I'm safe and secure\"),\n",
       "              ('Body ID', 1330),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video: Islamic State Claims to Have Captured US Weapons Airdrop Near Kobane'),\n",
       "              ('Body ID', 2168),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Graphic Photo: Oliver Ilic Uses Razor Blade To Slice Off Own Manhood After Girlfriend Broke Up With Him'),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Michael Phelps’ alleged girlfriend says she was born intersex'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Nigerian Woman Quarantined in KC with Ebola-Like Symptoms (Video)'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale passes on role of Steve Jobs, actor reportedly felt he wasn't right for part\"),\n",
       "              ('Body ID', 1846),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Sick Kansas City man said not to have Ebola, U.S. plans new steps to fight virus'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Ottawa Shooting: Soldier Shot at Canada's National War Memorial\"),\n",
       "              ('Body ID', 2281),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meteorite leaves crater in Nicaraguan capital Managua'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '280 Pound Catfish: Fisherman Makes Huge Catch In Italy, Catfish Could Set Record'),\n",
       "              ('Body ID', 793),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Saudis Say Michelle Obama Not Blurred on TV'),\n",
       "              ('Body ID', 2251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Reports of missing Libyan planes raise 9/11 terror fears'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"James Foley remembered as 'brave and tireless' journalist\"),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Parliament Hill shooting: Sergeant-At-Arms Kevin Vickers the family hero who took down Ottawa gunman'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '11 Tripoli Planes Still Missing, Sparks 9/11 Concerns'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Female Israeli fighter said abducted by Islamic State  Read more: Female Israeli fighter said abducted by Islamic State'),\n",
       "              ('Body ID', 1476),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Insiders Claim Steel Apple Watch to Start at $500, Gold at $4,000'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Media reports identify Londoner as Islamic State's ‘Jihadi John’\"),\n",
       "              ('Body ID', 1346),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New Audio Shows Michael Brown Was Shot at 11 Times'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mystery man slaps shoppers around head for sneezing'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'North Korean leader Kim Jong-un’s mystery illness actually two broken ankles, newspaper says'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Soldier shot at war memorial in Canada'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"PGA Spokesman and Tiger Woods' Agent Deny Drug Suspension Allegations\"),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Microsoft Hires Dalek-style Robocops to Guard Silicon Valley HQ'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Cease-Fire: Abducted Nigerian Schoolgirls To Be Released, Officials Say'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Internet Tried To Make Axl Rose Its Latest Death Hoax Victim'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria: hopes for return of kidnapped schoolgirls rise after ceasefire reported'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'US Marine survives headshot from Taliban (video)'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'HORROR: ISIS Fighters Have Reportedly Contracted Ebola'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'This Soap Opera Star Reportedly Had His Testicles Stolen By An ‘Attractive Blonde’ Organ Trafficker'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIS leader ‘killed’ in US airstrikes'),\n",
       "              ('Body ID', 62),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'UPDATE: BATMAN v SUPERMAN Batmobile Reportedly Stolen By (Shocker!) Detroit Locals'),\n",
       "              ('Body ID', 942),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic Tribunal Using Sharia Law In Texas Has Been Confirmed Tribunal members say they will avoid Sharia\\'s \"criminal law.\"'),\n",
       "              ('Body ID', 1503),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Cameron vows to hunt down IS 'monsters' after Haines murder\"),\n",
       "              ('Body ID', 1757),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nasa questions whether crater in Nicaragua caused by meteorite'),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline', \"US officials: Video shows American's execution\"),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"That powerful Lego letter to parents from the 1970s? It's real\"),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fears journalist James Wright Foley beheaded by Islamic State jihadists in ‘message’ to United States'),\n",
       "              ('Body ID', 1288),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Angry mob hacks off alleged rapist's genitals with meat cleaver after dragging him into butchers\"),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico Says Missing Students Not Found In First Mass Graves'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"David Haines beheading video confirmed genuine; UK PM Cameron vows to hunt down ISIS 'monsters'\"),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fidel Castro Dead? Yes, He Is… But The Cuban Leader Is Alive, Death Rumors Proven False'),\n",
       "              ('Body ID', 2506),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Islamic State leader's family detained by Lebanon, officials say\"),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"No, Banksy Didn't Create That 'Charlie Hebdo' Tribute Cartoon, But That Doesn't Mean You Can't Appreciate It\"),\n",
       "              ('Body ID', 2024),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Nearly a Dozen Commercial Airliners Missing Ahead of 9/11 Anniversary After Islamists Overrun Libyan Airport'),\n",
       "              ('Body ID', 1312),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kidnapped Nigerian schoolgirls: Government claims ceasefire deal with Boko Haram that will bring missing girls home'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'Jihadi John' identified: ISIS killer named as Mohammed Emwazi from West London\"),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Texas plumber's truck on front line of Syria war\"),\n",
       "              ('Body ID', 1317),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Schoolboy who got electric shock from lamppost claims he now has magnetic powers'),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraqi media: ISIS militants have contracted Ebola'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man cuts off manhood, throws it in the bin, after girlfriend leaves over small penis'),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Isis 'fed murdered kidnap victim to his own mother after she travelled to their headquarters and demanded to see him'\"),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Foley, Missing American Photojournalist, Reportedly Executed By ISIS In Syria'),\n",
       "              ('Body ID', 880),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'The Case of the Stolen Batmobile Has Been Solved'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'UPDATE: Internet report of Ebola outbreak in Purdon not true'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic Militants Post Video Claiming to Show Beheading of U.S. Journalist'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Missing Libyan aircraft spark fears of 9/11-style attack in North Africa'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'UPDATE: Internet report of Ebola outbreak in Purdon not true'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Lebanon confirms holding ISIS chief’s kin'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Web of confusion as scientists cast doubt on man's claims that a spider burrowed into his stomach through his SCAR\"),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIL video claims beheading of kidnapped journalist James Foley'),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch to Be Shower-Proof, Have 100,000 Apps at Launch: Reports'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Missing jetliners raise fear of new 9/11-style attacks after Libyan airport falls to Islamic militants'),\n",
       "              ('Body ID', 170),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch to Be Shower-Proof, Have 100,000 Apps at Launch: Reports'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'U.S. Hostage Luke Somers Killed During Yemen Rescue Bid: Family'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State claims to have beheaded American journalist'),\n",
       "              ('Body ID', 1288),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', \"Vigilantes cut off alleged rapist's penis\"),\n",
       "              ('Body ID', 654),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'There has been a shooting at the War Memorial on Parliament Hill. Unconfirmed reports say a soldier was shot.'),\n",
       "              ('Body ID', 170),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIL Beheads American Photojournalist in Iraq'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Rumor: Stainless Steel Apple Watch Will Cost $500, Gold $4,000'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'More American Weapons for ISIS'),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man cuts off manhood, throws it in the bin, after girlfriend leaves over small penis'),\n",
       "              ('Body ID', 1410),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'REPORT: Alleged New Audio of Michael Brown Shooting'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in talks to play Steve Jobs for Sony, Danny Boyle'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Story Of The High School Trader Who Made $72 Million Is A Rumor Spun Out Of Control'),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'NASA Raises Doubts About Reports of Nicaraguan Meteorite'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Spider Burrows Into Australian Man's Appendix Scar (VIDEO)\"),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State militants claim to behead missing American journalist'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ann Arbor pizza delivery driver surprised with $2,000 tip'),\n",
       "              ('Body ID', 623),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That’s one way to clean it: Apple Watch will reportedly survive a trip through the shower'),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Batmobile Stolen From 'Batman V Superman: Dawn Of Justice' Set? Report Claims That One Of The Batmobile Models Is Missing! Detroit Locals Responsible?\"),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Accused Boston Marathon Bomber Severely Injured In Prison, May Never Walk Or Talk Again'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Kim Jong-un: obese leader 'fractured both ankles'\"),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Detroit Police Issue Statement That The Batmobile Is Safe'),\n",
       "              ('Body ID', 1459),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Steve Jobs Biopic Eyes Seth Rogen to Play Apple Co-Founder Steve Wozniak'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CPWD official sacked for absence from duty for 25 years'),\n",
       "              ('Body ID', 829),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline', 'Nigeria says ceasefire agreed with Boko Haram'),\n",
       "              ('Body ID', 1027),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nun gives birth to surprise baby after complaining of stomach pains'),\n",
       "              ('Body ID', 1412),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hundreds of Palestinians flee as Israel opens dams into Gaza Valley'),\n",
       "              ('Body ID', 1965),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'North Korea ordered citizens named Kim Jong Un to change their names, says new report'),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Spider burrowed into appendix scar, crawled through WA man's body\"),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'The “Flood Libel” Propagandists of 2015'),\n",
       "              ('Body ID', 1965),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline', 'Saudi cleric condemns snowmen as anti-Islamic'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'British rapper a suspect in ISIS beheading'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Big Bank Hank, co-founder of the Sugarhill Gang, has died'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"ESPN's Domestic Violence Panel Is Missing Something Important\"),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch Stainless Steel variant reportedly priced at $500, $4,000 for the gold variant'),\n",
       "              ('Body ID', 829),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Foley, Missing American Photojournalist, Reportedly Executed By ISIS In Syria'),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'HBO and Apple in Talks for $15/Month Apple TV Streaming Service Launching in April'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'This Is The Most Epic Way To Quit Your Job'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraqi media: ISIS militants have contracted Ebola'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Abdel-Majed Abdel Bary in Foley beheading: London rapper songs help identify him'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Sugarhill Gang Rapper ‘Big Bank Hank’ Dies at 57'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Confusion Surrounds Capture Of “ISIS Leader’s Wife”'),\n",
       "              ('Body ID', 2337),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State claims it executed American photojournalist James Foley'),\n",
       "              ('Body ID', 1288),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Christian Bale Drops Out of Steve Jobs Biopic'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'These egalitarian Lego instructions from the 1970s are pretty cool, but are they real?'),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Internet Tried To Make Axl Rose Its Latest Death Hoax Victim'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Lebanon confirms holding ISIS chief’s kin'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Did Kim Yo-Jong Take Kim Jong Un’s Role? North Korea Ill Health Rumors Are ‘Fabricated’'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Oscar winner Christian Bale to play Steve Jobs in upcoming biopic'),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Senator: Detainees swapped for Bergdahl have contacted militants'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Bodies In Mexico Mass Grave Apparently Not Those Of Missing Students'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Beheading of U.S. Journalist James Foley Posted to YouTube'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Boko Haram blamed for raids despite truce claim'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'FIDEL CASTRO DEATH WATCH: RUMORS HEAT UP, CUBA DENIES'),\n",
       "              ('Body ID', 2221),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Thanks Uncle Sam, we have your weapons airdrop: ISIS taunts America over intercepted weapons meant for Kurds'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"No - a Fox News Twitter account isn't responding to tweets on the #FoxNewsFacts hashtag\"),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Two GOP Congressmen Say Suspected Terrorists Caught Crossing U.S.–Mexico Border'),\n",
       "              ('Body ID', 385),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'NBC weatherman caught urinating in the woods live on air'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'American bombing had signed my death certificate': Missing US journalist James Wright Foley goes unflinching to his death as ISIS behead him in horrific video, as a warning to Obama\"),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               '#ISIS beheads photojournalist James Wright Foley in a massage to US to end its intervention in #Iraq.'),\n",
       "              ('Body ID', 578),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Isis Syria News: Video Shows US Airdropped Weapons and Grenades 'Captured by Islamic State'\"),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video shows ISIL beheading of photojournalist James Foley'),\n",
       "              ('Body ID', 880),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pentagon: Airstrike killed terror leader in Somalia'),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '‘Cannibal mother tries to eat her newborn baby after giving birth’'),\n",
       "              ('Body ID', 272),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video Purports To Show Beheading Of U.S. Journalist By Militants'),\n",
