ProcessBook.ipynb

{
 "metadata": {
  "name": "",
  "signature": "sha256:dc60e90878ec29968daef27af85ed9987e96b734536cc41525b9e0131c2616c1"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<h2 align=\"center\">slant parse: <br><br> Using Machine Learning to Determine the Political Leanings of News Publications</h2>\n",
      "\n",
      "<br><center>Serena L Booth, Harvard College, Class of 2016</center>\n",
      "\n",
      "<center>Joseph M Booth, Harvard College, Class of 2015</center>\n",
      "\n",
      "URL for accessing our scraped data: slantparse.com/data/slantparse_data.zip\n",
      "\n",
      "---"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 0: Overview and Motivation\n",
      "\n",
      "<i> Provide an overview of the project goals and the motivation for it. Consider that this will be read by people who did not see your project proposal. </i>\n",
      "\n",
      "Our original goal for this project was to train a classifier such that we were able to determine the unstated political leanings of satirical news organizations. This idea came up in casual conversation between the authors, and it was (and is) something we very much want to investigate. In drafting our project proposal and in meeting with our TF Olivia, it became apparant that for such a project to be relevant, we would need to provide a metric for determining the success of our classification. Given that the types of satirical news organizations we wanted to target certainly do not have a stated leaning, and nor have any or many lists of political leanings been created for these publications, such a metric couldn't be readily verified. For this reason, we decided to refine our project idea to determine the political leanings of news organizations in general. \n",
      "\n",
      "Both of the authors of this project are very interested in text analysis and natural language processing; this interest was part of our motivation for studying classification of political leanings in texts. Additionally, we wanted to explore scraping and cleaning data from the web. We had a lot of fun with that aspect of this project, and we both felt extremely proud of how neatly our article-retrieved text came out of our scraper (post computational clean up, naturally). \n",
      "\n",
      "The principal result of this work is a classifier which is trained on more than 600 articles scraped from five Liberal sources and five Conservative sources. This classifier vectorizes the words, considers the word frequencies, removes stop words (words like \"the\" or \"again\"), and successfully classifies the test data with approximately 75% accuracy. We look at the precision, the recall, and the F1-score for our classifier. We then provide some visualizations for interpreting our data and our feature evaluation. "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 1: Related Work\n",
      "\n",
      "<i> \n",
      "Anything that inspired you, such as a paper, a web site, or something we discussed in class.\n",
      "</i>\n",
      "\n",
      "We, the authors of this project, were inspired to work with news data due to particular current events that were unfolding at the time of this project. These current events include ruling in the Ferguson case as well as the case of Eric Gardner, among many other interesting, complex, and deep news stories. We set out to learn about the reprentation of politics in natural language. Further, we are both very interested in natural language processing in general and saw this as an opportunity to explore that interest, as well as an opportunity to learn how to scrape and clean text data from the web. \n",
      "\n",
      "The main reason the authors embarked on this endeavor was to see how politics is evident in writing. Is it restricted to phrases like \"Obamacare\" versus the \"Affordable Care Act\"? Or is it more subtle, affecting adjective choices and emotion words? Because we wanted to see how politics manifested itself in writing, we didn't want to restrict our classification scheme to a single subject (like Obamacare or Ferguson) -- we really wanted to see what features of politics were expressed across topics and across publications. \n",
      "\n",
      "In short, as news junkies we wanted to work with news data, and as students we wanted to explore natural language processing and classification further. \n"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 2: Initial Questions\n",
      "\n",
      "<i> What questions are you trying to answer? How did these questions evolve over the course of the project? What new questions did you consider in the course of your analysis? </i>\n",
      "\n",
      "Initially, we wanted to learn about the political slants of satirical news organizations. Over the course of this project, particularly after discussing the project with our TF, we realized that coming up with a valid metric for sites like 'The Onion', which has no official political leaning, was an unattainable goal. We wouldn't be able classify satirical news organizations with conviction, as we would have no proof of validity. For this reason, we refined our question to concern only those publications with a known political slant. Over the course of this project, this question became data-focused: we wanted to know if our classifier was successful, and if it was, what features caused it to be successful. We answer these questions in our visualizations, and we also channeled these questions into a feature of our website. On our website, we create a web tool which allows a guest to enter an article text, and we classify that article in real time. "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#Part 3: Metric\n",
      "\n",
      "Our metric is relatively simple. We looked up lists of the best conservative and liberal news publications; we chose five well-ranked publications from either list and used these to train a classifier capable of determining the political leaning of each article from each publication."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "GET_NEW_ARTICLES = False      #changing this to true will add new content to the dataset.\n",
      "\n",
      "import urllib\n",
      "import csv\n",
      "from bs4 import BeautifulSoup\n",
      "from sets import Set\n",
      "from sgmllib import SGMLParser\n",
      "import pickle \n",
      "from textstat.textstat import textstat as ts\n",
      "from sklearn import svm\n",
      "from sklearn import neighbors\n",
      "from sklearn import tree\n",
      "from sklearn import ensemble\n",
      "from sklearn.feature_extraction import text\n",
      "from sklearn import metrics\n",
      "from sklearn.naive_bayes import MultinomialNB\n",
      "from sklearn.pipeline import Pipeline\n",
      "from sklearn.linear_model import SGDClassifier\n",
      "from sklearn.ensemble import GradientBoostingClassifier\n",
      "import sklearn.linear_model\n",
      "from os import path\n",
      "import matplotlib.pyplot as plt\n",
      "from wordcloud import WordCloud\n",
      "import numpy as np\n",
      "\n",
      "\n",
      "import csv, enchant, string, cPickle, re, time\n",
      "from collections import Counter\n",
      "import stop_words\n",
      "\n",
      "%matplotlib inline\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "list_of_political_magazines = ['http://en.wikipedia.org/wiki/List_of_political_magazines', 'http://en.wikipedia.org/wiki/Category:Modern_liberal_American_magazines',\n",
      "                               'http://en.wikipedia.org/wiki/Category:Conservative_American_magazines', 'http://usconservatives.about.com/od/gettinginvolved/tp/TopConservativeMagazines.htm',\n",
      "                               'http://www.allyoucanread.com/top-10-political-magazines/', 'http://www.conservapedia.com/Conservative_media', \n",
      "                               'http://www.dailykos.com/story/2009/04/05/716698/-The-Compleat-Revised-Guide-to-Liberal-and-Progressive-News-and-Politics-on-the-Web',\n",
      "                               'http://www.washingtonpost.com/blogs/the-fix/wp/2014/10/21/lets-rank-the-media-from-liberal-to-conservative-based-on-their-audiences/']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 4: Data \n",
      "\n",
      "<i> Source, scraping method, cleanup, etc. </i>\n",
      "\n",
      "We use the metric defined above (cross-referencing lists of political leanings) to determine 5 liberal sources and 5 conservative sources. \n",
      "\n",
      "The 5 liberal sources: \n",
      "    - Mother Jones\n",
      "    - The Nation\n",
      "    - Slate\n",
      "    - The New Yorker\n",
      "    - The Washington Post\n",
      "\n",
      "The 5 conservative sources:\n",
      "    - The Christian Science Monitor\n",
      "    - The Weekly Standard\n",
      "    - TownHall\n",
      "    - The American Conservative\n",
      "    - The American Spectator\n",
      "    \n",
      "We first visit the homepage of each of these publications. From the home page, we scrape all links and store these in a set. We then visit each such link, check if it is an article from the given publication, and then scrape that data into a csv called articles.csv. The format of articles.csv is: publication title, political leaning (C or L), article title, article text. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# cite: https://github.com/chungy/diveintopython/blob/master/py/urllister.py\n",
      "class URLLister(SGMLParser):\n",
      "    \"\"\"\n",
      "    Arguments: (implicit) SGMLParser \n",
      "    \n",
      "    Extracts all 'href's from an html document. We store these links in a set, \n",
      "    and process them individually to retrieve content or additional links. \n",
      "    \"\"\"\n",
      "    def reset(self):\n",
      "        SGMLParser.reset(self)\n",
      "        self.urls = []\n",
      "\n",
      "    def start_a(self, attrs):\n",
      "        href = [v for k, v in attrs if k=='href']\n",
      "        if href:\n",
      "            self.urls.extend(href)\n",
      "    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def process_url(url, url_mod, string_start, find_string, start_article_delim, end_article_delim, name, pol):\n",
      "    \"\"\"\n",
      "    Arguments: string url, string url_mod, string find_string, string start_title_delim, \n",
      "    string end_title_delim, string start_article_delim, string end_article_delim, string name, string pol\n",
      "    \n",
      "    For each url passed to process_url, open the CSV file articles.csv which contains all data scraped.\n",
      "    Process the article by retrieving the title, and by using BeautifulSoup to retrieve the article text.\n",
      "    Store each article in the CSV as the publication name, the publication's political leaning (either 'L' or 'C'), article title, and article content.  \n",
      "    \"\"\"\n",
      "        \n",
      "    \n",
      "    #with open('articles_scraped.pickle', 'a+') as handle:\n",
      "    #    pickle.dump(set(), handle)\n",
      "    \n",
      "    # check url format\n",
      "    if len(url) > 0 and ((str(url)[0] == '/' and string_start == \"argument-not-used\") or str(url).find(string_start) == 0) and str(url).find(find_string) != -1: \n",
      "        with open('articles.csv', 'a+') as csvfile:\n",
      "            article_writer = csv.writer(csvfile, delimiter=',')\n",
      "            \n",
      "            tmp_url = url_mod + str(url)\n",
      "            usock = urllib.urlopen(tmp_url)\n",
      "            html = usock.read()\n",
      "                        \n",
      "            # use Beautiful Soup \n",
      "            soup_unprocessed = BeautifulSoup(html)\n",
      "            \n",
