NLTK_NaiveBayes.ipynb

{
 "metadata": {
  "name": "NLTK_NaiveBayes"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import nltk as nltk"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import os, os.path"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "path = os.path.expanduser('~/nltk_data')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "if not os.path.exists(path):\n",
      "    os.mkdir(path)\n",
      "os.path.exists(path)\n",
      "                          "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "True"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import nltk.data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "path in nltk.data.path"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "True"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from nltk.corpus.reader import CategorizedPlaintextCorpusReader"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader2 = CategorizedPlaintextCorpusReader('.', r'news_.*\\.csv', cat_pattern=r'news_(\\w+)\\.csv')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 97
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader.categories()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 82,
       "text": [
        "['DOWN', 'NONE', 'UP']"
       ]
      }
     ],
     "prompt_number": 82
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader.fileids(categories=['UP'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 83,
       "text": [
        "['news_UP.csv']"
       ]
      }
     ],
     "prompt_number": 83
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def bag_of_words(words):\n",
      "    return dict([(word, True) for word in words])\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 84
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import collections"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 85
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def label_feats_from_corpus(corp, feature_detector=bag_of_words):\n",
      "    label_feats = collections.defaultdict(list)\n",
      "    for label in corp.categories():\n",
      "        for fileid in corp.fileids(categories=[label]):\n",
      "            feats = feature_detector(corp.words(fileids=[fileid]))\n",
      "            label_feats[label].append(feats)\n",
      "    return label_feats"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 86
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def split_label_feats(lfeats, split=0.75):\n",
      "    train_feats = []\n",
      "    test_feats = []\n",
      "    for label, feats in lfeats.iteritems():\n",
      "        cutoff = int(len(feats) * split)\n",
      "        train_feats.extend([(feat, label) for feat in feats[:cutoff]])\n",
      "        test_feats.extend([(feat, label) for feat in feats[cutoff:]])\n",
      "    return train_feats, test_feats"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 87
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader.categories()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 88,
       "text": [
        "['DOWN', 'NONE', 'UP']"
       ]
      }
     ],
     "prompt_number": 88
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lfeats = label_feats_from_corpus(reader2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 98
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lfeats.keys()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 99,
       "text": [
        "['DOWN', 'NONE', 'UP']"
       ]
      }
     ],
     "prompt_number": 99
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "train_feats, test_feats = split_label_feats(lfeats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 91
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(train_feats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 92,
       "text": [
        "0"
       ]
      }
     ],
     "prompt_number": 92
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(test_feats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 93,
       "text": [
        "3"
       ]
      }
     ],
     "prompt_number": 93
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(lfeats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 94,
       "text": [
        "3"
       ]
      }
     ],
     "prompt_number": 94
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader.?"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Object `reader.` not found.\n"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader.words"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 29,
       "text": [
        "<bound method CategorizedPlaintextCorpusReader.words of <CategorizedPlaintextCorpusReader in '/Users/lyonwj/Documents/CSCI_555/GradProj'>>"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader2.words()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 100,
       "text": [
        "['2010', '-', '11', '-', '10', '00', ':', '00', ':', ...]"
       ]
      }
     ],
     "prompt_number": 100
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reader2.raw()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 101,
       "text": [
        "'2010-11-10 00:00:00,Dentsu Inc. Announces Partnership with Apple Inc. to Bring iAd to Japan\\n2010-11-16 00:00:00,Hrvatski Telekom d.d. Signs Agreement With Apple Inc.&#39;s Apcom/Powercom\\n2010-12-16 00:00:00,\"Nokia Oyj Files Patent Infringement Complaints against Apple Inc. in UK, Germany and Netherlands\"\\n2010-12-28 00:00:00,Apple Inc. Sued For Allegedly Sending User Data To Advertisers-DJ\\n2010-12-29 00:00:00,\"Microsoft Co-founder Relaunches Tech Patent Suit Against Apple Inc., Google Inc., Facebook And Others-Reuters\"\\n2011-01-11 00:00:00,\"Hagens Berman Investigates Claims Apple Inc.&#39;s iPhone 4&#39;s Glass Prone to Scratches, Breakage\"\\n2011-01-18 00:00:00,Apple Inc. Issues Q2 2011 Guidance Above Analysts&#39; Estimates\\n2011-01-24 00:00:00,Eastman Kodak Company Receives Notice of Initial Determination In ITC Patent Infringement Action Against Apple Inc. And Research In Motion Limited\\n2011-01-31 00:00:00,Wi-LAN Inc. To Reach Settlement With Apple Inc.\\n2011-02-17 00:00:00,\"Telling Telecom Holding Co., Ltd. Subsidiary Signs Agreement to Be Apple Inc.&#39;s Distributor\"\\n2011-02-18 00:00:00,US Regulators Probe Apple Inc.&#39;s Subscription Plan-Reuters\\n2011-02-24 00:00:00,\"Intel Corporation Announces Thunderbolt Technology In Collaboration With Apple, Inc.\"\\n2011-03-02 00:00:00,Apple Inc. Announces Launch Of iPad 2\\n2011-03-15 00:00:00,Apple Inc. Delays iPad 2 Launch In Japan-Reuters\\n2011-03-22 00:00:00,Apple Inc. Sues Amazon.com Over APP STORE Trademark-Reuters\\n2011-03-25 00:00:00,Eastman Kodak Company Wins Round In Research In Motion Limited And Apple Inc Dispute-Reuters\\n2011-03-28 00:00:00,ECS ICT Bhd Receives Distributorship Award From Apple Inc. For Apple iPad In Malaysia\\n2011-03-29 00:00:00,Nokia Corporation Files Second ITC Complaint Against Apple Inc.\\n2011-04-11 00:00:00,\"Bharti Airtel Limited, Aircel To Sell Apple Inc.&#39;s iPhone 4 In India-WSJ\"\\n2011-04-12 00:00:00,Walker Digital Files 15 Lawsuits Against Apple Inc. And Others-Reuters\\n2011-04-18 00:00:00,\"Apple Inc. Sues Samsung Electronics Co., Ltd. Over Galaxy Phone, Tab-DJ\"\\n2011-04-20 00:00:00,Apple Inc. Issues Q3 2011 Guidance; EPS Guidance Below Analysts&#39; Estimates\\n2011-04-25 00:00:00,\"Samsung Electronics Co., Ltd. Counter Sues Apple Inc. Over iPhone, iPad-Reuters\"\\n2011-04-29 00:00:00,Apple Inc. Launches iPad 2 In India-Business Standard\\n2011-05-05 00:00:00,\"Lawsuit Accuses Adobe Systems, Apple Inc., Google Inc., Intel Corporation And Intuit Inc. For Fixing Pay-DJ\"\\n2011-06-14 00:00:00,Nokia Corporation Enters Into Patent License Agreement With Apple Inc.\\n2011-06-17 00:00:00,\"Apple Inc. And Samsung Electronics Co., Ltd. In Talks On Patent Lawsuits-Reuters\"\\n2011-06-22 00:00:00,Apple Inc. May Face Antitrust Probe In India-WSJ\\n2011-06-23 00:00:00,Apple Inc. Wins Antitrust Clearance To Bid On Nortel Networks Patents-DJ\\n2011-06-24 00:00:00,\"Apple Inc.&#39;s Apple Korea Sues Samsung Electronics CO., Ltd. In Seoul Over Smartphone-DJ\"\\n2011-06-30 00:00:00,\"Samsung Electronics Co., Ltd. Files Complaint Against Apple Inc. With US International Trade Commission-DJ\"\\n2011-07-01 00:00:00,Nortel Networks Announces Sale Of Its Patent Portfolio For USD4.5 Billion To A Consortium Which Include Apple Inc.\\n2011-07-06 00:00:00,\"Apple Inc. Trade Complaint With U.S. Authorities Against Samsung Electronics Co., Ltd.-DJ\"\\n2011-07-07 00:00:00,Judge Rejects Apple Inc. Bid For Injunction Against Amazon.com-Reuters\\n2011-07-11 00:00:00,Apple Inc. Files Patent Complaint Against HTC Corporation-Reuters\\n2011-07-14 00:00:00,South Korean Attorney Files Class-Action Suit Against Apple Inc. South Korea Unit-DJ\\n2011-07-15 00:00:00,Apple Inc. Notches Patent Win Against HTC Corp.-WSJ\\n2011-07-18 00:00:00,CORRECTION - HTC Corp Will Appeal ITC&#39;s Decision In Favor of Apple Inc. On Patents-DJ\\n2011-07-19 00:00:00,Apple Inc. Issues Q4 2011 Guidance Below Analysts&#39; Estimates\\n2011-07-22 00:00:00,Apple Inc. Joins Hulu Bid Talks-Reuters\\n2011-07-29 00:00:00,Nortel Networks&#39; Subsidiary Completes Sale of Patents And Patent Applications To A Consortium Which Include Apple Inc.\\n2011-08-02 00:00:00,HTC Corp Sees Final Ruling On Apple Inc.-S3 Graphics Case In November-DJ\\n2011-08-09 00:00:00,\"Hagens Berman Files Class-Action Lawsuit Against Apple Inc., News Corporation&#39;s HarperCollins Publishers, Pearson PLC&#39;s Penguin Group Inc. And CBS Corporation&#39;s Simon &amp; Schuster Inc.\"\\n2011-08-10 00:00:00,\"Apple Inc. Blocks Samsung Electronics Co., Ltd. From Selling Galaxy Tablet In EU-Reuters\"\\n2011-08-16 00:00:00,HTC Corp Sues Apple Inc. Over Patents-Reuters\\n2011-08-17 00:00:00,\"Apple Inc. May Invest $1 Billion In Sharp Corporation&#39;s LCD Plant; Elpida Memory, Inc., Toshiba Corporation Expects Larger Orders From Apple-Reuters\"\\n2011-08-18 00:00:00,China Mobile Limited Talking To Apple Inc. On iPhones-Reuters\\n2011-08-24 00:00:00,Steve Jobs Resigns as CEO of Apple Inc.; Names Tim Cook As New CEO\\n2011-08-25 00:00:00,\"German Court Upholds Apple Inc. Injunction On Samsung Electronics Co., Ltd.-Reuters\"\\n2011-08-31 00:00:00,\"Openwave Systems, Inc. Takes Legal Action Against Apple Inc And Research In Motion Limited To Protect Intellectual Property For Mobile Internet Access\"\\n2011-09-02 00:00:00,\"Wi-LAN Inc. Initiates Litigation Against Apple, Inc., Dell Inc., Hewlett-Packard Company And Novatel Wireless, Inc.\"\\n2011-09-08 00:00:00,Google Inc. Assigns Patents To HTC Corp Used To Sue Apple Inc.-DJ\\n2011-09-09 00:00:00,\"Apple Inc. Wins German Court Ruling On Samsung Electronics Co., Ltd. Tablets-Reuters\"\\n2011-09-19 00:00:00,\"Samsung Electronics Co., Ltd. Files Counter Claim In Australia Against Apple Inc.-Reuters\"\\n2011-09-22 00:00:00,\"VIA Technologies, Inc. and Subsidiaries Sue Apple Inc.\"\\n2011-09-28 00:00:00,\"Samsung Electronics Co., Ltd., Apple Inc. Tablet War Judgement Imminent In Australia-DJ\"\\n2011-09-29 00:00:00,\"Apple Inc.&#39;s Ex-CEO Jobs Tried To Defuse Samsung Electronics Co., Ltd. Patents Row-DJ\"\\n2011-10-14 00:00:00,\"Samsung Electronics Co., Ltd. Loses Dutch Bid To Ban Apple Inc. Products-The Economic Times\"\\n2011-10-17 00:00:00,\"Samsung Electronics Co., Ltd. Seeks Sales Ban On Apple Inc.&#39;s iPhone 4S In Japan, Australia-DJ\"\\n2011-10-18 00:00:00,Apple Inc. Issues Q1 2012 Guidance Above Analysts&#39; Estimates\\n2011-11-01 00:00:00,VirnetX Holding Corp Files New Complaint Against Apple Inc.\\n2011-11-07 00:00:00,\"VirnetX Holding Corp&#39;s VirnetX, Inc Files Complaint Against Apple Inc. With International Trade Commission\"\\n2011-11-15 00:00:00,Apple Inc. Names Arthur D. Levinson As Chairman Of Board\\n2011-11-25 00:00:00,\"Samsung Electronics Co., Ltd. Attorney Says Judge Wrong In Australian Apple Inc. Case-DJ\"\\n2011-11-30 00:00:00,\"Samsung Electronics Co., Ltd. Scores Patent Win Against Apple Inc.-Reuters\"\\n2011-12-01 00:00:00,\"NTT DoCoMo, Inc. Denies Basic Agreement With Apple Inc.-Reuters\"\\n2011-12-06 00:00:00,Chinese Court Rejects Apple Inc. Lawsuit Over iPad Name-Reuters\\n2012-01-20 00:00:00,\"German Court Grants Victory To Apple Inc. In Patent Suit With Samsung Electronics Co., Ltd.-DJ\"\\n2012-01-24 00:00:00,Apple Inc. Issues Q2 2012 Guidance Above Analysts&#39; Estimates\\n2012-01-25 00:00:00,Motorola Mobility Holdings Inc Sues Apple Inc. Over New iPhone-DJ\\n2012-02-07 00:00:00,Apple Inc. In Talks On iTV With Canada Telecoms-Reuters\\n2012-02-09 00:00:00,U.S. Department of Justice Set To Clear Apple Inc. And Consortium&#39;s To Buy Pending Patents From Nortel Networks-Reuters\\n2012-02-13 00:00:00,Apple Inc. Launches New Legal Attack On Samsung Phones-Reuters\\n2012-02-16 00:00:00,Apple Inc. Seeks Court Permission To Sue Eastman Kodak Company-Reuters\\n2012-02-24 00:00:00,Apple Inc. Acquires App-Search Engine Chomp-WSJ\\n2012-03-02 00:00:00,German Court Dismisses Apple Inc.&#39;s Suit Against Samsung Electronics Co Ltd&#39;s Favor On Slide-To-Lock-DJ\\n2012-03-07 00:00:00,Samsung Electronics Co Ltd Files Fresh Lawsuit Against Apple Inc. In South Korea-Reuters\\n2012-03-09 00:00:00,Apple Inc. To Build $304 Million Campus In Texas-Reuters\\n2012-03-12 00:00:00,\"Apple Inc., Motorola Mobility Holdings Inc. Held Cross-licensing Talks Late 2011-Reuters\"\\n2012-03-19 00:00:00,Apple Inc. Announces Plans To Initiate Dividend And Share Repurchase Program\\n2012-03-20 00:00:00,\"Apple Inc.&#39;s iPad Heat Reports Swirl, Probe Underway-Reuters\"\\n2012-03-27 00:00:00,\"Apple Inc., Sony, Four Others Sued By Graphics Properties Holdings Inc-Reuters\"\\n2012-04-05 00:00:00,\"Apple Inc., Two Publishers Hold Out Against Settlement-Reuters\"\\n2012-04-10 00:00:00,DOJ May Sue Apple Inc. Over ebooks-Reuters\\n2012-04-11 00:00:00,\"U.S. Sues Apple Inc., Publishers In e-book Price Scheme-Reuters\"\\n2012-04-13 00:00:00,Apple Inc Rejects E-book Pricing Collusion Charge-Reuters\\n2012-04-17 00:00:00,\"US Judge Sends Apple Inc, Samsung Electronics Co Ltd To Settlement Talks-Reuters\"\\n2012-04-18 00:00:00,\"Apple Inc, Visa Inc, Intel Corp, The Coca-Cola Company and Bank of America Corp Start Trading on Bucharest Bourse-SeeNews - The Corporate Wire\"\\n2012-04-19 00:00:00,Apple Inc And Other Technology Companies Fail To Dismiss Staff-Poaching Lawsuit-Reuters\\n2012-04-20 00:00:00,Hagens Berman Announces Lawsuit Claims Wide Range Of Apple Devices Infringe Patents For Screen Manipulation\\n2012-04-24 00:00:00,\"Apple Inc Infringes On Motorola Mobility Holdings Inc Patent, ITC Judge-Reuters\"\\n2012-04-25 00:00:00,\"Potter Voice Technologies Files Colorado Patent Infringement Lawsuit Against Apple Inc, Others, Says The Lanier Law Firm\"\\n2012-04-26 00:00:00,\"VirnetX Holding Corp Receives Markman Order In Patent Infringement Action Against Cisco Systems, Inc., Apple Inc., NEC And Aastra\"\\n2012-05-08 00:00:00,US Judge Dismisses Proview&#39;s Ipad Suit Vs Apple Inc-Reuters\\n2012-05-14 00:00:00,US Court Revives Apple Inc&#39;s Claim On Samsung Electronics Co Ltd&#39;s Tablets-Reuters\\n2012-05-21 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd CEOs In US Court Talks On Patents-Reuters\"\\n2012-06-07 00:00:00,\"Samsung Electronics Co Ltd Says Galaxy S III U.S. Launch To Go Ahead, Despite Apple Inc. Suit-Reuters\"\\n2012-06-13 00:00:00,Apple Inc Fails To Fend Off Mobile Tracking Lawsuit; Federal Judge Dismisses Google Inc And Several Other Defendants From Lawsuit-Reuters\\n2012-06-14 00:00:00,Judge Gives Apple Inc Reprieve In Patent Case Versus Google Inc.-Reuters\\n2012-06-19 00:00:00,\"NTT DoCoMo, Inc. Not In Sync With Selling Apple Inc.&#39;s iPhone In Japan-Reuters\"\\n2012-06-20 00:00:00,\"Eastman Kodak Company Sues Apple Inc., Claiming Interference In Patent Sales-Reuters\"\\n2012-06-21 00:00:00,Dutch Court Gives Samsung Electronics Co Ltd Rare Victory Over Apple Inc.