       "              ('Body ID', 880),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Large space object slams Nicaragua’s capital as asteroid passes Earth'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Kim Jong-un 'set to open a new restaurant in SCOTLAND'\"),\n",
       "              ('Body ID', 1312),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"One of 'Taliban Five' in Bowe Bergdahl swap allegedly returned to militancy\"),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man who skipped work for 24 years is finally fired'),\n",
       "              ('Body ID', 829),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Conde Nast's rat problem at One World Trade Centre: From red carpets to rodent droppings\"),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Macaulay Culkin Hasn’t Died Despite What Everyone Is Saying On Facebook'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Audio recording allegedly captures moment Michael Brown was shot'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram agrees to ceasefire, release of school girls'),\n",
       "              ('Body ID', 2139),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'WHO says reports of suspected Ebola cases in Iraq are untrue'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Canadian-Israeli Woman Says She Hasn’t Been Captured By ISIS'),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Rumor: Gold Apple Watch Edition priced up to $5,000, steel version at $500, will debut on Feb. 14'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria claims deal with Boko Haram on ceasefire, kidnapped girls'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Foley executioner said identified as British rapper  Read more: James Foley executioner said identified as British rapper'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"DNA test confirms child is IS head Abu Bakr al-Baghdadi's daughter\"),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Claims Boko Haram Will Release the Kidnapped Schoolgirls'),\n",
       "              ('Body ID', 2139),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'No, Saudi TV Did Not Blur Out Images of Michelle Obama'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"PopWatch Teenager fights for the right to be recognized as Teletubbies' smiling sun-baby\"),\n",
       "              ('Body ID', 1094),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Latest iOS 8 bug reportedly causes unwanted deletion of iCloud Drive documents'),\n",
       "              ('Body ID', 2054),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Expert casts doubt on Bunbury man Dylan Thomas’s burrowing stomach-spider story'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'The baby from Teletubbies reveals herself'),\n",
       "              ('Body ID', 1094),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'MPs credit sergeant-at-arms for saving lives in Parliament Hill shootings'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Michelle Obama Not Blurred Out on Saudi TV'),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Gene Munster Predicts $499 Steel Apple Watch, $4,999 for 18k Gold Edition'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Officials shoot down congressman's claims ISIS terrorists are running across US-Mexico border\"),\n",
       "              ('Body ID', 385),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State claims to have beheaded American journalist'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'FIDEL CASTRO DEATH WATCH: RUMORS HEAT UP, CUBA DENIES'),\n",
       "              ('Body ID', 2506),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'They ate through the ceilings and pooped on the keyboards': Rats are 'taking over' Vogue's new World Trade Center office and Anna Wintour 'no longer wants to work there'\"),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram denies truce to release kidnapped schoolgirls'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider burrowed under Bali tourist's skin\"),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'BREAKING: \"Brat Pack\" Judd Nelson Found Dead in Los Angeles Condo'),\n",
       "              ('Body ID', 1317),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pentagon: Somali terror group leader killed in U.S. airstrike'),\n",
       "              ('Body ID', 2506),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mass grave found after 40 students disappear in Mexican protest'),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Stainless steel Apple Watch could cost just $499, but gold will be 10 times as pricey'),\n",
       "              ('Body ID', 829),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Mohammed Emwazi: Man identified as Isis killer 'Jihadi John' was 'stopped by MI5' while on safari holiday in Africa in 2010\"),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Report: Apple Watch Will Need Charging Every Day'),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'From bendgate to hairgate: Now iPhone 6 users complain the device is ripping out their hair'),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '‘Jihadi John’: The Islamic State killer behind the mask is a young Londoner'),\n",
       "              ('Body ID', 1346),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'After Giving A Homeless Man $100, This Guy Secretly Filmed Him...'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram claims to have German hostage, denies ceasefire'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Wife and son of Islamic State leader Abu Bakr al-Baghdadi detained in Lebanon'),\n",
       "              ('Body ID', 170),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Saudi cleric issues fatwa on snowmen'),\n",
       "              ('Body ID', 942),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Google Said to Buy Redwood City Offices for $585 Million'),\n",
       "              ('Body ID', 1503),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Exits Steve Jobs Movie (Exclusive)'),\n",
       "              ('Body ID', 1846),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"James Foley remembered as 'brave and tireless' journalist\"),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Explosion reported near the Nicaraguan capital attributed to meteorite impact, but experts, including NASA, cast doubt on claims'),\n",
       "              ('Body ID', 1071),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nun Gives Birth To Baby Boy After Suffering Intense Stomach Pains'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Jilted lover chops off his penis after girlfriend dumps him'),\n",
       "              ('Body ID', 1410),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Missing American journalist reportedly beheaded by Islamic State '),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'An Audio Recording of the Michael Brown Shooting Has Reportedly Surfaced'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ann Arbor pizza delivery driver surprised with $2,000 tip'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Plays Alleged Recording of Michael Brown Shooting'),\n",
       "              ('Body ID', 2250),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Homeland Security: No ISIL fighters on U.S. border'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIS Beheads American Journalist'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple May Or May Not Hold An Event On The 24th Of February [Rumor]'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"It was me! Student, 19, reveals SHE was the Teletubbies' giggling baby in the sky - and was paid just £250 and a box of toys\"),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Vice's Shane Smith drops $300,000 on Vegas dinner\"),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video Purports to Show Beheading of American Journalist'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mass Graves Found In Mexico, Near Place Where 43 Students Went Missing'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'A Mass Grave Points to a Student Massacre in Mexico'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Caught a catfish record in Po: 127 kg and 2.67 meters'),\n",
       "              ('Body ID', 793),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'US hostage Luke Somers dies after rescue bid'),\n",
       "              ('Body ID', 1069),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Elderly Woman Arrested for Kidnapping Neighbor's Cats & Making Fur Coats\"),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kim Jong-un Broke Both Ankles and Is Hospitalized, Report Claims'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Hundreds mourn the 'death' of Fidel Castro after rumours sweep Twitter (but are they confusing him with recently departed Fidel Castro Odinga from Nairobi?)\"),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'This Is a Truly Horrifying Story About a Spider'),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boyfriend cuts off his penis and throws it in the bin after girlfriend dumps him for being bad in bed'),\n",
       "              ('Body ID', 1410),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'URGENT: ISIS leader Abu Bakr al-Baghdadi allegedly killed by US airstrikes'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Angry mob hacks off alleged rapist's genitals with meat cleaver after dragging him into butchers\"),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Attorney: New audio reveals pause in gunfire when Michael Brown was shot'),\n",
       "              ('Body ID', 2250),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That Boko Haram Ceasefire in Nigeria Isn’t A Ceasefire'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria: hopes for return of kidnapped schoolgirls rise after ceasefire reported'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Woman detained in Lebanon is not Isis leader’s wife, says Iraq'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIL allegedly kills US journalist in video'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Rapper identified as James Foley's executioner: reports\"),\n",
       "              ('Body ID', 1598),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video Purports To Show Beheading Of U.S. Journalist By Militants'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"11 jetliners 'missing' after Islamist takeover of airport\"),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'MPs credit sergeant-at-arms for saving lives in Parliament Hill shootings'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"It was me! Student, 19, reveals SHE was the Teletubbies' giggling baby in the sky - and was paid just £250 and a box of toys\"),\n",
       "              ('Body ID', 2391),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"‘Evil straight from the pits of hell': American journalist James Foley reportedly beheaded by ISIS\"),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Wife and child of Islamic State leader Baghdadi held in Lebanon'),\n",
       "              ('Body ID', 931),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Guantanamo detainee freed in Bowe Bergdahl swap 'back to terrorism'\"),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'An accidental delivery of arms to the Islamic State and the problem with airdrops'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in Talks to Play Steve Jobs (Exclusive)'),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico police find mass grave near site 43 students vanished'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man discovers spider living under his skin during Bali vacation'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'A Vice Guide To Spending $300,000 On Dinner'),\n",
       "              ('Body ID', 2251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraq Says Arrested Woman Is Not The Wife of ISIS Leader al-Baghdadi'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'WHO says reports of suspected Ebola cases in Iraq are untrue'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Oscar winner Christian Bale to play Steve Jobs in upcoming biopic'),\n",
       "              ('Body ID', 1841),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria: hopes for return of kidnapped schoolgirls rise after ceasefire reported'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'A soldier has been shot at Canada’s war memorial just steps away from the nation’s parliament'),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Appears To Behead American Photojournalist In YouTube Video'),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', \"The iPhone 6 'Hairgate' Is Not a Thing\"),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Priest' claim of seeing God as a woman dismissed as hoax\"),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Could Release Kidnapped Girls, Nigerian Officials Say'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hoax Alert: Father O’Neal, Who Has Met God and Thinks She’s a Woman, Is Made Up (Just Like God Herself)'),\n",
       "              ('Body ID', 678),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in talks to play Steve Jobs for Sony, Danny Boyle'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Kim Had Ankle Surgery:  Source'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'A Vice Guide To Spending $300,000 On Dinner'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"India: 400 men cut off their testicles to 'get closer to God' following advice from 'guru'\"),\n",
       "              ('Body ID', 322),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Mohammed Emwazi: Man identified as Isis killer 'Jihadi John' was 'stopped by MI5' while on safari holiday in Africa in 2010\"),\n",
       "              ('Body ID', 2125),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Guantanamo detainee freed in Bowe Bergdahl swap 'back to terrorism'\"),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Mum faces real-life Sophie's Choice – as she tries to sell her son to fund daughter's care\"),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'UPDATE: BATMAN v SUPERMAN Batmobile Reportedly Stolen By (Shocker!) Detroit Locals'),\n",
       "              ('Body ID', 425),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'US drones hunt Isis leader in Syria'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'The Chinese Guide to Avoiding a Bad English Name'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Obama denounces killing of journalist James Foley and pledges ‘justice’'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Six months after abducting Nigerian schoolgirls, Boko Haram reportedly wants to free them'),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pope says dogs can go to heaven: ‘Paradise is open to all of God’s creatures’'),\n",
       "              ('Body ID', 62),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meteorite makes big crater in Nicaragua, government says'),\n",
       "              ('Body ID', 217),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Breaking: Soldier shot at National War Memorial in Ottawa'),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Border Crisis: DHS Chief Says Terrorists Not Entering US Through Mexico'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Customer: I was fired for Comcast complaint'),\n",
       "              ('Body ID', 32),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'WHO investigates media reports ISIS fighters contracted Ebola'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale in Talks to Play Steve Jobs in Danny Boyle's Biopic\"),\n",
       "              ('Body ID', 1077),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Christian Bale Drops Out of Steve Jobs Biopic'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Journalist James Wright Foley reportedly beheaded by ISIS'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"North Korea reportedly bans anyone sharing Kim Jong Un's name\"),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vice CEO Throws Down $300K on Lavish Vegas Dinner'),\n",
       "              ('Body ID', 2447),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Audio recording allegedly captures at least 10 shots fired in Michael Brown killing'),\n",
       "              ('Body ID', 2250),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Reports: Boko Haram may release schoolgirls as part of deal'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Continuing Violence Puts Boko Haram Ceasefire In Jeopardy'),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'A New iOS 8 Bug Can Delete All Of Your iCloud Documents'),\n",
