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October 26, 2014 21:17
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Twitter NLTK Classifier
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| { | |
| "metadata": { | |
| "name": "", | |
| "signature": "sha256:b4210771a299cbc88f34296aeff1f9b1c287ad94c1189166f814de05547a86ef" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import pandas as pd \n", | |
| "tweets = pd.read_csv('https://raw.githubusercontent.com/TeachingDataScience/data-science-course/forstudentviewing/12_Naive_Bayes/twitter_training/sts_gold_tweet.csv', sep=';')\n", | |
| "tweet = tweets" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 49 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "tweets.head()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "html": [ | |
| "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>id</th>\n", | |
| " <th>polarity</th>\n", | |
| " <th>tweet</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td> 1467933112</td>\n", | |
| " <td> 0</td>\n", | |
| " <td> the angel is going to miss the athlete this we...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td> 2323395086</td>\n", | |
| " <td> 0</td>\n", | |
| " <td> It looks as though Shaq is getting traded to C...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td> 1467968979</td>\n", | |
| " <td> 0</td>\n", | |
| " <td> @clarianne APRIL 9TH ISN'T COMING SOON ENOUGH </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td> 1990283756</td>\n", | |
| " <td> 0</td>\n", | |
| " <td> drinking a McDonalds coffee and not understand...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td> 1988884918</td>\n", | |
| " <td> 0</td>\n", | |
| " <td> So dissapointed Taylor Swift doesnt have a Twi...</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 50, | |
| "text": [ | |
| " id polarity tweet\n", | |
| "0 1467933112 0 the angel is going to miss the athlete this we...\n", | |
| "1 2323395086 0 It looks as though Shaq is getting traded to C...\n", | |
| "2 1467968979 0 @clarianne APRIL 9TH ISN'T COMING SOON ENOUGH \n", | |
| "3 1990283756 0 drinking a McDonalds coffee and not understand...\n", | |
| "4 1988884918 0 So dissapointed Taylor Swift doesnt have a Twi..." | |
| ] | |
| } | |
| ], | |
| "prompt_number": 50 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": true, | |
| "input": [ | |
| "import nltk\n", | |
| "\n", | |
| "def tokenize_tweet(t, remove_stop=True, remove_hashtag=False):\n", | |
| " import string\n", | |
| " import re\n", | |
| " tweet = t\n", | |
| " tweet = tweet.lower()\n", | |
| " tweet = re.sub('@\\w+', 'TWITTER_HANDLE', tweet)\n", | |
| " tweet = re.sub('(https?:\\/\\/)?([\\da-z\\.-]+)\\.([a-z\\.]{2,6})([\\/\\w \\.-]*)*\\/?', 'URL', tweet)\n", | |
| " tweet = tweet.translate(string.maketrans(\"\",\"\"), string.punctuation)\n", | |
| " words = nltk.tokenize.wordpunct_tokenize(tweet)\n", | |
| " if remove_stop:\n", | |
| " # How do we filter for words in the stopwords corpus?\n", | |
| " stopwords_filter = set(nltk.corpus.stopwords.words('english'))\n", | |
| " words = [w for w in words if not w in stopwords_filter]\n", | |
| " if remove_hashtag:\n", | |
| " # How do we filter out the actual hashtag in the tweet itself?\n", | |
| " print None\n", | |
| " return words\n", | |
| "\n", | |
| "\n", | |
| "unique_tweets['tokens'] = unique_tweets.tweet.apply(tokenize_tweet, remove_stop=True)\n", | |
| "unique_tweets['tokens_w_stopwords'] = unique_tweets.tweet.apply(tokenize_tweet, remove_stop=False)\n", | |
| "\n", | |
| "print unique_tweets['tokens_w_stopwords']" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "0 [the, angel, is, going, to, miss, the, athlete...\n", | |
| "1 [it, looks, as, though, shaq, is, getting, tra...\n", | |
| "2 [TWITTERHANDLE, april, 9th, isnt, coming, soon...\n", | |
| "3 [drinking, a, mcdonalds, coffee, and, not, und...\n", | |
| "4 [so, dissapointed, taylor, swift, doesnt, have...\n", | |
| "5 [wishes, i, was, on, the, spring, fling, tour,...\n", | |
| "6 [got, a, sniffle, got, the, kids, and, hubby, ...\n", | |
| "7 [ive, only, been, in, sydney, for, 3, hrs, but...\n", | |
| "8 [xboxtweet, not, working, again]\n", | |
| "9 [URL]\n", | |
| "10 [allergies, sucks, sometimes, theres, a, super...\n", | |
| "11 [has, a, broken, iphone]\n", | |
| "12 [line, at, mcdonalds, was, too, long, so, i, c...\n", | |
| "13 [TWITTERHANDLE, there, is, a, virus, going, ar...\n", | |
| "14 [i, scratched, my, ipod]\n", | |
| "...\n", | |
| "2019 [i, just, saw, that, they, found, that, tracy,...\n", | |
| "2020 [watching, uruguaybrazil, we, need, a, URL]\n", | |
| "2021 [TWITTERHANDLE, i, couldnt, buy, any, openhack...\n", | |
| "2022 [TWITTERHANDLE, i, would, like, to, install, i...\n", | |
| "2023 [just, realised, i, have, TWITTERHANDLE, s, ps...\n", | |
| "2024 [i, hope, microsoft, have, fixed, xboxlive, ma...\n", | |
| "2025 [TWITTERHANDLE, unfortunately, one, of, those,...\n", | |
| "2026 [TWITTERHANDLE, hit, up, gameworks, and, a, mo...\n", | |
| "2027 [i, miss, you, twitter, my, phone, broke, now,...\n", | |
| "2028 [TWITTERHANDLE, lol, i, said, the, cavs, deser...\n", | |
| "2029 [a, king, sized, bed, is, nice, but, sad, and,...\n", | |
| "2030 [TWITTERHANDLE, hurry, up, home, im, dying, wi...\n", | |
| "2031 [TWITTERHANDLE, lol, only, a, psp, had, a, gam...\n", | |
| "2032 [good, morning, everyone, it, is, such, a, bea...\n", | |
| "2033 [hey, guess, was, TWITTERHANDLE, the, lakers, ...\n", | |
| "Name: tokens_w_stopwords, Length: 2034, dtype: object\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 51 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "nltk.pos_tag\n", | |
| "unique_tweets['pos'] = unique_tweets['tokens'].apply(nltk.pos_tag)\n", | |
| "\n", | |
| "# Printing out all words that come back as adjectives (JJ):\n", | |
| "adjectives = []\n", | |
| "for i in unique_tweets.pos:\n", | |
| " bb = [j[0] for j in i if j[1] == 'JJ']\n", | |
| " if bb:\n", | |
| " adjectives.extend(bb)\n", | |
| "\n", | |
| "print list(set(adjectives))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "['wantd', 'enjoyable', 'grateful', 'follow', 'hate', 'quotelectric', 'unpleasant', 'sorry', 'fatal', 'garden', 'song', 'fat', 'fan', 'awful', 'exact', 'feeble', 'cool', 'magic', 'cable', 'tear', 'knight', 'large', 'small', 'havent', 'gagaless', 'enjoy', 'portable', 'tired', 'sigh', 'past', 'second', 'download', 'n', 'blue', 'rascal', 'anniversary', '19th', 'international', 'net', 'full', 'funeral', 'commercial', 'busy', 'let', 'wait', 'boy', 'great', 'receive', 'didnt', 'brutal', 'military', 'weird', 'misserble', 'soonish', 'fantastic', 'love', 'extra', 'marvelous', 'andd', 'hospital', 'negative', 'next', 'live', 'music', 'gorgeous', 'calgary', 'survive', 'theoretical', 'apparent', 'instrumental', 'central', 'hurry', 'glad', 'high', 'ride', 'mall', 'quotdrag', 'ull', 'meet', 'male', 'aweful', 'def', 'beautiful', 'give', 'accept', 'topic', 'want', 'serial', 'stole', 'terrestrial', 'huge', 'comfortable', 'write', 'brian', 'hot', 'gurl', 'tried', 'stop', 'memorial', 'wrong', 'icant', 'date', 'short', 'overnight', 'green', 'ultimate', 'worst', 'cute', 'jelous', 'diddy', 'london', 'cold', 'perfect', 'style', 'personal', 'wishful', 'late', 'main', 'good', 'break', 'roommate', 'shameful', 'yr', 'mean', 'unproductive', 'adventure', 'hard', 'finish', '2day', '\\xbdo', 'event', 'special', 'relive', '3rd', 'oprah', 'open', 'nite', 'internet', 'free', 'standard', 'greasy', 'pancreatic', 'terrible', 'david', 'american', 'massive', 'south', 'first', 'blind', 'microoft', 'major', 'dont', 'relate', 'xd', 'fantabulous', 'miss', 'cavss', 'funeralmemorial', 'little', 'silent', 'touristic', 'top', 'wonderful', 'white', 'final', 'stomach', 'gear', 'upsetsad', 'broadcast', 'jordan', 'likely', 'bed', 'bride', 'dang', 'cirvical', 'san', 'modern', 'mind', 'mine', 'sad', 'tonight', 'yeaaaaah', 'close', 'throat', 'breakfast', 'unbearable', 'afraid', 'mic', 'responsible', 'able', 'sure', 'normal', 'quotdear', 'radioactive', 'mobile', 'later', 'upset', 'hungry', 'clean', 'hear', 'skinny', 'ugh', 'cheat', 'watch', 'find', 'aint', 'giant', 'slow', 'nervous', 'enough', 'black', 'sensationalquot', 'oct', 'sunny', 'lucky', 'famous', 'breast', 'new', 'celebrate', 'bad', 'stupid', 'gran', 'picnic', 'fair', 'national', 'miserable', 'brazil', 'nuclear', 'outside', 'unable', 'horrible', 'wear', 'wtf', 