-DJ\\n2012-06-27 00:00:00,\"Judge Halts Sales Of Samsung Electronics Co Ltd Tab in U.S., Against Apple Inc&#39;s Request-Reuters\"\\n2012-07-02 00:00:00,Apple Inc Pays $60 Million To Settle China iPad Trademark Dispute With Unit Of Proview International Holdings Limited-Reuters\\n2012-07-03 00:00:00,Eastman Kodak Company Wins Approval To Auction Digital Imaging Patents Over Apple Inc. Complaint\\n2012-07-05 00:00:00,China Tech Company Sues Apple Inc For Patent Infringement-DJ\\n2012-07-09 00:00:00,Samsung Electronics Co Ltd Wins Court Case Against Apple Inc. Because It&#39;s &#39;Not As Cool&#39;-Reuters\\n2012-07-18 00:00:00,Judge Rejects Secrecy Bids In Apple Inc Versus Samsung Electronics Co Ltd Battle-Reuters\\n2012-07-19 00:00:00,HTC Corp Files Counterclaim Against Apple Inc In US Court-DJ\\n2012-07-23 00:00:00,Apple Inc And Google Inc&#39;s Motorola Unit File Separate Patent Appeals- The Economic Times\\n2012-07-24 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd Chiefs Disagree On Patent Values- Reuters\"\\n2012-07-26 00:00:00,Apple Inc Says Samsung Electronics Co Ltd Patent Royalty Demands Unfair- Reuters\\n2012-07-27 00:00:00,\"Apple Inc To Buy Fingerprint Sensor Maker, AuthenTec Inc For $356 Million-Reuters\"\\n2012-08-06 00:00:00,Apple Inc And Google Inc Bid On Eastman Kodak Co Patents-Reuters\\n2012-08-09 00:00:00,Google Inc Pays $22.5 Million To Settle Apple Inc Safari Charges-Reuters\\n2012-08-14 00:00:00,Samsung Electronics Co Ltd&#39;s Turn To Say Apple Inc Copied- Reuters\\n2012-08-15 00:00:00,\"US Judge Urges Apple Inc, Samsung Electronics Co Ltd To Settle Before Verdict- Reuters\"\\n2012-08-17 00:00:00,Samsung Electronics Co Ltd Expert Says Apple Inc Overstates Damages At Trial- Reuters\\n2012-08-21 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd CEOs Talk But No Trial Settlement Reached-Reuters\"\\n2012-08-22 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd Make Final Pitch To U.S. Jury-Reuters\"\\n2012-08-24 00:00:00,Seoul Court Rules Samsung Electronics Co Ltd Did Not Violate Apple Inc.&#39;s Design-Reuters\\n2012-08-28 00:00:00,Apple Inc Seeks Quick Bans On Eight Samsung Electronics Co Ltd Phones-Reuters\\n2012-08-30 00:00:00,\"Google Inc, Apple Inc. CEOs In Secret Patent Talks-Reuters\"\\n2012-08-31 00:00:00,Samsung Electronics Co Ltd Wins Over Apple Inc In Japan Patent Case-Reuters\\n2012-09-06 00:00:00,Judge Approves U.S. Settlement With Apple Inc And Other Publishers Over e-books-Reuters\\n2012-09-12 00:00:00,Apple Inc Introduces New iPod Touch &amp; iPod Nano\\n2012-09-20 00:00:00,Unwired Planet Inc Charges Apple Inc. and Google Inc With Infringing 20 Patents\\n2012-10-02 00:00:00,Google Inc&#39;s Motorola Mobility Withdraws Patent Claim Against Apple Inc.-DJ\\n2012-10-03 00:00:00,\"Samsung Electronics Co Ltd, Battling Apple Inc Verdict, Cites Foreman&#39;s Seagate Lawsuit-Reuters\"\\n2012-10-11 00:00:00,\"U.S. Court Clears Samsung Electronics Co Ltd Phone, Hands Apple Inc. Setback-Reuters\"\\n2012-10-18 00:00:00,Apple Inc Loses Tablet Copyright Appeal Against Samsung Electronics Co Ltd-Reuters\\n2012-10-22 00:00:00,\"US Federal Agency To Switch To Apple Inc&#39;s iPhone, Drop Research In Motion Ltd&#39;s BlackBerry-Reuters\"\\n2012-10-23 00:00:00,\"Apple Inc To Sell 8-Inch Version iPad, iPad mini-Reuters\"\\n2012-10-24 00:00:00,Dutch Court Says Samsung Electronics Co Ltd Does Not Infringe Apple Inc Patent-Reuters\\n2012-10-25 00:00:00,Apple Inc Declares Cash Dividend\\n2010-11-10 00:00:00,Dentsu Inc. Announces Partnership with Apple Inc. to Bring iAd to Japan\\n2010-11-16 00:00:00,Hrvatski Telekom d.d. Signs Agreement With Apple Inc.&#39;s Apcom/Powercom\\n2010-12-16 00:00:00,\"Nokia Oyj Files Patent Infringement Complaints against Apple Inc. in UK, Germany and Netherlands\"\\n2010-12-28 00:00:00,Apple Inc. Sued For Allegedly Sending User Data To Advertisers-DJ\\n2010-12-29 00:00:00,\"Microsoft Co-founder Relaunches Tech Patent Suit Against Apple Inc., Google Inc., Facebook And Others-Reuters\"\\n2011-01-11 00:00:00,\"Hagens Berman Investigates Claims Apple Inc.&#39;s iPhone 4&#39;s Glass Prone to Scratches, Breakage\"\\n2011-01-18 00:00:00,Apple Inc. Issues Q2 2011 Guidance Above Analysts&#39; Estimates\\n2011-01-24 00:00:00,Eastman Kodak Company Receives Notice of Initial Determination In ITC Patent Infringement Action Against Apple Inc. And Research In Motion Limited\\n2011-01-31 00:00:00,Wi-LAN Inc. To Reach Settlement With Apple Inc.\\n2011-02-17 00:00:00,\"Telling Telecom Holding Co., Ltd. Subsidiary Signs Agreement to Be Apple Inc.&#39;s Distributor\"\\n2011-02-18 00:00:00,US Regulators Probe Apple Inc.&#39;s Subscription Plan-Reuters\\n2011-02-24 00:00:00,\"Intel Corporation Announces Thunderbolt Technology In Collaboration With Apple, Inc.\"\\n2011-03-02 00:00:00,Apple Inc. Announces Launch Of iPad 2\\n2011-03-15 00:00:00,Apple Inc. Delays iPad 2 Launch In Japan-Reuters\\n2011-03-22 00:00:00,Apple Inc. Sues Amazon.com Over APP STORE Trademark-Reuters\\n2011-03-25 00:00:00,Eastman Kodak Company Wins Round In Research In Motion Limited And Apple Inc Dispute-Reuters\\n2011-03-28 00:00:00,ECS ICT Bhd Receives Distributorship Award From Apple Inc. For Apple iPad In Malaysia\\n2011-03-29 00:00:00,Nokia Corporation Files Second ITC Complaint Against Apple Inc.\\n2011-04-11 00:00:00,\"Bharti Airtel Limited, Aircel To Sell Apple Inc.&#39;s iPhone 4 In India-WSJ\"\\n2011-04-12 00:00:00,Walker Digital Files 15 Lawsuits Against Apple Inc. And Others-Reuters\\n2011-04-18 00:00:00,\"Apple Inc. Sues Samsung Electronics Co., Ltd. Over Galaxy Phone, Tab-DJ\"\\n2011-04-20 00:00:00,Apple Inc. Issues Q3 2011 Guidance; EPS Guidance Below Analysts&#39; Estimates\\n2011-04-25 00:00:00,\"Samsung Electronics Co., Ltd. Counter Sues Apple Inc. Over iPhone, iPad-Reuters\"\\n2011-04-29 00:00:00,Apple Inc. Launches iPad 2 In India-Business Standard\\n2011-05-05 00:00:00,\"Lawsuit Accuses Adobe Systems, Apple Inc., Google Inc., Intel Corporation And Intuit Inc. For Fixing Pay-DJ\"\\n2011-06-14 00:00:00,Nokia Corporation Enters Into Patent License Agreement With Apple Inc.\\n2011-06-17 00:00:00,\"Apple Inc. And Samsung Electronics Co., Ltd. In Talks On Patent Lawsuits-Reuters\"\\n2011-06-22 00:00:00,Apple Inc. May Face Antitrust Probe In India-WSJ\\n2011-06-23 00:00:00,Apple Inc. Wins Antitrust Clearance To Bid On Nortel Networks Patents-DJ\\n2011-06-24 00:00:00,\"Apple Inc.&#39;s Apple Korea Sues Samsung Electronics CO., Ltd. In Seoul Over Smartphone-DJ\"\\n2011-06-30 00:00:00,\"Samsung Electronics Co., Ltd. Files Complaint Against Apple Inc. With US International Trade Commission-DJ\"\\n2011-07-01 00:00:00,Nortel Networks Announces Sale Of Its Patent Portfolio For USD4.5 Billion To A Consortium Which Include Apple Inc.\\n2011-07-06 00:00:00,\"Apple Inc. Trade Complaint With U.S. Authorities Against Samsung Electronics Co., Ltd.-DJ\"\\n2011-07-07 00:00:00,Judge Rejects Apple Inc. Bid For Injunction Against Amazon.com-Reuters\\n2011-07-11 00:00:00,Apple Inc. Files Patent Complaint Against HTC Corporation-Reuters\\n2011-07-14 00:00:00,South Korean Attorney Files Class-Action Suit Against Apple Inc. South Korea Unit-DJ\\n2011-07-15 00:00:00,Apple Inc. Notches Patent Win Against HTC Corp.-WSJ\\n2011-07-18 00:00:00,CORRECTION - HTC Corp Will Appeal ITC&#39;s Decision In Favor of Apple Inc. On Patents-DJ\\n2011-07-19 00:00:00,Apple Inc. Issues Q4 2011 Guidance Below Analysts&#39; Estimates\\n2011-07-22 00:00:00,Apple Inc. Joins Hulu Bid Talks-Reuters\\n2011-07-29 00:00:00,Nortel Networks&#39; Subsidiary Completes Sale of Patents And Patent Applications To A Consortium Which Include Apple Inc.\\n2011-08-02 00:00:00,HTC Corp Sees Final Ruling On Apple Inc.-S3 Graphics Case In November-DJ\\n2011-08-09 00:00:00,\"Hagens Berman Files Class-Action Lawsuit Against Apple Inc., News Corporation&#39;s HarperCollins Publishers, Pearson PLC&#39;s Penguin Group Inc. And CBS Corporation&#39;s Simon &amp; Schuster Inc.\"\\n2011-08-10 00:00:00,\"Apple Inc. Blocks Samsung Electronics Co., Ltd. From Selling Galaxy Tablet In EU-Reuters\"\\n2011-08-16 00:00:00,HTC Corp Sues Apple Inc. Over Patents-Reuters\\n2011-08-17 00:00:00,\"Apple Inc. May Invest $1 Billion In Sharp Corporation&#39;s LCD Plant; Elpida Memory, Inc., Toshiba Corporation Expects Larger Orders From Apple-Reuters\"\\n2011-08-18 00:00:00,China Mobile Limited Talking To Apple Inc. On iPhones-Reuters\\n2011-08-24 00:00:00,Steve Jobs Resigns as CEO of Apple Inc.; Names Tim Cook As New CEO\\n2011-08-25 00:00:00,\"German Court Upholds Apple Inc. Injunction On Samsung Electronics Co., Ltd.-Reuters\"\\n2011-08-31 00:00:00,\"Openwave Systems, Inc. Takes Legal Action Against Apple Inc And Research In Motion Limited To Protect Intellectual Property For Mobile Internet Access\"\\n2011-09-02 00:00:00,\"Wi-LAN Inc. Initiates Litigation Against Apple, Inc., Dell Inc., Hewlett-Packard Company And Novatel Wireless, Inc.\"\\n2011-09-08 00:00:00,Google Inc. Assigns Patents To HTC Corp Used To Sue Apple Inc.-DJ\\n2011-09-09 00:00:00,\"Apple Inc. Wins German Court Ruling On Samsung Electronics Co., Ltd. Tablets-Reuters\"\\n2011-09-19 00:00:00,\"Samsung Electronics Co., Ltd. Files Counter Claim In Australia Against Apple Inc.-Reuters\"\\n2011-09-22 00:00:00,\"VIA Technologies, Inc. and Subsidiaries Sue Apple Inc.\"\\n2011-09-28 00:00:00,\"Samsung Electronics Co., Ltd., Apple Inc. Tablet War Judgement Imminent In Australia-DJ\"\\n2011-09-29 00:00:00,\"Apple Inc.&#39;s Ex-CEO Jobs Tried To Defuse Samsung Electronics Co., Ltd. Patents Row-DJ\"\\n2011-10-14 00:00:00,\"Samsung Electronics Co., Ltd. Loses Dutch Bid To Ban Apple Inc. Products-The Economic Times\"\\n2011-10-17 00:00:00,\"Samsung Electronics Co., Ltd. Seeks Sales Ban On Apple Inc.&#39;s iPhone 4S In Japan, Australia-DJ\"\\n2011-10-18 00:00:00,Apple Inc. Issues Q1 2012 Guidance Above Analysts&#39; Estimates\\n2011-11-01 00:00:00,VirnetX Holding Corp Files New Complaint Against Apple Inc.\\n2011-11-07 00:00:00,\"VirnetX Holding Corp&#39;s VirnetX, Inc Files Complaint Against Apple Inc. With International Trade Commission\"\\n2011-11-15 00:00:00,Apple Inc. Names Arthur D. Levinson As Chairman Of Board\\n2011-11-25 00:00:00,\"Samsung Electronics Co., Ltd. Attorney Says Judge Wrong In Australian Apple Inc. Case-DJ\"\\n2011-11-30 00:00:00,\"Samsung Electronics Co., Ltd. Scores Patent Win Against Apple Inc.-Reuters\"\\n2011-12-01 00:00:00,\"NTT DoCoMo, Inc. Denies Basic Agreement With Apple Inc.-Reuters\"\\n2011-12-06 00:00:00,Chinese Court Rejects Apple Inc. Lawsuit Over iPad Name-Reuters\\n2012-01-20 00:00:00,\"German Court Grants Victory To Apple Inc. In Patent Suit With Samsung Electronics Co., Ltd.-DJ\"\\n2012-01-24 00:00:00,Apple Inc. Issues Q2 2012 Guidance Above Analysts&#39; Estimates\\n2012-01-25 00:00:00,Motorola Mobility Holdings Inc Sues Apple Inc. Over New iPhone-DJ\\n2012-02-07 00:00:00,Apple Inc. In Talks On iTV With Canada Telecoms-Reuters\\n2012-02-09 00:00:00,U.S. Department of Justice Set To Clear Apple Inc. And Consortium&#39;s To Buy Pending Patents From Nortel Networks-Reuters\\n2012-02-13 00:00:00,Apple Inc. Launches New Legal Attack On Samsung Phones-Reuters\\n2012-02-16 00:00:00,Apple Inc. Seeks Court Permission To Sue Eastman Kodak Company-Reuters\\n2012-02-24 00:00:00,Apple Inc. Acquires App-Search Engine Chomp-WSJ\\n2012-03-02 00:00:00,German Court Dismisses Apple Inc.&#39;s Suit Against Samsung Electronics Co Ltd&#39;s Favor On Slide-To-Lock-DJ\\n2012-03-07 00:00:00,Samsung Electronics Co Ltd Files Fresh Lawsuit Against Apple Inc. In South Korea-Reuters\\n2012-03-09 00:00:00,Apple Inc. To Build $304 Million Campus In Texas-Reuters\\n2012-03-12 00:00:00,\"Apple Inc., Motorola Mobility Holdings Inc. Held Cross-licensing Talks Late 2011-Reuters\"\\n2012-03-19 00:00:00,Apple Inc. Announces Plans To Initiate Dividend And Share Repurchase Program\\n2012-03-20 00:00:00,\"Apple Inc.&#39;s iPad Heat Reports Swirl, Probe Underway-Reuters\"\\n2012-03-27 00:00:00,\"Apple Inc., Sony, Four Others Sued By Graphics Properties Holdings Inc-Reuters\"\\n2012-04-05 00:00:00,\"Apple Inc., Two Publishers Hold Out Against Settlement-Reuters\"\\n2012-04-10 00:00:00,DOJ May Sue Apple Inc. Over ebooks-Reuters\\n2012-04-11 00:00:00,\"U.S. Sues Apple Inc., Publishers In e-book Price Scheme-Reuters\"\\n2012-04-13 00:00:00,Apple Inc Rejects E-book Pricing Collusion Charge-Reuters\\n2012-04-17 00:00:00,\"US Judge Sends Apple Inc, Samsung Electronics Co Ltd To Settlement Talks-Reuters\"\\n2012-04-18 00:00:00,\"Apple Inc, Visa Inc, Intel Corp, The Coca-Cola Company and Bank of America Corp Start Trading on Bucharest Bourse-SeeNews - The Corporate Wire\"\\n2012-04-19 00:00:00,Apple Inc And Other Technology Companies Fail To Dismiss Staff-Poaching Lawsuit-Reuters\\n2012-04-20 00:00:00,Hagens Berman Announces Lawsuit Claims Wide Range Of Apple Devices Infringe Patents For Screen Manipulation\\n2012-04-24 00:00:00,\"Apple Inc Infringes On Motorola Mobility Holdings Inc Patent, ITC Judge-Reuters\"\\n2012-04-25 00:00:00,\"Potter Voice Technologies Files Colorado Patent Infringement Lawsuit Against Apple Inc, Others, Says The Lanier Law Firm\"\\n2012-04-26 00:00:00,\"VirnetX Holding Corp Receives Markman Order In Patent Infringement Action Against Cisco Systems, Inc., Apple Inc., NEC And Aastra\"\\n2012-05-08 00:00:00,US Judge Dismisses Proview&#39;s Ipad Suit Vs Apple Inc-Reuters\\n2012-05-14 00:00:00,US Court Revives Apple Inc&#39;s Claim On Samsung Electronics Co Ltd&#39;s Tablets-Reuters\\n2012-05-21 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd CEOs In US Court Talks On Patents-Reuters\"\\n2012-06-07 00:00:00,\"Samsung Electronics Co Ltd Says Galaxy S III U.S. Launch To Go Ahead, Despite Apple Inc. Suit-Reuters\"\\n2012-06-13 00:00:00,Apple Inc Fails To Fend Off Mobile Tracking Lawsuit; Federal Judge Dismisses Google Inc And Several Other Defendants From Lawsuit-Reuters\\n2012-06-14 00:00:00,Judge Gives Apple Inc Reprieve In Patent Case Versus Google Inc.-Reuters\\n2012-06-19 00:00:00,\"NTT DoCoMo, Inc. Not In Sync With Selling Apple Inc.&#39;s iPhone In Japan-Reuters\"\\n2012-06-20 00:00:00,\"Eastman Kodak Company Sues Apple Inc., Claiming Interference In Patent Sales-Reuters\"\\n2012-06-21 00:00:00,Dutch Court Gives Samsung Electronics Co Ltd Rare Victory Over Apple Inc.-DJ\\n2012-06-27 00:00:00,\"Judge Halts Sales Of Samsung Electronics Co Ltd Tab in U.S., Against Apple Inc&#39;s Request-Reuters\"\\n2012-07-02 00:00:00,Apple Inc Pays $60 Million To Settle China iPad Trademark Dispute With Unit Of Proview International Holdings Limited-Reuters\\n2012-07-03 00:00:00,Eastman Kodak Company Wins Approval To Auction Digital Imaging Patents Over Apple Inc. Complaint\\n2012-07-05 00:00:00,China Tech Company Sues Apple Inc For Patent Infringement-DJ\\n2012-07-09 00:00:00,Samsung Electronics Co Ltd Wins Court Case Against Apple Inc. Because It&#39;s &#39;Not As Cool&#39;-Reuters\\n2012-07-18 00:00:00,Judge Rejects Secrecy Bids In Apple Inc Versus Samsung Electronics Co Ltd Battle-Reuters\\n2012-07-19 00:00:00,HTC Corp Files Counterclaim Against Apple Inc In US Court-DJ\\n2012-07-23 00:00:00,Apple Inc And Google Inc&#39;s Motorola Unit File Separate Patent Appeals- The Economic Times\\n2012-07-24 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd Chiefs Disagree On Patent Values- Reuters\"\\n2012-07-26 00:00:00,Apple Inc Says Samsung Electronics Co Ltd Patent Royalty Demands Unfair- Reuters\\n2012-07-27 00:00:00,\"Apple Inc To Buy Fingerprint Sensor Maker, AuthenTec Inc For $356 Million-Reuters\"\\n2012-08-06 00:00:00,Apple Inc And Google Inc Bid On Eastman Kodak Co Patents-Reuters\\n2012-08-09 00:00:00,Google Inc Pays $22.5 Million To Settle Apple Inc Safari Charges-Reuters\\n2012-08-14 00:00:00,Samsung Electronics Co Ltd&#39;s Turn To Say Apple Inc Copied- Reuters\\n2012-08-15 00:00:00,\"US Judge Urges Apple Inc, Samsung Electronics Co Ltd To Settle Before Verdict- Reuters\"\\n2012-08-17 00:00:00,Samsung Electronics Co Ltd Expert Says Apple Inc Overstates Damages At Trial- Reuters\\n2012-08-21 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd CEOs Talk But No Trial Settlement Reached-Reuters\"\\n2012-08-22 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd Make Final Pitch To U.S. Jury-Reuters\"\\n2012-08-24 00:00:00,Seoul Court Rules Samsung Electronics Co Ltd Did Not Violate Apple Inc.&#39;s Design-Reuters\\n2012-08-28 00:00:00,Apple Inc Seeks Quick Bans On Eight Samsung Electronics Co Ltd Phones-Reuters\\n2012-08-30 00:00:00,\"Google Inc, Apple Inc. CEOs In Secret Patent Talks-Reuters\"\\n2012-08-31 00:00:00,Samsung Electronics Co Ltd Wins Over Apple Inc In Japan Patent Case-Reuters\\n2012-09-06 00:00:00,Judge Approves U.S. Settlement With Apple Inc And Other Publishers Over e-books-Reuters\\n2012-09-12 00:00:00,Apple Inc Introduces New iPod Touch &amp; iPod Nano\\n2012-09-20 00:00:00,Unwired Planet Inc Charges Apple Inc. and Google Inc With Infringing 20 Patents\\n2012-10-02 00:00:00,Google Inc&#39;s Motorola Mobility Withdraws Patent Claim Against Apple Inc.