       "              ('Body ID', 2054),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Rumor: Stainless Steel Apple Watch Will Cost $500, Gold $4,000'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico checks if 43 missing students in mass grave'),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Boko Haram denies it has agreed ceasefire'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Seth Rogen may play Steve Wozniak alongside Christian Bale as Steve Jobs'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Reports: Boko Haram may release schoolgirls as part of deal'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '#Hairgate: iPhone 6 users say device pulls out hair'),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Attorney: New audio reveals pause in gunfire when Michael Brown was shot'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"80's Brat Pack star Judd Nelson forced to deny that he's dead after fake news story starts trending on social media\"),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS militants appear to behead abducted American journalist James Wright Foley in graphic video'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"ISIL militant 'Jihadi John' named by media\"),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch users will need to recharge nightly, company still working to improve uptime before launch'),\n",
       "              ('Body ID', 837),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Prankster Gives Homeless Man $100, Secretly Follows Him And Learns He Buys Food For Others'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Saudi Arabia Cleric Issues Fatwa Against Building Snowmen'),\n",
       "              ('Body ID', 599),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CPWD official sacked for absence from duty for 25 years'),\n",
       "              ('Body ID', 1951),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'India Rape Crisis Sees Mob Castrate Alleged Sex Attacker in Shocking Scenes'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Bodies In Mexico Mass Grave Apparently Not Those Of Missing Students'),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Watch: US Marine saved by helmet after being shot by Taliban sniper'),\n",
       "              ('Body ID', 44),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Wife Of ISIS Leader Abu Bakr al-Baghdadi Detained In Lebanon'),\n",
       "              ('Body ID', 931),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Satirical news site attacks China’s weird English names'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN plays chilling audio recording allegedly from Michael Brown shooting: “At least 11 shots”'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Iraqi social-media rumors claim IS leader slain'),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Reportedly Beheads U.S. Journalist James Wright Foley on Camera'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '#Hairgate: iPhone 6 users say device pulls out hair'),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Questions raised over Nicaragua 'meteorite'\"),\n",
       "              ('Body ID', 217),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'A Husband Breaks Down In Tears After Lost Voicemail Message By His Late Wife Is Recovered'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Evander Kane \"On Way Out\" From Source, Price Is Very High; Who Is In?'),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"US hostage 'murdered' by militants in Yemen, says Hagel\"),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Small Meteorite Strikes in Nicaragua's Capital City of Managua\"),\n",
       "              ('Body ID', 793),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Beheads American Journalist James Foley in Video Message to U.S.'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Missing American journalist reportedly beheaded by Islamic State '),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Taliban member swapped by Obama for Bowe Bergdahl tried to return to terror: report'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Expert casts doubt on Bunbury man Dylan Thomas’s burrowing stomach-spider story'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigerians doubtful of girls' release after Boko Haram 'truce' breached\"),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Kim Jong-Un's Scottish Dog Meat Restaurant Is Probably Fabricated Shite\"),\n",
       "              ('Body ID', 2148),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider burrowed under man's skin through appendix scar and lived there for THREE DAYS\"),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Want a Gold Apple Watch? All You Need is $5,000'),\n",
       "              ('Body ID', 2201),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Watch marine take sniper shot to the head and live'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Indian civil servant sacked 'after 24-year sickie'\"),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Taliban member swapped by Obama for Bowe Bergdahl tried to return to terror: report'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Obama: murder of James Foley 'shocks the conscience of the entire world'\"),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Has Kim Yo-Jong Taken Over For Kim Jong Un? Sister Assumes North Korea State Duties While Brother Undergoes Medical Treatment'),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Obama administration DENIES congressman's claim that 'at least ten ISIS fighters have been caught coming across the Mexican border in Texas'\"),\n",
       "              ('Body ID', 425),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Congressman: ‘At least 10 ISIS fighters’ caught trying to cross into US'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Luke Somers, American Hostage, Is Killed During Rescue Attempt in Yemen, U.S. Official Says'),\n",
       "              ('Body ID', 242),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Meteorite 'caused mysterious boom in Nicaragua'\"),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Conflicting reports on alleged IS capture of Canadian woman'),\n",
       "              ('Body ID', 1476),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'SEE IT: ISIS militants caught trying to cross border into Texas, Congressman claims'),\n",
       "              ('Body ID', 385),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'U.S. Hostage Luke Somers Killed During Yemen Rescue Bid: Family'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Durex is not confirming or denying rumors of a “pumpkin spice” condom'),\n",
       "              ('Body ID', 242),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'US Drones, Hunting for ISIS Leader, Seen Flying over Syrian Airspace'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"In Kim Jong Un's absence, his sister may rule. Or not.\"),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Samsung is reportedly making a secret new chip in the Apple Watch'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS chlorine attack on security forces confirmed – Iraq officials'),\n",
       "              ('Body ID', 1136),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'No, That Wasn’t Paul Rudd Tackling an Airport Homophobe'),\n",
       "              ('Body ID', 1094),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Scientists Doubt That Meteor Caused Crater In Nicaragua'),\n",
       "              ('Body ID', 1071),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '400 men cut their testicles off believing it would help them meet God'),\n",
       "              ('Body ID', 322),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Google Said to Buy Redwood City Offices for $585 Million'),\n",
       "              ('Body ID', 1006),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Russian TV actor wakes up to find his testicles stolen'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"A Predator Drone Has Reportedly Been Spotted Circling Above ISIS's Capital City\"),\n",
       "              ('Body ID', 1071),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Christian Bale Just Bailed on the Steve Jobs Movie'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fears journalist James Wright Foley beheaded by Islamic State jihadists in ‘message’ to United States'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fidel Castro Rumors Sweep Internet, but No Sign in Cuba'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Isis claims it has US airdrop of weapons'),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'This Woman Exposed Her Cheating Boyfriend With A Brilliant Christmas Gift'),\n",
       "              ('Body ID', 1077),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Texas Truck Winds Up in Syria With Islamic Militants'),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigerians doubtful of girls' release after Boko Haram 'truce' breached\"),\n",
       "              ('Body ID', 1340),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Foley Killer ‘Jihadi John’ Believed to Be Former London Rapper Abdel-Majed Abdel Bary'),\n",
       "              ('Body ID', 1598),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Banksy arrest hoax: US website claims street artist caught in Watford'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Op-Ed: Hoax – Priest who never existed claims he died, saw female God'),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Pentagon: 1 weapons bundle seized by militants'),\n",
       "              ('Body ID', 2168),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria, Boko Haram reach ceasefire deal, kidnapped girls to go free, official says'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram denies cease-fire, leader says he married off kidnapped girls'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Catholic Priest Dies for 48 Minutes, Comes Back to Life and Claims God Is Female'),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man discovers spider living under his skin during Bali vacation'),\n",
       "              ('Body ID', 2293),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vice Media Chief Said to Pay $300,000 for Dinner for 30'),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Schoolboy who got electric shock from lamppost claims he now has magnetic powers'),\n",
       "              ('Body ID', 1006),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Did a Meteorite Impact in Nicaragua over the Weekend?'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Has Kim's SISTER taken over North Korea? Dictator fails to show for key Communist event (but does send a nice flower basket instead)\"),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Court Orders Probe Into Complaints Of 'Forced Castration' In Religious 'Dera' Sect\"),\n",
       "              ('Body ID', 322),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Gill Rosenberg, former IDF soldier, possibly captured by ISIS while fighting with Kurds'),\n",
       "              ('Body ID', 1459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Hope Fades for Girls' Release After Boko Haram 'Truce' Breached\"),\n",
       "              ('Body ID', 1340),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline', \"Pumpkin Spice condoms? Don't fall for this hoax.\"),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Want a Gold Apple Watch? All You Need is $5,000'),\n",
       "              ('Body ID', 1598),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Could Release Kidnapped Girls, Nigerian Officials Say'),\n",
       "              ('Body ID', 1340),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Appears To Behead American Photojournalist In YouTube Video'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Despite ceasefire announcement, new Boko Haram attacks reported'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'BREAKING NEWS: ISIS beheads missing American journalist James Wright Foley as warning to US to cease action in Iraq'),\n",
       "              ('Body ID', 1288),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Who Should Play Steve Jobs Now That Christian Bale Quit?'),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kim Jong-un relying on ‘cobra wine’ after problems with trouser snake'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'eBay is planning an Apple Watch app'),\n",
       "              ('Body ID', 70),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State releases video apparently showing the beheading of missing US journalist James Foley'),\n",
       "              ('Body ID', 578),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Newly Discovered Mass Grave Linked to Missing Mexican Students'),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'iPhone Game Developer Quits Job By Hiding The Greatest Letter Of Resignation Ever Inside His Game'),\n",
       "              ('Body ID', 2185),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Turkish president says American weapons drop for Kurdish fighters was 'wrong' after supplies end up in the hands of ISIS\"),\n",
       "              ('Body ID', 51),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video shows dramatic moment bullet strikes U.S. Marine’s head — and he survives thanks to kevlar helmet'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Hundreds mourn the 'death' of Fidel Castro after rumours sweep Twitter (but are they confusing him with recently departed Fidel Castro Odinga from Nairobi?)\"),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Obama Denounces James Foley's Execution: 'Today The Entire World Is Appalled'\"),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'See the Crater a Meteorite Made in Nicaragua'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Reports: Boko Haram may release schoolgirls as part of deal'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Canadian-Israeli woman reportedly kidnapped by ISIS: Jerusalem Post'),\n",
       "              ('Body ID', 1330),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pentagon: ISIS seized materials airdropped to Kurds'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Denies Truce, Says Kidnapped Girls Have Been “Married Off”'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"'Spiderman' squished: Experts debunk claims\"),\n",
       "              ('Body ID', 2293),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Turkish president says American weapons drop for Kurdish fighters was 'wrong' after supplies end up in the hands of ISIS\"),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Pentagon: ISIS Got U.S. Weapons Package'),\n",
       "              ('Body ID', 2397),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Sadly, Pumpkin Spice Condoms Aren't A Thing After All\"),\n",
       "              ('Body ID', 242),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'MPs credit sergeant-at-arms for saving lives in Parliament Hill shootings'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Isis Syria News: Video Shows US Airdropped Weapons and Grenades 'Captured by Islamic State'\"),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigerians doubtful of girls' release after Boko Haram 'truce' breached\"),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Man Who Says Comcast Got Him Fired Has Filed a Lawsuit'),\n",
       "              ('Body ID', 2447),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"ESPN to save NFL's image with all-male domestic abuse discussion\"),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIS Getting Ebola'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Mohammed Emwazi: Man identified as Isis killer 'Jihadi John' was 'stopped by MI5' while on safari holiday in Africa in 2010\"),\n",
       "              ('Body ID', 1346),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', \"Hostage David Haines' Murder 'Evil', PM Says\"),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Texas plumber's truck spotted in Syria: 'We have nothing to do with terror at all'\"),\n",
       "              ('Body ID', 322),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nun Complains Of Stomach Pains, Later Gives Birth To Baby Boy'),\n",
       "              ('Body ID', 1307),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Mexico hit by student massacre: At least 17 anti-corruption protesters 'rounded up, murdered and dumped in a mass grave' - and another 26 are missing\"),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The famous “Dog whisperer” Cesar Millan died of a heart attack this morning.'),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Insiders Claim Steel Apple Watch to Start at $500, Gold at $4,000'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Michael Phelps’ girlfriend Taylor Lianne Chandler reveals she was raised as a boy'),\n",
       "              ('Body ID', 1524),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Unlucky in love man CHOPS OFF own penis because he was fed up with not having a girlfriend'),\n",
       "              ('Body ID', 2212),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"#RIPFidel fuels false rumors of Cuban leader's death after another Fidel Castro dies\"),\n",
       "              ('Body ID', 2251),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fake Fox News Website Reports Judd Nelson’s Death for Some Reason'),\n",
       "              ('Body ID', 1317),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CPWD official sacked for absence from duty for 25 years'),\n",
       "              ('Body ID', 217),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'White House fence-jumper made it far deeper into building than previously known'),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"REPORT: Apple's Watch Will Come In 2 Storage Sizes\"),\n",