'last', 'many', 'ill', 'quiet', 'arraive', 'ignre', 'whole', 'glorious', 'tough', 'sweet', 'twin', 'table', 'expensive', 'speak', 'create', 'due', 'mikey', 'quid', 'much', 'certain', 'mary', 'threw', 'website', 'suspicious', 'bitchy', 'gah', 'sticky', 'oouuuch', 'madddd', 'criminal', 'stuiped', 'solid', 'straight', 'air', 'ive', 'costly', 'mystic', 'nausious', 'pinky', 'middle', 'cant', 'im', 'ready', 'seattle', 'funny', 'different', 'harsh', 'inventory', 'unfortunate', 'party', 'itchy', 'used', 'hang', 'jealous', 'kid', 'picky', 'humble', 'punishment', 'english', 'hubby', 'corporate', 'usual', 'unfair', 'paul', 'previous', 'generous', 'fanfic', 'drive', 'sky', 'add', 'easy', 'joyful', 'real', 'sonic', 'big', 'possible', 'early', 'disappointed', 'theyre', 'popular', 'right', 'old', 'classical', 'twitter', 'alive', 'library', 'everythang', 'boat', 'epic', 'adorable', 'actual', 'oh', 'favorite', 'swear', 'youve', 'documentary', '2nite', 'sniffle', 'doesnt', 'lung', 'female', 'eyelid', 'lebron', 'canal', 'ihad', 'jealousy', 'long', 'ahmedinejad', 'continental', 'clinical', 'low', 'brazilian', 'bubble', 'scared', 'happy', 'north', 'complete', 'fanatic', 'atlantic', 'dead', 'russian', 'eat', 'wish', 'avaliable', 'uh', 'emotional', 'daddy', 'evrythng', 'ah', 'fellow', 'single', 'mediocre', 'hasnt', 'interested', 'vanished', 'nice', 'poor', 'accidental', 'june', 'update', 'xboxlive', 'dvd', 'serious', 'original']\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 58 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "adjective_dict = {'wantd': 0, \n", | |
| "'enjoyable': 1,\n", | |
| "'grateful': 1, \n", | |
| "'follow': 0, \n", | |
| "'hate': -1, \n", | |
| "'quotelectric': 0, \n", | |
| "'unpleasant': -1, \n", | |
| "'sorry': 1, \n", | |
| "'fatal': -1, \n", | |
| "'garden': 0, \n", | |
| "'song': 0, \n", | |
| "'fat': 0, \n", | |
| "'fan': 1, \n", | |
| "'awful': 1, \n", | |
| "'exact': 1, \n", | |
| "'feeble': 0, \n", | |
| "'cool': 1, \n", | |
| "'magic': 1, \n", | |
| "'cable': 0, \n", | |
| "'tear': 0, \n", | |
| "'knight': 0, \n", | |
| "'large': 0, \n", | |
| "'small': 0, \n", | |
| "'havent': 0, \n", | |
| "'gagaless': 0, \n", | |
| "'enjoy': 1, \n", | |
| "'portable': 0, \n", | |
| "'tired': -1, \n", | |
| "'sigh': -1, \n", | |
| "'past': 0, \n", | |
| "'second': 0, \n", | |
| "'download': 0, \n", | |
| "'n': 0, \n", | |
| "'blue': 0, \n", | |
| "'rascal': -1, \n", | |
| "'anniversary': 1, \n", | |
| "'19th': 0, \n", | |
| "'international': 0, \n", | |
| "'net': 0, \n", | |
| "'full': 0, \n", | |
| "'funeral': -1, \n", | |
| "'commercial': 0, \n", | |
| "'busy': 0, \n", | |
| "'let': 0, \n", | |
| "'wait': 0, \n", | |
| "'boy': 0, \n", | |
| "'great': 1, \n", | |
| "'receive': 0, \n", | |
| "'didnt': 0, \n", | |
| "'brutal': -1, \n", | |
| "'military': 0, \n", | |
| "'weird': -1, \n", | |
| "'misserble': -1, \n", | |
| "'soonish': -1, \n", | |
| "'fantastic': 1, \n", | |
| "'love': 1, \n", | |
| "'extra': 1, \n", | |
| "'marvelous': 1, \n", | |
| "'andd': 0, \n", | |
| "'hospital': 0, \n", | |
| "'negative': -1, \n", | |
| "'next': 0, \n", | |
| "'live': 1, \n", | |
| "'music': 0, \n", | |
| "'gorgeous': 1, \n", | |
| "'calgary': 0, \n", | |
| "'survive': 1, \n", | |
| "'theoretical': 0, \n", | |
| "'apparent': 0, \n", | |
| "'instrumental': 0, \n", | |
| "'central': 0, \n", | |
| "'hurry': -1, \n", | |
| "'glad': 1, \n", | |
| "'high': 1, \n", | |
| "'ride': 0, \n", | |
| "'mall': 0, \n", | |
| "'quotdrag': 0, \n", | |
| "'ull': 0, \n", | |
| "'meet': 0, \n", | |
| "'male': 0, \n", | |
| "'aweful': -1, \n", | |
| "'def': 1, \n", | |
| "'beautiful': 1, \n", | |
| "'give': 1, \n", | |
| "'accept': 1, \n", | |
| "'topic': 0, \n", | |
| "'want': 0, \n", | |
| "'serial': 0, \n", | |
| "'stole': -1, \n", | |
| "'terrestrial': 0, \n", | |
| "'huge': 0, \n", | |
| "'comfortable': 1, \n", | |
| "'write': 0, \n", | |
| "'brian': 0, \n", | |
| "'hot': 1, \n", | |
| "'gurl': 0, \n", | |
| "'tried': 0, \n", | |
| "'stop': 0, \n", | |
| "'memorial': 0, \n", | |
| "'wrong': -1, \n", | |
| "'icant': -1, \n", | |
| "'date': 0, \n", | |
| "'short': 0, \n", | |
| "'overnight': 0, \n", | |
| "'green': 0, \n", | |
| "'ultimate': 1, \n", | |
| "'worst': -1, \n", | |
| "'cute': 1, \n", | |
| "'jelous': 1, \n", | |
| "'diddy': 0, \n", | |
| "'london': 0, \n", | |
| "'cold': -1, \n", | |
| "'perfect': 1, \n", | |
| "'style': 1, \n", | |
| "'personal': 0, \n", | |
| "'wishful': 1, \n", | |
| "'late': -1, \n", | |
| "'main': 0, \n", | |
| "'good': 1, \n", | |
| "'break': -1, \n", | |
| "'roommate': 0, \n", | |
| "'shameful': -1, \n", | |
| "'yr': 0, \n", | |
| "'mean': -1, \n", | |
| "'unproductive': -1, \n", | |
| "'adventure': 1, \n", | |
| "'hard': -1, \n", | |
| "'finish': 1, \n", | |
| "'2day': 0, \n", | |
| "'\\xbdo': 0, \n", | |
| "'event': 0, \n", | |
| "'special': 1, \n", | |
| "'relive': 0, \n", | |
| "'3rd': 0, \n", | |
| "'oprah': 0, \n", | |
| "'open': 0, \n", | |
| "'nite': 0, \n", | |
| "'internet': 0, \n", | |
| "'free': 1, \n", | |
| "'standard': 0, \n", | |
| "'greasy': 0, \n", | |
| "'pancreatic': 0, \n", | |
| "'terrible': -1, \n", | |
| "'david': 0, \n", | |
| "'american': 0, \n", | |
| "'massive': 0, \n", | |
| "'south': 0, \n", | |
| "'first': 0, \n", | |
| "'blind': 0, \n", | |
| "'microoft': 0, \n", | |
| "'major': 0, \n", | |
| "'dont': -1, \n", | |
| "'relate': 0, \n", | |
| "'xd': 0, \n", | |
| "'fantabulous': 1, \n", | |
| "'miss': 0, \n", | |
| "'cavss': 0, \n", | |
| "'funeralmemorial': 0, \n", | |
| "'little': 0, \n", | |
| "'silent': 0, \n", | |
| "'touristic': 1, \n", | |
| "'top': 0, \n", | |
| "'wonderful': 1,\n", | |
| "'angel': 1\n", | |
| "}" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 97 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def measure_sentiment(words):\n", | |
| " sent = []\n", | |
| " for i in words.split():\n", | |
| " sent.append(adjective_dict.get(i, 0))\n", | |
| " if sent:\n", | |
| " return sum(sent) / float(len(sent))\n", | |
| " \n", | |
| " else:\n", | |
| " return 0" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 103 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "measure_sentiment('perfect finish style')\n" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 104, | |
| "text": [ | |
| "1.0" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 104 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": true, | |
| "input": [ | |
| "# coding=utf-8\n", | |
| "from twitter import *\n", | |
| "\"\"\"\n", | |
| "there would be code here to set up a dictionary including everything required to load the authentication for twitter.\n", | |
| "What are the advantages of setting up a dictionary here instead of just defining it below?\n", | |
| "\"\"\"\n", | |
| "t = Twitter(\n", | |
| " auth=OAuth(\n", | |
| " token='322803973-DMGKZNX8SXRf3LLrLAwiug2PEMgruNECqbbAbN1d',\n", | |
| " token_secret='y4noOkMH4D74QNcaWazFNxRBVRilGc9P79r3OrjtwVcxF',\n", | |
| " consumer_key='sT8FcSnqen19WZ9ew6EwzLAUe',\n", | |
| " consumer_secret='5uC13nn4MAPcQzFuMgWPeVL1Bvs8wj3Cd1puauCUD4F1zqpR1q')\n", | |
| " )\n", | |
| "\n", | |
| "hashtags=[\n", | |
| " u'facebook',\n", | |
| " u'technology',\n", | |
| " u'apple',\n", | |
| " u'amazon',\n", | |
| " u'google',\n", | |
| "]\n", | |
| "\n", | |
| "all_results = []\n", | |
| "for hashtag in hashtags:\n", | |
| " results = t.search.tweets(q='#'+hashtag, count=100, result_type='mixed')\n", | |
| " for r in results['statuses']:\n", | |
| " try:\n", | |
| " clean_tweet = unicode(r['text']).encode('utf-8').replace('\\n', ' ').replace('\\r', ' ').replace('\"', \"'\")\n", | |
| " print u','.join([unicode(r['id']),'\"'+clean_tweet+'\"', '\"'+hashtag+'\"'])\n", | |
| " except UnicodeDecodeError:\n", | |
| " pass" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "525717780226899968,\"Join me on Facebook! #facebook https://t.co/tZe7cOCEhf\",\"facebook\"\n", | |
| "526080105593200640,\"You Can Get 10k #FacebookFans on #Facebook - http://t.co/ORzQLs8Lx3\",\"facebook\"\n", | |
| "526112326861475840,\"#Like us on #Facebook for #Horror News in your newsfeed! http://t.co/6LcBCZajRV\",\"facebook\"\n", | |
| "526112310025527296,\"#Startup uses database tech from the #NSA and #Facebook to detect fraudsters http://t.co/ndnAFA72Nn\",\"facebook\"\n", | |
| "526112280015273984,\"RT @jimsestito: 'Data is the oxygen that fuels marketing' Kurrim Malik from #Facebook at #DMA14\",\"facebook\"\n", | |