-DJ\\n2012-10-03 00:00:00,\"Samsung Electronics Co Ltd, Battling Apple Inc Verdict, Cites Foreman&#39;s Seagate Lawsuit-Reuters\"\\n2012-10-11 00:00:00,\"U.S. Court Clears Samsung Electronics Co Ltd Phone, Hands Apple Inc. Setback-Reuters\"\\n2012-10-18 00:00:00,Apple Inc Loses Tablet Copyright Appeal Against Samsung Electronics Co Ltd-Reuters\\n2012-10-22 00:00:00,\"US Federal Agency To Switch To Apple Inc&#39;s iPhone, Drop Research In Motion Ltd&#39;s BlackBerry-Reuters\"\\n2012-10-23 00:00:00,\"Apple Inc To Sell 8-Inch Version iPad, iPad mini-Reuters\"\\n2012-10-24 00:00:00,Dutch Court Says Samsung Electronics Co Ltd Does Not Infringe Apple Inc Patent-Reuters\\n2012-10-25 00:00:00,Apple Inc Declares Cash Dividend\\n2010-11-10 00:00:00,Dentsu Inc. Announces Partnership with Apple Inc. to Bring iAd to Japan\\n2010-11-16 00:00:00,Hrvatski Telekom d.d. Signs Agreement With Apple Inc.&#39;s Apcom/Powercom\\n2010-12-16 00:00:00,\"Nokia Oyj Files Patent Infringement Complaints against Apple Inc. in UK, Germany and Netherlands\"\\n2010-12-28 00:00:00,Apple Inc. Sued For Allegedly Sending User Data To Advertisers-DJ\\n2010-12-29 00:00:00,\"Microsoft Co-founder Relaunches Tech Patent Suit Against Apple Inc., Google Inc., Facebook And Others-Reuters\"\\n2011-01-11 00:00:00,\"Hagens Berman Investigates Claims Apple Inc.&#39;s iPhone 4&#39;s Glass Prone to Scratches, Breakage\"\\n2011-01-18 00:00:00,Apple Inc. Issues Q2 2011 Guidance Above Analysts&#39; Estimates\\n2011-01-24 00:00:00,Eastman Kodak Company Receives Notice of Initial Determination In ITC Patent Infringement Action Against Apple Inc. And Research In Motion Limited\\n2011-01-31 00:00:00,Wi-LAN Inc. To Reach Settlement With Apple Inc.\\n2011-02-17 00:00:00,\"Telling Telecom Holding Co., Ltd. Subsidiary Signs Agreement to Be Apple Inc.&#39;s Distributor\"\\n2011-02-18 00:00:00,US Regulators Probe Apple Inc.&#39;s Subscription Plan-Reuters\\n2011-02-24 00:00:00,\"Intel Corporation Announces Thunderbolt Technology In Collaboration With Apple, Inc.\"\\n2011-03-02 00:00:00,Apple Inc. Announces Launch Of iPad 2\\n2011-03-15 00:00:00,Apple Inc. Delays iPad 2 Launch In Japan-Reuters\\n2011-03-22 00:00:00,Apple Inc. Sues Amazon.com Over APP STORE Trademark-Reuters\\n2011-03-25 00:00:00,Eastman Kodak Company Wins Round In Research In Motion Limited And Apple Inc Dispute-Reuters\\n2011-03-28 00:00:00,ECS ICT Bhd Receives Distributorship Award From Apple Inc. For Apple iPad In Malaysia\\n2011-03-29 00:00:00,Nokia Corporation Files Second ITC Complaint Against Apple Inc.\\n2011-04-11 00:00:00,\"Bharti Airtel Limited, Aircel To Sell Apple Inc.&#39;s iPhone 4 In India-WSJ\"\\n2011-04-12 00:00:00,Walker Digital Files 15 Lawsuits Against Apple Inc. And Others-Reuters\\n2011-04-18 00:00:00,\"Apple Inc. Sues Samsung Electronics Co., Ltd. Over Galaxy Phone, Tab-DJ\"\\n2011-04-20 00:00:00,Apple Inc. Issues Q3 2011 Guidance; EPS Guidance Below Analysts&#39; Estimates\\n2011-04-25 00:00:00,\"Samsung Electronics Co., Ltd. Counter Sues Apple Inc. Over iPhone, iPad-Reuters\"\\n2011-04-29 00:00:00,Apple Inc. Launches iPad 2 In India-Business Standard\\n2011-05-05 00:00:00,\"Lawsuit Accuses Adobe Systems, Apple Inc., Google Inc., Intel Corporation And Intuit Inc. For Fixing Pay-DJ\"\\n2011-06-14 00:00:00,Nokia Corporation Enters Into Patent License Agreement With Apple Inc.\\n2011-06-17 00:00:00,\"Apple Inc. And Samsung Electronics Co., Ltd. In Talks On Patent Lawsuits-Reuters\"\\n2011-06-22 00:00:00,Apple Inc. May Face Antitrust Probe In India-WSJ\\n2011-06-23 00:00:00,Apple Inc. Wins Antitrust Clearance To Bid On Nortel Networks Patents-DJ\\n2011-06-24 00:00:00,\"Apple Inc.&#39;s Apple Korea Sues Samsung Electronics CO., Ltd. In Seoul Over Smartphone-DJ\"\\n2011-06-30 00:00:00,\"Samsung Electronics Co., Ltd. Files Complaint Against Apple Inc. With US International Trade Commission-DJ\"\\n2011-07-01 00:00:00,Nortel Networks Announces Sale Of Its Patent Portfolio For USD4.5 Billion To A Consortium Which Include Apple Inc.\\n2011-07-06 00:00:00,\"Apple Inc. Trade Complaint With U.S. Authorities Against Samsung Electronics Co., Ltd.-DJ\"\\n2011-07-07 00:00:00,Judge Rejects Apple Inc. Bid For Injunction Against Amazon.com-Reuters\\n2011-07-11 00:00:00,Apple Inc. Files Patent Complaint Against HTC Corporation-Reuters\\n2011-07-14 00:00:00,South Korean Attorney Files Class-Action Suit Against Apple Inc. South Korea Unit-DJ\\n2011-07-15 00:00:00,Apple Inc. Notches Patent Win Against HTC Corp.-WSJ\\n2011-07-18 00:00:00,CORRECTION - HTC Corp Will Appeal ITC&#39;s Decision In Favor of Apple Inc. On Patents-DJ\\n2011-07-19 00:00:00,Apple Inc. Issues Q4 2011 Guidance Below Analysts&#39; Estimates\\n2011-07-22 00:00:00,Apple Inc. Joins Hulu Bid Talks-Reuters\\n2011-07-29 00:00:00,Nortel Networks&#39; Subsidiary Completes Sale of Patents And Patent Applications To A Consortium Which Include Apple Inc.\\n2011-08-02 00:00:00,HTC Corp Sees Final Ruling On Apple Inc.-S3 Graphics Case In November-DJ\\n2011-08-09 00:00:00,\"Hagens Berman Files Class-Action Lawsuit Against Apple Inc., News Corporation&#39;s HarperCollins Publishers, Pearson PLC&#39;s Penguin Group Inc. And CBS Corporation&#39;s Simon &amp; Schuster Inc.\"\\n2011-08-10 00:00:00,\"Apple Inc. Blocks Samsung Electronics Co., Ltd. From Selling Galaxy Tablet In EU-Reuters\"\\n2011-08-16 00:00:00,HTC Corp Sues Apple Inc. Over Patents-Reuters\\n2011-08-17 00:00:00,\"Apple Inc. May Invest $1 Billion In Sharp Corporation&#39;s LCD Plant; Elpida Memory, Inc., Toshiba Corporation Expects Larger Orders From Apple-Reuters\"\\n2011-08-18 00:00:00,China Mobile Limited Talking To Apple Inc. On iPhones-Reuters\\n2011-08-24 00:00:00,Steve Jobs Resigns as CEO of Apple Inc.; Names Tim Cook As New CEO\\n2011-08-25 00:00:00,\"German Court Upholds Apple Inc. Injunction On Samsung Electronics Co., Ltd.-Reuters\"\\n2011-08-31 00:00:00,\"Openwave Systems, Inc. Takes Legal Action Against Apple Inc And Research In Motion Limited To Protect Intellectual Property For Mobile Internet Access\"\\n2011-09-02 00:00:00,\"Wi-LAN Inc. Initiates Litigation Against Apple, Inc., Dell Inc., Hewlett-Packard Company And Novatel Wireless, Inc.\"\\n2011-09-08 00:00:00,Google Inc. Assigns Patents To HTC Corp Used To Sue Apple Inc.-DJ\\n2011-09-09 00:00:00,\"Apple Inc. Wins German Court Ruling On Samsung Electronics Co., Ltd. Tablets-Reuters\"\\n2011-09-19 00:00:00,\"Samsung Electronics Co., Ltd. Files Counter Claim In Australia Against Apple Inc.-Reuters\"\\n2011-09-22 00:00:00,\"VIA Technologies, Inc. and Subsidiaries Sue Apple Inc.\"\\n2011-09-28 00:00:00,\"Samsung Electronics Co., Ltd., Apple Inc. Tablet War Judgement Imminent In Australia-DJ\"\\n2011-09-29 00:00:00,\"Apple Inc.&#39;s Ex-CEO Jobs Tried To Defuse Samsung Electronics Co., Ltd. Patents Row-DJ\"\\n2011-10-14 00:00:00,\"Samsung Electronics Co., Ltd. Loses Dutch Bid To Ban Apple Inc. Products-The Economic Times\"\\n2011-10-17 00:00:00,\"Samsung Electronics Co., Ltd. Seeks Sales Ban On Apple Inc.&#39;s iPhone 4S In Japan, Australia-DJ\"\\n2011-10-18 00:00:00,Apple Inc. Issues Q1 2012 Guidance Above Analysts&#39; Estimates\\n2011-11-01 00:00:00,VirnetX Holding Corp Files New Complaint Against Apple Inc.\\n2011-11-07 00:00:00,\"VirnetX Holding Corp&#39;s VirnetX, Inc Files Complaint Against Apple Inc. With International Trade Commission\"\\n2011-11-15 00:00:00,Apple Inc. Names Arthur D. Levinson As Chairman Of Board\\n2011-11-25 00:00:00,\"Samsung Electronics Co., Ltd. Attorney Says Judge Wrong In Australian Apple Inc. Case-DJ\"\\n2011-11-30 00:00:00,\"Samsung Electronics Co., Ltd. Scores Patent Win Against Apple Inc.-Reuters\"\\n2011-12-01 00:00:00,\"NTT DoCoMo, Inc. Denies Basic Agreement With Apple Inc.-Reuters\"\\n2011-12-06 00:00:00,Chinese Court Rejects Apple Inc. Lawsuit Over iPad Name-Reuters\\n2012-01-20 00:00:00,\"German Court Grants Victory To Apple Inc. In Patent Suit With Samsung Electronics Co., Ltd.-DJ\"\\n2012-01-24 00:00:00,Apple Inc. Issues Q2 2012 Guidance Above Analysts&#39; Estimates\\n2012-01-25 00:00:00,Motorola Mobility Holdings Inc Sues Apple Inc. Over New iPhone-DJ\\n2012-02-07 00:00:00,Apple Inc. In Talks On iTV With Canada Telecoms-Reuters\\n2012-02-09 00:00:00,U.S. Department of Justice Set To Clear Apple Inc. And Consortium&#39;s To Buy Pending Patents From Nortel Networks-Reuters\\n2012-02-13 00:00:00,Apple Inc. Launches New Legal Attack On Samsung Phones-Reuters\\n2012-02-16 00:00:00,Apple Inc. Seeks Court Permission To Sue Eastman Kodak Company-Reuters\\n2012-02-24 00:00:00,Apple Inc. Acquires App-Search Engine Chomp-WSJ\\n2012-03-02 00:00:00,German Court Dismisses Apple Inc.&#39;s Suit Against Samsung Electronics Co Ltd&#39;s Favor On Slide-To-Lock-DJ\\n2012-03-07 00:00:00,Samsung Electronics Co Ltd Files Fresh Lawsuit Against Apple Inc. In South Korea-Reuters\\n2012-03-09 00:00:00,Apple Inc. To Build $304 Million Campus In Texas-Reuters\\n2012-03-12 00:00:00,\"Apple Inc., Motorola Mobility Holdings Inc. Held Cross-licensing Talks Late 2011-Reuters\"\\n2012-03-19 00:00:00,Apple Inc. Announces Plans To Initiate Dividend And Share Repurchase Program\\n2012-03-20 00:00:00,\"Apple Inc.&#39;s iPad Heat Reports Swirl, Probe Underway-Reuters\"\\n2012-03-27 00:00:00,\"Apple Inc., Sony, Four Others Sued By Graphics Properties Holdings Inc-Reuters\"\\n2012-04-05 00:00:00,\"Apple Inc., Two Publishers Hold Out Against Settlement-Reuters\"\\n2012-04-10 00:00:00,DOJ May Sue Apple Inc. Over ebooks-Reuters\\n2012-04-11 00:00:00,\"U.S. Sues Apple Inc., Publishers In e-book Price Scheme-Reuters\"\\n2012-04-13 00:00:00,Apple Inc Rejects E-book Pricing Collusion Charge-Reuters\\n2012-04-17 00:00:00,\"US Judge Sends Apple Inc, Samsung Electronics Co Ltd To Settlement Talks-Reuters\"\\n2012-04-18 00:00:00,\"Apple Inc, Visa Inc, Intel Corp, The Coca-Cola Company and Bank of America Corp Start Trading on Bucharest Bourse-SeeNews - The Corporate Wire\"\\n2012-04-19 00:00:00,Apple Inc And Other Technology Companies Fail To Dismiss Staff-Poaching Lawsuit-Reuters\\n2012-04-20 00:00:00,Hagens Berman Announces Lawsuit Claims Wide Range Of Apple Devices Infringe Patents For Screen Manipulation\\n2012-04-24 00:00:00,\"Apple Inc Infringes On Motorola Mobility Holdings Inc Patent, ITC Judge-Reuters\"\\n2012-04-25 00:00:00,\"Potter Voice Technologies Files Colorado Patent Infringement Lawsuit Against Apple Inc, Others, Says The Lanier Law Firm\"\\n2012-04-26 00:00:00,\"VirnetX Holding Corp Receives Markman Order In Patent Infringement Action Against Cisco Systems, Inc., Apple Inc., NEC And Aastra\"\\n2012-05-08 00:00:00,US Judge Dismisses Proview&#39;s Ipad Suit Vs Apple Inc-Reuters\\n2012-05-14 00:00:00,US Court Revives Apple Inc&#39;s Claim On Samsung Electronics Co Ltd&#39;s Tablets-Reuters\\n2012-05-21 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd CEOs In US Court Talks On Patents-Reuters\"\\n2012-06-07 00:00:00,\"Samsung Electronics Co Ltd Says Galaxy S III U.S. Launch To Go Ahead, Despite Apple Inc. Suit-Reuters\"\\n2012-06-13 00:00:00,Apple Inc Fails To Fend Off Mobile Tracking Lawsuit; Federal Judge Dismisses Google Inc And Several Other Defendants From Lawsuit-Reuters\\n2012-06-14 00:00:00,Judge Gives Apple Inc Reprieve In Patent Case Versus Google Inc.-Reuters\\n2012-06-19 00:00:00,\"NTT DoCoMo, Inc. Not In Sync With Selling Apple Inc.&#39;s iPhone In Japan-Reuters\"\\n2012-06-20 00:00:00,\"Eastman Kodak Company Sues Apple Inc., Claiming Interference In Patent Sales-Reuters\"\\n2012-06-21 00:00:00,Dutch Court Gives Samsung Electronics Co Ltd Rare Victory Over Apple Inc.-DJ\\n2012-06-27 00:00:00,\"Judge Halts Sales Of Samsung Electronics Co Ltd Tab in U.S., Against Apple Inc&#39;s Request-Reuters\"\\n2012-07-02 00:00:00,Apple Inc Pays $60 Million To Settle China iPad Trademark Dispute With Unit Of Proview International Holdings Limited-Reuters\\n2012-07-03 00:00:00,Eastman Kodak Company Wins Approval To Auction Digital Imaging Patents Over Apple Inc. Complaint\\n2012-07-05 00:00:00,China Tech Company Sues Apple Inc For Patent Infringement-DJ\\n2012-07-09 00:00:00,Samsung Electronics Co Ltd Wins Court Case Against Apple Inc. Because It&#39;s &#39;Not As Cool&#39;-Reuters\\n2012-07-18 00:00:00,Judge Rejects Secrecy Bids In Apple Inc Versus Samsung Electronics Co Ltd Battle-Reuters\\n2012-07-19 00:00:00,HTC Corp Files Counterclaim Against Apple Inc In US Court-DJ\\n2012-07-23 00:00:00,Apple Inc And Google Inc&#39;s Motorola Unit File Separate Patent Appeals- The Economic Times\\n2012-07-24 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd Chiefs Disagree On Patent Values- Reuters\"\\n2012-07-26 00:00:00,Apple Inc Says Samsung Electronics Co Ltd Patent Royalty Demands Unfair- Reuters\\n2012-07-27 00:00:00,\"Apple Inc To Buy Fingerprint Sensor Maker, AuthenTec Inc For $356 Million-Reuters\"\\n2012-08-06 00:00:00,Apple Inc And Google Inc Bid On Eastman Kodak Co Patents-Reuters\\n2012-08-09 00:00:00,Google Inc Pays $22.5 Million To Settle Apple Inc Safari Charges-Reuters\\n2012-08-14 00:00:00,Samsung Electronics Co Ltd&#39;s Turn To Say Apple Inc Copied- Reuters\\n2012-08-15 00:00:00,\"US Judge Urges Apple Inc, Samsung Electronics Co Ltd To Settle Before Verdict- Reuters\"\\n2012-08-17 00:00:00,Samsung Electronics Co Ltd Expert Says Apple Inc Overstates Damages At Trial- Reuters\\n2012-08-21 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd CEOs Talk But No Trial Settlement Reached-Reuters\"\\n2012-08-22 00:00:00,\"Apple Inc, Samsung Electronics Co Ltd Make Final Pitch To U.S. Jury-Reuters\"\\n2012-08-24 00:00:00,Seoul Court Rules Samsung Electronics Co Ltd Did Not Violate Apple Inc.&#39;s Design-Reuters\\n2012-08-28 00:00:00,Apple Inc Seeks Quick Bans On Eight Samsung Electronics Co Ltd Phones-Reuters\\n2012-08-30 00:00:00,\"Google Inc, Apple Inc. CEOs In Secret Patent Talks-Reuters\"\\n2012-08-31 00:00:00,Samsung Electronics Co Ltd Wins Over Apple Inc In Japan Patent Case-Reuters\\n2012-09-06 00:00:00,Judge Approves U.S. Settlement With Apple Inc And Other Publishers Over e-books-Reuters\\n2012-09-12 00:00:00,Apple Inc Introduces New iPod Touch &amp; iPod Nano\\n2012-09-20 00:00:00,Unwired Planet Inc Charges Apple Inc. and Google Inc With Infringing 20 Patents\\n2012-10-02 00:00:00,Google Inc&#39;s Motorola Mobility Withdraws Patent Claim Against Apple Inc.-DJ\\n2012-10-03 00:00:00,\"Samsung Electronics Co Ltd, Battling Apple Inc Verdict, Cites Foreman&#39;s Seagate Lawsuit-Reuters\"\\n2012-10-11 00:00:00,\"U.S. Court Clears Samsung Electronics Co Ltd Phone, Hands Apple Inc. Setback-Reuters\"\\n2012-10-18 00:00:00,Apple Inc Loses Tablet Copyright Appeal Against Samsung Electronics Co Ltd-Reuters\\n2012-10-22 00:00:00,\"US Federal Agency To Switch To Apple Inc&#39;s iPhone, Drop Research In Motion Ltd&#39;s BlackBerry-Reuters\"\\n2012-10-23 00:00:00,\"Apple Inc To Sell 8-Inch Version iPad, iPad mini-Reuters\"\\n2012-10-24 00:00:00,Dutch Court Says Samsung Electronics Co Ltd Does Not Infringe Apple Inc Patent-Reuters\\n2012-10-25 00:00:00,Apple Inc Declares Cash Dividend\\n'"
       ]
      }
     ],
     "prompt_number": 101