       "              ('Body ID', 241),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Cesar Millan is Not Dead: Dog Whisperer Death Hoax Circulates'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'US probing claims ISIS fighters seized airdropped weapons meant for Kurds'),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Star Wars VII for a New SUMMER Release Date!?'),\n",
       "              ('Body ID', 808),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'BREAKING: ISIS USES CHEMICAL WEAPONS – Murders 300 Iraqi Soldiers in Chlorine Gas Attack'),\n",
       "              ('Body ID', 2024),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Viral Video Of Homeless Man Spending $100 On Food For Other Homeless Was Faked, Witness Says'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Bali spider burrows under Aussie’s chest'),\n",
       "              ('Body ID', 2293),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Says It Struck A Cease-Fire With Boko Haram, But Are They Talking To The Right Guy?'),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Everybody Relax, Banksy Wasn’t Arrested And Exposed As A 35-Year-Old Man'),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Brian Williams: No, Our Meteorologist Was Not Peeing on Live TV'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Kim Yo-jong in Charge: Kim Jong-un's Sister 'Replaces' North Korean Dictator During Illness\"),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pure Evil: Islamic State Beheads American Journalist James Wright Foley'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Michael Phelps’ Tinder ‘Girlfriend’ Was Born Male; “We Made Love During Halftime”'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Was The Video Of That Homeless Man Doing Good Deeds With $100 All An Elaborate Hoax!?'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Reportedly Preparing 12-inch MacBook Air, Thinner and Lighter than Existing Models'),\n",
       "              ('Body ID', 385),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Apple Watch Will Debut by Late March [Report]'),\n",
       "              ('Body ID', 808),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Google Grows With $1.6 Billion in California Office Deals'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Isis claims to behead US journalist'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Christian Bale Won't Play Steve Jobs After All\"),\n",
       "              ('Body ID', 1846),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"James Foley remembered as 'brave and tireless' journalist\"),\n",
       "              ('Body ID', 170),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Reportedly Beheads American Photojournalist in Iraq'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Alleged Ottawa gunman: What we know so far about Michael Zehaf-Bibeau'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"20 year old burger? McDonald's burger purchased in 1995 hasn't aged a bit\"),\n",
       "              ('Body ID', 199),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Two blokes dared to eat 20-year-old burger for charity'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hospital: Man not being treated for Ebola in Kansas City'),\n",
       "              ('Body ID', 170),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Video Shows Execution of David Cawthorne Haines, British Aid Worker'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'We took a look at the photo said to show the body of Islamic State leader Abu Bakr Al-Baghdadi (right) and found it was really an ethnic Albanian militant killed in 2013'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'See How This Homeless Man Spends A Hundred Dollars, And Keep A Tissue Handy [Video]'),\n",
       "              ('Body ID', 532),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline', 'Cold Turkey'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in Talks to Play Steve Jobs (Exclusive)'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nicaragua says meteorite probable cause of blast in capital'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"ISIS Claims It Kidnapped Gill Rosenberg, The First Western Woman To Fall Into The Group's Hands\"),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'An accidental delivery of arms to the Islamic State and the problem with airdrops'),\n",
       "              ('Body ID', 2397),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Militant “Jihadi John” Identified As Young West Londoner'),\n",
       "              ('Body ID', 2125),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Michael Phelps’ Tinder ‘Girlfriend’ Was Born Male; “We Made Love During Halftime”'),\n",
       "              ('Body ID', 1524),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hospital Officials: Kansas City Patient Not Being Treated For Ebola'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That Boko Haram Ceasefire in Nigeria Isn’t A Ceasefire'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Kim Jong-Un's Sister Takes Control in North Korea\"),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Militant “Jihadi John” Identified As Young West Londoner'),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ann Arbor pizza delivery driver surprised with $2,000 tip'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Saudi fatwa banning snowmen triggers heated debate'),\n",
       "              ('Body ID', 599),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Small Meteorite Strikes in Nicaragua's Capital City of Managua\"),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Plays Alleged Audiotape of Michael Brown ShootingMilitarization Of Police'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Jordan Vs ISIS: Reports Say King Abdullah II Could Personally Lead Airstrikes After Pilot’s Death'),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Audio recording allegedly captures at least 10 shots fired in Michael Brown killing'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Isis supporters claim US hostage killed in coalition air strike in Syria'),\n",
       "              ('Body ID', 1337),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Wife Of ISIS Leader Abu Bakr al-Baghdadi Detained In Lebanon'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Judd Nelson isn't dead; report is a hoax\"),\n",
       "              ('Body ID', 1317),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kim Jong-un relying on ‘cobra wine’ after problems with trouser snake'),\n",
       "              ('Body ID', 385),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Police hunt tweed-jacket wearing man who slaps shoppers for SNEEZING'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraq claims ISIS leader al-Baghdadi’s wife has NOT been arrested, despite Lebanon insisting woman detained at border told them she was Islamist extremist’s spouse'),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Is Kim Jong-un Opening North Korean Restaurant in Scotland?'),\n",
       "              ('Body ID', 1312),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nun 'has surprise baby' after complaining of stomach pains\"),\n",
       "              ('Body ID', 1412),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'White House Fence Jumper Made It Further Into Building Than Reported'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'After ISIS trick mum into eating son - 5 other reluctant cannibals including those forced to eat own body parts'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Holy Theft! Batmobile Stolen from 'Batman v Superman'???\"),\n",
       "              ('Body ID', 942),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               '6 hidden mass graves may hold missing Mexican students'),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Guy Who Said a Spider Burrowed Under His Skin? Experts Say…'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Incredible Video Shows A US Marine Surviving Being Shot In The Head By A Sniper In Afghanistan'),\n",
       "              ('Body ID', 532),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Seven girls fall pregnant after five day school trip in Bosnia and Herzegovina'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'And finally: Apple Watch to launch 9 March with 100,000 apps'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Six months after abducting Nigerian schoolgirls, Boko Haram reportedly wants to free them'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Don’t ‘Reset All Settings’ in iOS 8 unless you want to lose your iCloud files'),\n",
       "              ('Body ID', 2054),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria says it has deal with Boko Haram to release kidnapped girls'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Putin’s motorcade looks suspiciously like a massive…'),\n",
       "              ('Body ID', 2391),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Says Boko Haram Cease-Fire May Lead to Release of Kidnapped Girls'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hundreds of Palestinians flee floods in Gaza as Israel opens dams'),\n",
       "              ('Body ID', 1965),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline', 'Audio may have captured Michael Brown shooting'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Judd Nelson rebuffs Internet rumors that he died of a drug overdose.'),\n",
       "              ('Body ID', 2281),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"No, A Spider Did Not Burrow Under A Man's Skin And Live There For Days\"),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Vogue's Anna Wintour Pissed Off With New 1 World Trade Center Offices, Infested With Rats\"),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '‘Photo of slain IS leader’ reported to be doctored'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Meteor Leaves 40-Foot Crater Near Managua's Airport\"),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Rumors of ISIS leader's death debunked\"),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Exits Steve Jobs Movie (Exclusive)'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'North Korean leader Kim Jong Un had ankle surgery, report says'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Magic Mushrooms Found on Buckingham Palace Grounds'),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"‘Evocative shape': Is Vladimir Putin trolling the world with his motorcade formation?\"),\n",
       "              ('Body ID', 2391),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Tourist dubbed ‘Spider Man’ after spider burrows under skin for days'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Don't forget to tip...especially if you spend $300,000\"),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Canadian official identifies dead Ottawa gunman as Michael Zehaf-Bibeau'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'SMALL METEORITE STRIKES NICARAGUA, GOVERNMENT SAYS'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Pulls Out of Upcoming Steve Jobs Biopic'),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'David Haines Beheaded By ISIS, Execution Video Contains Threats Against UK: Reports'),\n",
       "              ('Body ID', 1757),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Alleged audio of Michael Brown shooting released'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'A Spider Lived Inside This Tourist’s Body For 3 Days After Burrowing Into His Skin Through A Scar'),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mass Graves Found In Mexico, Near Place Where 43 Students Went Missing'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'HBO streaming service could launch in April for $15 per month, work on Apple TV'),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Boko Haram denies it has agreed ceasefire'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Apple's New MacBook Will Be A Thinner, Cleaner, Faster 12-Inch MacBook Air\"),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram claims to have German hostage, denies ceasefire'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Al-Shabab leader who ordered Kenya mall massacre believed killed in US drone attack in Somalia'),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIS leader ‘killed’ in US airstrikes'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch Gold Edition may cost as much as $5,000'),\n",
       "              ('Body ID', 385),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ottawa investigates reports that Isis has captured Canadian-Israeli woman'),\n",
       "              ('Body ID', 1459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Actor has his testicles stolen after meeting ‘young blonde woman at a bar’'),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram claims to have German hostage, denies ceasefire'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram denies truce, says kidnapped girls married'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'This Is What The Sun Baby From ‘Teletubbies’ Looks Like Now'),\n",
       "              ('Body ID', 837),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Priest who died for 48 minutes says he met God and she’s a woman'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Tourist wakes to find strange red trail on his stomach - and discovers a spider has burrowed through his appendix scar and crawled UNDER his skin while on holiday in Bali'),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'A Vice Guide To Spending $300,000 On Dinner'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic Tribunal Using Sharia Law In Texas Has Been Confirmed Tribunal members say they will avoid Sharia\\'s \"criminal law.\"'),\n",
       "              ('Body ID', 1436),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'This Is Why Rumors That ISIS Is Crossing The Border Into The U.S. Aren’t Going Away'),\n",
       "              ('Body ID', 416),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Seth Rogen Is Woz'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Lego letter from the 1970s still offers a powerful message to parents 40 years later'),\n",
       "              ('Body ID', 53),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fake Fox News Website Reports Judd Nelson’s Death for Some Reason'),\n",
       "              ('Body ID', 2281),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pope Francis turns out not to have made pets in heaven comment'),\n",
       "              ('Body ID', 82),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Cease-Fire: Abducted Nigerian Schoolgirls To Be Released, Officials Say'),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               '#Hairgate trends on social media: iPhone 6 users complain of ripped out hair'),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Report: Christian Bale Will Play Steve Jobs'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIL video claims beheading of kidnapped journalist James Foley'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Hope Fades for Girls' Release After Boko Haram 'Truce' Breached\"),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'Jihadi John' identified: ISIS killer named as Mohammed Emwazi from West London\"),\n",
       "              ('Body ID', 921),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Could Release Kidnapped Girls, Nigerian Officials Say'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Lebanon 'holding IS leader's daughter and ex-wife'\"),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Holy Theft! Batmobile Stolen from 'Batman v Superman'???\"),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Comcast Turns Complaints Back On Customer, Gets His Employer To Fire Him'),\n",
       "              ('Body ID', 32),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'More than 200 kidnapped Nigerian girls to be released after deal reached with Boko Haram'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Seth Rogen to play Woz in Jobs biopic'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale passes on role of Steve Jobs, actor reportedly felt he wasn't right for part\"),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New Audio Shows Michael Brown Was Shot at 11 Times'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale set to play Steve Jobs in forthcoming biopic of Apple co-founder'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"80's Brat Pack star Judd Nelson forced to deny that he's dead after fake news story starts trending on social media\"),\n",
       "              ('Body ID', 2286),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vandals add rude paint job to $2.5m Bugatti (but luckily for the owner it all turned out to be a hoax)'),\n",
       "              ('Body ID', 2286),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video shows ISIL beheading of photojournalist James Foley'),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Wife and son of Isil leader Abu Bakr al-Baghdadi 'detained at Lebanon border'\"),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Mirfield man's tears of joy after lost voicemail of wife retrieved\"),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Secret Service Lied About White House Fence Jumper'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Isis claims it has US airdrop of weapons'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Obama Denounces James Foley's Execution: 'Today The Entire World Is Appalled'\"),\n",