| "526112238281580546,\"You always get more than what you bargained for with Dr. Schoenbart! Check in on Facebook & get a free glasses cleaner! #Facebook #DrS\",\"facebook\"\n", | |
| "526112230166003712,\"Facebook Is Going to Be a Lot Smarter Now That Stephen Hawking Has Joined - TIME http://t.co/16NGkd2DzQ #facebook\",\"facebook\"\n", | |
| "526112216924160000,\"Find us #facebook at http://t.co/si1RbAi5WL #CMS #Website\",\"facebook\"\n", | |
| "526112195231612928,\"New #facebook social media site is going viral that pays it's users!!! Called #TSU (sue) go to http://t.co/3nkKP9fxxA LETS GO!!!\",\"facebook\"\n", | |
| "526111982374887424,\"RT @SMExaminer: 26 Creative Ways Brands Use #Facebook Status Updates http://t.co/DBWkr9kYMA by @dhemley #Marketing\",\"facebook\"\n", | |
| "526111979371778049,\"#Facebook: Jaime Travezan orgulloso por foto de Stephen Hawking ... - El Comercio http://t.co/TTtMf0XnLJ\",\"facebook\"\n", | |
| "526111936610439168,\"#Facebook http://t.co/Ve9wLrHt4C\",\"facebook\"\n", | |
| "526111850178805761,\"#Facebooktip to get more fans promote your page on #Facebook Friday\",\"facebook\"\n", | |
| "526111785460715522,\"RT @Iron_drags57: #Facebook #Fragile http://t.co/ghnS8kXdxM\",\"facebook\"\n", | |
| "526111724869394432,\"Do you 'like' us on #Facebook? Check it out here: https://t.co/taGkk7cZW5 #SocialSaturday #AxusTravelApp #traveltech #app\",\"facebook\"\n", | |
| "526111724601376768,\"RT @RevistaSemana: La mujer que tuvo que mentir para abrir #Facebook. La historia --> http://t.co/U62OOwvsi8\",\"facebook\"\n", | |
| "526111684382187520,\"I'm going to #giveaway these #Facebook like earrings soon #ontheblog http://t.co/KZEH0PybuW http://t.co/GYWhsug8wW\",\"facebook\"\n", | |
| "526111613490053121,\"RT @uncensnewsfeed: Buy #monthly packages gradually add to your #Twitter, #Facebook and #Instagram accounts. http://t.co/iCmXT5zKr8\",\"facebook\"\n", | |
| "526111521144057856,\"RT @uncensnewsfeed: Buy #monthly packages gradually add to your #Twitter, #Facebook and #Instagram accounts. http://t.co/iCmXT5zKr8\",\"facebook\"\n", | |
| "526111499610492928,\"Close up of picture https://t.co/5YJhTRKpR2 #art #illustration #facebook #print #design http://t.co/EneEKflV2J\",\"facebook\"\n", | |
| "526111487241093123,\"Top 25 scores schedule TV K-St8 blanks Texas Mississippi St8 begins #Auburn #DwayneStafford #facebook #NotreDame http://t.co/luO1ONhKqV\",\"facebook\"\n", | |
| "526111456824401920,\"How to Get More Out of Facebook Ads | http://t.co/MVPSPrlboh #socialmedia #Facebook\",\"facebook\"\n", | |
| "526111373093519361,\"RT @GritandoIdeas: #TodoBienHastaQue #Facebook #whatsapp http://t.co/O0bII1KlMN\",\"facebook\"\n", | |
| "526111372468187136,\"RT @jimsestito: 'Data is the oxygen that fuels marketing' Kurrim Malik from #Facebook at #DMA14\",\"facebook\"\n", | |
| "526111367837671425,\"RT @jimsestito: 'Data is the oxygen that fuels marketing' Kurrim Malik from #Facebook at #DMA14\",\"facebook\"\n", | |
| "526111345398534144,\"Find ur 'butter' at #DMA14 what ru going to take back to make ur marketing taste better to ur core audiences. #facebook Khurrum Malik\",\"facebook\"\n", | |
| "526111337819037696,\"THE BACHELOR by @StefReedBooks. New #Amish fiction. Enter Kindle HDX #giveaway & RSVP for #Facebook party. http://t.co/ErIlfBNe4F\",\"facebook\"\n", | |
| "526111289802620928,\"RT @lfaguer: #DMA14. San Diego. Khurrum Malik,( #facebook ) on stage on : Igniting Customer Engagement http://t.co/IHf7FXfnkU\",\"facebook\"\n", | |
| "526111282110672896,\"RT @uncensnewsfeed: Buy #monthly packages gradually add to your #Twitter, #Facebook and #Instagram accounts. http://t.co/iCmXT5zKr8\",\"facebook\"\n", | |
| "526111281418604544,\"RT @uncensnewsfeed: Buy #monthly packages gradually add to your #Twitter, #Facebook and #Instagram accounts. http://t.co/iCmXT5zKr8\",\"facebook\"\n", | |
| "526111256835817472,\"Besuche mein Profil auf #Facebook da gibt es noch ein bischen mehr von mir https://t.co/9k9Ya4opLZ #Clips #Porno http://t.co/KDKcqE4Iny\",\"facebook\"\n", | |
| "526111253446803456,\"Got my FACEBOOK UP!!!!!! Add me as a friend today! :) @facebook #FaceBook #Yay! #TeamBuildable https://t.co/rWuOTiCvda\",\"facebook\"\n", | |
| "526111239584239616,\"#data is the #oxygen that powers #facebook and all of us as #data marketers #DMA14\",\"facebook\"\n", | |
| "526111118918680576,\"Hedgehog concept crushes: http://t.co/RuatVq3cKm #marketing #smm #smallbiz #entrepreneur #socialmedia #facebook\",\"facebook\"\n", | |
| "526111082277265409,\"Check out BINGBING Fashion on #Facebook! .,,, http://t.co/ZUgqTzX8b4\",\"facebook\"\n", | |
| "526111078670147584,\"RT @uncensnewsfeed: Buy #monthly packages gradually add to your #Twitter, #Facebook and #Instagram accounts. http://t.co/iCmXT5zKr8\",\"facebook\"\n", | |
| "526111051340075009,\"Buy #monthly packages gradually add to your #Twitter, #Facebook and #Instagram accounts. http://t.co/iCmXT5zKr8\",\"facebook\"\n", | |
| "526111031752663041,\"Stay in the PiperScout loop and like us on #Facebook http://t.co/DEMrAUTGhd\",\"facebook\"\n", | |
| "526111014291779584,\"UI and Graphical Designer - Web and Mobile http://t.co/e2mCIkVPnk #ios #design #android #facebook #photoshop... http://t.co/GOMQyfr44y\",\"facebook\"\n", | |
| "526111004850016259,\"Discover How To #Market & #MakeMoney On #Facebook! #EBook is #FREE Today! http://t.co/C2zKXUFkP6 http://t.co/vXSUKzqrfe\",\"facebook\"\n", | |
| "526110999401988096,\"Like and Share FLAK EVENT PLANNING SERVICES on #FACEBOOK https://t.co/rQPoSNLU5U\",\"facebook\"\n", | |
| "526110980317528064,\"#AAA #AAASinLimite #SinLimite #Like #Facebook #Pages #AlwayzEntertainment #AllWrestlingEntertainment http://t.co/hBNltsvwiB\",\"facebook\"\n", | |
| "526110962852835328,\"Fantastic Facebook Ad Strategies: http://t.co/IVMHKJ2qt9 #facebook #marketing #sales #business #smallbiz #webinar\",\"facebook\"\n", | |
| "526110915339759616,\"This #FaceBook group is really cool (for #entrepreneurs) http://t.co/o5J5d21ouR\",\"facebook\"\n", | |
| "526110839317987329,\"#SouvenirBerakah tambien tiene #Facebook dale click al enlace ---) https://t.co/4KiBCQCr5N (--- y ponle #Like @SouvenirBerakah #Bendiciones\",\"facebook\"\n", | |
| "526110686708264960,\"RT @demotivateur: Les amis... #demotivateur #amis #facebook #jesus http://t.co/FsQCwdgJ54\",\"facebook\"\n", | |
| "526110671675879425,\"IT #app settings Make Money sharing pics on #Facebook & #Twitter #mlm #networkmarketing #Leafit #LeafitSocialNetwork http://t.co/w2zrMC0xBM\",\"facebook\"\n", | |
| "526110611537932288,\"How to create a strong connection with your audience http://t.co/Dj0ze6afDi #ads #marketing #business #facebook #podcast #sales\",\"facebook\"\n", | |
| "526110565811617792,\"Trevor is sat having a beer with Kevin.. In his house and likes it.. #Facebook... Getting bored of Trevor today.. Ignorant bastard ;-)\",\"facebook\"\n", | |
| "526110391558868992,\"Preview: AS Vita Club, ES Setif ready to make history in Champions ...: http://t.co/si56O9fg7Z #Facebook\",\"facebook\"\n", | |
| "526110334814523392,\"RT @DanMehmet74: #MoveYourLife #StrippedownSocialMedia #SocialMediaManagement #LifeCoach #facebook #twitter http://t.co/rB7uT7SViO\",\"facebook\"\n", | |
| "526110327457333248,\"#Facebook Rooms: 5 #Privacy Facts - InformationWeek http://t.co/wWimNp2y35 via @InformationWeek\",\"facebook\"\n", | |
| "526110325478002688,\"Get the most from #Facebook via http://t.co/wBWnDXtUnR test it out - you and your followers will find it invaluable if you retweet it\",\"facebook\"\n", | |
| "526110271316578304,\"RT @socialmedia2day: Affluent #Facebook users tend to be Baby Boomers. And more likely to be women. @UNIFIED http://t.co/jjsFdnJXjw\",\"facebook\"\n", | |
| "526110237481533442,\"RT @electrosoundboi: Ladies and gentlemen please go and #like my good friend #RhythmTryst 's new #Facebook page https://t.co/vBcoUzqdKA\",\"facebook\"\n", | |
| "526110180816474112,\"RT @amnediel: Ladies and gentlemen please go and #like my good friend #RhythmTryst 's new #Facebook page https://t.co/ebvwVQCfOd\",\"facebook\"\n", | |
| "526109995973095424,\"#Facebook We are now Red Pocket Mobile Dealers! Activate SPRINT, AT&T and VERIZON phones s... http://t.co/lHmR8B8gZO #HarmonyBusSolutions\",\"facebook\"\n", | |
| "526109983021477888,\"We are finally on #Facebook ! Like us on http://t.co/0lapAXImGg to get us started. #perth #Australia #Melbourne #Sydney #beauty #women\",\"facebook\"\n", | |