      "              \n",
      "            # use try/except to catch cases in which articles do not conform to general standards\n",
      "            # e.g. when an article does not have a title\n",
      "            try:\n",
      "                title = soup_unprocessed.title.string \n",
      "                title = title.encode(\"utf-8\")\n",
      "                \n",
      "                 # If article is from a specific provider, modify it according to the following rules: \n",
      "                # e.g. in the case of Townhall, we only want html which has the full article rather than a paged version\n",
      "                if name == \"TownHall\" and html.find(\"View Full Article\") != -1:\n",
      "                    process_url(url + '/page/full', url_mod, string_start, find_string, start_article_delim, end_article_delim, name, pol)\n",
      "                    usock.close()\n",
      "                    return\n",
      "                elif name == \"Slate\" and html.find('<div class=\"single-page\">') != -1: \n",
      "                    process_url(url[0:url.find('.html')] + '.single.html', url_mod, string_start, find_string, start_article_delim, end_article_delim, name, pol)\n",
      "                    usock.close()\n",
      "                    return\n",
      "                elif name == \"Mother Jones\" and (title.find('Issue') != -1 or title.find('map') != -1):\n",
      "                    print 'Content not text, or article not relevant.\\n'\n",
      "                    usock.close()\n",
      "                    return\n",
      "                elif name == \"The American Conservative\" and html.find('Author Archives') != -1 or title.find('Web Headlines') != -1 or title.find('Articles') != -1:\n",
      "                    print 'Content not text, or article not relevant.\\n'\n",
      "                    usock.close()\n",
      "                    return\n",
      "                elif name == \"The Christian Science Monitor\" and (title.find('+video') != -1 or url.find('The-Culture') != -1 or title.find('Photos of the day') != -1 or title.find('How much do you know about') != -1):\n",
      "                    print 'Content not text, or article not relevant.\\n'\n",
      "                    usock.close()\n",
      "                    return \n",
      "                elif name == \"The Blaze\" and title.find('Video') != -1:\n",
      "                    print 'Content not text, or article not relevant.\\n'\n",
      "                    usock.close()\n",
      "                    return\n",
      "                elif name == \"Slate\" and (url.find('video') != -1 or url.find('podcast') != -1): \n",
      "                    print 'Content not text, or article not relevant.\\n'\n",
      "                    usock.close()\n",
      "                    return\n",
      "                elif name == \"The Washington Post\" and (url.find('live') != -1 or html.find('posttv-video-template') != -1):\n",
      "                    print 'Content not text, or article not relevant.\\n'\n",
      "                    usock.close()\n",
      "                    return\n",
      "                else: \n",
      "                    print title + '\\n'\n",
      "                    content = str(html)[str(html).find(start_article_delim) + len (start_article_delim):str(html).find(end_article_delim)]\n",
      "                    soup = BeautifulSoup(content)\n",
      "                    \n",
      "                    # remove JS from html \n",
      "                    for script in soup([\"script\", \"style\"]):\n",
      "                        script.extract() \n",
      "                        \n",
      "                    mod_content = soup.get_text()\n",
      "                \n",
      "                # check if article has already been processed;\n",
      "                with open('articles_scraped.pickle', 'rb') as handle:\n",
      "                    article_list = pickle.load(handle)\n",
      "                    if title in article_list: \n",
      "                        print '\\n ALREADY IN SET \\n'\n",
      "                        return\n",
      "                    else:\n",
      "                        with open('articles_scraped.pickle', 'wb') as handle:\n",
      "                            article_list.append(title)\n",
      "                            pickle.dump(article_list, handle)\n",
      "                \n",
      "                mod_content = mod_content.encode(\"utf-8\") \n",
      "                \n",
      "                ascii_title = unicode(title, 'ascii', 'ignore')\n",
      "                ascii_content = unicode(mod_content, 'ascii', 'ignore')\n",
      "\n",
      "                article_writer.writerow([name, pol, ascii_title, ascii_content])\n",
      "            except AttributeError: \n",
      "                print 'Attribute Error'\n",
      "                \n",
      "            usock.close()\n",
      "            "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def scrape(start_url, iterator, url_list, url_mod):      \n",
      "    \"\"\"\n",
      "    Arguments: string start_url, int iterator, set url_list, string url_mod\n",
      "    Returns: updated set url_list \n",
      "    \n",
      "    For each start_url passed, this function opens that url and retrieves all hrefs from that page. \n",
      "    If iterator is smaller than the (constant) number of ITER_PAGES, scrape is called recursively \n",
      "    on the set of urls. \n",
      "    \"\"\"\n",
      "    \n",
      "    # limit the number of articles retrieved by limiting page depth\n",
      "    if iterator > ITER_PAGES: \n",
      "        return set()\n",
      "    \n",
      "    # call URLLister to retrieve all hrefs in the html read from the url \n",
      "    usock = urllib.urlopen(start_url)\n",
      "    parser = URLLister()\n",
      "    html = usock.read()\n",
      "    parser.feed(html)\n",
      "    usock.close()\n",
      "    parser.close()\n",
      "    \n",
      "    url_list = url_list.union(parser.urls)\n",
      "    \n",
      "    # scrape each correctly formatted url\n",
      "    for url in url_list: \n",
      "        if len(url) > 0 and str(url)[0] == '/': \n",
      "            tmp_url = url_mod + str(url)\n",
      "            try: \n",
      "                tmp_set = scrape(tmp_url, iterator + 1, url_list, url_mod)\n",
      "                url_list = url_list.union(tmp_set) \n",
      "            except IOError: \n",
      "                print \"Couldn't Open\"\n",
      "    return url_list\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ITER_PAGES = 1\n",
      "\n",
      "# pickle setup\n",
      "articles_to_pickle = []\n",
      "try:\n",
      "    with open('articles_scraped.pickle', 'rb') as handle:\n",
      "        articles_to_pickle = pickle.load(handle)\n",
      "except IOError: \n",
      "    with open('articles_scraped.pickle', 'wb') as handle:\n",
      "        pickle.dump(articles_to_pickle, handle)\n",
      "\n",
      "# call the function\n",
      "url_list = set()  \n",
      "american_conservative_list = scrape('http://www.theamericanconservative.com/', 1, url_list, '')\n",
      "townhall_list = scrape('http://www.townhall.com/', 1, url_list, 'http://www.townhall.com')\n",
      "csmonitor_list = scrape('http://www.csmonitor.com/', 1, url_list, 'http://www.csmonitor.com/')\n",
      "weekly_std_list = scrape('http://www.weeklystandard.com/', 1, url_list, 'http://www.weeklystandard.com/')\n",
      "spectator_list = scrape('http://spectator.org/', 1, url_list, 'http://spectator.org/')\n",
      "\n",
      "mother_jones_list = scrape('http://www.motherjones.com/', 1, url_list, 'http://www.motherjones.com')\n",
      "nation_list = scrape('http://www.thenation.com/', 1, url_list, 'http://www.thenation.com/')\n",
      "slate_list = scrape('http://www.slate.com/', 1, url_list, '')\n",
      "newyorker_list = scrape('http://www.newyorker.com/', 1, url_list, '')\n",
      "wp_list = scrape('http://www.washingtonpost.com/', 1, url_list, '')\n",
      "\n",
      "# Set this flag to \"true\" above if you want to add to the content!\n",
      "if GET_NEW_ARTICLES:\n",
      "    # conservative 1\n",
      "    for url in american_conservative_list: \n",
      "        process_url(url, '', 'http://www.theamericanconservative.com/', 'theamericanconservative', '<div class=\"post-content\">', '<footer id=\"articlefooter\">', 'The American Conservative', 'C')\n",
      "\n",
      "    # conservative 2\n",
      "    for url in townhall_list:\n",
      "        process_url(url, 'http://www.townhall.com', 'argument-not-used', '2014' , '<ul class=\"breadcrumb\">', '<hr class=\"article-divider\"', 'TownHall', 'C')\n",
      "\n",
      "    # conservative 3\n",
      "    for url in csmonitor_list:\n",
      "        process_url(url, 'http://www.csmonitor.com/', 'argument-not-used', '2014/', '<div id=\"story-body\"', '<span id=\"end-of-story\"', 'The Christian Science Monitor', 'C')\n",
      "\n",
      "    # conservative 4\n",
      "    for url in weekly_std_list: \n",
      "        process_url(url, 'http://www.weeklystandard.com/', 'argument-not-used', '/articles/', '  <div class=\"all_article\">', '<div class=\"article-footer\">', 'The Weekly Standard', 'C')\n",
      "\n",
      "    # conservative 5\n",
      "    for url in spectator_list:\n",
      "        process_url(url, 'http://spectator.org/', 'argument-not-used', '/articles/', 'target=\"_blank\" rel=\"nofollow\">', '</iframe></div><div class=\"field-item even\"><p class=\"label\">', 'The American Spectator', 'C')\n",
      "\n",
      "    # liberal 1 \n",
      "    for url in mother_jones_list:\n",
      "        process_url(url, 'http://www.motherjones.com', 'argument-not-used', '2014' , '<div id=\"node-header\" class=\"clear-block\">', '<div id=\"node-footer\" class=\"clear-block\">', 'Mother Jones', 'L')\n",
      "\n",
      "    # liberal 2\n",
      "    for url in nation_list:\n",
      "        process_url(url, 'http://www.thenation.com/', 'argument-not-used', '/article/', '<div class=\"field field-type-text field-field-image-caption\">', '</p></div><div class=\"views-field-value byline\">', 'The Nation', 'L')\n",
      "\n",
      "    # liberal 3\n",
      "    for url in slate_list:\n",
      "        process_url(url, '', 'http://www.slate.com/', '/2014/', '<div class=\"text text-1 parbase section\">', '<section class=\"about-the-author', 'Slate', 'L')\n",
      "\n",
      "    # liberal 4 - slightly more complex \n",
      "    for url in newyorker_list:\n",
      "        if url.find('//') == 0 or len(url) < 45:\n",
      "            print 'URL badly formatted'\n",
      "            # do nothing for this url\n",
      "        else:\n",
      "            process_url(url, '', 'http://www.newyorker.com/', 'news', '<div itemprop=\"articleBody\" class=\"articleBody\" id=\"articleBody\">', '<span class=\"dingbat\">', 'The New Yorker', 'L')\n",
      "            process_url(url, '', 'http://www.newyorker.com/', 'magazine/2014', '<div itemprop=\"articleBody\" class=\"articleBody\" id=\"articleBody\">', '<span class=\"dingbat\">', 'The New Yorker', 'L')\n",
      "\n",
      "    # liberal 5\n",
      "    for url in wp_list:\n",
      "        process_url(url, '', 'http://www.washingtonpost.com/', '/2014/', '<div id=\"article-body\" class=\"article-body\">', '</article>', 'The Washington Post', 'L')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "CHAR_LEN_BOUND = 1500\n",
      "\n",
      "fd = open('articles.csv', 'rb')\n",
      "raw_rows = []\n",
      "\n",
      "reader = csv.reader(fd, delimiter=',')\n",
      "for reading in reader:\n",