       "              ('Body ID', 1288),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Government fires employee who skipped work for 24 years'),\n",
       "              ('Body ID', 1951),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video shows ISIL beheading of photojournalist James Foley'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'More American Weapons for ISIS'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIS leader dead?'),\n",
       "              ('Body ID', 1634),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meteorite Leaves House-Sized Crater in Nicaragua’s Capital'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Saudi cleric issues fatwa against building snowmen'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Macklemore Gets Twitter-Trolled with the #MacklemoreJoinedISIS'),\n",
       "              ('Body ID', 322),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Pulls Out of Upcoming Steve Jobs Biopic'),\n",
       "              ('Body ID', 2455),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'AUSTRALIA: 600-POUND WOMAN GIVES BIRTH TO 40-POUND BABY'),\n",
       "              ('Body ID', 512),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Fidel Castro Rumors Sweep Internet, but No Sign in Cuba'),\n",
       "              ('Body ID', 2251),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico checks if 43 missing students in mass grave'),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Michael Zehaf-Bibeau, slain Ottawa shooter, had criminal record in Quebec, B.C.'),\n",
       "              ('Body ID', 2214),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram leader denies ceasefire deal, says 200 abducted girls married off '),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram ceasefire ignored as violence flares in Borno state'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video shows dramatic moment bullet strikes U.S. Marine’s head — and he survives thanks to kevlar helmet'),\n",
       "              ('Body ID', 532),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Rumors of ISIS leader's death debunked\"),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'YPG Confirms: Gill Rosenberg Not Captured in Kobani'),\n",
       "              ('Body ID', 1330),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Forget 18-karat gold, next-generation Apple Watch Edition could use platinum: Report'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Hoax 'Banksy Arrested in London' Story Dupes the Internet Again\"),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'So, There Might Be a Rat Infestation at Vogue'),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Apple Watch has a low-power mode that only tells the time'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nun Complains Of Stomach Pains, Later Gives Birth To Baby Boy'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Dogs DO go to heaven… and cats, and horses: Pope assures young boy that there is a place in paradise for animals as well'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Judd Nelson Death Hoax: FOX News Impersonator Claims Actor Found Dead In Los Angeles Condo'),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Insiders Claim Steel Apple Watch to Start at $500, Gold at $4,000'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"James Foley remembered as 'brave and tireless' journalist\"),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Judd Nelson isn't dead; report is a hoax\"),\n",
       "              ('Body ID', 2281),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch to Be Shower-Proof, Have 100,000 Apps at Launch: Reports'),\n",
       "              ('Body ID', 62),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISLAMIC STATE BEHEADS MISSING AMERICAN JOURNALIST JAMES WRIGHT FOLEY'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"IS militant 'Jihadi John' named as Mohammed Emwazi from London\"),\n",
       "              ('Body ID', 2125),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Who Is Michael Zehaf-Bibeau? Ottawa Shooter Suspect Identified By Canadian Officials '),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Was The Video Of That Homeless Man Doing Good Deeds With $100 All An Elaborate Hoax!?'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vice CEO Throws Down $300K on Lavish Vegas Dinner'),\n",
       "              ('Body ID', 32),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Is this the world's oldest burger? Man claims to have kept McDonald's Quarter Pounder for 20 YEARS\"),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigeria's missing girls 'to be released by Boko Haram', government aide claims\"),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria claims deal with Boko Haram on ceasefire, kidnapped girls'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Obama, Outraged Over Beheading, Vows to Stay on Course'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kimye’s Fault? Anna Wintour’s NYC ‘Vogue’ Offices Hit With Disgusting Rat Infestation: ‘Rat Droppings On Desks’'),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Catholic Priest Dies for 48 Minutes, Comes Back to Life and Claims God Is Female'),\n",
       "              ('Body ID', 808),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'See How This Homeless Man Spends A Hundred Dollars, And Keep A Tissue Handy [Video]'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'NYC High School Student Nicknamed ‘Teen Wolf’ Made $72 Million On Stock Market'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Wright Foley, Kidnapped Journalist, Apparently Executed by ISIS'),\n",
       "              ('Body ID', 880),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               '‘Star Wars: The Force Awakens’ May Get An Early Release Date—Report'),\n",
       "              ('Body ID', 512),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Planetary Alignment On Jan 4, 2015 Will Decrease Gravity For 5 Minutes Causing Partial Weightlessness'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Leader Killed: Abu Bakr Al-Baghdadi Reportedly Killed By U.S. Airstrike'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Kurds fear Isis use of chemical weapon in Kobani'),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Return of the Mac: Seth Rogen in talks to star as Apple co-founder Steve Wozniak in upcoming Steve Jobs biopic'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Parents are furious after seven girls aged 13-14 fall pregnant on a school trip'),\n",
       "              ('Body ID', 2125),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline', 'The pumpkin spice condom is not happening'),\n",
       "              ('Body ID', 242),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nicaraguan commission on possible meteorite crash presents rock samples'),\n",
       "              ('Body ID', 1071),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'One gunman killed in shooting on Parliament Hill in Ottawa, hunt on for other shooters'),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Graphic Photo: Oliver Ilic Uses Razor Blade To Slice Off Own Manhood After Girlfriend Broke Up With Him'),\n",
       "              ('Body ID', 562),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'DNA Tests Confirm Lebanon Is Holding ISIS Leader’s Child'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'How did Fake Chinese News Site Dupe Washington Post, Atlantic, BBC?'),\n",
       "              ('Body ID', 322),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"This College Student Claims She Was The 'Teletubbies' Sun Baby\"),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Bodies In Mexico Mass Grave Apparently Not Those Of Missing Students'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Turkish president says American weapons drop for Kurdish fighters was 'wrong' after supplies end up in the hands of ISIS\"),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'God is a woman- Priest who died for 48 minutes claims'),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"The Arrest of the ISIS Leader's Wife and Son\"),\n",
       "              ('Body ID', 931),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Female teacher facing sack after making SEX TAPE with teenager'),\n",
       "              ('Body ID', 2447),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nicaragua meteorite: Experts attempt to understand whether mysterious meteorite fell from passing Pitbull asteroid'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Guy Who Said a Spider Burrowed Under His Skin? Experts Say…'),\n",
       "              ('Body ID', 2251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Bunbury local discovered a spider had burrowed under his skin on Bali holiday'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Government fires employee who skipped work for 24 years'),\n",
       "              ('Body ID', 217),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Senior Western Intelligence Official Confirms London Rapper Abdel Majed Abdel Bary Is A Suspect In The Foley Killing'),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale in Talks to Star in Sony's Steve Jobs Film\"),\n",
       "              ('Body ID', 2455),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraq claims ISIS leader al-Baghdadi’s wife has NOT been arrested, despite Lebanon insisting woman detained at border told them she was Islamist extremist’s spouse'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'US Marine survives headshot from Taliban (video)'),\n",
       "              ('Body ID', 532),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in talks to play Steve Jobs for Sony, Danny Boyle'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'NEWS/ Meet the Teletubbies Sun Baby: 19-Year-Old Jess Smith Reveals Herself as the Smiling Face Who Looked Over Teletubbyland'),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'US probing claims ISIS fighters seized airdropped weapons meant for Kurds'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Iraq: US to Probe ISIS' Chlorine Attack on Iraqi Security Personnel\"),\n",
       "              ('Body ID', 763),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Israeli Canadian fighting ISIS posts on Facebook: I'm safe and secure\"),\n",
       "              ('Body ID', 1459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That Was Fast: Christian Bale Bails on Steve Jobs Biopic'),\n",
       "              ('Body ID', 1841),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Josh Paler Lin Gives A Homeless Man $100 And Follows Him To See How He Spends It'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Seth Rogen To Play Steve Wozniak In Steve Jobs Biopic'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Abdel-Majed Abdel Bary in Foley beheading: London rapper songs help identify him'),\n",
       "              ('Body ID', 1598),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Would you take a bite out of the world's oldest burger? Men keep Quarter Pounder they bought 20 YEARS ago for a friend who never showed up to meet them\"),\n",
       "              ('Body ID', 199),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in Talks to Play Steve Jobs (Exclusive)'),\n",
       "              ('Body ID', 170),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '12in Retina MacBook Air release date rumours: All-new 12in MacBook Air design for 2015, launching at WWDC?'),\n",
       "              ('Body ID', 2497),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Robert Plant Literally Ripped Up An $800 Million Contract To Reunite Led Zeppelin'),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Hope Fades for Girls' Release After Boko Haram 'Truce' Breached\"),\n",
       "              ('Body ID', 455),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Sergeant-at-Arms stopped shooter on Parliament Hill'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Jordan’s King Abdullah Did Not Personally Fly Airstrikes On ISIS'),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Watch NAKED airport worker walk through scanner in bizarre protest against 'rough' guards\"),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'See How This Homeless Man Spends A Hundred Dollars, And Keep A Tissue Handy [Video]'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Plays Alleged Audiotape of Michael Brown ShootingMilitarization Of Police'),\n",
       "              ('Body ID', 2250),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Is the Alleged Audio of the Gunshots That Killed Michael Brown a Hoax?'),\n",
       "              ('Body ID', 2020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Exits Steve Jobs Movie (Exclusive)'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meteorite makes big crater in Nicaragua, government says'),\n",
       "              ('Body ID', 1071),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Boko Haram blamed for raids despite truce claim'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale passes on role of Steve Jobs, actor reportedly felt he wasn't right for part\"),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Homeless man who received a meal and hotel stay after spending $100 donation on food for friends insists it was NOT a hoax – despite new witness insisting there was no way he could have been secretly filmed'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nicaragua says meteorite probable cause of blast in capital'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New Rumour Suggests Apple Watch to Launch in February'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'This Kid Made $72 Million During Lunch'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', \"World's oldest burger\"),\n",
       "              ('Body ID', 199),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider burrows under man's skin, lives there for three days\"),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Comcast blocks Tor'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico Student Massacre Update: More Graves Discovered At Murder Site'),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'White House Fence Jumper Pushed Past Female Guard'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'North Korean leader Kim Jong Un had ankle surgery, report says'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Who Should Play Steve Jobs Now That Christian Bale Quit?'),\n",
       "              ('Body ID', 2455),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meet the X-BOY: Electric shock turns kid into MAGNETO'),\n",
       "              ('Body ID', 1317),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Christian Bale quits Steve Jobs movie'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meet The College Student Who Claims She Was The ‘Teletubbies’ Sun Baby'),\n",
       "              ('Body ID', 2391),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Viral Video Of Homeless Man Spending $100 On Food For Other Homeless Was Faked, Witness Says'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Posts Alleged Audio of Michael Brown Shooting'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'An Indian Civil Servant Just Got Sacked After Not Turning Up For Work For 25 Years'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man who SLAPS people if they sneeze in public being hunted by police'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'They ate through the ceilings and pooped on the keyboards': Rats are 'taking over' Vogue's new World Trade Center office and Anna Wintour 'no longer wants to work there'\"),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That Boko Haram Ceasefire in Nigeria Isn’t A Ceasefire'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Fighters Getting Caught Coming Across the U.S.-Mexican Border?'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Tim Cook Reportedly Reveals Apple Watch Waterproofing Has Improved'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigeria and Boko Haram 'agree ceasefire and girls' release'\"),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Eyewitness Says Viral Video of Homeless Man Was Staged'),\n",
       "              ('Body ID', 738),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'BREAKING: Islamic State, in video, beheads American journalist James Wright Foley who was kidnapped in 2012 -@BNONews'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Has The Batman Vs. Superman Batmobile Been Stolen In Detroit?'),\n",
       "              ('Body ID', 2135),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Did Kim Yo-Jong Take Kim Jong Un’s Role? North Korea Ill Health Rumors Are ‘Fabricated’'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That Story About a Catholic Priest Dying, Seeing God as a Woman, and Coming Back to Life? It’s Almost Definitely Fake'),\n",