| "526109911848341505,\"agrega al #facebook https://t.co/7XqPi2X0J0\",\"facebook\"\n", | |
| "526109833796521984,\"Facetune http://t.co/97N8qE6gnO #facetune #appstore #itunes #trending #facetuneapp #facebook #selfie #colorspla... http://t.co/U2KM3CHcM0\",\"facebook\"\n", | |
| "525763726948184065,\"'Nikola Tesla, in his ''office''. Find more rare history pics: http://t.co/9snchkb7qm #technology #amazing #genius http://t.co/z2DJh5DgJc'\",\"technology\"" | |
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| "526112276861173760,\"'Privacy in the face of changing #technology'Jane Gordon, Senior #Solicitor, comments. http://t.co/NYf2dTW2IQ http://t.co/V4eSR7xeav\",\"technology\"\n", | |
| "526112135017795584,\"@engadget Twitpic's last-minute deal with Twitter keeps your old photos safe: Twitpic may not hav... http://t.co/oOms4aOMtB #technology\",\"technology\"\n", | |
| "526111858047352832,\"This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1 #Tech #Tip #Technology http://t.co/40yC6Mw0JP\",\"technology\"\n", | |
| "526111766552780800,\"CMO vs. CIO: 4 ways to bridge the #marketing #technology gap http://t.co/gsys7KqXF9 by @Jake_Hird\",\"technology\"\n", | |
| "526111737230016513,\"Killing it in Big-Data Marketing http://t.co/F9ERG2Fmd3 #marketing #business #entrepreneur #technology #tech\",\"technology\"\n", | |
| "526111720750579712,\"Twitpic's last-minute deal with Twitter keeps your old photos safe http://t.co/H6q9XPSgor #tech #technology\",\"technology\"\n", | |
| "526111712596865024,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/SLla0h0Ce1 - #Tech #Techno\",\"technology\"\n", | |
| "526111711976120320,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/GFOE3WJJjP - #Tech #Techno\",\"technology\"\n", | |
| "526111711342764032,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/aGYF6OeSHF - #Tech #Techno\",\"technology\"\n", | |
| "526111707916021760,\"Have you checked out our coverage of the 2014 #HR #Technology Conference yet? http://t.co/Y5Ho6Jjgb2 #HRTech\",\"technology\"\n", | |
| "526111705625931776,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/nnfC9D230t - #Tech #Techno\",\"technology\"\n", | |
| "526111705000972291,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/Coyjw0gBLJ - #Tech #Techno\",\"technology\"\n", | |
| "526111704296325120,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/hHhNxQFOdi - #Tech #Techno\",\"technology\"\n", | |
| "526111698571120640,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/lyTyZWJo34 - #Tech #Techno\",\"technology\"\n", | |
| "526111697681932288,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/cG0l4h6oEc - #Tech #Techno\",\"technology\"\n", | |
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| "526111676735565824,\"#Tech - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks - ARM cl... http://t.co/bAKIpynkiI - #Technology\",\"technology\"\n", | |
| "526111676077047808,\"#Tech - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards were just ... http://t.co/D9V9fJNYqx - #Technology\",\"technology\"\n", | |
| "526111675922255872,\"#Technology - #Jamaica Sustainable #Energy Roadmap to a better #Electricity System - #Worldwatch Institute http://t.co/clzNIkuo30\",\"technology\"\n", | |
| "526111675452116994,\"#Tech - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the necessary in... http://t.co/bthMnyed2A - #Technology\",\"technology\"\n", | |
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| "526111674361593856,\"#Tech - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge - Before ... http://t.co/S0GOaZdi1o - #Technology\",\"technology\"\n", | |
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| "526111673673711616,\"#Tech - Ebola in your inbox: email spammers using virus to trick users: #Ebola #Email - Despite ... http://t.co/DWCIVku94n - #Technology\",\"technology\"\n", | |
| "526111673048776705,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/5y6Rfj4Js6 - #Tech #Techno\",\"technology\"\n", | |
| "526111672281223169,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/3iE24pxVZT - #Tech #Techno\",\"technology\"\n", | |
| "526111670137917440,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/Og27ILZhmr - #Tech #Techno\",\"technology\"\n", | |
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| "526111665398353920,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/sJvhxyy5t0 - #Tech #Techno\",\"technology\"\n", | |
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| "526111660763648000,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/AI3t5EppAR - #Tech #Techno\",\"technology\"\n", | |
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| "526111659245318145,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/U43Nj2T37m - #Tech #Techno\",\"technology\"\n", | |
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| "526111654505766913,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/P0UJmz2hnr - #Tech #Techno\",\"technology\"\n", | |
| "526111653738184704,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/aqt3jZrLMh - #Tech #Techno\",\"technology\"\n", | |
| "526111653067112448,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/6AcqpSXmPj - #Tech #Techno\",\"technology\"\n", | |
| "526111650336616448,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/tTU26P6lFo - #Tech #Techno\",\"technology\"\n", | |
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| "526111647832633345,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/znl8svjC1w - #Tech #Techno\",\"technology\"\n", | |
| "526111642551992320,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/FG7ONmCN7y - #Tech #Techno\",\"technology\"\n", | |
| "526111641830572034,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/3rah9TWl6c - #Tech #Techno\",\"technology\"\n", | |
| "526111641226584065,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/5mTvTOo0dR - #Tech #Techno\",\"technology\"\n", | |
| "526111640610017280,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/pByCBjP91j - #Tech #Techno\",\"technology\"\n", | |
| "526111636969373696,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/SoizUN1jJx - #Tech #Techno\",\"technology\"\n", | |
| "526111636357017601,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/ROKP94oT4x - #Tech #Techno\",\"technology\"\n", | |
| "526111635736231936,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/oDCy1bQkK5 - #Tech #Techno\",\"technology\"\n", | |
| "526111634930933760,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/q32LQ1mKeP - #Tech #Techno\",\"technology\"\n", | |
| "526111630141054976,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/4W3JPduum3 - #Tech #Techno\",\"technology\"\n", | |
| "526111629516099584,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/evS809iONC - #Tech #Techno\",\"technology\"\n", | |
| "526111628622692355,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/0qMBhs3mDn - #Tech #Techno\",\"technology\"\n", | |
| "526111627913883648,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/GKQAbLIgD5 - #Tech #Techno\",\"technology\"\n", | |
| "526111623631478784,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/0alCCRYQk8 - #Tech #Techno\",\"technology\"\n", | |
| "526111622775857153,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/3AdIqRrHKV - #Tech #Techno\",\"technology\"\n", | |
| "526111622113136641,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/3CWE21N2uQ - #Tech #Techno\",\"technology\"\n", | |
| "526111621458829312,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/Iga13rt7ba - #Tech #Techno\",\"technology\"\n", | |
| "526111617348403200,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/YeNukNhf8Z - #Tech #Techno\",\"technology\"\n", | |
| "526111616744435713,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/HrEVfyoq6P - #Tech #Techno\",\"technology\"\n", | |
| "526111616127885312,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/I6oUSA4t3I - #Tech #Techno\",\"technology\"\n", | |
| "526111615511318528,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/wVNFzXIbmB - #Tech #Techno\",\"technology\"\n", | |
| "526111613594914817,\"RT @jihuxisoba: The Urban Bike You Fold Up With a Kick of Your Leg http://t.co/YcykmhGlX6 #Technology #technews\",\"technology\"\n", | |