      "    raw_rows.append(reading)\n",
      "\n",
      "def basic_strip(article):\n",
      "    \"\"\"\n",
      "    Arguments: string article\n",
      "    Returns: string\n",
      "    \n",
      "    When passed article text, this function looks for words which are on its 'exclude' list; these\n",
      "    words include those which ask users to share articles on social media. All words are converted to lower case. \n",
      "    Only the sentences which do not include words from the 'exclude' list are returned in the cleaned string. \n",
      "    \"\"\"\n",
      "    exclude = [\"facebook\", \"digg\", \"tagged\", \"recommended\", \"stumbleupon\", \"share\", \"blogs\", \"user agreement\", \"subscription\", \"login\", \"twitter\", \"topics\", \"excel\", \"accessed\", \"check out\", \"tweet\", \"|\", \"see also\", \"e-mail\", \"strongbox\",\n",
      "               \"ad choices\", \"photograph\", \"about us\", \"faq\", \"careers\", \"view all\", \"app\", \"sign in\", \"contact us\", \"comment\", \"follow\", \"@\", \"http\", \"posted\", \"update\", \"staff writer\", \"editor\", \"advertisement\", \"clearfix\", \"eza\"]\n",
      "    article = re.sub('[ \\t\\n]+' , ' ', article)\n",
      "    sentences = article.split('.')\n",
      "    new_sentences = []\n",
      "    for sen in sentences:\n",
      "        clean = True\n",
      "        for word in exclude:\n",
      "            if word in sen.lower():\n",
      "                clean = False\n",
      "\n",
      "        if clean:\n",
      "            new_sentences.append(sen)\n",
      "\n",
      "    outstr = \"\"\n",
      "    for sen in new_sentences:\n",
      "        if len(sen) > 5:\n",
      "            outstr += sen.strip() + '. '\n",
      "    return outstr\n",
      "\n",
      "rows = []\n",
      "\n",
      "for i in range(0, len(raw_rows)):\n",
      "    article_text = basic_strip(raw_rows[i][3])\n",
      "    if len(article_text) > CHAR_LEN_BOUND:\n",
      "        rows.append([raw_rows[i][0], raw_rows[i][1], raw_rows[i][2], article_text])\n",
      "        \n",
      "print 'Finished applying the basic_strip function to text.'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Finished applying the basic_strip function to text.\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 5: Feature Vector Creation, Classification\n",
      "\n",
      "For this part of the project, we analyzed several different types of classifiers. We considered using random forest classifiers, a Bayesian multinomial classifier, a traditional svm. We finally decided to use a gradient boosting classifier. We did so for several reasons; first and foremost, this type of classifier is robust to overfitting, which we control by selecting a random sample of articles as the training set, leaving the remaining articles we scraped as test data. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Xtrain, Ytrain = [],[]\n",
      "Xtest, Ytest = [],[]\n",
      "\n",
      "# function for converting format of CountVectorizer output to be used for classification\n",
      "def csr_2_list(csr):\n",
      "    ints = [csr[0,i] for i in range(0, csr.shape[1]) ]\n",
      "    return ints\n",
      "\n",
      "num_libarticles, num_consarticles = 0, 0\n",
      "\n",
      "for row in rows:\n",
      "    if row[1] == 'C':\n",
      "        num_consarticles += 1\n",
      "    else:\n",
      "        num_libarticles += 1\n",
      "       \n",
      "        \n",
      "print \"***VECTORIZING DOCUMENTS***\"\n",
      "\n",
      "\n",
      "test_rows = rows[::2]\n",
      "train_rows = rows[1::2]\n",
      "\n",
      "stop_words = text.ENGLISH_STOP_WORDS.union(['said'])\n",
      "\n",
      "# construct a CountVectorizer and give it training data\n",
      "tk_train = text.CountVectorizer(max_features=2400, stop_words=stop_words)\n",
      "text_doc_matrix_train = tk_train.fit_transform([row[3] for row in train_rows])\n",
      "\n",
      "# construct another CountVectorizer with vocabulary based on training set's vocab\n",
      "tk_test = text.CountVectorizer(max_features=2400, stop_words=stop_words, vocabulary = tk_train.vocabulary_)\n",
      "text_doc_matrix_test = tk_test.fit_transform([row[3] for row in test_rows])\n",
      "\n",
      "for i in range(0, text_doc_matrix_train.shape[0]):\n",
      "    Xtrain.append(csr_2_list(text_doc_matrix_train[i]))\n",
      "    Ytrain.append(train_rows[i][1])\n",
      "\n",
      "for i in range(0, text_doc_matrix_test.shape[0]):\n",
      "    Xtest.append(csr_2_list(text_doc_matrix_test[i]))\n",
      "    Ytest.append(test_rows[i][1])\n",
      "\n",
      "print \">>>DONE VECTORIZING DOCUMENTS<<<\\n\"\n",
      "\n",
      "print \"***TRAINING CLASSIFIER***\"\n",
      "\n",
      "# define the classifier\n",
      "\n",
      "clf = GradientBoostingClassifier(n_estimators = 800, max_depth = 5)\n",
      "clf.fit(Xtrain, Ytrain)\n",
      "\n",
      "print \">>>DONE TRAINING CLASSIFIER<<<\\n\"\n",
      "\n",
      "print \"***DUMPING CLASSIFIER***\"\n",
      "\n",
      "fd = open('./web/classifier', 'wb')\n",
      "cPickle.dump(clf, fd, cPickle.HIGHEST_PROTOCOL)\n",
      "fd.close()\n",
      "\n",
      "fd = open('./web/vocab', 'wb')\n",
      "cPickle.dump(tk_train.vocabulary_, fd, cPickle.HIGHEST_PROTOCOL)\n",
      "fd.close()\n",
      "\n",
      "print \">>>DONE DUMPING CLASSIFIER<<<\\n\"\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "***VECTORIZING DOCUMENTS***\n",
        ">>>DONE VECTORIZING DOCUMENTS<<<\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "***TRAINING CLASSIFIER***\n",
        ">>>DONE TRAINING CLASSIFIER<<<\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "***DUMPING CLASSIFIER***\n",
        ">>>DONE DUMPING CLASSIFIER<<<\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 6: Exploratory Analysis\n",
      "\n",
      "<i>What visualizations did you use to look at your data in different ways? What are the different statistical methods you considered? Justify the decisions you made, and show any major changes to your ideas. How did you reach these conclusions? </i>\n",
      "\n",
      "We first look at all of our test data and see how the classifier ranks the article's political slant relative to its publisher's political slant. \n",
      "\n",
      "After looking at the classification directly, we then look at the precision, recall, and F1-score for our classifier. All of these values tend to be around 80%. \n",
      "\n",
      "Having looked at the precision, recall, and F1-scores for our classifier, we then consider the data we scraped from the ten liberal and conservative sources. We visualize this data by creating a word cloud of all of the words (not including stop words) from all of the articles. We then create another word cloud, this time looking at the most important features to the classifier. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "successes,trials = 0,0\n",
      "\n",
      "predicted = clf.predict(Xtest)\n",
      "\n",
      "for i in range(0, len(Xtest)):\n",
      "    print \"FOR: \" + test_rows[i][2] + \"\\n CLF SAID: \" + clf.predict(Xtest[i])[0] + \" ACTUALLY: \" + Ytest[i]\n",
      "    if Ytest[i] == clf.predict(Xtest[i])[0]:\n",
      "        successes += 1\n",
      "    trials+=1\n",
      "\n",
      "print \"\\n The classifier was %.2f%% accurate.\" % (float(successes)/trials*100)\n",
      "print \"\\n %d liberal articles, %d conservative articles.\" % (num_libarticles, num_consarticles) \n",
      "print \"\\n\""
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "FOR: What Not to Do on Iran | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Channing Tatum. Wrestling Picture. Whadaya Need  A Road Map? | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Double Feature Feature: 10,000 Hours Edition | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: About Us | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: A Fraternity of Rape | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Bringing Back Husbandry | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Moral Path to Peace | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: SWPLs & Eric Garner | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Uses and Abuses of Historical Analogies | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Federalism Can Still Save Religious Liberty | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Against the Mob | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Ferguson Is Not Palestine | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Greatly Overrated Rubio | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: A Chuck Hagel Postmortem | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Galloping Toward Gomorrah | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Considering Thankfulness | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Thanksgiving Doorbusters Backfire on Big Retail | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Cotton and the Iran Hawks Loathing of Diplomacy | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: At Gitmo, a Tough Policy To Swallow - Steve Chapman -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Why Conservatives Should Get to Know Bitcoin - Townhall Magazine \n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Europe Is Way Behind the United States... And Here's Why - Daniel J. Mitchell - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Report: Prominent Ex-Governor Making Inquiries Into NH... - Daniel Doherty \n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Willfully Ignorant - Derek Hunter -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Black People The Media Hate (And Rand Paul Isn't Wild About) - Ann Coulter -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Diplomacy Failed in Iran: Fund Missile Defense - George Landrith -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Something Weird in the U.S. New Home Market - Political  Calculations - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Ferguson: Inconvenient Facts About the Encounter - Larry Elder -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Where's the Fire, Buddy?  - Rich Galen -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Weird United Nations Rule That Makes It Cheaper To Buy From Foreign Companies - Kevin Glass \n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: \"The Advent of Controversy\" - Jerry Newcombe -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: GOP Poll: Perhaps Landrieu Should Start Packing Her Bags... - Daniel Doherty \n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Facebook Journalism: Is It Such Big News? - Debra J. Saunders -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: After He, Racism - John Ransom - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Socialist Party Caught \"Underpaying\" Minimum Wage Activists   - Michael Schaus - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: How Washington should think about the Internet of Things - CSMonitor.com\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Possibility unbound: 25 years of progress for those with disability - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Constant cycle of violence in Israel, regulating working hours in Japan, Bangladeshs quiet mobile revolution, Kenya standing against terrorist at... - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Is Obama favoring donors in ambassador appointments? That's nothing new. - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: With fewer young people gambling, time for a government rethink - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: From Egyptian judges: conspiracy theories, mass death sentences, and freedom for Mubarak - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Sarah Palin weighs in on Ferguson. Was it funny or offensive? - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Amid anger over Eric Garner, a unique moment for change in NYPD - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Inventor hopes to clean the air with giant purifiers - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Could you pass a citizenship test? States may make it graduation requirement. - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Prospector Theater helps the disabled entertain new prospects - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Why 20 year drop in crime is more impressive than it seems - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Taking a cue from nightclubs, 24-hour bookstores boom in Taiwan: Could they work in the US? - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: British police arrest seven in latest anti-jihadi sweep - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Benghazi Whitewash | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Uncommon Ancestor  | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Laughs on Us  | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Outer Borough Tales    | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Reacher File   | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Voice of Experience | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: French Curtains | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Comte Franaise    | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: No Deal | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Hartache | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Bitter End | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Crpes Suzette or Pie? | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: A Solution for Cities on the Brink of Bankruptcy | The American Spectator\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Dad & Dylan | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "FOR: The Gift Shop of the Dead | The American Spectator\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: FDA: More Nutrition Information Will Make Americans Healthier  Oh, Really? | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Do What the Cops Tell You: It Isn't Rocket Science | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Sins of Elizabeth Lauten | The American Spectator\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: It Cant Rain Hard Enough | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Opinions Versus Facts | The American Spectator\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Rainy Day Rage | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: What? Another Conversation About Race? | The American Spectator\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The US Government Deported 438,000 People in 2013. 83 Percent Never Got a Hearing. | Mother Jones\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: I Told a Grand Jury I Saw a Cop Shoot and Kill an Unarmed Man. It Didn't Indict. | Mother Jones\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: The Problem With the Ferguson, Ray Rice, and UVA Rape Stories | Mother Jones\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Thurgood Marshall Blasted Police for Killing Black Men With Chokeholds | Mother Jones\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: An Open Letter To Charles Barkley | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Plugged Into the Socket of Life | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Our Words, Our Selves | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Why Hagels Departure Is a Victory For War Hawks  | The Nation\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: In Egypts Growing Insurgency, Civilians Pay the Highest Price | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The UN Backs Down a Little, Adds More Women to Its Peacekeeping Panel | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Why Its Impossible to Indict a Cop | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Uber raises $1.2 billion: New funding gives Travis Kalanick's ride service a $40 billion valuation.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Running calculator: Introducing Slates marathon time predictor, a better way to calculate how fast youll run.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Ferguson grand jury investigation: A shadow trial violates the publics right to access.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Adam Voorhes photographs a rare collection of brains in his book, Malformed: Forgotten Brains of the Texas State Mental Hospital, with Alex Hannaford.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Hawaiian \"Mele Kalikimaka,\" Greek \"khristos,\" Xmas, and why not \"Hristmas\": Sound changes in Christmas vocabulary.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Sabrina Rubin Erdely, UVA: Why didnt a Rolling Stone writer talk to the alleged perpetrators of a gang rape?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: New York City protests over Eric Garner grand jury decision.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Stephanie Diani: Live Audience! Looks at the people who attend multiple television tapings (PHOTOS).\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Ball Aerospace: A company known for mason jars helped with NASA's Orion capsule.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Whole Foods Detroit: Can a grocery store really fight elitism, racism, and obesity?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Top skyscrapers around the world that were stalled, stunted, stopped midconstruction, or never built. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Patrick Morarescu photographs performance artists.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Edie Bresler: We Sold a Winner looks at the stores that sold winning lottery tickets around the country (PHOTOS).\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The new seven wonders: Defining the top technological marvels of the contemporary age.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Katrina Arnold photographs New Orleans Ladies Arm Wrestling tournaments.  \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Pink slugs, drunken parrots, giant earthworms, and tree lobsters of Australia.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Best books of 2014: Slate Book Review editor picks.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: U.S. Department of Education comes out in support of transgender students' rights.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Cosby lawsuit claims extortion by Judy Huth.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Dear Prudence: My husband is a bad gift-giver.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Dear Prudence: I was fat-shamed by my cousin at Thanksgiving.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: M83: New composite shows incredible detail.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Tension between Germany and other eurozone countries over stimulus is hurting the economy.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Why female Jacana birds do all the fighting while the males stay home and watch the kids. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Ridley Scotts Exodus: Were ancient Egyptians white, black, or brown?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Dress codes: Smart casual, dress to impress, cocktail attire, tropical chic, explained.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Sheldon Adelson may have spent too much fighting Internet gambling: The Las Vegas billionaire shouldnt have made himself part of the story.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Chicago minimum wage vote: $13 by 2019, including for domestic workers. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The U.K.s Mr. Austerity Doubles Down - The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Rohan Marleys Marijuana Venture\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: What the Eric Garner Grand Jury Didnt See - The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: ISIS at the Border\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Can Chris Rock Make the Leap to Leading Man?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: New Yorks Verdict: We Cant Breathe - The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The Carnival Logic of American Horror Story: Freak Show\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The View from a Bridge\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: An Alaskan Poets Lyrics of Sex and Power\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The Wu-Tang Clans A Better Tomorrow\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Police union: We dont believe its an issue of race. We believe its an issue of poverty - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: I honestly dont know what to say; Jon Stewart gets serious on Eric Garner - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "FOR: The big winner of the holiday season so far: mobile shopping - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Does this postal chairmans lobbying history pose a conflict of interest? - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Arab autocrats are not going back to the future - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The problem with the U.S. policy of no ransoms? Hostage rescues are very, very difficult. - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Residents of Prince Georges have waited too long for improved medical facilities - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: DARRIN BELL: From Ferguson to New York cases, Candorville cartoonist draws deeply from the personal [Q&A] - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: PM Update: Rain moves in this evening; Fallstreak clouds over D.C. - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: This flu season could be a bad one, CDC says - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: New York Mayor, police union officials clash after grand jury decision in Eric Garners death - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Plunging oil prices spell trouble for Alaska, Americas own petro-state - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Washington state man accused of making threats against Darren Wilson, ex-Ferguson cop who shot Michael Brown - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Katie Zezima - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Winona State gymnast Brooke Baures dies following accident in food-service elevator - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Fixing the conflict of interest at the core of police brutality cases - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Are you smart enough to retire? - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: I refuse to post a single picture of my baby on Facebook - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: The glaring problem with #CrimingWhileWhite - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Black males and the cops who kill them - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Dangerous Super Typhoon Hagupit on collision course with Philippines - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Knox County cop fired immediately after photos show brutal choking of student - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: In the global struggle for Internet freedom, the Internet is losing, report finds - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Scott Allen - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Catherine