       "              ('Body ID', 1476),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Yang Hu, worker in Zhejiang, cuts off own penis over desperation of finding love'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'The Internet Tried To Make Axl Rose Its Latest Death Hoax Victim'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video Appears to Show Beheading of Journalist James Foley, Who Went Missing in Syria'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Boko Haram blamed for raids despite truce claim'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIL Beheads American Photojournalist in Iraq'),\n",
       "              ('Body ID', 1288),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Saudi cleric issues fatwa against building snowmen'),\n",
       "              ('Body ID', 599),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Unconfirmed: ISIS Claims Kayla Mueller, American Female Hostage, Is Dead'),\n",
       "              ('Body ID', 1337),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Says It Struck A Cease-Fire With Boko Haram, But Are They Talking To The Right Guy?'),\n",
       "              ('Body ID', 455),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Has Kim's SISTER taken over North Korea? Dictator fails to show for key Communist event (but does send a nice flower basket instead)\"),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"US hostage 'murdered' by militants in Yemen, says Hagel\"),\n",
       "              ('Body ID', 1069),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexican investigators fear mass grave might hold 43 missing students'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"How did a Texas plumber's truck end up with Syrian rebels? (+video)\"),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Iraqi social-media rumors claim IS leader slain'),\n",
       "              ('Body ID', 1634),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'WHO says reports of suspected Ebola cases in Iraq are untrue'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ottawa investigates reports that Isis has captured Canadian-Israeli woman'),\n",
       "              ('Body ID', 1330),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'NYC High School Student Nicknamed ‘Teen Wolf’ Made $72 Million On Stock Market'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State militants allegedly used chlorine gas against Iraqi security forces'),\n",
       "              ('Body ID', 2024),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kevin Vickers Hailed As Hero For Reportedly Shooting Gunman Inside Parliament'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Continuing Violence Puts Boko Haram Ceasefire In Jeopardy'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Boko Haram denies ceasefire claim by Nigeria's government\"),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple-HBO Deal Seen Launching Web-only Apple TV Streaming Service For $15 Per Month'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Who Should Play Steve Jobs Now That Christian Bale Quit?'),\n",
       "              ('Body ID', 1841),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale In Talks To Play Steve Jobs In Sony's Next Biopic\"),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State releases video apparently showing the beheading of missing US journalist James Foley'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch users will need to recharge nightly, company still working to improve uptime before launch'),\n",
       "              ('Body ID', 1069),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Mexico hit by student massacre: At least 17 anti-corruption protesters 'rounded up, murdered and dumped in a mass grave' - and another 26 are missing\"),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Audio of gunfire in Michael Brown case authenticated by app company'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISLAMIC STATE BEHEADS MISSING AMERICAN JOURNALIST JAMES WRIGHT FOLEY'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Lebanon confirms holding ISIS chief’s kin'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Boko Haram denies it has agreed ceasefire'),\n",
       "              ('Body ID', 1340),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pictured: Heroic sergeant-at-arms, 58, walking through Parliament gun in hand just moments after he killed gunman Michael Zehaf-Bibeau'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"No, Jordan's King Abdullah II is not personally flying planes against Isis\"),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Another American hostage at risk by Islamic state'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Has Kim's SISTER taken over North Korea? Dictator fails to show for key Communist event (but does send a nice flower basket instead)\"),\n",
       "              ('Body ID', 2125),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Spider burrowed into appendix scar, crawled through WA man's body\"),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'GOP Rep: ‘At Least Ten ISIS Fighters Have Been Caught Coming Across The Mexican Border’'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraqi and Kurdish media reports cases of Ebola among Islamic State fighters in Mosul'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Audio of gunfire in Michael Brown case authenticated by app company'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Meteorite leaves crater in Nicaraguan capital Managua'),\n",
       "              ('Body ID', 1071),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Boko Haram 'to release abducted schoolgirls' as part of ceasefire agreement\"),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CBS News Names Canadian Parliament Shooting Suspect'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram ceasefire ignored as violence flares in Borno state'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Say 'eh-oh!' to the Teletubbies SUN BABY - can you still recognise her after 19 years?\"),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple 12-Inch MacBook Air Details Emerge; Device Could Be Thinner, Lighter Than Current Model'),\n",
       "              ('Body ID', 2497),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Web of confusion as scientists cast doubt on man's claims that a spider burrowed into his stomach through his SCAR\"),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New Audio Reveals Pause in Gunfire When Michael Brown Was Shot: Attorney'),\n",
       "              ('Body ID', 2250),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Foley: American Journalist, James Wright Foley Beheaded in New ISIS Video [Breaking News]'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Tour, agent: Tiger Woods not banned'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Isilkulskom student has gained superhero powers after shock'),\n",
       "              ('Body ID', 1317),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Christian Bale Just Bailed on the Steve Jobs Movie'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Video Purports To Show Beheading Of British Aid Worker'),\n",
       "              ('Body ID', 1757),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Magic mushrooms found in BUCKINGHAM PALACE by Alan Titchmarsh'),\n",
       "              ('Body ID', 562),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'McDonald’s Removing Big Mac, Apple Pies And Eliminating Large Size Options'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider burrowed under Bali tourist's skin\"),\n",
       "              ('Body ID', 1579),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Two blokes dared to eat 20-year-old burger for charity'),\n",
       "              ('Body ID', 793),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"That ESPN Domestic Violence Panel You Keep Hearing About Isn't Real\"),\n",
       "              ('Body ID', 51),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: ISIS kidnaps Canadian-Israeli, former IDF soldier who went to fight with the Kurds'),\n",
       "              ('Body ID', 1476),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Reportedly Beheads American Photojournalist in Iraq'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State Training Pilots in Military Jets, Monitors Say'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'This Letter To Parents From A 1970s Lego Set Contains An Important Message For Gender Equality'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: A Radically Redesigned 12-Inch MacBook Air Is Coming'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: A Radically Redesigned 12-Inch MacBook Air Is Coming'),\n",
       "              ('Body ID', 2497),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Meteor Leaves 40-Foot Crater Near Managua's Airport\"),\n",
       "              ('Body ID', 961),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Al-Shabaab Terror Group Leader Killed in U.S. Airstrike'),\n",
       "              ('Body ID', 981),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline', 'Report: Christian Bale Will Play Steve Jobs'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               '#HairGate: iPhone 6 Customers Are Complaining That The Phone Is Ripping Out Their Hair'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Durex on Rumored ‘Pumpkin Spice’ Condom: No Comment'),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Meteorite strike in Nicaragua puzzles experts'),\n",
       "              ('Body ID', 217),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigeria and Boko Haram 'agree ceasefire and girls' release'\"),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Magic mushrooms found at Buckingham Palace'),\n",
       "              ('Body ID', 562),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man Known as ‘Jihadi John’ Is Identified as Mohammed Emwazi'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Texas plumber's truck spotted in Syria: 'We have nothing to do with terror at all'\"),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Possible audio tape of Michael Brown shooting'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'IRAQI HEALTH OFFICIAL: EBOLA HAS KILLED 5 ISIS FIGHTERS'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"BREAKING: British-born hostage 'KILLED in failed rescue attempt'\"),\n",
       "              ('Body ID', 170),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Iraq Denies Lebanon Captured Abu Bakr al-Baghdadi's Wife and Child\"),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Yang Hu, worker in Zhejiang, cuts off own penis over desperation of finding love'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Pulls Out of Upcoming Steve Jobs Biopic'),\n",
       "              ('Body ID', 1846),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'How Canadian Sergeant-at-Arms Kevin Vickers killed shooter in parliament'),\n",
       "              ('Body ID', 1472),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Video showing American journalist beheaded believed real, officials and family say'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Soldier shot in Ottawa at War Memorial'),\n",
       "              ('Body ID', 2281),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Microsoft Tried Out Robot Security Guards on Its Silicon Valley Campus'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Israel opens dams, floods Gaza'),\n",
       "              ('Body ID', 1965),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'That Story About a Catholic Priest Dying, Seeing God as a Woman, and Coming Back to Life? It’s Almost Definitely Fake'),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Incredible Video Shows A US Marine Surviving Being Shot In The Head By A Sniper In Afghanistan'),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Audio Reveals Pause Between Gunshots When Michael Brown Was Shot'),\n",
       "              ('Body ID', 2250),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria claims deal with Boko Haram on ceasefire, kidnapped girls'),\n",
       "              ('Body ID', 2139),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexican students not among bodies found in mass graves'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Are missing students in mass graves found near Iguala, Mexico?'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'BREAKING NEWS: ISIS beheads missing American journalist James Wright Foley as warning to US to cease action in Iraq'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Seven High School Girls Get Pregnant On Five-Day School Trip, Parents Outraged'),\n",
       "              ('Body ID', 1634),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Why the Gold Apple Watch Edition Must Cost $10,000'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Claims Boko Haram Will Release the Kidnapped Schoolgirls'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vice CEO Throws Down $300K on Lavish Vegas Dinner'),\n",
       "              ('Body ID', 2251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Batmobile Rumored To Have Been Stolen From Batman V. Superman: Dawn Of Justice Set'),\n",
       "              ('Body ID', 2135),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Obama: murder of James Foley 'shocks the conscience of the entire world'\"),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Continuing Violence Puts Boko Haram Ceasefire In Jeopardy'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'North Korea ordered citizens named Kim Jong Un to change their names, says new report'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch to Be Shower-Proof, Have 100,000 Apps at Launch: Reports'),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Boko Haram denies ceasefire claim by Nigeria's government\"),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Attorney: New audio reveals pause in gunfire when Michael Brown was shot'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigeria's missing girls 'to be released by Boko Haram', government aide claims\"),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Jordan king cites Clint Eastwood in revenge vow'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Return of the Mac: Seth Rogen in talks to star as Apple co-founder Steve Wozniak in upcoming Steve Jobs biopic'),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Jordanian airstrike killed American aid worker held hostage by ISIS according to statement by militants'),\n",
       "              ('Body ID', 1337),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kidnapped Nigerian schoolgirls: Government claims ceasefire deal with Boko Haram that will bring missing girls home'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Continuing Violence Puts Boko Haram Ceasefire In Jeopardy'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Is Ebola Virus Spreading Among ISIS Militants? Reports Claim Jihadists Seeking Cure at Mosul Hospital'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Senator: Detainees swapped for Bergdahl have contacted militants'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"James Foley remembered as 'brave and tireless' journalist\"),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Killing in the name of! Kim Jong-un launches attack on others named 'Kim Jong-un'\"),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'So, There Might Be a Rat Infestation at Vogue'),\n",
       "              ('Body ID', 1020),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'PGA Tour Denies Claim That Tiger Woods Failed A Drug Test'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'HBO and Apple in Talks for $15/Month Apple TV Streaming Service Launching in April'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Developer quits using the app he was hired to make—or did he?'),\n",
       "              ('Body ID', 562),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'How Canadian Sergeant-at-Arms Kevin Vickers killed shooter in parliament'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Says It Struck A Cease-Fire With Boko Haram, But Are They Talking To The Right Guy?'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in Talks to Play Steve Jobs (Exclusive)'),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Iraqi airstrike kills key ISIL leader'),\n",
       "              ('Body ID', 1634),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Comfort eating? Chinese woman, 26, spends an entire WEEK in KFC after being dumped by boyfriend'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Israel denies causing Gaza floods by opening dams'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'MPs credit sergeant-at-arms for saving lives in Parliament Hill shootings'),\n",
       "              ('Body ID', 1472),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Taliban Detainee Swapped for Bowe Bergdahl Suspected of Trying to Return to Terrorism'),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'North Korea denies reports Kim Jong-un is to open state-backed restaurant in Scotland'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Confusion swirls, details murky in arrest of ISIS leader's 'wife'\"),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Nigeria says ceasefire agreed with Boko Haram'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Rumor: Gold Apple Watch Edition priced up to $5,000, steel version at $500, will debut on Feb. 14'),\n",