| "526111612990533632,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/QdZZBQJRFx - #Tech #Techno\",\"technology\"\n", | |
| "526111612139089921,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/RNLXloTDlv - #Tech #Techno\",\"technology\"\n", | |
| "526111611488976896,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/fP2oUIKmck - #Tech #Techno\",\"technology\"\n", | |
| "526111610775937024,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/ZDWlEhi8ig - #Tech #Techno\",\"technology\"\n", | |
| "526111604530638848,\"#Microsoft - Surface Pro 3-Device for Those That are Truly Productive: #SurfacePro3 - The ... http://t.co/WzMBH8VhMt - #Tech #Technology\",\"technology\"\n", | |
| "526111603104559105,\"#Microsoft - Surface Pro 3-Device for Those That are Truly Productive: #SurfacePro3 - The ... http://t.co/bRT28MdFYl - #Tech #Technology\",\"technology\"\n", | |
| "526111601619791873,\"#Microsoft - Surface Pro 3-Device for Those That are Truly Productive: #SurfacePro3 - The ... http://t.co/7QBT5uAv28 - #Tech #Technology\",\"technology\"\n", | |
| "526111600751546368,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/5t5NfQkj2T - #Tech #Techno\",\"technology\"\n", | |
| "526111599728160768,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/R9DUaCXo6g - #Tech #Techno\",\"technology\"\n", | |
| "526111598927048704,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/Xo8khXBTKz - #Tech #Techno\",\"technology\"\n", | |
| "526111598314663936,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/iSzEyANf05 - #Tech #Techno\",\"technology\"\n", | |
| "526111594279739393,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/yL4cwXi8Hb - #Tech #Techno\",\"technology\"\n", | |
| "526111593570922496,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/Bn11fzsZet - #Tech #Techno\",\"technology\"\n", | |
| "526111592975306752,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/BXYUSDcoKE - #Tech #Techno\",\"technology\"\n", | |
| "526111592270688256,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/LCiOrzrZ5f - #Tech #Techno\",\"technology\"\n", | |
| "526111589695385600,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/VXmilVnO2l - #Tech #Techno\",\"technology\"\n", | |
| "526111588244148224,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/hL33eBaU0J - #Tech #Techno\",\"technology\"\n", | |
| "526111587552096257,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/PQP8j3c7rE - #Tech #Techno\",\"technology\"\n", | |
| "526111586285412352,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/1cwsZQ3Dz8 - #Tech #Techno\",\"technology\"\n", | |
| "526111583093534720,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/uEQeAjy8fY - #Tech #Techno\",\"technology\"\n", | |
| "526111582242095104,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/qy58jFseLv - #Tech #Techno\",\"technology\"\n", | |
| "526111581612933120,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/7UtR02D20B - #Tech #Techno\",\"technology\"\n", | |
| "526111580207845377,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/xIN6KeYmBj - #Tech #Techno\",\"technology\"\n", | |
| "526111576831438848,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/9wRrHLGjTD - #Tech #Techno\",\"technology\"\n", | |
| "526111576005165056,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/Rf2GrkxnsT - #Tech #Techno\",\"technology\"\n", | |
| "526111574893686784,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/4FI0sPn66t - #Tech #Techno\",\"technology\"\n", | |
| "526111574243553280,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/U50IbL82tR - #Tech #Techno\",\"technology\"\n", | |
| "526111570347053056,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/d3im9Jp0SW - #Tech #Techno\",\"technology\"\n", | |
| "526111569705308160,\"#Technology - Corsair Gaming K70 RGB Keyboard Review: #CorsairGaming - For years, keyboards we... http://t.co/YXqA2QfHX4 - #Tech #Techno\",\"technology\"\n", | |
| "526111569084563456,\"#Technology - Waze-Making Navigation As Easy as Pie: #Waze #Navigation - It gives you the nece... http://t.co/jutX7G6E9m - #Tech #Techno\",\"technology\"\n", | |
| "526111568442843137,\"#Technology - Fitbit Surge Breaks Cover Yet Again Before Official Announcement: #Fitbitsurge -... http://t.co/2tjEy7GAQC - #Tech #Techno\",\"technology\"\n", | |
| "526111564168843264,\"#Technology - This HDMI Stick Rocks a Bay Trail Chip, Supports Windows 8.1: #HDMI #StickRocks ... http://t.co/58MZ9PRut2 - #Tech #Techno\",\"technology\"\n", | |
| "526060934490775552,\"#Apple Plans to Merge Beats Music into iTunes for a Revamped Streaming Service http://t.co/gH6awNOaxl http://t.co/TH7h8Wli3n\",\"apple\"" | |
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| "526112343382425600,\"Korea Collections 98. Life: Science in Action - California Academy of Sciences http://t.co/LTenx14osi #iTunesU #iTunes #iPhone #Apple #Mac\",\"apple\"\n", | |
| "526112320347324416,\"Harvest season! #apple #nyc #fall #autumn @ Foragers City Table, Chelsea NYC http://t.co/KayH6zTnpd\",\"apple\"\n", | |
| "526112315003793408,\"I hope #Apple denies the CurrentC app when released! It'd serve places like @riteaid and @CVS_Extra right for denying #ApplePay out of greed\",\"apple\"\n", | |
| "526112296385253376,\"@WSJ The average cost to make both these phones and the average prices of each, times by 10million gives a profit of $4 billion #Apple\",\"apple\"\n", | |
| "526112280677998594,\"How Pixar, National Geographic make Apple work in the enterprise ' ZDNet #apple #mdm http://t.co/UY63mnTtpL http://t.co/cnEb2bauu5\",\"apple\"\n", | |
| "526112271064240128,\"Korea Free 36. SnapRuler - Blade Polska s.c. http://t.co/tGy8f6pGsU #Mac #iTunes #Apps #Apple\",\"apple\"\n", | |
| "526112256828780544,\"US stocks log biggest gain of the year; Apple up http://t.co/XcNviqa1HE #apple #stockmarket\",\"apple\"\n", | |
| "526112239066312705,\"Have you heard of Redbubble? http://t.co/lr3OTDKBRQ #cases #iphone #apple #protectyourphone #cell\",\"apple\"\n", | |
| "526112237270736896,\"Apple SIM simplifies buying international data plans with supported carriers, internal document #Mac #Apple #News http://t.co/iVniLm7ZRU\",\"apple\"\n", | |
| "526112207516733441,\"Porque la mierda de Vine de los auriculares tiene 1000 reproducciones. #Apple #porque #caca https://t.co/PYJdXHQxxs\",\"apple\"\n", | |
| "526112169440845824,\"Problem solved #Apple #iphone #ipad #chargingcable #cable #cellphone #mobilephone #handy #gadget #newinventions http://t.co/gwueA3pEGp\",\"apple\"\n", | |
| "526112168006418432,\"Desde @A_iPhone La Apple SIM se encuentra con una piedra llamada AT&T http://t.co/uiYr2l6Fh4 #Apple #iOS\",\"apple\"\n", | |
| "526112158686646272,\"RT @nixcraft: #humor #funny #linux #Microsoft #apple #PCMasterRace http://t.co/jTEbdYem8P\",\"apple\"\n", | |
| "526112137916456961,\"Fl studio on my ipad lets start learning how to make beats #firststeps #apple #ipad #flstudio\",\"apple\"\n", | |
| "526112089304096768,\"Korea Collections 99. iPhone Application Programming '11 - Prof. Jan Borchers http://t.co/U2AzMGfM49 #iTunesU #iTunes #iPhone #Apple #Mac\",\"apple\"\n", | |
| "526112057452548096,\"Why Apple Pay is the future http://t.co/TuT6VEkmAC #startups #apple\",\"apple\"\n", | |
| "526112041426116608,\"Apple Update: Comparing iPhone 6 Lead-Times To Earlier Models: I have been tracking Apple's iPhone 6 an... http://t.co/wWnBl14AFN #Apple\",\"apple\"\n", | |
| "526112016813924353,\"Korea Free 37. Microsoft Remote Desktop - Microsoft Corporation http://t.co/cZ6pkekHHR #Mac #iTunes #Apps #Apple\",\"apple\"\n", | |
| "526111835250913280,\"Korea Collections 100. Vintage Mac Video - Frank Lowney http://t.co/AAPVgWyjZg #iTunesU #iTunes #iPhone #Apple #Mac\",\"apple\"\n", | |
| "526111800459546624,\"A 1999 Mazda Protege was just scanned near Miami, FL 33169 http://t.co/TEGwvNEX3K #usedcar #apple #carfax\",\"apple\"\n", | |
| "526111762416799744,\"Korea Free 38. DVDFab Media Player - DVDFab http://t.co/0nCdw5LynC #Mac #iTunes #Apps #Apple\",\"apple\"\n", | |
| "526111727675383808,\"In the US, it is estimated that #iPhone 6/6+ sales will add .25% to .33% to #GDP growth. #Apple\",\"apple\"\n", | |
| "526111692233924608,\"Yay. An #apple employee talked to me. I'm next.\",\"apple\"\n", | |
| "526111639419228160,\"Find #BatterySavingTips for Almost Any #PhoneModel with This Index #Apple #android http://t.co/95Q8q0cdsb http://t.co/fFyq34neIc\",\"apple\"\n", | |