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print lfeats"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "defaultdict(<type 'list'>, {'DOWN': [{'Sell': True, 'Canada': True, 'founder': True, 'CORRECTION': True, 'Does': True, 'Department': True, 'Subsidiaries': True, 'Prone': True, 'Notice': True, 'Business': True, 'Award': True, 'Standard': True, 'to': True, 'Joins': True, 'Not': True, 'Eight': True, 'Battling': True, 'Notches': True, 'Sale': True, 'Tech': True, 'Co': True, 'LAN': True, 'Chomp': True, 'Talking': True, 'Tab': True, 'Distributor': True, 'Glass': True, 'Tablet': True, 'Lawsuits': True, 'Unfair': True, 'Favor': True, 'Version': True, 'Damages': True, 'Suit': True, 'Seeks': True, 'Appeal': True, '.&#': True, 'Tried': True, 'Collaboration': True, 'Antitrust': True, 'Amazon': True, 'Imaging': True, 'CEOs': True, ';': True, 'Schuster': True, 'Pricing': True, 'Ipad': True, 'Motorola': True, 'Counterclaim': True, 'Ahead': True, 'Bids': True, 'Arthur': True, '&#': True, 'Ltd': True, '39': True, 'Sees': True, 'Chinese': True, '31': True, '30': True, 'CBS': True, 'Out': True, 'Technology': True, 'Staff': True, 'DOJ': True, 'Wire': True, 'Group': True, 'S3': True, 'Trademark': True, 'licensing': True, 'Basic': True, 'Dispute': True, 'Complaint': True, 'Australia': True, '&': True, 'Visa': True, 'Corp': True, ';-': True, 'Powercom': True, 'Secrecy': True, 'Eastman': True, 'Intel': True, 'Introduces': True, 'Devices': True, 'Kodak': True, 'Telling': True, 'Slide': True, 'Claim': True, 'Markman': True, 'German': True, 'Pays': True, 'NTT': True, 'Advertisers': True, 'Cites': True, 'Distributorship': True, 'Inc': True, 'Federal': True, 'Corporation': True, 'Digital': True, 'Holding': True, 'Dutch': True, 'Australian': True, 'Scheme': True, 'Copied': True, 'Smartphone': True, ',\"': True, 'STORE': True, 'Dell': True, '1': True, 'Authorities': True, 'III': True, 'BlackBerry': True, 'A': True, 'License': True, 'Request': True, 'iPhones': True, 'Will': True, 'Corporate': True, 'Safari': True, 'Appeals': True, 'Apple': True, 'Turn': True, 'Probe': True, 'Tablets': True, 'Unwired': True, 'File': True, 'Signs': True, 'Nano': True, 'Interference': True, 'Quick': True, 'Final': True, 'Texas': True, '24': True, '25': True, 'Q1': True, '27': True, '20': True, '21': True, '22': True, '23': True, 'Rules': True, 'Dismiss': True, '28': True, ',': True, 'Judge': True, '2011': True, '2010': True, '2012': True, 'Mobile': True, 'Loses': True, 'Motion': True, 'Because': True, 'iPhone': True, 'Receives': True, 'Ban': True, 'VIA': True, 'Adobe': True, 'Mobility': True, 'APP': True, 'India': True, 'Bhd': True, 'Four': True, 'Say': True, 'Grants': True, 'Billion': True, 'From': True, 'Dentsu': True, 'Holdings': True, 'Announces': True, 'Legal': True, 'books': True, 'Build': True, 'Which': True, 'iTV': True, 'ebooks': True, 'Engine': True, 'Assigns': True, 'Permission': True, 'CEO': True, 'Agreement': True, 'Charges': True, 'China': True, 'Cook': True, 'Hold': True, 'Class': True, 'Cool': True, 'Protect': True, 'VirnetX': True, 'Samsung': True, 'Planet': True, 'Go': True, 'Used': True, 'Ruling': True, 'EU': True, 'Urges': True, 'Property': True, 'Bharti': True, 'App': True, 'Demands': True, 'Sync': True, 'Ex': True, 'Touch': True, 'Lanier': True, 'Copyright': True, 'Start': True, 'Program': True, 'Inch': True, '\"': True, 'Separate': True, 'Screen': True, 'Apcom': True, 'Regulators': True, '2': True, 'Investigates': True, 'Scratches': True, 'Determination': True, 'Data': True, 'Search': True, 'Rare': True, 'Fingerprint': True, 'Companies': True, 'Victory': True, 'Berman': True, 'Clears': True, '11': True, '10': True, '13': True, '12': True, '15': True, '14': True, '17': True, '16': True, '19': True, '18': True, 'Partnership': True, 'ITC': True, 'Settlement': True, 'Defendants': True, 'Unit': True, 'Litigation': True, 'mini': True, 'Q3': True, 'Enters': True, 'Court': True, 'Q4': True, 'Pay': True, 'Late': True, 'Secret': True, 'Other': True, 'Swirl': True, 'Defuse': True, 'Bans': True, 'Price': True, '-': True, 'Vs': True, 'Germany': True, 'Graphics': True, 'Subsidiary': True, 'With': True, 'Bank': True, 'Off': True, 'Name': True, 'iAd': True, 'Drop': True, 'Dividend': True, 'Reports': True, 'Korea': True, 'Fresh': True, 'The': True, 'Patents': True, 'Attorney': True, 'Google': True, 'Lock': True, 'Relaunches': True, 'Expects': True, 'Declares': True, 'Telecoms': True, 'Portfolio': True, 'Its': True, 'Acquires': True, 'Expert': True, 'Patent': True, 'Poaching': True, 'Agency': True, 'Claiming': True, 'Research': True, 'Reuters': True, 'Systems': True, 'Overstates': True, 'Sensor': True, 'Violate': True, 'Publishers': True, 'Bid': True, 'Wrong': True, 'Wi': True, 'Hulu': True, 'Others': True, 'Complaints': True, '8': True, 'Novatel': True, 'Penguin': True, 'Netherlands': True, 'NEC': True, 'Packard': True, 'Royalty': True, 'Larger': True, 'Initiate': True, 'Set': True, 'Products': True, 'Levinson': True, 'Aastra': True, 'Colorado': True, 'America': True, 'Sends': True, 'Despite': True, 'Over': True, 'Intellectual': True, 'Held': True, 'Networks': True, 'iPad': True, 'For': True, 'Guidance': True, 'Tracking': True, 'Fails': True, '02': True, '03': True, '00': True, '01': True, '06': True, '07': True, '04': True, '05': True, '08': True, '09': True, 'AuthenTec': True, 'Sony': True, 'Technologies': True, 'Subscription': True, 'Sending': True, 'Cash': True, 'Counter': True, '26': True, 'Against': True, 'S': True, 'Jury': True, 'Maker': True, 'Phones': True, 'iPod': True, 'Openwave': True, 'Nortel': True, 'Steve': True, 'Bring': True, 'LCD': True, 'Design': True, 'Galaxy': True, 'Aircel': True, 'com': True, 'Campus': True, 'Denies': True, 'and': True, 'Rejects': True, 'Decision': True, 'Initial': True, 'Consortium': True, '29': True, '60': True, 'Q2': True, 'Board': True, 'DJ': True, 'War': True, 'Pending': True, 'Gives': True, 'Buy': True, 'Blocks': True, 'But': True, '.': True, 'Initiates': True, 'Plan': True, 'Hewlett': True, 'Repurchase': True, 'Properties': True, 'CO': True, 'Scores': True, 'Collusion': True, 'Face': True, 'Telekom': True, 'Switch': True, 'Verdict': True, 'Analysts': True, 'Action': True, 'Claims': True, 'Voice': True, 'Round': True, 'And': True, 'Approves': True, 'Accuses': True, 'International': True, 'Into': True, 'Sales': True, 'By': True, 'PLC': True, 'HarperCollins': True, 'Battle': True, 'Issues': True, 'Cola': True, 'Fend': True, 'WSJ': True, 'Tim': True, 'Charge': True, 'DoCoMo': True, 'against': True, 'in': True, 'Foreman': True, 'Plant': True, 'Sued': True, 'Plans': True, 'Malaysia': True, 's': True, 'Seagate': True, 'Sues': True, 'Wins': True, 'Versus': True, 'Auction': True, 'Launches': True, 'Clear': True, 'Values': True, 'Airtel': True, 'Order': True, 'Limited': True, 'Says': True, 'Telecom': True, 'Injunction': True, 'It': True, 'Setback': True, '356': True, 'Economic': True, 'Upholds': True, 'Names': True, 'In': True, 'Talks': True, 'Reached': True, 'Reprieve': True, 'Hrvatski': True, 'Takes': True, 'Fixing': True, 'Resigns': True, 'EPS': True, 'Access': True, 'Several': True, 'Chairman': True, 'Internet': True, 'Include': True, 'Files': True, 'Be': True, 'Jobs': True, '$': True, 'Allegedly': True, 'Hands': True, 'Company': True, 'Nokia': True, 'Judgement': True, 'Applications': True, '4': True, 'ECS': True, 'News': True, 'Completes': True, 'Justice': True, 'On': True, 'Pearson': True, 'D': True, 'Launch': True, 'Did': True, 'Of': True, 'Below': True, 'amp': True, 'Infringing': True, 'Talk': True, 'Cisco': True, 'd': True, 'Share': True, 'Infringes': True, 'Trading': True, 'Sharp': True, 'Revives': True, 'Sue': True, 'Potter': True, 'Commission': True, 'Bourse': True, 'New': True, 'Firm': True, 'Seoul': True, 'Infringement': True, 'Intuit': True, '/': True, 'USD4': True, 'Facebook': True, 'Manipulation': True, 'Breakage': True, 'Lawsuit': True, '304': True, 'Times': True, 'Range': True, 'Settle': True, 'Clearance': True, 'Microsoft': True, 'Attack': True, 'Withdraws': True, 'on': True, 'HTC': True, 'of': True, 'US': True, 'Trade': True, 'Hagens': True, 'UK': True, 'Fail': True, 'Japan': True, 'Before': True, 'Row': True, 'Simon': True, 'No': True, 'Make': True, 'Two': True, 'Korean': True, 'Elpida': True, 'Selling': True, '.,': True, '.-': True, 'Phone': True, '.\"': True, 'Disagree': True, 'Toshiba': True, 'Chiefs': True, '.;': True, 'User': True, 'Approval': True, 'November': True, ':': True, 'Invest': True, 'Heat': True, 'Underway': True, 'Walker': True, 'with': True, 'Proview': True, 'Bucharest': True, 'SeeNews': True, 'Estimates': True, 'Imminent': True, 'Delays': True, 'Cross': True, 'To': True, 'as': True, 'Oyj': True, 'Above': True, 'Memory': True, 'Dismisses': True, 'Electronics': True, 'Thunderbolt': True, 'May': True, 'Million': True, 'Reach': True, 'Second': True, 'Wireless': True, 'book': True, '5': True, 'Law': True, 'Case': True, 'Wide': True, 'E': True, '4S': True, 'Trial': True, 'U': True, 'Coca': True, 'South': True, 'ICT': True, 'Infringe': True, 'e': True, 'Win': True, 'As': True, 'At': True, 'Pitch': True, 'Orders': True, 'Halts': True}], 'NONE': [{'Sell': True, 'Canada': True, 'founder': True, 'CORRECTION': True, 'Does': True, 'Department': True, 'Subsidiaries': True, 'Prone': True, 'Notice': True, 'Business': True, 'Award': True, 'Standard': True, 'to': True, 'Joins': True, 'Not': True, 'Eight': True, 'Battling': True, 'Notches': True, 'Sale': True, 'Tech': True, 'Co': True, 'LAN': True, 'Chomp': True, 'Talking': True, 'Tab': True, 'Distributor': True, 'Glass': True, 'Tablet': True, 'Lawsuits': True, 'Unfair': True, 'Favor': True, 'Version': True, 'Damages': True, 'Suit': True, 'Seeks': True, 'Appeal': True, '.&#': True, 'Tried': True, 'Collaboration': True, 'Antitrust': True, 'Amazon': True, 'Imaging': True, 'CEOs': True, ';': True, 'Schuster': True, 'Pricing': True, 'Ipad': True, 'Motorola': True, 'Counterclaim': True, 'Ahead': True, 'Bids': True, 'Arthur': True, '&#': True, 'Ltd': True, '39': True, 'Sees': True, 'Chinese': True, '31': True, '30': True, 'CBS': True, 'Out': True, 'Technology': True, 'Staff': True, 'DOJ': True, 'Wire': True, 'Group': True, 'S3': True, 'Trademark': True, 'licensing': True, 'Basic': True, 'Dispute': True, 'Complaint': True, 'Australia': True, '&': True, 'Visa': True, 'Corp': True, ';-': True, 'Powercom': True, 'Secrecy': True, 'Eastman': True, 'Intel': True, 'Introduces': True, 'Devices': True, 'Kodak': True, 'Telling': True, 'Slide': True, 'Claim': True, 'Markman': True, 'German': True, 'Pays': True, 'NTT': True, 'Advertisers': True, 'Cites': True, 'Distributorship': True, 'Inc': True, 'Federal': True, 'Corporation': True, 'Digital': True, 'Holding': True, 'Dutch': True, 'Australian': True, 'Scheme': True, 'Copied': True, 'Smartphone': True, ',\"': True, 'STORE': True, 'Dell': True, '1': True, 'Authorities': True, 'III': True, 'BlackBerry': True, 'A': True, 'License': True, 'Request': True, 'iPhones': True, 'Will': True, 'Corporate': True, 'Safari': True, 'Appeals': True, 'Apple': True, 'Turn': True, 'Probe': True, 'Tablets': True, 'Unwired': True, 'File': True, 'Signs': True, 'Nano': True, 'Interference': True, 'Quick': True, 'Final': True, 'Texas': True, '24': True, '25': True, 'Q1': True, '27': True, '20': True, '21': True, '22': True, '23': True, 'Rules': True, 'Dismiss': True, '28': True, ',': True, 'Judge': True, '2011': True, '2010': True, '2012': True, 'Mobile': True, 'Loses': True, 'Motion': True, 'Because': True, 'iPhone': True, 'Receives': True, 'Ban': True, 'VIA': True, 'Adobe': True, 'Mobility': True, 'APP': True, 'India': True, 'Bhd': True, 'Four': True, 'Say': True, 'Grants': True, 'Billion': True, 'From': True, 'Dentsu': True, 'Holdings': True, 'Announces': True, 'Legal': True, 'books': True, 'Build': True, 'Which': True, 'iTV': True, 'ebooks': True, 'Engine': True, 'Assigns': True, 'Permission': True, 'CEO': True, 'Agreement': True, 'Charges': True, 'China': True, 'Cook': True, 'Hold': True, 'Class': True, 'Cool': True, 'Protect': True, 'VirnetX': True, 'Samsung': True, 'Planet': True, 'Go': True, 'Used': True, 'Ruling': True, 'EU': True, 'Urges': True, 'Property': True, 'Bharti': True, 'App': True, 'Demands': True, 'Sync': True, 'Ex': True, 'Touch': True, 'Lanier': True, 'Copyright': True, 'Start': True, 'Program': True, 'Inch': True, '\"': True, 'Separate': True, 'Screen': True, 'Apcom': True, 'Regulators': True, '2': True, 'Investigates': True, 'Scratches': True, 'Determination': True, 'Data': True, 'Search': True, 'Rare': True, 'Fingerprint': True, 'Companies': True, 'Victory': True, 'Berman': True, 'Clears': True, '11': True, '10': True, '13': True, '12': True, '15': True, '14': True, '17': True, '16': True, '19': True, '18': True, 'Partnership': True, 'ITC': True, 'Settlement': True, 'Defendants': True, 'Unit': True, 'Litigation': True, 'mini': True, 'Q3': True, 'Enters': True, 'Court': True, 'Q4': True, 'Pay': True, 'Late': True, 'Secret': True, 'Other': True, 'Swirl': True, 'Defuse': True, 'Bans': True, 'Price': True, '-': True, 'Vs': True, 'Germany': True, 'Graphics': True, 'Subsidiary': True, 'With': True, 'Bank': True, 'Off': True, 'Name': True, 'iAd': True, 'Drop': True, 'Dividend': True, 'Reports': True, 'Korea': True, 'Fresh': True, 'The': True, 'Patents': True, 'Attorney': True, 'Google': True, 'Lock': True, 'Relaunches': True, 'Expects': True, 'Declares': True, 'Telecoms': True, 'Portfolio': True, 'Its': True, 'Acquires': True, 'Expert': True, 'Patent': True, 'Poaching': True, 'Agency': True, 'Claiming': True, 'Research': True, 'Reuters': True, 'Systems': True, 'Overstates': True, 'Sensor': True, 'Violate': True, 'Publishers': True, 'Bid': True, 'Wrong': True, 'Wi': True, 'Hulu': True, 'Others': True, 'Complaints': True, '8': True, 'Novatel': True, 'Penguin': True, 'Netherlands': True, 'NEC': True, 'Packard': True, 'Royalty': True, 'Larger': True, 'Initiate': True, 'Set': True, 'Products': True, 'Levinson': True, 'Aastra': True, 'Colorado': True, 'America': True, 'Sends': True, 'Despite': True, 'Over': True, 'Intellectual': True, 'Held': True, 'Networks': True, 'iPad': True, 'For': True, 'Guidance': True, 'Tracking': True, 'Fails': True, '02': True, '03': True, '00': True, '01': True, '06': True, '07': True, '04': True, '05': True, '08': True, '09': True, 'AuthenTec': True, 'Sony': True, 'Technologies': True, 'Subscription': True, 'Sending': True, 'Cash': True, 'Counter': True, '26': True, 'Against': True, 'S': True, 'Jury': True, 'Maker': True, 'Phones': True, 'iPod': True, 'Openwave': True, 'Nortel': True, 'Steve': True, 'Bring': True, 'LCD': True, 'Design': True, 'Galaxy': True, 'Aircel': True, 'com': True, 'Campus': True, 'Denies': True, 'and': True, 'Rejects': True, 'Decision': True, 'Initial': True, 'Consortium': True, '29': True, '60': True, 'Q2': True, 'Board': True, 'DJ': True, 'War': True, 'Pending': True, 'Gives': True, 'Buy': True, 'Blocks': True, 'But': True, '.': True, 'Initiates': True, 'Plan': True, 'Hewlett': True, 'Repurchase': True, 'Properties': True, 'CO': True, 'Scores': True, 'Collusion': True, 'Face': True, 'Telekom': True, 'Switch': True, 'Verdict': True, 'Analysts': True, 'Action': True, 'Claims': True, 'Voice': True, 'Round': True, 'And': True, 'Approves': True, 'Accuses': True, 'International': True, 'Into': True, 'Sales': True, 'By': True, 'PLC': True, 'HarperCollins': True, 'Battle': True, 'Issues': True, 'Cola': True, 'Fend': True, 'WSJ': True, 'Tim': True, 'Charge': True, 'DoCoMo': True, 'against': True, 'in': True, 'Foreman': True, 'Plant': True, 'Sued': True, 'Plans': True, 'Malaysia': True, 's': True, 'Seagate': True, 'Sues': True, 'Wins': True, 'Versus': True, 'Auction': True, 'Launches': True, 'Clear': True, 'Values': True, 'Airtel': True, 'Order': True, 'Limited': True, 'Says': True, 'Telecom': True, 'Injunction': True, 'It': True, 'Setback': True, '356': True, 'Economic': True, 'Upholds': True, 'Names': True, 'In': True, 'Talks': True, 'Reached': True, 'Reprieve': True, 'Hrvatski': True, 'Takes': True, 'Fixing': True, 'Resigns': True, 'EPS': True, 'Access': True, 'Several': True, 'Chairman': True, 'Internet': True, 'Include': True, 'Files': True, 'Be': True, 'Jobs': True, '$': True, 'Allegedly': True, 'Hands': True, 'Company': True, 'Nokia': True, 'Judgement': True, 'Applications': True, '4': True, 'ECS': True, 'News': True, 'Completes': True, 'Justice': True, 'On': True, 'Pearson': True, 'D': True, 'Launch': True, 'Did': True, 'Of': True, 'Below': True, 'amp': True, 'Infringing': True, 'Talk': True, 'Cisco': True, 'd': True, 'Share': True, 'Infringes': True, 'Trading': True, 'Sharp': True, 'Revives': True, 'Sue': True, 'Potter': True, 'Commission': True, 'Bourse': True, 'New': True, 'Firm': True, 'Seoul': True, 'Infringement': True, 'Intuit': True, '/': True, 'USD4': True, 'Facebook': True, 'Manipulation': True, 'Breakage': True, 'Lawsuit': True, '304': True, 'Times': True, 'Range': True, 'Settle': True, 'Clearance': True, 'Microsoft': True, 'Attack': True, 'Withdraws': True, 'on': True, 'HTC': True, 'of': True, 'US': True, 'Trade': True, 'Hagens': True, 'UK': True, 'Fail': True, 'Japan': True, 'Before': True, 'Row': True, 'Simon': True, 'No': True, 'Make': True, 'Two': True, 'Korean': True, 'Elpida': True, 'Selling': True, '.,': True, '.-': True, 'Phone': True, '.