       "              ('Body ID', 829),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Accused Boston Marathon Bomber Severely Injured In Prison, May Never Walk Or Talk Again'),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"US officials: Video shows American's execution\"),\n",
       "              ('Body ID', 1288),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Israeli-Canadian Woman 'Captured' By ISIS Says She Is 'Safe And Secure'\"),\n",
       "              ('Body ID', 1459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'No, Islamic State Militants Have Not Been Caught by U.S. Border Patrol'),\n",
       "              ('Body ID', 385),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Resetting iOS 8 Preferences May Wipe iCloud Files'),\n",
       "              ('Body ID', 2054),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'CARLISLE HEAD SLAPPER ATTACKS SNEEZING WOMEN'),\n",
       "              ('Body ID', 906),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Al-Shabab leader who ordered Kenya mall massacre believed killed in US drone attack in Somalia'),\n",
       "              ('Body ID', 981),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'KC Man Does Not Have Ebola'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Lynch mob chop man's penis off after catching him allegedly trying to rape teenager\"),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Saudi cleric says snowmen are anti-Islamic'),\n",
       "              ('Body ID', 942),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram denies truce, says kidnapped girls married'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Gill Rosenberg, Canadian-Israeli Woman Feared Kidnapped By ISIS, Says She's Safe\"),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Gill Rosenberg, Canadian-Israeli Woman Feared Kidnapped By ISIS, Says She's Safe\"),\n",
       "              ('Body ID', 1330),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider burrows under man's skin, lives there for three days\"),\n",
       "              ('Body ID', 2293),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Wife and son of Isil leader Abu Bakr al-Baghdadi 'detained at Lebanon border'\"),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'New ISIS Video Shows Militants Seizing Weapons Airdropped By US Near Kobani'),\n",
       "              ('Body ID', 2397),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Al-Shabaab co-founder confirmed killed by US air strike in Somalia'),\n",
       "              ('Body ID', 2506),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Exits Steve Jobs Movie (Exclusive)'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ann Arbor pizza delivery driver surprised with $2,000 tip'),\n",
       "              ('Body ID', 51),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Texas City plumber's truck ends up in Syrian war\"),\n",
       "              ('Body ID', 803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Teen Made $72 Million Trading Stocks, Confirms Teen Dominance Worldwide'),\n",
       "              ('Body ID', 2009),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Despite no Ebola case in Kansas City, the rumor goes viral'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nicaragua asks U.S. for help investigating meteorite crater'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'James Wright Foley, Kidnapped Journalist, Apparently Executed by ISIS'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Shots Heard In Alleged Brown Shooting Recording [AUDIO]'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale in Talks to Play Steve Jobs (Exclusive)'),\n",
       "              ('Body ID', 1846),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', 'Christian Bale Drops Out of Steve Jobs Biopic'),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Is Kim Jong-Un Really Opening a Restaurant in Scotland?'),\n",
       "              ('Body ID', 1336),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man who skipped work for 24 years is finally fired'),\n",
       "              ('Body ID', 217),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'MPs credit sergeant-at-arms for saving lives in Parliament Hill shootings'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State claims to have beheaded American journalist'),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Comcast gets customer fired for complaining about poor service'),\n",
       "              ('Body ID', 2447),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIL video claims beheading of kidnapped journalist James Foley'),\n",
       "              ('Body ID', 1569),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Senior Western Intelligence Official Confirms London Rapper Abdel Majed Abdel Bary Is A Suspect In The Foley Killing'),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Plays Alleged Audiotape of Michael Brown ShootingMilitarization Of Police'),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'U.S. arms airdrop fell into ISIS hands: Pentagon'),\n",
       "              ('Body ID', 2397),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Secret Service Lied About White House Fence Jumper'),\n",
       "              ('Body ID', 716),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Exec popped for $300k dinner after run at blackjack'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram denies truce to release kidnapped schoolgirls'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraqi media says ISIS militants have contracted Ebola'),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Turkish president says American weapons drop for Kurdish fighters was 'wrong' after supplies end up in the hands of ISIS\"),\n",
       "              ('Body ID', 1949),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Insurgents killed in Nigeria despite alleged truce with Boko Haram'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Aaron Sorkin Confirms Christian Bale Will Play Steve Jobs'),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Suspected meteorite leaves crater in Managua, is linked to asteroid'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Jihadi John UNMASKED: Islamic State killer NAMED as west Londoner Mohammed Emwazi'),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'London hip-hop artist Abdel-Majed Abdel Bary key suspect in hunt for killer of American journalist James Foley'),\n",
       "              ('Body ID', 1598),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Killing in the name of! Kim Jong-un launches attack on others named 'Kim Jong-un'\"),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'BATMAN VS. SUPERMAN BATMOBILE STOLEN'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Broadcasts Purported Audio Containing Gunshots That Felled Michael Brown Jr.; Leaders, Celebrities Fill Pews At Teen’s Funeral'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', \"Media outlets identify 'Jihadi John'\"),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Urgent: The Leader of ISIL 'Abu Bakr al-Baghdadi' Killed! / Photo\"),\n",
       "              ('Body ID', 1634),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Robot security guards now patrolling Microsoft's Silicon Valley campus\"),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'White House fence-jumper made it far deeper into building than previously known'),\n",
       "              ('Body ID', 2506),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Saudi Arabian cleric issues fatwa against snowmen'),\n",
       "              ('Body ID', 599),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Rare meteorite impact causes blast in Nicaragua's capital, Managua\"),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Could Release Kidnapped Girls, Nigerian Officials Say'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"DNA test confirms child is IS head Abu Bakr al-Baghdadi's daughter\"),\n",
       "              ('Body ID', 2337),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Unverified video shows beheading of aid worker David Haines'),\n",
       "              ('Body ID', 1757),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Dog abandoned at Ayr station with belongings in suitcase'),\n",
       "              ('Body ID', 1524),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Rumor: Stainless Steel Apple Watch Will Cost $500, Gold $4,000'),\n",
       "              ('Body ID', 829),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Christian Bale Won't Play Steve Jobs After All\"),\n",
       "              ('Body ID', 1702),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS Seemingly Beheaded American Journalist James Wright Foley'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIS Militants Allegedly Contracted Ebola'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Calm Yourselves, Durex Has NOT Come Out With A Pumpkin Spice Condom'),\n",
       "              ('Body ID', 242),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Luke Somers' sister says he was killed in failed Yemen rescue attempt\"),\n",
       "              ('Body ID', 2338),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pictured: Heroic sergeant-at-arms, 58, walking through Parliament gun in hand just moments after he killed gunman Michael Zehaf-Bibeau'),\n",
       "              ('Body ID', 1900),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Tim Cook Reportedly Reveals Apple Watch Waterproofing Has Improved'),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ebola Outbreak 2015 Update: ISIS Fighters May Have Contracted Deadly Virus'),\n",
       "              ('Body ID', 1175),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               '#Hairgate: Reports of iPhone 6 pulling out hair, beards, likely exaggerated'),\n",
       "              ('Body ID', 22),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider 'burrowed under man's skin through scar' - video report\"),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'BREAKING: \"Brat Pack\" Judd Nelson Found Dead in Los Angeles Condo'),\n",
       "              ('Body ID', 2286),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Apple Watch to start at $500 in stainless steel, thousands for gold model'),\n",
       "              ('Body ID', 62),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Research Medical Center denies reports that a patient has Ebola'),\n",
       "              ('Body ID', 570),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Says It Struck A Cease-Fire With Boko Haram, But Are They Talking To The Right Guy?'),\n",
       "              ('Body ID', 62),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vice Media’s CEO blew $300,000 on dinner, and a Vegas casino boss blabbed about it'),\n",
       "              ('Body ID', 837),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Ebola Frisco 2014: Patient Shows Virus Symptoms After Apparent Thomas Eric Duncan Contact'),\n",
       "              ('Body ID', 459),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"This College Student Claims She Was The 'Teletubbies' Sun Baby\"),\n",
       "              ('Body ID', 2391),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'According to some Russians this dark figure stumbling through the snowy woods is a Yeti - and they even have a footprint. Hmmmmm'),\n",
       "              ('Body ID', 829),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'If you really believed Colorado KFCs were selling pot, here’s a reality check'),\n",
       "              ('Body ID', 32),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'Jihadi John' named as Mohammed Emwazi from London\"),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Are missing students in mass graves found near Iguala, Mexico?'),\n",
       "              ('Body ID', 1419),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Saudi cleric condemns snowmen as anti-Islamic'),\n",
       "              ('Body ID', 599),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'ISIS Beheads American Journalist'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Kim Had Ankle Surgery:  Source'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale in Talks to Star in Sony's Steve Jobs Film\"),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Man Known as ‘Jihadi John’ Is Identified as Mohammed Emwazi'),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS video showing beheading triggers international response'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Iraq Says Arrested Woman Is Not The Wife of ISIS Leader al-Baghdadi'),\n",
       "              ('Body ID', 2337),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS fighters seize weapons airdrop meant for Kurds'),\n",
       "              ('Body ID', 2397),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram: Kidnapped Girls Have Been Married Off, Truce Never Happened'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Penis Drawn On Bugatti Veyron Could Be World's Most Expensive Car Vandalism\"),\n",
       "              ('Body ID', 2286),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Audio recording allegedly captures at least 10 shots fired in Michael Brown killing'),\n",
       "              ('Body ID', 1803),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nigeria Boko Haram blamed for raids despite truce claim'),\n",
       "              ('Body ID', 1027),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"BREAKING NEWS: Female American aid worker, 26, held hostage by ISIS for 18 months has been 'killed in Jordanian air strike'\"),\n",
       "              ('Body ID', 532),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Boko Haram denies it has agreed ceasefire'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Plays Alleged Audiotape of Michael Brown ShootingMilitarization Of Police'),\n",
       "              ('Body ID', 1210),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"IS militant 'Jihadi John' named as Mohammed Emwazi from London\"),\n",
       "              ('Body ID', 1543),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kidnapped Nigerian schoolgirls: Government claims ceasefire deal with Boko Haram that will bring missing girls home'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Weaponized Ebola? ISIS Militants Said To Contract Deadly Virus'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Nigerians doubtful of girls' release after Boko Haram 'truce' breached\"),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'L. Jinny? Abdel-Majed Abdel Bary, UK Rapper, Suspected in James Foley Killing: Reports'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hospital: Man not being treated for Ebola in Kansas City'),\n",
       "              ('Body ID', 2306),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Confusion as Cuba’s Castro mourned instead of Kenya’s Fidel'),\n",
       "              ('Body ID', 2506),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram leader denies ceasefire deal, says 200 abducted girls married off '),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Hoax Alert: Father O’Neal, Who Has Met God and Thinks She’s a Woman, Is Made Up (Just Like God Herself)'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Pope Francis turns out not to have made pets in heaven comment'),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline', 'Speeding Up ‘Seinfeld’ For Younger Viewers'),\n",
       "              ('Body ID', 242),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"ISIS fighters 'have contracted Ebola': World Health Organisation investigating reports militants showed up at Iraqi hospital with lethal disease\"),\n",
       "              ('Body ID', 225),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Batmobile stolen in Detroit? Good one, joker!'),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Wife, child of Islamic State head Abu Bakr al-Baghdadi held in Lebanon, officials say'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'ISIS KILLS 300 IRAQI SOLDIERS WITH CHLORINE GAS: SHIA MP'),\n",
       "              ('Body ID', 2024),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Hope Fades for Girls' Release After Boko Haram 'Truce' Breached\"),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State Training Pilots in Military Jets, Monitors Say'),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Boko Haram Could Release Kidnapped Girls, Nigerian Officials Say'),\n",
       "              ('Body ID', 2144),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Google Grows With $1.6 Billion in California Office Deals'),\n",
       "              ('Body ID', 2078),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Real-life Magneto boy 'becomes living magnet' after getting massive electric shock from street lamp\"),\n",
       "              ('Body ID', 1795),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Judd Nelson Death Hoax: FOX News Impersonator Claims Actor Found Dead In Los Angeles Condo'),\n",
       "              ('Body ID', 35),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'British hostage David Haines beheaded by Islamic State terrorists'),\n",