| "526111610776334336,\"RT @Vinny_Scans: A 2011 GMC Yukon was just scanned near Arlington, VA 22201 http://t.co/Pa268hmek6 #cars #apple #kbb\",\"apple\"\n", | |
| "526111538995007489,\"Retailers aren't #keen on #Apple Pay http://t.co/JzArEjd6bJ http://t.co/DRgc23Qvtl\",\"apple\"\n", | |
| "526111482271248384,\"College football Week 9: Breaking down Saturday's best games #KansasState #Texas #Apple http://t.co/0N0T878Ciz http://t.co/JtibMcCFP6\",\"apple\"\n", | |
| "526111461094195201,\"Bullish investor Carl Icahn promises open letter to Tim Cook tomorrow http://t.co/K3JdsZ7aXs #apple #mac\",\"apple\"\n", | |
| "526111450675556352,\"#DealoftheDay Stop by the Store for the greatest versions of #Apple #ipadair2 and #iPadMini3 http://t.co/oyndD2j2oU http://t.co/o4lcwnIsjK\",\"apple\"\n", | |
| "526111394346049537,\"Why you should just eat the whole apple. #Apple http://t.co/zYylqtiXxn http://t.co/xVouUv3TTi\",\"apple\"\n", | |
| "526111218751524864,\"Got a new iPad and want to switch carriers? Turns out it's not so easy: http://t.co/ENk1jy5hPj #Apple #iPad\",\"apple\"\n", | |
| "526111148253274113,\"United States Game Paid 1. Five Nights at Freddy's - Scott Cawthon http://t.co/8oo7NDPJBt #iTunes #iPhone #Apps #Apple\",\"apple\"\n", | |
| "526111132444917761,\"#Apple Update: Comparing #iPhone 6 Lead-Times To Earlier Models http://t.co/n12ZGSypYN\",\"apple\"\n", | |
| "526111049712291840,\"#Apple - Apple Pay needs US credit card but can work elsewhere: #ApplePay #UScreditcard - Apple Pa... http://t.co/jpPafkiizP - #Macbook\",\"apple\"\n", | |
| "526111048772763648,\"#Apple - Can I Hackintosh My Laptop?: #Macbook - When I first started making hackintoshes I started... http://t.co/8CqUGkadpo - #Macbook\",\"apple\"\n", | |
| "526111048126828544,\"#Apple - Tim Cook boasts about the strength of Apple's 'creative engine': #TimCook #MacBookAir - Ti... http://t.co/JlWX2WbDBT - #Macbook\",\"apple\"\n", | |
| "526111046944059394,\"#Apple - iMac with 5K Retina Display gets torn open by iFixit handymen: #iMac - Apple announced its... http://t.co/huzrpOFWSv - #Macbook\",\"apple\"\n", | |
| "526111038173741056,\"#Apple Is Confusing #Tablet Leadership With Awesomeness http://t.co/QAN8t144PF\",\"apple\"\n", | |
| "526111037100015616,\"#Apple - Apple Pay needs US credit card but can work elsewhere: #ApplePay #UScreditcard - Apple Pa... http://t.co/jkHeM0Fapg - #Macbook\",\"apple\"\n", | |
| "526111036265353217,\"#Apple - Can I Hackintosh My Laptop?: #Macbook - When I first started making hackintoshes I started... http://t.co/9vKqkAqjjn - #Macbook\",\"apple\"\n", | |
| "526111035581689856,\"#Apple - Tim Cook boasts about the strength of Apple's 'creative engine': #TimCook #MacBookAir - Ti... http://t.co/xPBWVRCeFH - #Macbook\",\"apple\"\n", | |
| "526111034788941825,\"#Apple - iMac with 5K Retina Display gets torn open by iFixit handymen: #iMac - Apple announced its... http://t.co/px5eLINKoJ - #Macbook\",\"apple\"\n", | |
| "526111029034381313,\"#Apple - Apple Pay needs US credit card but can work elsewhere: #ApplePay #UScreditcard - Apple Pa... http://t.co/wZkkxoy6d5 - #Macbook\",\"apple\"\n", | |
| "526111028287766529,\"#Apple - Can I Hackintosh My Laptop?: #Macbook - When I first started making hackintoshes I started... http://t.co/VpbcYk498O - #Macbook\",\"apple\"\n", | |
| "526111027637661696,\"#Apple - Tim Cook boasts about the strength of Apple's 'creative engine': #TimCook #MacBookAir - Ti... http://t.co/O6RIRVf0HA - #Macbook\",\"apple\"\n", | |
| "526111026882691072,\"#Apple - iMac with 5K Retina Display gets torn open by iFixit handymen: #iMac - Apple announced its... http://t.co/VqfNNjbuiB - #Macbook\",\"apple\"\n", | |
| "526111025847095297,\"A 2005 Buick LeSabre was just scanned near Topeka, KS 66614 http://t.co/TEGwvNEX3K #apple #carfax #buyacar\",\"apple\"\n", | |
| "526111020796768256,\"#Apple - Apple Pay needs US credit card but can work elsewhere: #ApplePay #UScreditcard - Apple Pa... http://t.co/1kEh6W3CFj - #Macbook\",\"apple\"\n", | |
| "526111020020809728,\"#Apple - Can I Hackintosh My Laptop?: #Macbook - When I first started making hackintoshes I started... http://t.co/3DOBkqY7xc - #Macbook\",\"apple\"\n", | |
| "526111018196275200,\"#Apple - Tim Cook boasts about the strength of Apple's 'creative engine': #TimCook #MacBookAir - Ti... http://t.co/CkLK3nBpQf - #Macbook\",\"apple\"\n", | |
| "526111017260953600,\"#Apple - iMac with 5K Retina Display gets torn open by iFixit handymen: #iMac - Apple announced its... http://t.co/LxQ0uY2rss - #Macbook\",\"apple\"\n", | |
| "526110999712002050,\"Korea Free 41. PDF Reader Pro Free - All-in-One PDF Office - Chia hsing Su http://t.co/pxeU9RqiJa #Mac #iTunes #Apps #Apple\",\"apple\"\n", | |
| "526110992032219136,\"Did you know Steve Jobs got his first Billion $ not from #Apple but from #Pixar ? http://t.co/Ecgo21ZJ4t\",\"apple\"\n", | |
| "526110975737352192,\"#Apple #Mac - iMac with 5K Retina Display gets torn open by iFixit handymen: #iMac - Apple an... http://t.co/qFmtn3S0xN - #Tech #Macbook\",\"apple\"\n", | |
| "526110962810908673,\"#Apple para mantener su #iPhone #original en #secreto creo #Skankphone..,http://t.co/Zvk1NNRU9F\",\"apple\"\n", | |
| "525598840419012608,\"Friday's Fearful Outlook as #Ebola Hits NYC: $SPY $DIA $AMZN $TSLA $TM #Amazon -- http://t.co/UIMDFJvSW2 http://t.co/VNG0raQ01g\",\"amazon\"" | |
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| "525788783552524288,\"The Shadow Ship, the second book in the Convergent Space series out this Sunday - http://t.co/LBzUiURJtk #asmsg #Scifi #Amazon\",\"amazon\"\n", | |
| "526035636672024576,\"#ThruTheVeil @arikakane is now available to pre-order on #Amazon http://t.co/OqIJ1szoPB #October28th #TeamArikaKane http://t.co/9wMgdyx6EM\",\"amazon\"\n", | |
| "526112343038885888,\"#Food Jack #game available #free #download in #Amazon! ,, http://t.co/wG9oiNaqRI\",\"amazon\"\n", | |
| "526112319257198593,\"Out-of-patience investors sell off Amazon:http://t.co/guMaH4M4fH #Amazon #India #Boston #WorldWarII #Sikshana http://t.co/hlPSRH4FcO\",\"amazon\"\n", | |
| "526112259110498304,\"HOT #AMAZON PRICE #5: Zuke's Jerky Naturals Dog Treats, Tender Beef Recipe, 6-Ounce.. http://t.co/lhjpsOeVXi #DOG #TREAT\",\"amazon\"\n", | |
| "526112214701596674,\"Beautiful watch -> Fastrack New OTS-Upgrade Analog Black Dial Women's Watch - NE9735NL02J http://t.co/3q9fUONU9x #deal #clock #amazon #...\",\"amazon\"\n", | |
| "526112121071734784,\"#Amazon USA : Winegard RT8000T RoadTrip MiniMax White 15' In-Motion #Satellite TV #Antenna.. by Winegard http://t.co/tlQKm6vVSM #Automotive\",\"amazon\"\n", | |
| "526111837968797697,\"#Amazon: Yonanas 902 Ice Cream Treat Maker, Black/Silver by Winston Products- Kitchen for $49.27 http://t.co/42hoH56ORt #Home #Kitchen\",\"amazon\"\n", | |
| "526111811599618049,\"Fun video on #JohnGoodman's character on #Amazon's #AlphaHouse! It gets into how my character complicate his life http://t.co/peHKCO3NQ4\",\"amazon\"\n", | |
| "526111807841533953,\"#1: War of Attrition http://t.co/UIPZ7CcDwC #DeathMetal #Amazon #Top100 #BestSellers\",\"amazon\"\n", | |
| "526111804796452864,\"#2: Apocalyptic Feasting http://t.co/14Q0PctXcY #DeathMetal #Amazon #Top100 #BestSellers\",\"amazon\"\n", | |
| "526111800933502976,\"RT @FreeLanceJoe: #Author's INTERVIEW designed to advertise your #BOOK: http://t.co/izUoRslJbV #Amazon #ASMSG #IAN1 http://t.co/RQLW2WCGAM\",\"amazon\"\n", | |
| "526111652090245120,\"RT @FreeLanceJoe: #Author's INTERVIEW designed to advertise your #BOOK: http://t.co/izUoRslJbV #Amazon #ASMSG #IAN1 http://t.co/RQLW2WCGAM\",\"amazon\"\n", | |
| "526111550994939905,\"Looking for a new way to pay? BGT now lets shoppers checkout with #Amazon Same Amazon checkout AND better prices! http://t.co/h6tCJz7RUt\",\"amazon\"\n", | |
| "526111486536474624,\"#Amazon #Canada Man of the West (1958) Julie London, Lee J. Cobb, Jack Lord, Arthur O'Connell Gary Cooper... http://t.co/5YNYNR9YaO #DVD\",\"amazon\"\n", | |
| "526111485890547712,\"#Amazon #Canada Doctor Who: Death to the Daleks Jon Pertwee (Actor), Elisabeth Sladen (Actor), Michael E ... http://t.co/qVjFBUPXo7 #DVD\",\"amazon\"\n", | |
| "526111485198475265,\"#Amazon #Canada Disney Mickey Mouse Clubhouse: Mickey's Treat (Bilingual) Tony Anselmo (Actor), Bill Farm... http://t.co/xG2bUt2DuZ #DVD\",\"amazon\"\n", | |
| "526111481759145984,\"I wanna #win #Amazon Giftcard @delightfulidea http://t.co/DmyKYO7O4K http://t.co/vC2Mid9wYD\",\"amazon\"\n", | |