\"': True, 'Disagree': True, 'Toshiba': True, 'Chiefs': True, '.;': True, 'User': True, 'Approval': True, 'November': True, ':': True, 'Invest': True, 'Heat': True, 'Underway': True, 'Walker': True, 'with': True, 'Proview': True, 'Bucharest': True, 'SeeNews': True, 'Estimates': True, 'Imminent': True, 'Delays': True, 'Cross': True, 'To': True, 'as': True, 'Oyj': True, 'Above': True, 'Memory': True, 'Dismisses': True, 'Electronics': True, 'Thunderbolt': True, 'May': True, 'Million': True, 'Reach': True, 'Second': True, 'Wireless': True, 'book': True, '5': True, 'Law': True, 'Case': True, 'Wide': True, 'E': True, '4S': True, 'Trial': True, 'U': True, 'Coca': True, 'South': True, 'ICT': True, 'Infringe': True, 'e': True, 'Win': True, 'As': True, 'At': True, 'Pitch': True, 'Orders': True, 'Halts': True}], 'UP': [{'Sell': True, 'Canada': True, 'founder': True, 'CORRECTION': True, 'Does': True, 'Department': True, 'Subsidiaries': True, 'Prone': True, 'Notice': True, 'Business': True, 'Award': True, 'Standard': True, 'to': True, 'Joins': True, 'Not': True, 'Eight': True, 'Battling': True, 'Notches': True, 'Sale': True, 'Tech': True, 'Co': True, 'LAN': True, 'Chomp': True, 'Talking': True, 'Tab': True, 'Distributor': True, 'Glass': True, 'Tablet': True, 'Lawsuits': True, 'Unfair': True, 'Favor': True, 'Version': True, 'Damages': True, 'Suit': True, 'Seeks': True, 'Appeal': True, '.&#': True, 'Tried': True, 'Collaboration': True, 'Antitrust': True, 'Amazon': True, 'Imaging': True, 'CEOs': True, ';': True, 'Schuster': True, 'Pricing': True, 'Ipad': True, 'Motorola': True, 'Counterclaim': True, 'Ahead': True, 'Bids': True, 'Arthur': True, '&#': True, 'Ltd': True, '39': True, 'Sees': True, 'Chinese': True, '31': True, '30': True, 'CBS': True, 'Out': True, 'Technology': True, 'Staff': True, 'DOJ': True, 'Wire': True, 'Group': True, 'S3': True, 'Trademark': True, 'licensing': True, 'Basic': True, 'Dispute': True, 'Complaint': True, 'Australia': True, '&': True, 'Visa': True, 'Corp': True, ';-': True, 'Powercom': True, 'Secrecy': True, 'Eastman': True, 'Intel': True, 'Introduces': True, 'Devices': True, 'Kodak': True, 'Telling': True, 'Slide': True, 'Claim': True, 'Markman': True, 'German': True, 'Pays': True, 'NTT': True, 'Advertisers': True, 'Cites': True, 'Distributorship': True, 'Inc': True, 'Federal': True, 'Corporation': True, 'Digital': True, 'Holding': True, 'Dutch': True, 'Australian': True, 'Scheme': True, 'Copied': True, 'Smartphone': True, ',\"': True, 'STORE': True, 'Dell': True, '1': True, 'Authorities': True, 'III': True, 'BlackBerry': True, 'A': True, 'License': True, 'Request': True, 'iPhones': True, 'Will': True, 'Corporate': True, 'Safari': True, 'Appeals': True, 'Apple': True, 'Turn': True, 'Probe': True, 'Tablets': True, 'Unwired': True, 'File': True, 'Signs': True, 'Nano': True, 'Interference': True, 'Quick': True, 'Final': True, 'Texas': True, '24': True, '25': True, 'Q1': True, '27': True, '20': True, '21': True, '22': True, '23': True, 'Rules': True, 'Dismiss': True, '28': True, ',': True, 'Judge': True, '2011': True, '2010': True, '2012': True, 'Mobile': True, 'Loses': True, 'Motion': True, 'Because': True, 'iPhone': True, 'Receives': True, 'Ban': True, 'VIA': True, 'Adobe': True, 'Mobility': True, 'APP': True, 'India': True, 'Bhd': True, 'Four': True, 'Say': True, 'Grants': True, 'Billion': True, 'From': True, 'Dentsu': True, 'Holdings': True, 'Announces': True, 'Legal': True, 'books': True, 'Build': True, 'Which': True, 'iTV': True, 'ebooks': True, 'Engine': True, 'Assigns': True, 'Permission': True, 'CEO': True, 'Agreement': True, 'Charges': True, 'China': True, 'Cook': True, 'Hold': True, 'Class': True, 'Cool': True, 'Protect': True, 'VirnetX': True, 'Samsung': True, 'Planet': True, 'Go': True, 'Used': True, 'Ruling': True, 'EU': True, 'Urges': True, 'Property': True, 'Bharti': True, 'App': True, 'Demands': True, 'Sync': True, 'Ex': True, 'Touch': True, 'Lanier': True, 'Copyright': True, 'Start': True, 'Program': True, 'Inch': True, '\"': True, 'Separate': True, 'Screen': True, 'Apcom': True, 'Regulators': True, '2': True, 'Investigates': True, 'Scratches': True, 'Determination': True, 'Data': True, 'Search': True, 'Rare': True, 'Fingerprint': True, 'Companies': True, 'Victory': True, 'Berman': True, 'Clears': True, '11': True, '10': True, '13': True, '12': True, '15': True, '14': True, '17': True, '16': True, '19': True, '18': True, 'Partnership': True, 'ITC': True, 'Settlement': True, 'Defendants': True, 'Unit': True, 'Litigation': True, 'mini': True, 'Q3': True, 'Enters': True, 'Court': True, 'Q4': True, 'Pay': True, 'Late': True, 'Secret': True, 'Other': True, 'Swirl': True, 'Defuse': True, 'Bans': True, 'Price': True, '-': True, 'Vs': True, 'Germany': True, 'Graphics': True, 'Subsidiary': True, 'With': True, 'Bank': True, 'Off': True, 'Name': True, 'iAd': True, 'Drop': True, 'Dividend': True, 'Reports': True, 'Korea': True, 'Fresh': True, 'The': True, 'Patents': True, 'Attorney': True, 'Google': True, 'Lock': True, 'Relaunches': True, 'Expects': True, 'Declares': True, 'Telecoms': True, 'Portfolio': True, 'Its': True, 'Acquires': True, 'Expert': True, 'Patent': True, 'Poaching': True, 'Agency': True, 'Claiming': True, 'Research': True, 'Reuters': True, 'Systems': True, 'Overstates': True, 'Sensor': True, 'Violate': True, 'Publishers': True, 'Bid': True, 'Wrong': True, 'Wi': True, 'Hulu': True, 'Others': True, 'Complaints': True, '8': True, 'Novatel': True, 'Penguin': True, 'Netherlands': True, 'NEC': True, 'Packard': True, 'Royalty': True, 'Larger': True, 'Initiate': True, 'Set': True, 'Products': True, 'Levinson': True, 'Aastra': True, 'Colorado': True, 'America': True, 'Sends': True, 'Despite': True, 'Over': True, 'Intellectual': True, 'Held': True, 'Networks': True, 'iPad': True, 'For': True, 'Guidance': True, 'Tracking': True, 'Fails': True, '02': True, '03': True, '00': True, '01': True, '06': True, '07': True, '04': True, '05': True, '08': True, '09': True, 'AuthenTec': True, 'Sony': True, 'Technologies': True, 'Subscription': True, 'Sending': True, 'Cash': True, 'Counter': True, '26': True, 'Against': True, 'S': True, 'Jury': True, 'Maker': True, 'Phones': True, 'iPod': True, 'Openwave': True, 'Nortel': True, 'Steve': True, 'Bring': True, 'LCD': True, 'Design': True, 'Galaxy': True, 'Aircel': True, 'com': True, 'Campus': True, 'Denies': True, 'and': True, 'Rejects': True, 'Decision': True, 'Initial': True, 'Consortium': True, '29': True, '60': True, 'Q2': True, 'Board': True, 'DJ': True, 'War': True, 'Pending': True, 'Gives': True, 'Buy': True, 'Blocks': True, 'But': True, '.': True, 'Initiates': True, 'Plan': True, 'Hewlett': True, 'Repurchase': True, 'Properties': True, 'CO': True, 'Scores': True, 'Collusion': True, 'Face': True, 'Telekom': True, 'Switch': True, 'Verdict': True, 'Analysts': True, 'Action': True, 'Claims': True, 'Voice': True, 'Round': True, 'And': True, 'Approves': True, 'Accuses': True, 'International': True, 'Into': True, 'Sales': True, 'By': True, 'PLC': True, 'HarperCollins': True, 'Battle': True, 'Issues': True, 'Cola': True, 'Fend': True, 'WSJ': True, 'Tim': True, 'Charge': True, 'DoCoMo': True, 'against': True, 'in': True, 'Foreman': True, 'Plant': True, 'Sued': True, 'Plans': True, 'Malaysia': True, 's': True, 'Seagate': True, 'Sues': True, 'Wins': True, 'Versus': True, 'Auction': True, 'Launches': True, 'Clear': True, 'Values': True, 'Airtel': True, 'Order': True, 'Limited': True, 'Says': True, 'Telecom': True, 'Injunction': True, 'It': True, 'Setback': True, '356': True, 'Economic': True, 'Upholds': True, 'Names': True, 'In': True, 'Talks': True, 'Reached': True, 'Reprieve': True, 'Hrvatski': True, 'Takes': True, 'Fixing': True, 'Resigns': True, 'EPS': True, 'Access': True, 'Several': True, 'Chairman': True, 'Internet': True, 'Include': True, 'Files': True, 'Be': True, 'Jobs': True, '$': True, 'Allegedly': True, 'Hands': True, 'Company': True, 'Nokia': True, 'Judgement': True, 'Applications': True, '4': True, 'ECS': True, 'News': True, 'Completes': True, 'Justice': True, 'On': True, 'Pearson': True, 'D': True, 'Launch': True, 'Did': True, 'Of': True, 'Below': True, 'amp': True, 'Infringing': True, 'Talk': True, 'Cisco': True, 'd': True, 'Share': True, 'Infringes': True, 'Trading': True, 'Sharp': True, 'Revives': True, 'Sue': True, 'Potter': True, 'Commission': True, 'Bourse': True, 'New': True, 'Firm': True, 'Seoul': True, 'Infringement': True, 'Intuit': True, '/': True, 'USD4': True, 'Facebook': True, 'Manipulation': True, 'Breakage': True, 'Lawsuit': True, '304': True, 'Times': True, 'Range': True, 'Settle': True, 'Clearance': True, 'Microsoft': True, 'Attack': True, 'Withdraws': True, 'on': True, 'HTC': True, 'of': True, 'US': True, 'Trade': True, 'Hagens': True, 'UK': True, 'Fail': True, 'Japan': True, 'Before': True, 'Row': True, 'Simon': True, 'No': True, 'Make': True, 'Two': True, 'Korean': True, 'Elpida': True, 'Selling': True, '.,': True, '.-': True, 'Phone': True, '.\"': True, 'Disagree': True, 'Toshiba': True, 'Chiefs': True, '.;': True, 'User': True, 'Approval': True, 'November': True, ':': True, 'Invest': True, 'Heat': True, 'Underway': True, 'Walker': True, 'with': True, 'Proview': True, 'Bucharest': True, 'SeeNews': True, 'Estimates': True, 'Imminent': True, 'Delays': True, 'Cross': True, 'To': True, 'as': True, 'Oyj': True, 'Above': True, 'Memory': True, 'Dismisses': True, 'Electronics': True, 'Thunderbolt': True, 'May': True, 'Million': True, 'Reach': True, 'Second': True, 'Wireless': True, 'book': True, '5': True, 'Law': True, 'Case': True, 'Wide': True, 'E': True, '4S': True, 'Trial': True, 'U': True, 'Coca': True, 'South': True, 'ICT': True, 'Infringe': True, 'e': True, 'Win': True, 'As': True, 'At': True, 'Pitch': True, 'Orders': True, 'Halts': True}]})\n"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(train_feats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "0"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(test_feats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 36,
       "text": [
        "3"
       ]
      }
     ],
     "prompt_number": 36
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print test_feats['UP']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "TypeError",
       "evalue": "list indices must be integers, not str",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-38-99c38ad57af8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mtest_feats\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'UP'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[0;31mTypeError\u001b[0m: list indices must be integers, not str"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(test_feats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 39,
       "text": [
        "3"
       ]
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from nltk.classify import NaiveBayesClassifier"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "nb_classifier = NaiveBayesClassifier.train(test_feats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 60
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "nb_classifier.labels()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 61,
       "text": [
        "['DOWN', 'NONE', 'UP']"
       ]
      }
     ],
     "prompt_number": 61
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from nltk.classify.util import accuracy"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 44
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "accuracy(nb_classifier, test_feats)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 62,
       "text": [
        "0.3333333333333333"
       ]
      }
     ],
     "prompt_number": 62
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "news_item = bag_of_words(['AAPL', 'plunges', 'on', 'Cooks', 'new', 'management', 'team'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 63
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "nb_classifier.classify(news_item)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 64,
       "text": [
        "'UP'"
       ]
      }
     ],
     "prompt_number": 64
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fdist = nltk.FreqDist(reader.words())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 65
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fdist.keys()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 66,
       "text": [
        "['00',\n",
        " '-',\n",
        " ':',\n",
        " 'Inc',\n",
        " 'Apple',\n",
        " ',',\n",
        " '.',\n",
        " '2012',\n",
        " 'Reuters',\n",
        " '2011',\n",
        " ',\"',\n",
        " '\"',\n",
        " ';',\n",
        " 'Co',\n",
        " 'Ltd',\n",
        " 'Samsung',\n",
        " 'Electronics',\n",
        " '39',\n",
        " 'In',\n",
        " '.,',\n",
        " 'To',\n",
        " 's',\n",
        " '&#',\n",
        " 'Against',\n",
        " '07',\n",
        " 'Patent',\n",
        " '08',\n",
        " 'DJ',\n",
        " 'And',\n",
        " '04',\n",
        " '06',\n",
        " 'On',\n",
        " '09',\n",
        " '03',\n",
        " '02',\n",
        " '10',\n",
        " 'Court',\n",
        " 'With',\n",
        " 'Files',\n",
        " '.&#',\n",
        " '.-',\n",
        " '11',\n",
        " 'Over',\n",
        " 'Patents',\n",
        " 'Corp',\n",
        " 'Google',\n",
        " 'Judge',\n",
        " '01',\n",
        " '24',\n",
        " 'Lawsuit',\n",
        " 'iPad',\n",
        " '18',\n",
        " 'Corporation',\n",
        " 'For',\n",
        " 'S',\n",
        " 'Sues',\n",
        " 'US',\n",
        " '12',\n",
        " 'Company',\n",
        " 'U',\n",
        " '05',\n",
        " '20',\n",
        " '22',\n",
        " '25',\n",
        " 'Complaint',\n",
        " 'HTC',\n",
        " 'Talks',\n",
        " 'iPhone',\n",
        " '14',\n",
        " '17',\n",
        " '19',\n",
        " 'Announces',\n",
        " 'Eastman',\n",
        " 'Guidance',\n",
        " 'Kodak',\n",
        " 'Limited',\n",
        " 'Of',\n",
        " 'Says',\n",
        " 'Suit',\n",
        " 'Wins',\n",
        " 'of',\n",
        " '$',\n",
        " '15',\n",
        " '2010',\n",
        " '29',\n",
        " 'Action',\n",
        " 'Analysts',\n",
        " 'Bid',\n",
        " 'Case',\n",
        " 'Estimates',\n",
        " 'From',\n",
        " 'Holdings',\n",
        " 'Infringement',\n",
        " 'Issues',\n",
        " 'Japan',\n",
        " 'Motorola',\n",
        " 'New',\n",
        " 'Settlement',\n",
        " 'The',\n",
        " '.\"',\n",
        " '16',\n",
        " '28',\n",
        " 'Agreement',\n",
        " 'German',\n",
        " 'Holding',\n",
        " 'ITC',\n",
        " 'Million',\n",
        " 'Mobility',\n",
        " 'Motion',\n",
        " 'Networks',\n",
        " 'Nortel',\n",
        " 'Not',\n",
        " 'Others',\n",
        " 'Publishers',\n",
        " 'Rejects',\n",
        " 'Research',\n",
        " 'Sue',\n",
        " 'VirnetX',\n",
        " 'WSJ',\n",
        " 'and',\n",
        " 'to',\n",
        " '13',\n",
        " '2',\n",
        " '21',\n",
        " '23',\n",
        " '27',\n",
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        " '31',\n",
        " 'Above',\n",
        " 'As',\n",
        " 'Australia',\n",
        " 'Berman',\n",
        " 'CEO',\n",
        " 'CEOs',\n",
        " 'China',\n",
        " 'Claim',\n",
        " 'Consortium',\n",
        " 'Dismisses',\n",
        " 'Dutch',\n",
        " 'Galaxy',\n",
        " 'Hagens',\n",
        " 'India',\n",
        " 'Intel',\n",
        " 'International',\n",
        " 'Korea',\n",
        " 'Launch',\n",
        " 'May',\n",
        " 'Mobile',\n",
        " 'Nokia',\n",
        " 'Other',\n",
        " 'Probe',\n",
        " 'Receives',\n",
        " 'Sales',\n",
        " 'Seeks',\n",
        " 'Settle',\n",
        " 'South',\n",
        " 'Systems',\n",
        " 'Tablet',\n",
        " 'Trade',\n",
        " 'Unit',\n",
        " '&',\n",
        " '26',\n",
        " '4',\n",
        " '5',\n",
        " 'A',\n",
        " 'Amazon',\n",
        " 'Antitrust',\n",
        " 'Appeal',\n",
        " 'Attorney',\n",
        " 'Ban',\n",
        " 'Below',\n",
        " 'Billion',\n",
        " 'Buy',\n",
        " 'Charges',\n",
        " 'Claims',\n",
        " 'Class',\n",
        " 'Commission',\n",
        " 'Counter',\n",
        " 'Digital',\n",
        " 'Dispute',\n",
        " 'Dividend',\n",
        " 'DoCoMo',\n",
        " 'Economic',\n",
        " 'Favor',\n",
        " 'Federal',\n",
        " 'Final',\n",
        " 'Gives',\n",
        " 'Graphics',\n",
        " 'Include',\n",
        " 'Infringe',\n",
        " 'Injunction',\n",
        " 'Jobs',\n",
        " 'LAN',\n",
        " 'Launches',\n",
        " 'Lawsuits',\n",
        " 'Legal',\n",
        " 'Loses',\n",
        " 'NTT',\n",