       "              ('Body ID', 1757),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"NEWS/ All Dogs Go to Heaven! Pope Francis Confirms Paradise Is Open to All of God's Creatures\"),\n",
       "              ('Body ID', 289),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Chinese State Media Warns People To Stop Calling Themselves Dumbledore'),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Vice Media Chief Said to Pay $300,000 for Dinner for 30'),\n",
       "              ('Body ID', 1077),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'This Powerful Cartoon About The Charlie Hebdo Attack Is Not By Banksy'),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale in Talks to Play Steve Jobs in Danny Boyle's Biopic\"),\n",
       "              ('Body ID', 296),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Canadian-Israeli woman reportedly kidnapped by ISIS: Jerusalem Post'),\n",
       "              ('Body ID', 1459),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kim Jong Un hospitalized with two broken ankles, reportedly from wearing heels and being overweight'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', \"Media outlets identify 'Jihadi John'\"),\n",
       "              ('Body ID', 1939),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Give a homeless man $100 and see what he does with it [Video]'),\n",
       "              ('Body ID', 1934),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Report: Nigerian Woman Quarantined in KC with Ebola-Like Symptoms (Video)'),\n",
       "              ('Body ID', 51),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Isis Syria News: Video Shows US Airdropped Weapons and Grenades 'Captured by Islamic State'\"),\n",
       "              ('Body ID', 2397),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Once Again, The Banksy 'Arrest' Is A Giant Hoax. Repeat: A Hoax.\"),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Guantanamo detainee freed in Bowe Bergdahl swap 'back to terrorism'\"),\n",
       "              ('Body ID', 615),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'This Is a Truly Horrifying Story About a Spider'),\n",
       "              ('Body ID', 2042),\n",
       "              ('Stance', 'disagree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Kim Yo Jong, Kim Jong-Un’s Sister, Takes Control of North Korea While Brother Gets Treatment?'),\n",
       "              ('Body ID', 1634),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State Militants Claim to Have Beheaded US Journalist James Wright Foley'),\n",
       "              ('Body ID', 1786),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Christian Bale Exits Steve Jobs Movie (Exclusive)'),\n",
       "              ('Body ID', 1077),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Tropical spider 'burrowed under man's skin through scar' - video report\"),\n",
       "              ('Body ID', 2297),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"It was me! Student, 19, reveals SHE was the Teletubbies' giggling baby in the sky - and was paid just £250 and a box of toys\"),\n",
       "              ('Body ID', 837),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Saddam Hussein’s pilots training Islamic State group'),\n",
       "              ('Body ID', 1337),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Rajasthan: Man Tries to Rape Teenager, Angry Mob Chops His Penis Off'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Christian Bale in Talks to Play Steve Jobs in Danny Boyle's Biopic\"),\n",
       "              ('Body ID', 217),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Big Bank Hank of The Sugarhill Gang is dead at 57'),\n",
       "              ('Body ID', 2118),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Purported ISIS claim: Jordan airstrike kills female US hostage'),\n",
       "              ('Body ID', 1588),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Google to buy big chunk of Pacific Shores, iconic Redwood City office park'),\n",
       "              ('Body ID', 72),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'CNN Posts Alleged Audio of Michael Brown Shooting'),\n",
       "              ('Body ID', 2250),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Islamic State claims it executed American photojournalist James Foley'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Her Majesty’s magic mushrooms'),\n",
       "              ('Body ID', 2519),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"North Korea reportedly bans anyone sharing Kim Jong Un's name\"),\n",
       "              ('Body ID', 979),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Predator drones being flown over Isil's Syrian 'capital'\"),\n",
       "              ('Body ID', 1234),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"'Nasa Confirms Six Days of Darkness in December': No, they really don't - it's a hoax\"),\n",
       "              ('Body ID', 2404),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Alleged audio of Michael Brown shooting released'),\n",
       "              ('Body ID', 2448),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"NEWS/ You'll Never Guess How a Homeless Man Spent $100—Watch the Touching Video!\"),\n",
       "              ('Body ID', 320),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline', 'Seth Rogen to play Woz in Jobs biopic'),\n",
       "              ('Body ID', 562),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Schoolboy almost killed by electric shock claims he now has superpowers like Magneto'),\n",
       "              ('Body ID', 1251),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Nun gives birth to surprise baby after complaining of stomach pains'),\n",
       "              ('Body ID', 1760),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'This boy nearly died, now he has a superpower like Marvel’s Magneto'),\n",
       "              ('Body ID', 1317),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'A Letter Lego Sent to Parents in 1974 Holds an Important Message for the Parents of 2014'),\n",
       "              ('Body ID', 1547),\n",
       "              ('Stance', 'agree')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Government fires employee who skipped work for 24 years'),\n",
       "              ('Body ID', 381),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Apple Watch Pricing to Reportedly Start at $500 for Stainless Steel, $4,000 for Gold'),\n",
       "              ('Body ID', 2277),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Unhappy Customer: Comcast Told My Employer About Complaint, Got Me Fired'),\n",
       "              ('Body ID', 32),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico prosecutor: Students not in 1st mass graves'),\n",
       "              ('Body ID', 295),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               \"Does ISIS have an airforce? Terrorist 'fighter pilots' are being trained on captured MiGs by Saddam Hussein's ex-air force officers\"),\n",
       "              ('Body ID', 1337),\n",
       "              ('Stance', 'unrelated')]),\n",
       " OrderedDict([('Headline',\n",
       "               'Mexico finds 4 more graves at site of suspected student massacre'),\n",
       "              ('Body ID', 1427),\n",
       "              ('Stance', 'discuss')]),\n",
       " OrderedDict([('Headline', \"US officials: Video shows American's execution\"),\n",
       "              ('Body ID', 539),\n",
       "              ('Stance', 'unrelated')]),\n",
       " ...]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2] Extracting features.. \n",
      "\t-Extracting tfidf vectors..\n",
      "Features with lowest and highest idf in the body vector:\n",
      "\n",
      "Features with lowest idf:\n",
      "['said' 'told' 'people' 'according' 'year' 'time' 'news' 'just' 'new'\n",
      " 'reports']\n",
      "\n",
      "Features with highest idf:\n",
      "['real problem' 'point videos' 'real renderings' 'screens used'\n",
      " 'authenticity document' 'having salespeople' 'having surgery'\n",
      " 'maintained price' 'authenticity looking' 'summaries']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t-Tfidf vectors extracted..\n",
      "\t-Extracting word overlap..\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "40106it [04:15, 156.68it/s]\n",
      "4835it [00:19, 246.71it/s]\n",
      "5031it [00:19, 263.34it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t-Word overlap extracted..\n",
      "\t-Extracting cosine similarity..\n",
      "\t-Cosine similarity extracted..\n",
      "\t-Combined features returned..\n"
     ]
    }
   ],
   "source": [
    "# Feature extraction\n",
    "print(\"[2] Extracting features.. \")\n",
    "# extract_features(training_data, dev_data, test_data)\n",
    "training_features, dev_features, test_features = extract_features(training_data, dev_data, test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = ['agree', 'disagree', 'discuss', 'unrelated']\n",
    "\n",
    "def report_score(test,pred,algo):\n",
    "    #accuracy calculation\n",
    "    accuracy = accuracy_score(test,pred)\n",
    "    print('\\n Accuracy_score for %s = %s \\n'%(algo,accuracy))\n",
    "    \n",
    "    #confusion_matrix\n",
    "    mat = confusion_matrix(test,pred)\n",
    "    fig, ax = plt.subplots(figsize=(11,11))  \n",
    "    ax.set_title(\"Confusion Matrix for %s\" %algo)\n",
    "    sns.heatmap(mat.T, square=True, annot=True, fmt='d', cbar=True,cmap=\"icefire\",\n",
    "                xticklabels=classes,yticklabels=classes,linewidths=.3, ax=ax)\n",
    "    plt.xlabel('True label')\n",
    "    plt.ylabel('Predicted label');\n",
    "\n",
    "    #classification report\n",
    "    cls = classification_report(test,pred, target_names=classes)\n",
    "    print(cls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating targets\n",
    "targets_tr = [a['Stance'] for a in training_data]\n",
    "targets_dev = [a['Stance'] for a in dev_data]\n",
    "targets_test = [a['Stance'] for a in test_data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def change(f):\n",
    "    if f == 'unrelated':\n",
    "        return 0\n",
    "    elif f == 'disagree':\n",
    "        return 1\n",
    "    elif f == 'discuss':\n",
    "        return 2\n",
    "    elif f == 'agree':\n",
    "        return 3\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "y = [change(x) for x in targets_tr]\n",
    "y_test = [change(x) for x in targets_test]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(self, text):\n",
    "        predicted = self.logR_pipeline.predict([text])\n",
    "        predicedProb = self.logR_pipeline.predict_proba([text])[:,1]\n",
    "        return bool(predicted), float(predicedProb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<5031x204365 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 1171073 stored elements in COOrdinate format>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3] Fitting model..\n",
      "\t-Logistic Regression\n",
      "[4] Evaluating model..\n",
      "\n",
      " Accuracy_score for Logistic Regression = 0.8988272709202941 \n",
      "\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "      agree       0.48      0.49      0.48       324\n",
      "   disagree       0.32      0.38      0.35        89\n",
      "    discuss       0.80      0.83      0.82       997\n",
      "  unrelated       0.98      0.97      0.97      3621\n",
      "\n",
      "avg / total       0.90      0.90      0.90      5031\n",
      "\n",
      "\t-Done with Logistic Regression\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x792 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fitting model\n",
    "print(\"[3] Fitting model..\")\n",
    "print(\"\\t-Logistic Regression\")\n",
    "lr = LogisticRegression(C = 1.0, class_weight='balanced', solver=\"lbfgs\", max_iter=150) \n",
    "y_pred_lr = lr.fit(training_features, targets_tr).predict(test_features)\n",
    "# Evaluation\n",
    "print(\"[4] Evaluating model..\")\n",
    "report_score(targets_test, y_pred_lr,'Logistic Regression')\n",
    "print(\"\\t-Done with Logistic Regression\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3] Fitting model..\n",
      "\t-Random Forest Classifier\n",
      "[4] Evaluating model..\n",
      "\n",
      " Accuracy_score for Random Forest Classifier = 0.8054064798250845 \n",
      "\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "      agree       0.27      0.37      0.31       324\n",
      "   disagree       0.66      0.21      0.32        89\n",
      "    discuss       0.62      0.80      0.70       997\n",
      "  unrelated       0.95      0.86      0.90      3621\n",
      "\n",
      "avg / total       0.84      0.81      0.81      5031\n",
      "\n",
      "\t-Done with Random Forest Classifier\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x792 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[3] Fitting model..\")\n",
    "print(\"\\t-Random Forest Classifier\")\n",
    "rf = RandomForestClassifier(n_estimators=10, random_state=12345)\n",
    "y_pred_rf = rf.fit(training_features, targets_tr).predict(test_features)\n",
    "# Evaluation\n",
    "print(\"[4] Evaluating model..\")\n",
    "report_score(targets_test, y_pred_rf,'Random Forest Classifier')\n",
    "print(\"\\t-Done with Random Forest Classifier\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3] Fitting model..\n",
      "\t-Multinomial Naive Bayes\n",
      "[4] Evaluating model..\n",
      "\n",
      " Accuracy_score for Multinomial Naive Bayes = 0.4370900417412045 \n",
      "\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "      agree       0.13      0.43      0.20       324\n",
      "   disagree       0.10      0.45      0.17        89\n",
      "    discuss       0.34      0.71      0.46       997\n",
      "  unrelated       0.88      0.36      0.51      3621\n",
      "\n",
      "avg / total       0.71      0.44      0.48      5031\n",
      "\n",
      "\t-Done with Multinomial Naive Bayes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x792 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[3] Fitting model..\")\n",
    "print(\"\\t-Multinomial Naive Bayes\")\n",
    "nb = MultinomialNB(alpha=0.01, class_prior=None, fit_prior=True)\n",
    "y_pred_nb = nb.fit(training_features, targets_tr).predict(test_features)\n",
    "# Evaluation\n",
    "print(\"[4] Evaluating model..\")\n",
    "report_score(targets_test, y_pred_nb,'Multinomial Naive Bayes')\n",
    "print(\"\\t-Done with Multinomial Naive Bayes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3] Fitting model..\n",
      "\t-XGBoost Classifier\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  if diff:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4] Evaluating model..\n",
      "\n",
      " Accuracy_score for XGBoost = 0.4370900417412045 \n",
      "\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "      agree       0.13      0.43      0.20       324\n",
      "   disagree       0.10      0.45      0.17        89\n",
      "    discuss       0.34      0.71      0.46       997\n",
      "  unrelated       0.88      0.36      0.51      3621\n",
      "\n",
      "avg / total       0.71      0.44      0.48      5031\n",
      "\n",
      "\t-Done with XGBoost Classifier\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x792 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"[3] Fitting model..\")\n",
    "print(\"\\t-XGBoost Classifier\")\n",
    "xgb = XGBClassifier()\n",
    "y_pred_xgb = xgb.fit(training_features, targets_tr).predict(test_features)\n",
    "# Evaluation\n",
    "print(\"[4] Evaluating model..\")\n",
    "report_score(targets_test, y_pred_nb,'XGBoost')\n",
    "print(\"\\t-Done with XGBoost Classifier\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "width = 0.25\n",
    "\n",
    "\n",
    "# IMPROVED_SYSTEM: Logistic, MNV, RF\n",
    "score = [89.88, 43.71, 80.54, 43.70]\n",
    "\n",
    "# Plotting the bars\n",
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "\n",
    "pos = list(range(len(score)))\n",
    "\n",
    "plt.bar(pos, score, width, alpha=0.5, color='#EE3224', label='Development set')\n",
    "\n",
    "# Set the y axis label\n",
    "ax.set_ylabel('Accuracy score')\n",
    "\n",
    "# Set the chart's title\n",
    "ax.set_title('Accuracy Scores for all algorithms')\n",
    "\n",
    "# Set the position of the x ticks\n",
    "ax.set_xticks([p + 0.5 * width for p in pos])\n",
    "\n",
    "# Set the labels for the x ticks\n",
    "ax.set_xticklabels(['Logistic regression', 'Multinomial Naive Bayes', 'Random Forest', 'XGBoost'])\n",
    "ax.set_yticks([0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100])\n",
    "\n",
    "\n",
    "plt.legend(['Algorithm'], loc='upper left')\n",
    "\n",
    "\n",
    "plt.xlim(min(pos)-width, max(pos)+width*4)\n",
    "plt.ylim([0, max(score)*1.3])\n",
    "\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ! pip install scikit-plot\n",
    "import scikitplot as skplt\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# y_true = classes# ground truth labels\n",
    "y_probas = rf.predict_proba(test_features)# predicted probabilities generated by sklearn classifier\n",
    "skplt.metrics.plot_roc_curve(targets_test, y_probas)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}