| "526111381578194944,\"#macaws in the #amazon @ breakfast!! http://t.co/ovxYPdByby\",\"amazon\"\n", | |
| "526111370295930881,\"get free #iTunes, #Amazon, #Xbox and other gift cards with @AppBounty. Use my link for a bonus: http://t.co/OC7ygB3OVc\",\"amazon\"\n", | |
| "526111370165903360,\"Juicy Couture Beach Malibu Creek Prints Travel Tote http://t.co/0TR2z15f1x #amazon #christmas #deal #fashion #handbag #style #xmasday\",\"amazon\"\n", | |
| "526111198534586368,\"#Amazon #Canada Lone Wolf Terrorism: Understanding the Growing Threat Jeffrey D. Simon (Author) 107,158... http://t.co/5PnyHMP0Pg #Books\",\"amazon\"\n", | |
| "526111197729267712,\"#Amazon #Canada Bay Street Philip Slayton (Author) 63,855% Sales Rank in Books: 212 (was 135,585 yester... http://t.co/D8enTQ6FBj #Books\",\"amazon\"\n", | |
| "526111195439177728,\"#Amazon #Canada Overworked and Overwhelmed: The Mindfulness Alternative Scott Eblin (Author) 10,480% Sa... http://t.co/S3K27NRAL3 #Books\",\"amazon\"\n", | |
| "526111190867783680,\"Juicy Couture Women's Guipuere Sleeveless Dress with Side Zipper Detail http://t.co/MnP6XTkYmu #amazon #christmas #deal #fashion\",\"amazon\"\n", | |
| "526111154436063232,\"I gave @jpq123 +K about #Amazon on #klout http://t.co/nsw7lztuB0 #influence\",\"amazon\"\n", | |
| "526111103370412032,\"RT @BookAttict: Join the Spooktacular Giveaway Hop and Win a $20 #Amazon gift card http://t.co/wFmCV9pl1D http://t.co/8Z99uPa9ck\",\"amazon\"\n", | |
| "526111098035240960,\"Great #crowdfunding book on #Amazon Cash From the Crowd http://t.co/39dU9BBepM #money #fundraising #education #howto\",\"amazon\"\n", | |
| "526111059531534337,\"Juicy Couture 2 Piece Jog Set in Sweet Honeysuckle http://t.co/wGI4BDXH4s #amazon #christmas #deal #fashion\",\"amazon\"\n", | |
| "526111058939756544,\"#Amazon USA : 'Mass Effect 3' Collector's Edition by Electronic Arts http://t.co/COdY887RlG\",\"amazon\"\n", | |
| "526111055240761346,\"RT @diomedes66: *** NOW at #Amazon paper #book & #ebook #kindle available at http://t.co/NBfJm9HRLu #photography #art http://t.co/qCOcLkEgCq\",\"amazon\"\n", | |
| "526111037129379840,\"Famous Internet Firsts: Then & Now [Infographic] http://t.co/0tEWCzUcdA #amazon #famousinternetfirsts\",\"amazon\"\n", | |
| "526111003374014464,\"'Another great story by Tom Winton.' - Bestseller A SECOND CHANCE IN PARADISE http://t.co/eDHYEz05BR #kindle #amazon #TheFloridaKeys\",\"amazon\"\n", | |
| "526110995333521409,\"RT @m16agenda '. . .the faith of a family leaves you with a renewed sense of hope.' Miracle Child 4.8 Stars http://t.co/OLQAaWK5SE #Amazon\",\"amazon\"\n", | |
| "526110964350189568,\"RT @sportparadise: #Bulova Women's 96R000 #Diamond Accented #Chronograph #Watch http://t.co/XM8ToAPksn #amazon #christmas #deal\",\"amazon\"\n", | |
| "526110929575227395,\"Juicy Couture Women's 1901142 Jetsetter Analog Display Quartz Black Watch http://t.co/0Qaoch0FCU # #amazon #christmas #deal #fashion\",\"amazon\"\n", | |
| "526110921228582913,\"RT @FreeLanceJoe: #Author's INTERVIEW designed to advertise your #BOOK: http://t.co/izUoRslJbV #Amazon #ASMSG #IAN1 http://t.co/RQLW2WCGAM\",\"amazon\"\n", | |
| "526073478513176576,\"Watch a #Google executive jump from the edge of space, breaking records and the sound barrier: http://t.co/Olgb6xFTf3\",\"google\"" | |
| ] | |
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| { | |
| "output_type": "stream", | |
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| "\n", | |
| "526112283228127232,\"How to have a killer #YouTube channel #video #search #Google 111 http://t.co/snJ20CqJAz\",\"google\"\n", | |
| "526112212856082434,\"RT @landa_jj: #Assange acusa al gigante de internet #Google de cooperar con el #espionaje http://t.co/XCJkNt0FRF http://t.co/0rpEgKxpxA\",\"google\"\n", | |
| "526112043049697280,\"RT @landa_jj: #Assange acusa al gigante de internet #Google de cooperar con el #espionaje http://t.co/XCJkNt0FRF http://t.co/0rpEgKxpxA\",\"google\"\n", | |
| "526111961516220416,\"Anti Mosquito Repellent, Aplikasi Android Ubah Smartphone Jadi ... - Sidomi News http://t.co/BkcGPovjiX #android #google\",\"google\"\n", | |
| "526111951575715840,\"Nuevas tarjetas informativas de videojuegos en los resultados de #Google\",\"google\"\n", | |
| "526111951454478336,\"HNews: Why Google wants to replace Gmail http://t.co/Nc1HYVvAN2 #gmail #google\",\"google\"\n", | |
| "526111927487840256,\"RT @CNNVideo: Watch a #Google executive jump from the edge of space, breaking records and the sound barrier: http://t.co/Olgb6xFTf3\",\"google\"\n", | |
| "526111910115016704,\"First Google House Event in Nigeria Shows The Future of Homes Today http://t.co/otFkheTDmi #google\",\"google\"\n", | |
| "526111798588891136,\"Simply Secure: #Dropbox and #Google team up to build easy-to-use security tools: http://t.co/TycQkXRGNG by #epro #tnw #thenextweb\",\"google\"\n", | |
| "526111728728547328,\"Or Buzz! RT@EdTechSandyK: Hope it's not the new Wave! RT @TCEA: #Google unveils Inbox, a new take on email: http://t.co/JyvIdsI9gr\",\"google\"\n", | |
| "526111604145160192,\"#Google Is #TestingAMaterialDesignMakeover For Mobile Web Search, And You Can Try It... http://t.co/44RncC2lbm http://t.co/lwdP1HmXMl\",\"google\"\n", | |
| "526111574856314881,\"Any resemblance between the #cloudmagic and #google #inbox icon is purely coincidental. http://t.co/jm5r2YUqDz\",\"google\"\n", | |
| "526111522011901952,\"RT @InboxInvitee: #googleInvites #Google #googleInbox need invites? Follow me and Re-Tweet.\",\"google\"\n", | |
| "526111432106975233,\"#Android #Tech - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If... http://t.co/EDxkyi53UL - #Techno #Google\",\"google\"\n", | |
| "526111431465246720,\"#Android #Tech - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - M... http://t.co/8qTdTKmj7Z - #Techno #Google\",\"google\"\n", | |
| "526111430785789952,\"#Android #Tech - Alcatel Onetouch Pop 7 tablet arrives at MetroPCS: #Alcatel #OneTouchPop7 -... http://t.co/ksNx1PTtDx - #Techno #Google\",\"google\"\n", | |
| "526111400922734594,\"#Google Nexus 4 http://t.co/4s39JJ7iO7 http://t.co/nVyY5H32wz\",\"google\"\n", | |
| "526111379481063424,\"UK urges #Iran to reconsider death penalty http://t.co/qlAzpBZWLa #persian #Mumbai #google\",\"google\"\n", | |
| "526111372128813056,\"RT @landa_jj: #Assange acusa al gigante de internet #Google de cooperar con el #espionaje http://t.co/XCJkNt0FRF http://t.co/0rpEgKxpxA\",\"google\"\n", | |
| "526111316293873664,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/5CqFjkk3qI - #Tech #Technology\",\"google\"\n", | |
| "526111315597602816,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/0Fg82iz0uB - #Tech #Technology\",\"google\"\n", | |
| "526111313383018496,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/aROVnE1Xz7 - #Tech #Technology\",\"google\"\n", | |
| "526111312749678592,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/Usvd8cDO31 - #Tech #Technology\",\"google\"\n", | |
| "526111310363119618,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/SwtkIu8WSf - #Tech #Technology\",\"google\"\n", | |
| "526111309431980032,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/xpgNGlr2iB - #Tech #Technology\",\"google\"\n", | |
| "526111307234172928,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/qLz454q4If - #Tech #Technology\",\"google\"\n", | |
| "526111306839912448,\"Hay me gusto #GOOGLE, ahora buscamos por medio de voz *W*\",\"google\"\n", | |
| "526111306609217538,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/6jtZlz7Jtq - #Tech #Technology\",\"google\"\n", | |
| "526111304331714561,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/GNDz2rFQ6Q - #Tech #Technology\",\"google\"\n", | |
| "526111303706750976,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/elmVw7iCK4 - #Tech #Technology\",\"google\"\n", | |
| "526111301282459648,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/eUzi2HK2bV - #Tech #Technology\",\"google\"\n", | |
| "526111300661682178,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/CaAn8KYH0v - #Tech #Technology\",\"google\"\n", | |
| "526111298220617728,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/jOdQaNYd8I - #Tech #Technology\",\"google\"\n", | |
| "526111297578868736,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/GbTxgcm1Aq - #Tech #Technology\",\"google\"\n", | |