        " 'Names',\n",
        " 'Pays',\n",
        " 'Phone',\n",
        " 'Phones',\n",
        " 'Proview',\n",
        " 'Q2',\n",
        " 'Ruling',\n",
        " 'Sale',\n",
        " 'Sell',\n",
        " 'Selling',\n",
        " 'Seoul',\n",
        " 'Signs',\n",
        " 'Subsidiary',\n",
        " 'Sued',\n",
        " 'Tab',\n",
        " 'Tablets',\n",
        " 'Tech',\n",
        " 'Technologies',\n",
        " 'Technology',\n",
        " 'Times',\n",
        " 'Trademark',\n",
        " 'Trial',\n",
        " 'Verdict',\n",
        " 'Versus',\n",
        " 'Victory',\n",
        " 'Which',\n",
        " 'Wi',\n",
        " 'Win',\n",
        " 'amp',\n",
        " 'book',\n",
        " 'com',\n",
        " 'd',\n",
        " 'e',\n",
        " 'iPod',\n",
        " 'in',\n",
        " '.;',\n",
        " '/',\n",
        " '1',\n",
        " '304',\n",
        " '356',\n",
        " '4S',\n",
        " '60',\n",
        " '8',\n",
        " ';-',\n",
        " 'APP',\n",
        " 'Aastra',\n",
        " 'Access',\n",
        " 'Accuses',\n",
        " 'Acquires',\n",
        " 'Adobe',\n",
        " 'Advertisers',\n",
        " 'Agency',\n",
        " 'Ahead',\n",
        " 'Aircel',\n",
        " 'Airtel',\n",
        " 'Allegedly',\n",
        " 'America',\n",
        " 'Apcom',\n",
        " 'App',\n",
        " 'Appeals',\n",
        " 'Applications',\n",
        " 'Approval',\n",
        " 'Approves',\n",
        " 'Arthur',\n",
        " 'Assigns',\n",
        " 'At',\n",
        " 'Attack',\n",
        " 'Auction',\n",
        " 'Australian',\n",
        " 'AuthenTec',\n",
        " 'Authorities',\n",
        " 'Award',\n",
        " 'Bank',\n",
        " 'Bans',\n",
        " 'Basic',\n",
        " 'Battle',\n",
        " 'Battling',\n",
        " 'Be',\n",
        " 'Because',\n",
        " 'Before',\n",
        " 'Bharti',\n",
        " 'Bhd',\n",
        " 'Bids',\n",
        " 'BlackBerry',\n",
        " 'Blocks',\n",
        " 'Board',\n",
        " 'Bourse',\n",
        " 'Breakage',\n",
        " 'Bring',\n",
        " 'Bucharest',\n",
        " 'Build',\n",
        " 'Business',\n",
        " 'But',\n",
        " 'By',\n",
        " 'CBS',\n",
        " 'CO',\n",
        " 'CORRECTION',\n",
        " 'Campus',\n",
        " 'Canada',\n",
        " 'Cash',\n",
        " 'Chairman',\n",
        " 'Charge',\n",
        " 'Chiefs',\n",
        " 'Chinese',\n",
        " 'Chomp',\n",
        " 'Cisco',\n",
        " 'Cites',\n",
        " 'Claiming',\n",
        " 'Clear',\n",
        " 'Clearance',\n",
        " 'Clears',\n",
        " 'Coca',\n",
        " 'Cola',\n",
        " 'Collaboration',\n",
        " 'Collusion',\n",
        " 'Colorado',\n",
        " 'Companies',\n",
        " 'Complaints',\n",
        " 'Completes',\n",
        " 'Cook',\n",
        " 'Cool',\n",
        " 'Copied',\n",
        " 'Copyright',\n",
        " 'Corporate',\n",
        " 'Counterclaim',\n",
        " 'Cross',\n",
        " 'D',\n",
        " 'DOJ',\n",
        " 'Damages',\n",
        " 'Data',\n",
        " 'Decision',\n",
        " 'Declares',\n",
        " 'Defendants',\n",
        " 'Defuse',\n",
        " 'Delays',\n",
        " 'Dell',\n",
        " 'Demands',\n",
        " 'Denies',\n",
        " 'Dentsu',\n",
        " 'Department',\n",
        " 'Design',\n",
        " 'Despite',\n",
        " 'Determination',\n",
        " 'Devices',\n",
        " 'Did',\n",
        " 'Disagree',\n",
        " 'Dismiss',\n",
        " 'Distributor',\n",
        " 'Distributorship',\n",
        " 'Does',\n",
        " 'Drop',\n",
        " 'E',\n",
        " 'ECS',\n",
        " 'EPS',\n",
        " 'EU',\n",
        " 'Eight',\n",
        " 'Elpida',\n",
        " 'Engine',\n",
        " 'Enters',\n",
        " 'Ex',\n",
        " 'Expects',\n",
        " 'Expert',\n",
        " 'Face',\n",
        " 'Facebook',\n",
        " 'Fail',\n",
        " 'Fails',\n",
        " 'Fend',\n",
        " 'File',\n",
        " 'Fingerprint',\n",
        " 'Firm',\n",
        " 'Fixing',\n",
        " 'Foreman',\n",
        " 'Four',\n",
        " 'Fresh',\n",
        " 'Germany',\n",
        " 'Glass',\n",
        " 'Go',\n",
        " 'Grants',\n",
        " 'Group',\n",
        " 'Halts',\n",
        " 'Hands',\n",
        " 'HarperCollins',\n",
        " 'Heat',\n",
        " 'Held',\n",
        " 'Hewlett',\n",
        " 'Hold',\n",
        " 'Hrvatski',\n",
        " 'Hulu',\n",
        " 'ICT',\n",
        " 'III',\n",
        " 'Imaging',\n",
        " 'Imminent',\n",
        " 'Inch',\n",
        " 'Infringes',\n",
        " 'Infringing',\n",
        " 'Initial',\n",
        " 'Initiate',\n",
        " 'Initiates',\n",
        " 'Intellectual',\n",
        " 'Interference',\n",
        " 'Internet',\n",
        " 'Into',\n",
        " 'Introduces',\n",
        " 'Intuit',\n",
        " 'Invest',\n",
        " 'Investigates',\n",
        " 'Ipad',\n",
        " 'It',\n",
        " 'Its',\n",
        " 'Joins',\n",
        " 'Judgement',\n",
        " 'Jury',\n",
        " 'Justice',\n",
        " 'Korean',\n",
        " 'LCD',\n",
        " 'Lanier',\n",
        " 'Larger',\n",
        " 'Late',\n",
        " 'Law',\n",
        " 'Levinson',\n",
        " 'License',\n",
        " 'Litigation',\n",
        " 'Lock',\n",
        " 'Make',\n",
        " 'Maker',\n",
        " 'Malaysia',\n",
        " 'Manipulation',\n",
        " 'Markman',\n",
        " 'Memory',\n",
        " 'Microsoft',\n",
        " 'NEC',\n",
        " 'Name',\n",
        " 'Nano',\n",
        " 'Netherlands',\n",
        " 'News',\n",
        " 'No',\n",
        " 'Notches',\n",
        " 'Notice',\n",
        " 'Novatel',\n",
        " 'November',\n",
        " 'Off',\n",
        " 'Openwave',\n",
        " 'Order',\n",
        " 'Orders',\n",
        " 'Out',\n",
        " 'Overstates',\n",
        " 'Oyj',\n",
        " 'PLC',\n",
        " 'Packard',\n",
        " 'Partnership',\n",
        " 'Pay',\n",
        " 'Pearson',\n",
        " 'Pending',\n",
        " 'Penguin',\n",
        " 'Permission',\n",
        " 'Pitch',\n",
        " 'Plan',\n",
        " 'Planet',\n",
        " 'Plans',\n",
        " 'Plant',\n",
        " 'Poaching',\n",
        " 'Portfolio',\n",
        " 'Potter',\n",
        " 'Powercom',\n",
        " 'Price',\n",
        " 'Pricing',\n",
        " 'Products',\n",
        " 'Program',\n",
        " 'Prone',\n",
        " 'Properties',\n",
        " 'Property',\n",
        " 'Protect',\n",
        " 'Q1',\n",
        " 'Q3',\n",
        " 'Q4',\n",
        " 'Quick',\n",
        " 'Range',\n",
        " 'Rare',\n",
        " 'Reach',\n",
        " 'Reached',\n",
        " 'Regulators',\n",
        " 'Relaunches',\n",
        " 'Reports',\n",
        " 'Reprieve',\n",
        " 'Repurchase',\n",
        " 'Request',\n",
        " 'Resigns',\n",
        " 'Revives',\n",
        " 'Round',\n",
        " 'Row',\n",
        " 'Royalty',\n",
        " 'Rules',\n",
        " 'S3',\n",
        " 'STORE',\n",
        " 'Safari',\n",
        " 'Say',\n",
        " 'Scheme',\n",
        " 'Schuster',\n",
        " 'Scores',\n",
        " 'Scratches',\n",
        " 'Screen',\n",
        " 'Seagate',\n",
        " 'Search',\n",
        " 'Second',\n",
        " 'Secrecy',\n",
        " 'Secret',\n",
        " 'SeeNews',\n",
        " 'Sees',\n",
        " 'Sending',\n",
        " 'Sends',\n",
        " 'Sensor',\n",
        " 'Separate',\n",
        " 'Set',\n",
        " 'Setback',\n",
        " 'Several',\n",
        " 'Share',\n",
        " 'Sharp',\n",
        " 'Simon',\n",
        " 'Slide',\n",
        " 'Smartphone',\n",
        " 'Sony',\n",
        " 'Staff',\n",
        " 'Standard',\n",
        " 'Start',\n",
        " 'Steve',\n",
        " 'Subscription',\n",
        " 'Subsidiaries',\n",
        " 'Swirl',\n",
        " 'Switch',\n",
        " 'Sync',\n",
        " 'Takes',\n",
        " 'Talk',\n",
        " 'Talking',\n",
        " 'Telecom',\n",
        " 'Telecoms',\n",
        " 'Telekom',\n",
        " 'Telling',\n",
        " 'Texas',\n",
        " 'Thunderbolt',\n",
        " 'Tim',\n",
        " 'Toshiba',\n",
        " 'Touch',\n",
        " 'Tracking',\n",
        " 'Trading',\n",
        " 'Tried',\n",
        " 'Turn',\n",
        " 'Two',\n",
        " 'UK',\n",
        " 'USD4',\n",
        " 'Underway',\n",
        " 'Unfair',\n",
        " 'Unwired',\n",
        " 'Upholds',\n",
        " 'Urges',\n",
        " 'Used',\n",
        " 'User',\n",
        " 'VIA',\n",
        " 'Values',\n",
        " 'Version',\n",
        " 'Violate',\n",
        " 'Visa',\n",
        " 'Voice',\n",
        " 'Vs',\n",
        " 'Walker',\n",
        " 'War',\n",
        " 'Wide',\n",
        " 'Will',\n",
        " 'Wire',\n",
        " 'Wireless',\n",
        " 'Withdraws',\n",
        " 'Wrong',\n",
        " 'against',\n",
        " 'as',\n",
        " 'books',\n",
        " 'ebooks',\n",
        " 'founder',\n",
        " 'iAd',\n",
        " 'iPhones',\n",
        " 'iTV',\n",
        " 'licensing',\n",
        " 'mini',\n",
        " 'on',\n",
        " 'with']"
       ]
      }
     ],
     "prompt_number": 66
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "vocab = fdist.keys()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 67
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "vocab[:50]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 68,
       "text": [
        "['00',\n",
        " '-',\n",
        " ':',\n",
        " 'Inc',\n",
        " 'Apple',\n",
        " ',',\n",
        " '.',\n",
        " '2012',\n",
        " 'Reuters',\n",
        " '2011',\n",
        " ',\"',\n",
        " '\"',\n",
        " ';',\n",
        " 'Co',\n",
        " 'Ltd',\n",
        " 'Samsung',\n",
        " 'Electronics',\n",
        " '39',\n",
        " 'In',\n",
        " '.,',\n",
        " 'To',\n",
        " 's',\n",
        " '&#',\n",
        " 'Against',\n",
        " '07',\n",
        " 'Patent',\n",
        " '08',\n",
        " 'DJ',\n",
        " 'And',\n",
        " '04',\n",
        " '06',\n",
        " 'On',\n",
        " '09',\n",
        " '03',\n",
        " '02',\n",
        " '10',\n",
        " 'Court',\n",
        " 'With',\n",
        " 'Files',\n",
        " '.&#',\n",
        " '.-',\n",
        " '11',\n",
        " 'Over',\n",
        " 'Patents',\n",
        " 'Corp',\n",
        " 'Google',\n",
        " 'Judge',\n",
        " '01',\n",
        " '24',\n",
        " 'Lawsuit']"
       ]
      }
     ],
     "prompt_number": 68
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fdist.plot(50, cumulative=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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lv1I9n93c3GouTDHV4scfhc5pR44Azz8PrFsn9FwGgGdoY2IYhilDhWMl1Qd0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\nhUJhQTsGCoVCobCgHQOFQqFQWPwfVg1BOsxi3S0AAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 69
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fdist.hapaxes()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 70,
       "text": [
        "[]"
       ]
      }
     ],
     "prompt_number": 70
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "probs = nb_classifier.prob_classify(test_feats[0][0])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 71
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "probs.samples()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 72,
       "text": [
        "['DOWN', 'NONE', 'UP']"
       ]
      }
     ],
     "prompt_number": 72
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "probs.max()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 73,
       "text": [
        "'UP'"
       ]
      }
     ],
     "prompt_number": 73
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "probs.prob('UP')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 74,
       "text": [
        "0.33333333333333215"
       ]
      }
     ],
     "prompt_number": 74
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "probs.prob('DOWN')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 75,
       "text": [
        "0.33333333333333215"
       ]
      }
     ],
     "prompt_number": 75
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "nb_classifier.most_informative_features(n=10)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 76,
       "text": [
        "[('Pearson', True),\n",
        " ('Resigns', True),\n",
        " ('Pay', True),\n",
        " ('22', True),\n",
        " ('Judgement', True),\n",
        " ('Complaints', True),\n",
        " ('Property', True),\n",
        " ('Safari', True),\n",
        " ('Cisco', True),\n",
        " ('Mobility', True)]"
       ]
      }
     ],
     "prompt_number": 76
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "nb_classifier.show_most_informative_features(n=1000)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Most Informative Features\n",
        "                 Pearson = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Resigns = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Pay = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      22 = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Judgement = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Complaints = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Property = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Safari = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Cisco = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Mobility = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Federal = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Motorola = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Design = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Plant = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Toshiba = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Maker = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     WSJ = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     III = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Dividend = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Ex = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    From = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     ITC = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Appeal = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     CEO = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     But = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      UK = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Thunderbolt = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Switch = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Cross = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Bank = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     For = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Permission = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Attorney = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Final = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Drop = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Advertisers = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      08 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Scores = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Ban = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Counterclaim = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Infringes = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Acquires = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Infringing = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       \" = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Openwave = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Berman = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Says = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    CEOs = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Settlement = True               UP : DOWN   =      1.0 : 1.0\n",