Rampell: Men want women to be equal, but the system defeats them - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: The Eric Garner cases sickening outcome - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Could Barry sue Lena Dunham over her memoirs? - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Star Wars, Episode VII: Please, for the love of God, as little politics as possible - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Capitals at Hurricanes: Game 25 discussion thread - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The rules of engagement: How militarized police units enforce the law around the world - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Fidelis Ad Mortem? | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Catos of Old Media | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Racist Copsor Liberal Slander? | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Canadas Patriot Act Moment | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Rapping at the Supreme Court - Suzanne Fields -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Declining Affordability in the Sales Mix of New Homes - Political  Calculations - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Requiring Calorie Counts on Menu Probably Won't Make People Healthier - Christine Rousselle \n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Obama Sues Companies for Complying with Obamacare - Michael Schaus - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Hollywood Hypocrites - Brent Bozell -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Legacy of Michael Brown and the Future of Young Black Men - Charlotte Hays -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Holiday Online Shopping Leads to Big Wins - Chris Versace - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Congress Must Fight Back Against Obama's Lawlessness - David Limbaugh -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Ferguson Vs. New York City - Linda Chavez -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Benghazi Baloney  - D.W. Wilber -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: S.E. Cupp: The Death of a Meme - Townhall Magazine \n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR:  The \"Eric Garner\" Decision: Truth vs. Ideology - Jack Kerwick -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Russell Brand and Che Guevara Have Much in Common  - Humberto Fontova -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Landrieu is French Toast - Arthur  Schaper  -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Even Advocates of Past Governments Shutdowns Advise Extreme Caution This Time - Matt Towery -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Clinton's Stock Declining in Futures Market - Michael Barone -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Exoneration: Democrat-Led 'Bridgegate' Investigation Clears Christie of Wrongdoing - Guy Benson \n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Biogens Alzheimer Surprise  - Bill Gunderson -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Why it's harder than ever to remain anonymous on the Web - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Taking lessons from Typhoon Haiyan, Philippines moves fast on new storm - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: US 'terrorism?' What's not being said about Kansas City, Austin attacks. - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Kenyan raid exposes hive of cybercrime - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Cybersecurity unit drives Israeli Internet economy - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Arabs, Europeans move to fill US void on Israeli-Palestinian conflict - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Stasi-linked party is back in power. Is Germany ready? - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Rolling Stone backs off story of alleged fraternity rape at UVA - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: With death of unarmed Phoenix man, has national debate reached critical mass? - CSMonitor.com\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Landrieus last stand: why Deep South white Democrats are vanishing - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "FOR: No Justification | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Beyond the Barricades  | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Menendez vs. the White House | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Benghazi Report | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Mistress of Murder    | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Strait Man | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Wrestlers and Brothers  | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Kevorkians Vision | The Weekly Standard\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Stormin Norman   | The Weekly Standard\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Ferguson in Black and White | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Cautionary Tale of Elizabeth Lauten | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Don't Let the Rolling Stone Controversy Distract You From the Campus Rape Epidemic | Mother Jones\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: We Dont Just Need Nicer Cops. We Need Fewer Cops. | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Ava DuVernay profile: The Selma director on her MLK drama and being a black female director in Hollywood.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: History of spycraft: Manual for British spies during WWII. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Cult film slang: Words first cited in the OED from Heathers, Pulp Fiction, Withnail and I, Ghostbusters, Blade Runner, Spinal Tap\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The New Republics demise: The magazines heterodox liberalism is what made it unique.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Mongolian nomads: Ambitious program uses solar panels to connect regions 800,000 nomads to the grid.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Why does Gandalf the White fight with a sword instead of casting spells?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Family Life by Akhil Sharma: Slate Whiting Second Novel List title.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Grammy nominees 2015: Beyonc, Iggy Azalea, Sia, and Sam Smith lead the nominations.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Fraternity sexual assault and criminal activities: States should use gang laws to seize their assets.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: New Republic turnover and breaking shit: A history of silicon valley's favorite phrase. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Still Alice review: Julianne Moore in an Alzheimers movie based on the Lisa Genova book.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Peter Pan Live! on NBC, starring Allison Williams and Christopher Walken, reviewed.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Amazing libraries from around the world in the book, Reflections: Libraries.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Best novels, childrens books, and comics of 2014: Dan Kois picks his 15 favorites.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Aquaculture: Farmed fish could be better for the environment.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Republicans divided on immigration: Ted Cruz accuses Republicans of breaking campaign promises\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: In and Out of Time in Iraq - The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The Trouble With Cheap Oil - The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The Real Threat to Obamacare\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Key elements of Rolling Stones U-Va. gang rape allegations in doubt - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: New line of upscale Starbucks stores to take coffee to luxurious heights - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Mike Green to miss sixth straight, sets mindframe on returning Tuesday - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: 7 things you didnt read today (but should have) - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Alyssa Rosenberg - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Venezuelas Maduro indicts opposition leader as economic forces conspire against him - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: New U.S. military command established for Iraq and Syria operations - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: What was fake on the Internet this week: Dog whisperer death and the Zodiac Killer - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Rolling Stone fiasco hurts rape victims and journalists - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Historic White House shovel stole the spotlight of Kennedy Center ceremony - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: In budget talks, District autonomy remains under fire - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Painting Ted Turners legacy - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Rolling Stone needs to come clean about its campus rape story - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Ubers not a $40 billion start-up. Its a mid-sized car company. - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Challenging the justice system - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The best way to respect sexual assault survivors is to get their stories right - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Hosni Mubarak celebrates his acquittal while others face repression in Egypt - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Grammy nominations: Beyonc, Sam Smith, Taylor Swift, Iggy Azalea and more - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: What would happen if the government shut down  and never reopened? - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Rollicking funeral procession a fitting coda for former D.C. mayor Marion Barry - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Children who are prostituted arent criminals. So why do we keep putting them in jail? - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: U.S. economy added 321,000 jobs in November; unemployment rate holds at 5.8% - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Rolling Stones disastrous U-Va. story: A case of real media bias - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Wizards see double in easy win over Nuggets - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Five myths about Americas police - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: EEOC Has Become The Problem, Not The Solution - Star Parker -  Page 1\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Jobs Jump in November but Outlook Remains Guarded - Peter Morici - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Egg Freezing and the Indentured Woman - Arina  Grossu -  Page full\n",