| "526111296874242048,\"#Iran political prisoners on hunger strike in solidarity with acid attack victims http://t.co/wSLoA5tnbR #persian #Mumbai #google\",\"google\"\n", | |
| "526111295217467392,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/WJNKIaqwYC - #Tech #Technology\",\"google\"\n", | |
| "526111294588334081,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/59qLc3JAm0 - #Tech #Technology\",\"google\"\n", | |
| "526111292138876928,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/W7Zhnvwa7B - #Tech #Technology\",\"google\"\n", | |
| "526111291509714944,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/0Ri8knQMKV - #Tech #Technology\",\"google\"\n", | |
| "526111289228025856,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/BWFMLJcpYs - #Tech #Technology\",\"google\"\n", | |
| "526111288661794816,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/5JWYj19Tx3 - #Tech #Technology\",\"google\"\n", | |
| "526111286866628608,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/L1VjsUPDWL - #Tech #Technology\",\"google\"\n", | |
| "526111286065504256,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/1gxBiv8Z3n - #Tech #Technology\",\"google\"\n", | |
| "526111283033018368,\"#Google - LG G3 Vigor Unboxing: The G3 Gets An Affordable Younger Brother: #LGG3 - If you ... http://t.co/InWNigcK1e - #Tech #Technology\",\"google\"\n", | |
| "526111282378715136,\"#Google - HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many A... http://t.co/AqUYxtuNOy - #Tech #Technology\",\"google\"\n", | |
| "526111150220779520,\"RT @wikileaks: WikiLeaks: How #Google fell in love with Henry #Kissinger http://t.co/0JsVoCtkXv #Assange #LatAm http://t.co/Hi8yHk4LZZ\",\"google\"\n", | |
| "526111134860853249,\"NEW!!! GOOGLE GLASS EXPLORER EDITION XE FREE SHIPPING $730.03 #google #assange #wikileaks http://t.co/fieJrMcFiy http://t.co/713ZqKIVuh\",\"google\"\n", | |
| "526111132688596992,\"No. 11 Kansas State shuts out Texas 23-0 - USA TODAY http://t.co/Nb6n8ktK1x #google #sport\",\"google\"\n", | |
| "526111130511753216,\"World Series: Where to watch, hear San Francisco Giants vs. Kansas City Royals ... - Sacramento Bee http://t.co/iDmx99PGgT #google #sport\",\"google\"\n", | |
| "526111130070962177,\"Tehran: Women protesters clash with security forces http://t.co/FnuavwQJ8y #persian #Mumbai #google\",\"google\"\n", | |
| "526111128011956224,\"Byron Scott on Steve Nash: 'I would love to have him around' - http://t.co/KN97Z68NrA http://t.co/arWGiUYpQB #google #sport\",\"google\"\n", | |
| "526111125856067584,\"Royals say Giants watered down infield to slow them down in Game 3 - http://t.co/KN97Z68NrA http://t.co/5wGp6Dl7TE #google #sport\",\"google\"\n", | |
| "526111123679223808,\"Illinois rides its defense to upset No. 24 Minnesota - USA TODAY http://t.co/6hT4Cceghd #google #sport\",\"google\"\n", | |
| "526111122081185792,\"RT @eltallerdelbit: Truco oculto de #Google - Do a Barrel Roll http://t.co/wHwRvEVKqq\",\"google\"\n", | |
| "526111089302732800,\"Truco oculto de #Google - Do a Barrel Roll http://t.co/wHwRvEVKqq\",\"google\"\n", | |
| "526111083766226945,\"Truco oculto de #Google - Do a Barrel Roll http://t.co/hRPdifYMvH\",\"google\"\n", | |
| "526111083489427456,\"How to have a killer #YouTube channel #video #search #Google 111 http://t.co/Rd7sdKy0i7\",\"google\"\n", | |
| "526111046331682817,\"Iran: Anothe 24-year old young w#oman in Isfahan is the target of acid attack http://t.co/7MuSHOfMcG #persian #Mumbai #google\",\"google\"\n", | |
| "526111042980835328,\"Tested Negative, Nurse Criticizes Her Quarantine - New York Times http://t.co/6QOiHfYsfD #google #health\",\"google\"\n", | |
| "526111042787491840,\"RT @wikileaks: WikiLeaks: How #Google fell in love with Henry #Kissinger http://t.co/0JsVoCtkXv #Assange #LatAm http://t.co/Hi8yHk4LZZ\",\"google\"\n", | |
| "526111040799776770,\"Ebola outbreak: Cases pass 10000, WHO reports - BBC News http://t.co/ndISe9JJoF #google #health\",\"google\"\n", | |
| "526111038677458944,\"TCU nursing school proud of Nina Pham - WFAA http://t.co/SHDfIsfFW9 #google #health\",\"google\"\n", | |
| "526111036517388288,\"Musketeers take to the ice to raise awareness, battle cancer - Sioux City Journal http://t.co/KYsD6MJOFm #google #health\",\"google\"\n", | |
| "526111034340564992,\"Herpes Simplex Virus Infection Could Double The Risk Of Alzheimer Disease - Capital Wired http://t.co/19Bsfih1iY #google #health\",\"google\"\n", | |
| "526110983949795328,\"HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many Android devices join ... http://t.co/me8nYNOI7g - #Google\",\"google\"\n", | |
| "526110981261250560,\"HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many Android devices join ... http://t.co/cvECnb5MmN - #Google\",\"google\"\n", | |
| "526110977008209920,\"HTC One M7 Is Here With Android 4.4.2 OTA Update: #HTCOneM7 #Android442 - Many Android devices join ... http://t.co/Cyu0zGbLvq - #Google\",\"google\"\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 102 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def numeric_hashtag(tag):\n", | |
| " # we could use a dictionary similar to above to easily map hashtags to numeric values.\n", | |
| " targets = {\n", | |
| " u'facebook':0,\n", | |
| " u'technology':1,\n", | |
| " u'apple':2,\n", | |
| " u'amazon':3,\n", | |
| " u'google':4,\n", | |
| " }\n", | |
| " return targets[tag]\n", | |
| "\n", | |
| "unique_tweets['sentiment'] = unique_tweets.tokens.apply(measure_sentiment)\n", | |
| "print unique_tweets.sentiment.hist()\n", | |
| "\n", | |
| "unique_tweets['target'] = unique_tweets.hashtag.apply(numeric_hashtag)\n", | |
| "\n", | |
| "# Build a logistic regression using the sentiment feature and the numeric hashtags\n", | |
| "from sklearn import linear_model as lm\n", | |
| "\n", | |
| "lmfit = lm.LogisticRegression()\n", | |
| "lmfit.fit(unique_tweets[['sentiment']], unique_tweets['target'])\n", | |
| "print lmfit.score(unique_tweets[['sentiment']], unique_tweets['target'])" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "AttributeError", | |
| "evalue": "'list' object has no attribute 'split'", | |
| "output_type": "pyerr", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-105-998679c7b267>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtargets\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtag\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0munique_tweets\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'sentiment'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munique_tweets\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtokens\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmeasure_sentiment\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0munique_tweets\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msentiment\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m/Users/olehdubno/anaconda/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[1;32m 1991\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTimestamp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1992\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1993\u001b[0;31m \u001b[0mmapped\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1994\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1995\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mpandas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mframe\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m/Users/olehdubno/anaconda/lib/python2.7/site-packages/pandas/lib.so\u001b[0m in \u001b[0;36mpandas.lib.map_infer (pandas/lib.c:52281)\u001b[0;34m()\u001b[0m\n", | |
| "\u001b[0;32m<ipython-input-103-01b6131b1fe1>\u001b[0m in \u001b[0;36mmeasure_sentiment\u001b[0;34m(words)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmeasure_sentiment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwords\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0msent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mwords\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0msent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madjective_dict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msent\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'split'" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 105 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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