        "           Determination = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Netherlands = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     356 = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Complaint = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     App = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Swirl = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    mini = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     And = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Texas = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      12 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Dismiss = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Fresh = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Make = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Suit = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       D = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      03 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Arthur = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 America = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 founder = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Defendants = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      in = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Colorado = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Does = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Engine = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Trademark = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Announces = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Breakage = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Battling = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Sends = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Unwired = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Initiate = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Fails = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Class = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      US = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Touch = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Imminent = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Case = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Issues = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Economic = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      28 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     The = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      00 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Motion = True               UP : DOWN   =      1.0 : 1.0\n",
        "           HarperCollins = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Tried = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Regulators = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Subscription = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Bhd = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Aircel = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    User = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      17 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Tim = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Wi = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Not = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    File = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Denies = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Memory = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      By = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Wire = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Late = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     War = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Devices = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Secrecy = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Action = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Off = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Files = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   South = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Poaching = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Fixing = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Pricing = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      27 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Phone = True               UP : DOWN   =      1.0 : 1.0\n",
        "               AuthenTec = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Completes = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Subsidiaries = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Lanier = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Charge = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Patent = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Malaysia = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Notice = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Seagate = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Will = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     iTV = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Group = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Pending = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Company = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Rejects = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Times = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Networks = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Urges = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Intel = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Jury = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Pays = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Mobile = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Copyright = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Against = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      As = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Screen = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Holding = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Inc = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     LCD = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Before = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      29 = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Smartphone = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Values = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Research = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Partnership = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Talks = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      20 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Limited = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  ebooks = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Sale = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Board = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 VirnetX = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Talking = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Telekom = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Microsoft = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    With = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Coca = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Sales = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Seeks = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     iAd = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       4 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Loses = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Its = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     amp = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Grants = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      ,\" = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       : = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Phones = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Victory = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Nortel = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Halts = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Quick = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Apple = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Reprieve = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Agreement = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      ;- = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Bharti = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Bans = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Buy = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Hrvatski = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Wireless = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Dismisses = True               UP : DOWN   =      1.0 : 1.0\n",
        "           International = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       e = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Claim = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      4S = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Hands = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Damages = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Tracking = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    iPod = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      .- = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Fend = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Bucharest = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       A = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Scheme = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Invest = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Despite = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Galaxy = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Blocks = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Q1 = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Consortium = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Hold = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Electronics = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       & = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Nano = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Germany = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Initiates = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Access = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Japan = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Second = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Out = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      02 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       ; = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Declares = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Korea = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Ltd = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      .; = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      15 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     and = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Billion = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Holdings = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Systems = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Tablets = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Standard = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       8 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      In = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Assigns = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Used = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Introduces = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     May = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      To = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Face = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Guidance = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Internet = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Judge = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Telecoms = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     .&# = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      25 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Below = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   India = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Win = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Set = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      05 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      DJ = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Counter = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Technology = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Fingerprint = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Walker = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Overstates = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Novatel = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Telecom = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Tech = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    USD4 = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Intellectual = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Probe = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     New = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Go = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Powercom = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     HTC = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Attack = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Dispute = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       - = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     PLC = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      26 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Round = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Subsidiary = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       $ = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Receives = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Schuster = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Heat = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    2012 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Expects = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Of = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      No = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Chinese = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     VIA = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Start = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Steve = True               UP : DOWN   =      1.0 : 1.0\n",
        "              CORRECTION = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 SeeNews = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Authorities = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Program = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      18 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   China = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     LAN = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Justice = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       s = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Manipulation = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      EU = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Hagens = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Clearance = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Interference = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  German = True               UP : DOWN   =      1.0 : 1.0\n",
        "              BlackBerry = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Allegedly = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       U = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Adobe = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Ipad = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Disagree = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Approval = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Department = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Plans = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Launches = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Infringement = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Appeals = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Commission = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Protect = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Delays = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Basic = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Repurchase = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Potter = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Slide = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      of = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Analysts = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Tablet = True               UP : DOWN   =      1.0 : 1.0\n",