        " CLF SAID: L ACTUALLY: C"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "FOR: Obamas Climate Education and Literacy Initiative: How Do You Spell I-N-D-O-C-T-R-I-N-A-T-I-O-N? - Calvin Beisner -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Tax Hikes 'For The Children' Don't Work - Casey Given -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: What the Numbers Say on Police Use of Force - Steven Malanga -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Why Gasoline Prices Are Down -- And How to Keep It That Way - Ed Feulner -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Obama's War On Cops - John Nantz -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Mission Impossible: Making a Smart Choice in the ObamaCare Exchange - John C. Goodman -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: What Schumer Wants to Embrace - Jonah Goldberg -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The problem with The Paris Wife, Loving Frank, and historical novels about famous mens wives.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Yesterdays News - The New Yorker\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: New technologies encourage women, but not poor people, to participate in politics - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Protesters of chokehold death rally for 3rd day - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: In Germany, a Christmas market of a different sort - CSMonitor.com\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: In wake of Eric Garner case, should grand jury system be reformed? - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Gap sales down 4 percent after Dress Normal campaign failure.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Dawn sees Ceres: Spacecraft's first picture of asteroid target.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Hagel: U.S. hostage murdered in Yemen - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: D.C. area forecast: A soggy Saturday, then sparkling but breezy on Sunday - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Libel law and the Rolling Stone / UVA alleged gang rape story - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Thanks Michelle Obama: GOP Pushes For School Lunch Exemptions - Kevin Glass \n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Photos of the weekend - The Christian Science Monitor - CSMonitor.com\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Will Japan run out of rice? - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Obama justifies failed rescue of American Luke Somers in Yemen - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Rolling Stone UVA rape story continues to unravel. Jackie's friend \"Andy\" speaks out. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Cisco Sues Arista, a Rival Run by Former Cisco Employees, for copyright infringement. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Capitals at Devils: Game 26 discussion thread - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Eric Garners family thanks protesters as nationwide demonstrations continue - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Powerful typhoon slams into eastern Philippines - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Why the world missed the oil price crash - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: U-Va. remains resolved to address sexual violence as Rolling Stone account unravels - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Best state in America: Texas, where both crime and incarceration rates are falling - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Predicting epileptic seizures with 82 percent accuracy - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Mommy, why are police officers so bad? - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Santa, is that you? But wheres your white beard? - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Failure porn: Theres too much celebration of failure and too little fear - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Todays CIA critics once urged the agency to do anything to fight al-Qaeda - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Democratic Party Disappears in South | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Empathize With Our Enemies?\" - D.W. Wilber -  Page 1\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: AirBnB.Com, Uber.Com: Will State And Local Governments Shutdown The New Generation Of Small Business Owners? - Austin Hill -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Liberal Policies that are Killing A Gun Company  - Michael Schaus - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Obama Giveth, Obama Gets Crushed  - John Ransom - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Second Amendment Warriors - Leah Barkoukis \n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Progressivism Claims Another Life - Derek Hunter -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Christmas 2014: All I Want Is Peace On Earth, Goodwill Towards Man And A Machine Gun - Doug Giles -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Russias Putin Is Erecting Economic Barriers with the West - Paul Dykewicz -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Gross Output and Gross Domestic Product Show State of Economy - Mark Skousen - Townhall Finance Conservative Columnists and Financial Commentary - Page 1\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The new ethics of eating - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Mary Landrieu defeat widens party, racial divide in the South - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Effort to improve farm-animal treatment expands globally - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Why impact of Eric Garner case might be much bigger than Ferguson - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Six Guantanamo detainees arrive in Uruguay.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Poaching rhinos, elephants: What is it like to work an anti-poaching operation?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: After the Eric Garner Decision | The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Adam Brodys Early-Bird Special\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Distinguished pol of the week - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: James Bond finally falls for a woman his own age - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Police officers injured, businesses vandalized as protests in Berkeley turn violent - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: How different are Russians and Americans, anyway? - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Hillary Clinton whiffs on Iran, embraces Obamas policy - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: How to reduce partisan gridlock - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: D.C. area forecast: A breezy but brighter Sunday; increasing clouds and rain chances not too far behind - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Crafting a win-win-win for Russia, Ukraine and the West - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "FOR: Women in the elite forces: Cracking the camouflage ceiling. Or not. | The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: 4 Pearl Harbor survivors vow reunion wont be last - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: After apology, Rolling Stone changes its story once more - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The Localist Manifesto | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Sloppy Thinking Behind Credibility Arguments | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: U.S. Public Opinion and Israel/Palestine | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Will The GOP Lose To Hillary In 2016 By Nominating A Loser Like Jeb? - Kurt  Schlichter -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Little Pressure on Fed to Raise Rates Soon - Peter Morici - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Ukraine Needs Second Bailout, Currency Reserves Drop to Critical Level - Mike Shedlock - Townhall Finance Conservative Columnists and Financial Commentary - Page 1\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Next Time, Try Rogaine - Katie Kieffer -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: EEOC Has Become the Problem, Not the Solution - Star Parker -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Enough of the Open Season on Police - D.W. Wilber -  Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Rolling Stone Recants, but PBS Cant Let Go - Shawn Mitchell - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Do you understand the Syria conflict? Take the quiz. - Muslim Brotherhood - CSMonitor.com\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Mad Sounding Meds: Is This Any Way to Treat a Condition? | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Something Sick Is Happening | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: In Defense of Religious Mediocrity | The American Spectator\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Thanks, Hirohito, We Needed That | The American Spectator\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: The Glory of the Old Days | The American Spectator\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Freedom Tower Was Supposed To Be the Greenest Building in America. So What Went Wrong? | Mother Jones\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Bush Aide: Twitter Should Change Everything to Suit My Opinion About How to Fight ISIS | Mother Jones\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Pierre Korkie: South African hostage killed in Yemen hours before release.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Holiday shopping: Gift ideas for minimalists, homebodies, foodies, and kids.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Movie intermissions are necessary in the age of long movies like Interstellar.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: The Cooper Hewitt Re-Opens | The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The Astonishing Rise of Angela Merkel\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: One Womans Drive to Revolutionize Medical Testing | The New Yorker\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Abby Phillip - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: How Rolling Stones campus rape story could discourage victims from speaking out - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Why Congress cant stop a federal hiring blitz tied to Obamas immigration actions - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: With 13 Hours in Islamabad, Homeland is almost great again - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: This is the best way to save for college. And hardly anyone uses it - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Technology is ruining our memory. Heres why that doesnt matter. - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Does Obama have the worst record of any president on the national debt? - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: READ IN: Best Week Ever Edition - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Kevin Durant, Oklahoma City in foreign land but not seeking any sympathy - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The Redskins are bad, from top to bottom - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: College Football Playoff field set but controversy lingers with Ohio State in, TCU snubbed - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The last remnants of the old New Republic have been swept away - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Why Eric Garner is the turning point Ferguson never was - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The happiness curve - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: The epic Rolling Stone gang-rape fallout  and how major publications get it wrong - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Conservatives say Rolling Stone U-Va. rape story exposes the liberal narrative - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: People have lost faith with companies and governments - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Nationals to make another effort re-sign Jordan Zimmermann long-term - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Heres how irrational flu vaccine deniers are - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Kennedy Center Honors kicks off with a star-studded red carpet - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Morning Plum: Hey Democrats, whats your Plan B? - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: The overlooked audiotape of the Michael Brown shooting - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: North Korea denies hacking Sony but calls the breach a righteous deed - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Witnessing Ferguson: Variation in witness statements driven more by systematic bias than uncertainty - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Learning the Lessons of the 1930s Forever | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Enlightenment or Endarkenment? | The American Conservative\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: North Korea: It's a \"False Rumor\" We Hacked Sony, Okay? - Daniel Doherty \n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Mid-Terms 2014 - RIP - Rich Galen -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Obamacare's Destruction of Primary Care Doctors Continues  - Katie Pavlich \n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Americans Hate a Loser, GOP - John Ransom - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Coming Soon: Barbara Boxer's Retirement Announcement? - Guy Benson \n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Will a Divided Government Work for Millennials? - Corie  Stephens -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: House Chooses New Cold War With Russia - Ron Paul -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: What China's Army-issue underwear reveals - CSMonitor.com\n",
        " CLF SAID: L ACTUALLY: C"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "FOR: Despite failed raid, US likely to stand by its no-ransom policy for hostages - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Symbolic 'end' to Afghanistan war overshadowed by new Obama plans - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Russian scientist spies mountain-sized asteroid heading our way - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Failed hostage raid in Yemen: why there'll be more rescues to come - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: 'Historic' Los Angeles fire engulfs city block - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: A light on Iran's dark powers - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Amid Rolling Stone fallout, will college women be reluctant to report rape? - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Supreme Court declines dispute about BP oil spill compensation fund - CSMonitor.com\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Freedom Tower Was Supposed to Be the Greenest Building in America. So What Went Wrong? | Mother Jones\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: American Lives Will Be Saved, Not Lost, If We Release the Senate Torture Report | Mother Jones\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: No Exit in Gaza  | The Nation\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Dear Prudence: Grandma never puts work into gift-buying. I do it instead.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Mark Pryor's farewell is everything that's wrong with politics.\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Broke millennials: The decline of young adult incomes since the recession.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Olympic reforms: Co-hosting could be allowed.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Math versus maths: How Americans and Brits deploy the collective noun.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: What Grumpy Cat is worth: Did Tabatha Bundesen's pet really earn $100 million?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Marsala: Pantone announces its 2015 Color of the Year. \n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Republican attorney general cooperation: Scott Pruitt, Devon Energy work hand in hand.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Daniel Pantaleo Staten Island grand jury: Why did it refuse to indict Eric Garners killer?\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Discovery Channel Eaten Alive documentary was disappointing because educational television is becoming clickbait.\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Where the Streets Have a Name: Seven Addresses that Defined the News in 2014 - The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Inherent Vice Review | The New Yorker\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Should the Democrats Give Up on the South? - The New Yorker\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: VIDEO GAME REVIEW: This War of Mine deals with the horrors of war without the gore - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Massive Los Angeles fire destroyed apartment building, snarled traffic on two freeways - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Arguing with anti-vaxers: Maybe not a good idea - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Judge-found facts are a questionable foundation, says the Tenth Circuit - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Obama says law enforcement complaints personal for me because of who I am - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: 5 questions about the CIA detention and interrogation report you wish you didnt have to ask - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: No, really: There is a scientific explanation for the parting of the Red Sea in Exodus - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: As Andre Burakovsky navigates a valley in rookie year, Caps unsure of his World Juniors status - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Free & Easy: Winternational, Santarchy and holidays at the White House - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The insane narrative you are supposed to believe about the torture report - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Virginias licensing requirements hurt a Loudoun County charter school - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Administration tries to hide Irans alleged cheating - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Typhoon Hagupit inundates Philippines with third day of flooding rain - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Adam Goldman - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: When unrecognizable is a compliment - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: PM Update: Rain arrives overnight, persists into Tuesday; Some ice risk north and west - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Wizards squander second-half lead before beating Celtics in double overtime - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Korean Air executive goes nuts over service, delays plane - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Challenge for protesters in wake of police killings: Turning anger, grief into action - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Americans are not lovin McDonaldsand havent been for years - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Video game designer Ralph Baer invented your childhood. Here are five things you can learn from his extraordinary life. - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Woman walks her dog while dressed as the abominable snowman, makes winter less awful - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Obamas acid reflux may help others receive proper diagnosis and treatment - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: LeBron James wore an I cant breathe warmup shirt tonight. Thats a very big deal. - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Amazon threatens to move its drone research overseas - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The meaning of Mary Landrieus loss, by the numbers - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: A German political party wants immigrants to stop speaking foreign languageseven at home - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: In The Imitation Game, a portrait of what bias cost England - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The familiar cycle of the taxi industry wars - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Montana governor wants a little more Mountain West in the Democratic Party - The Washington Post\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Dont Risk War With Russia | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: A Foreign Policy of Russophobia | The American Conservative\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: A Reply to Rush Limbaugh - Mona Charen -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: You Don't Have to Love Your Parents: The Case for the Ten Commandments - Dennis Prager -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Standard Practice - Bill Murchison -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Tree of National Socialism  - Bill Tatro - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Don't Look for Much Emphasis on Abortion in the 2016 Campaign - Michael Barone -  Page full\n",
        " CLF SAID: C ACTUALLY: C"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "FOR: The War Between Disparate Impact and Equal Protection Continues - Ilya Shapiro -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: December 7, 2014: Hillarys Day of Infamy - Ken Blackwell -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The High Cost of Fast Track - Phyllis Schlafly -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: 11 Law Enforcement Officers Killed - Chuck Norris -  Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: The Truth Behind The Swiss Gold Referendum  - Ralph Benko - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Liberal Politico asks: Will Jonathan Gruber Topple Obamacare?  - Nick Sorrentino - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: C ACTUALLY: C\n",
        "FOR: Iran to the Rescue  - Night Watch - Townhall Finance Conservative Columnists and Financial Commentary - Page full\n",
        " CLF SAID: L ACTUALLY: C\n",
        "FOR: Wild: Reese Witherspoon movie has a lot in common with 10 Hours of Walking in NYC as a Woman (VIDEO).\n",
        " CLF SAID: C ACTUALLY: L\n",
        "FOR: Uber Reviews for Charon, Boatman of Hades | The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: The School of American Ballet on PBS | The New Yorker\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: Federal workers morale is at lowest point in years - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "FOR: John Wall, Nicki Minaj and Miyah - The Washington Post\n",
        " CLF SAID: L ACTUALLY: L\n",
        "\n",
        " The classifier was 75.00% accurate.\n",
        "\n",
        " 491 liberal articles, 380 conservative articles.\n",
        "\n",
        "\n"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print (metrics.classification_report(Ytest, predicted))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "             precision    recall  f1-score   support\n",
        "\n",
        "          C       0.73      0.68      0.70       191\n",
        "          L       0.76      0.80      0.78       245\n",
        "\n",
        "avg / total       0.75      0.75      0.75       436\n",
        "\n"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from wordcloud import STOPWORDS\n",
      "# cite: https://github.com/amueller/word_cloud\n",
      "mywcstr = \"\"\n",
      "\n",
      "for row in test_rows:\n",
      "    mywcstr += row[3] + ' '\n",
      "for row in train_rows:\n",
      "    mywcstr += row[3] + ' '\n",
      "    \n",
      "our_stopword_list = ('one', 'said', 'year', 'will', 'take', 'new', 'say')\n",
      "    \n",
      "our_stopwords = STOPWORDS.union(our_stopword_list)\n",
      "    \n",
      "wordcloud = WordCloud(background_color=\"white\", max_words=100, stopwords=our_stopwords).generate(mywcstr)\n",
      "\n",
      "plt.figure(figsize = (14,16))\n",
      "plt.title(\"What's in the news? \\n Words by Frequency\", fontsize = 20)\n",
      "plt.imshow(wordcloud, )\n",
      "plt.axis(\"off\")\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAzAAAAHNCAYAAADBm571AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7efedbb02150>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# word cloud of SVM features\n",
      "features = clf.feature_importances_\n",
      "vocab = tk_train.vocabulary_\n",
      "vocabInvDict = {v: k for k, v in vocab.items()}\n",
      "\n",
      "outstr = \"\"\n",
      "for i in range(0,len(features)):\n",
      "    # lookup feature i in vocabulary\n",
      "    for _ in range(0,int(4000*features[i])):\n",
      "        outstr += ' ' + vocabInvDict[i] + ' '\n",
      "    # multiply value of feature i * word, add to out string\n",
      "        \n",
      "wordcloud = WordCloud(background_color=\"black\", max_words=100, stopwords=['said','advertisement', 'photo']).generate(outstr)\n",
      "\n",
      "plt.figure(figsize = (14,16))\n",
      "plt.title(\"Most Useful Features For Classification of News Articles\", fontsize = 20)\n",
      "plt.imshow(wordcloud, )\n",
      "plt.axis(\"off\")\n",
      "plt.show()\n",
      "\n",
      "print \"In the word cloud above, the larger the word, the more important the feature.\" "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAzAAAAG3CAYAAABrIrBSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7efed7d11190>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "In the word cloud above, the larger the word, the more important the feature.\n"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "freqs, feats = [],[]\n",
      "for i in range(0,len(features)):\n",
      "    # lookup feature i in vocabulary\n",
      "    freqs.append(features[i])\n",
      "    feats.append(str(vocabInvDict[i]))\n",
      "    \n",
      "pairs = zip(feats, freqs)\n",
      "\n",
      "pairs.sort(key = lambda elem : elem[1], reverse = True)\n",
      "\n",
      "top_10_features = pairs[:10]\n",
      "_ = plt.figure(figsize=(10,10))\n",
      "\n",
      "graph = plt.bar(range(0,len(top_10_features)), [elt[1] for elt in top_10_features], color = \"green\")\n",
      "_ = plt.title('Feature versus Level of Importance', fontsize=15)\n",
      "_ = plt.ylabel('Feature Level of Importance')\n",
      "_ = plt.xlabel('Feature')\n",
      "_ = plt.xticks(np.arange(0.5, 10.5, 1), [elt[0] for elt in top_10_features], rotation=30)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAAJ6CAYAAACYBG7kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKIqip5RQK4qiKIqi6Cn/C5+pKCzSeN9YAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7efed77f9090>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import random\n",
      "\n",
      "# cite: PS5 distribution code\n",
      "def plot_decision_surface(clf, X_train, Y_train, title, y_l, x_l, os1, os2):\n",
      "    plot_step=0.1\n",
      "    \n",
      "    if X_train.shape[1] != 2:\n",
      "        raise ValueError(\"X_train should have exactly 2 columnns!\")\n",
      "    \n",
      "    x_min, x_max = X_train[:, 0].min() - plot_step, X_train[:, 0].max() + plot_step\n",
      "    y_min, y_max = X_train[:, 1].min() - plot_step, X_train[:, 1].max() + plot_step\n",
      "    xx, yy = np.meshgrid(np.arange(x_min, x_max, plot_step),\n",
      "                         np.arange(y_min, y_max, plot_step))\n",
      "\n",
      "    clf.fit(X_train,Y_train)\n",
      "    if hasattr(clf, 'predict_proba'):\n",
      "        Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:,1]\n",
      "    else:\n",
      "        Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])    \n",
      "    Z = Z.reshape(xx.shape)\n",
      "    cs = plt.contourf(xx, yy, Z, cmap=plt.cm.Reds)\n",
      "    \n",
      "    def offset(f):\n",
      "        return (random.random() * f - f/2)\n",
      "    \n",
      "    plt.scatter([x + offset(os1) for x in X_train[:,0]],[x + offset(os2) for x in X_train[:,1]],c=Y_train,cmap=plt.cm.Paired)\n",
      "    #labelling functionality\n",
      "    _ = plt.title(title, fontsize = 20)\n",
      "    _ = plt.xlabel(x_l, fontsize = 16)\n",
      "    _ = plt.ylabel(y_l, fontsize = 16)\n",
      "    plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "best_col = [row[vocab[top_10_features[0][0]]] for row in Xtrain]\n",
      "second_best_col = [row[vocab[top_10_features[1][0]]] for row in Xtrain]\n",
      "\n",
      "third_best_col = [row[vocab[top_10_features[2][0]]] for row in Xtrain]\n",
      "fourth_best_col = [row[vocab[top_10_features[3][0]]] for row in Xtrain]\n",
      "\n",
      "clf_new = GradientBoostingClassifier(n_estimators = 800, max_depth = 5)\n",
      "clf_new_ = GradientBoostingClassifier(n_estimators = 800, max_depth = 5)\n",
      "\n",
      "best_feats_Xtrain = np.matrix([best_col, second_best_col]).transpose()\n",
      "good_feats_Xtrain = np.matrix([third_best_col, fourth_best_col]).transpose()\n",
      "\n",
      "Ytrain2 = []\n",
      "\n",
      "for elt in Ytrain:\n",
      "    if elt == 'L':\n",
      "        Ytrain2.append(\"Blue\")\n",
      "    elif elt == 'C':\n",
      "        Ytrain2.append(\"Red\")\n",
      "        \n",
      "_ = plt.figure(figsize = (10,8))\n",
      "\n",
      "def ft(s):\n",
      "    return \"Occurrences of feature \" + \"'\" + s + \"'\"\n",
      "\n",
      "plot_decision_surface(clf_new, best_feats_Xtrain, Ytrain2, \"Decision Surface For Top 2 Features\", \n",
      "                      ft(top_10_features[0][0]), ft(top_10_features[1][0]), .1, 0)\n",
      "\n",
      "_ = plt.figure(figsize = (10,8))\n",
      "\n",
      "plot_decision_surface(clf_new, good_feats_Xtrain, Ytrain2, \"Decision Surface For 2nd Best Feature Pair\", \n",
      "                      ft(top_10_features[2][0]), ft(top_10_features[3][0]), .33, 0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAICCAYAAADxr6g0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7efed72ab8d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAICCAYAAADxr6g0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7efed50d7050>"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here we've looked at the decision surfaces that result from plotting the probabilistic results generated from the first and second best pairs of features from our feature vectors, as determined by the feature_importances attribute of the Gradient Boosting Classifier we used to separate liberal from conservative articles. Red areas in the above graphs are conservative prediction regions, while lighter colored regions in the above graphs are liberal. We see some interesting triends here, ranging from the unsurprising (repeated usage of the word \"foreign\" is correlated with conservatism) to the more subtle, with \"time\" appearing more frequently in conservative articles for example. Since our vectors have integer components, a small random horizontal offset was added to point values in both graphs. These allow the viewer to interpret the quantity of articles at a particular point, as well as to get an idea of the distribution of liberal articles vs conservative articles that appear at that point."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 7: Web Tool Creation\n",
      "\n",
      "On the website which corresponds to this project, we will have a textbox whereby a user can enter article text and we will classify it for them on the spot. The code to do this on-demand classification is included here. The code is commented out as this script cannot be called from within the IP[y] Notebook. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "_ = \"\"\"\n",
      "\n",
      "from sklearn.feature_extraction import text\n",
      "import sys, pickle, cPickle\n",
      "\n",
      "article_to_classify = \"\"\n",
      "\n",
      "if __name__ == \"__main__\":\n",
      "    for line in sys.stdin:\n",
      "        article_to_classify += line\n",
      "\n",
      "try:\n",
      "    fd = open('classifier', 'rb')\n",
      "except:\n",
      "    print \"classifier failed to load\"\n",
      "    sys.exit()\n",
      "\n",
      "clf = cPickle.load(fd)\n",
      "fd.close()\n",
      "\n",
      "try:\n",
      "    vfd = open('vocab', 'rb')\n",
      "except:\n",
      "    print \"vocab failed to load\"\n",
      "    sys.exit()\n",
      "\n",
      "vocab = cPickle.load(vfd)\n",
      "vfd.close()\n",
      "\n",
      "tk = text.CountVectorizer(max_features=2400, stop_words='english', vocabulary = vocab)\n",
      "my_row = tk.fit_transform([article_to_classify])\n",
      "\n",
      "def csr_2_list(csr):\n",
      "    ints = [csr[0,i] for i in range(0, csr.shape[1]) ]\n",
      "    return ints\n",
      "\n",
      "\n",
      "\n",
      "print clf.predict(csr_2_list(my_row))\n",
      "\n",
      "\"\"\""
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Part 8: Final Analysis\n",
      "\n",
      "<i>What did you learn about the data? How did you answer the questions? How can you justify your answers? </i>\n",
      "\n",
      "In analyzing our data, we saw a lot of really interesting results with regard to the type of language used by Conservative or Liberal publications. \n",
      "\n",
      "In order to learn about our data, we first took a look at the most frequently used words across all publications, Conservative or Liberal. We ignored stop-words, or words that otherwise weren't meaningful to the reader. We saw words like \"people\", \"time\", \"police\", \"government\", \"American\", \"black\". These results are expected, as they define the current movement of protests in response to grand jury decisions in the recent Ferguson and Eric Gardner cases.\n",
      "\n",
      "Having looked at the most frequently used words across all news, we created a classifier for determining the political slant of news publications, and then we analyzed the text data that classifier used as features. We created another word cloud of these features, where the features of highest importance are largest in the word cloud. In this cloud, we see words like \"photos\", \"stocks\", \"time\", \"guilty\", \"voters\", \"foreign\", \"control\", \"obama\", \"income\", \"taxes\", and \"god\". These are, as expected, charged and emotional in most cases, but only in a few of them (e.g. \"obama\") would it be immediately clear that a trend should be expected.\n",
      "\n",
      "After creating these two word clouds, we plotted the relative frequency of the ten most important features. This plot is represented as a bar chart. The most notable feature represented on that chart is the word \"Mr.\". It's an oddly simple word, and yet it seems as if it's used in an effort to be respectful which is characteristic of a political leaning. \n",
      "\n",
      "Finally, we looked at some decision surfaces for our classifier. These are explained in detail below the graphs, but the fundamental idea is that each red dot represents a Conservative article in our training set, and each blue dot a Liberal article. These are then scattered atop a color contour map which is based on the decision the classifier would make for the given feature specifications. The redder the map, the more strictly conservative the intersection of those two plotted features. "
     ]
    }
   ],
   "metadata": {}
  }
 ]
}