        "           Collaboration = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  iPhone = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Version = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      On = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Say = True               UP : DOWN   =      1.0 : 1.0\n",
        "                November = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Investigates = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Selling = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       1 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      30 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Sensor = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Clear = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Underway = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Joins = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      10 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Bourse = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Prone = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 iPhones = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      S3 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Build = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Planet = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Initial = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Settle = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Sync = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Q2 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Rules = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Scratches = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Cites = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Nokia = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      ., = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       S = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     NEC = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Australian = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Demands = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Expert = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Sues = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      13 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Dutch = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Revives = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Which = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Reuters = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Versus = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Aastra = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Names = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Defuse = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Fail = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Q4 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Visa = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Co = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      on = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Infringe = True               UP : DOWN   =      1.0 : 1.0\n",
        "         Distributorship = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Chairman = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Distributor = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    News = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     APP = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Pitch = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Inch = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      07 = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Companies = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Two = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Campus = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Award = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Corporate = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Telling = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Publishers = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     DOJ = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Copied = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Separate = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Corp = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Price = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Other = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       E = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Row = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      24 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Bid = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   STORE = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Voice = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Unfair = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      04 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Trial = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    2010 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Bring = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Sees = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 License = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     CBS = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Proview = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Legal = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Agency = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      as = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Penguin = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      It = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     304 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Notches = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Because = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      14 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Jobs = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    iPad = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     EPS = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Law = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Relaunches = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      23 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Did = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Applications = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Portfolio = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      .\" = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       d = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Rare = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Sending = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Firm = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Claiming = True               UP : DOWN   =      1.0 : 1.0\n",
        "             Corporation = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      19 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Business = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Sued = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Sue = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Hulu = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Setback = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Dentsu = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Patents = True               UP : DOWN   =      1.0 : 1.0\n",
        "               licensing = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Held = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       . = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Into = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Canada = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     NTT = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Include = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Google = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Favor = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Turn = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Four = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Orders = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      09 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Q3 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Elpida = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Sell = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Estimates = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Amazon = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Charges = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Auction = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Wrong = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Others = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   books = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Intuit = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Eastman = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Antitrust = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Australia = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Verdict = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Properties = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Battle = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Takes = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    book = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Wins = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Royalty = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Accuses = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Ahead = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Trading = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Data = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Sony = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      31 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      &# = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      11 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Request = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Collusion = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Levinson = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       / = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Decision = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Cook = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Packard = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Tab = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Vs = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Range = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Ruling = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Enters = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       5 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Trade = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Reports = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Approves = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Graphics = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Wide = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Cola = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       , = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Talk = True               UP : DOWN   =      1.0 : 1.0\n",
        "            Technologies = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Launch = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      At = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      01 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Chiefs = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 against = True               UP : DOWN   =      1.0 : 1.0\n",
        "                       2 = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Litigation = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Unit = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      16 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Samsung = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Upholds = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Order = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Lawsuit = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Over = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Signs = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Seoul = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Court = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Cool = True               UP : DOWN   =      1.0 : 1.0\n",
        "               Withdraws = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Plan = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Markman = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Kodak = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Million = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Claims = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Lawsuits = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Name = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      06 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      Be = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     ICT = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Several = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Share = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Lock = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Korean = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Simon = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     ECS = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      39 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     com = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Sharp = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Clears = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  DoCoMo = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Staff = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Dell = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Eight = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Products = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      to = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Chomp = True               UP : DOWN   =      1.0 : 1.0\n",
        "              Injunction = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Violate = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Hewlett = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Secret = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Gives = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Reach = True               UP : DOWN   =      1.0 : 1.0\n",
        "                     Oyj = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    2011 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      21 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Bids = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    Cash = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Imaging = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Search = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Apcom = True               UP : DOWN   =      1.0 : 1.0\n",
        "                    with = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Digital = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Foreman = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Airtel = True               UP : DOWN   =      1.0 : 1.0\n",
        "                Facebook = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Glass = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      60 = True               UP : DOWN   =      1.0 : 1.0\n",
        "                  Larger = True               UP : DOWN   =      1.0 : 1.0\n",
        "                 Reached = True               UP : DOWN   =      1.0 : 1.0\n",
        "                   Above = True               UP : DOWN   =      1.0 : 1.0\n",
        "                      CO = True               UP : DOWN   =      1.0 : 1.0\n"
       ]
      }
     ],
     "prompt_number": 79
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}