TF2.0 and Keras for Word Embedding in NLP

TF2.0 and Keras for Word Embedding in NLP.ipynb

{
  "cells": [
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from tensorflow.keras.preprocessing.text import one_hot, Tokenizer\nfrom tensorflow.keras.preprocessing.sequence import pad_sequences\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense, Flatten, Embedding, Activation, Dropout, Conv1D, MaxPool1D, MaxPooling1D, GlobalMaxPooling1D\nfrom tensorflow.keras import regularizers\nimport numpy as np\nfrom numpy import array\nimport pandas as pd",
      "execution_count": 64,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from sklearn.model_selection import train_test_split",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import re",
      "execution_count": 31,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df16m = pd.read_csv('twitter_sentiment.csv', encoding='latin', header=None)",
      "execution_count": 10,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df16m.head()",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 11,
          "data": {
            "text/plain": "   0           1                             2         3                4  \\\n0  0  1467810369  Mon Apr 06 22:19:45 PDT 2009  NO_QUERY  _TheSpecialOne_   \n1  0  1467810672  Mon Apr 06 22:19:49 PDT 2009  NO_QUERY    scotthamilton   \n2  0  1467810917  Mon Apr 06 22:19:53 PDT 2009  NO_QUERY         mattycus   \n3  0  1467811184  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY          ElleCTF   \n4  0  1467811193  Mon Apr 06 22:19:57 PDT 2009  NO_QUERY           Karoli   \n\n                                                   5  \n0  @switchfoot http://twitpic.com/2y1zl - Awww, t...  \n1  is upset that he can't update his Facebook by ...  \n2  @Kenichan I dived many times for the ball. Man...  \n3    my whole body feels itchy and like its on fire   \n4  @nationwideclass no, it's not behaving at all....  ",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>0</th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>1467810369</td>\n      <td>Mon Apr 06 22:19:45 PDT 2009</td>\n      <td>NO_QUERY</td>\n      <td>_TheSpecialOne_</td>\n      <td>@switchfoot http://twitpic.com/2y1zl - Awww, t...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>1467810672</td>\n      <td>Mon Apr 06 22:19:49 PDT 2009</td>\n      <td>NO_QUERY</td>\n      <td>scotthamilton</td>\n      <td>is upset that he can't update his Facebook by ...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0</td>\n      <td>1467810917</td>\n      <td>Mon Apr 06 22:19:53 PDT 2009</td>\n      <td>NO_QUERY</td>\n      <td>mattycus</td>\n      <td>@Kenichan I dived many times for the ball. Man...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>1467811184</td>\n      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n      <td>NO_QUERY</td>\n      <td>ElleCTF</td>\n      <td>my whole body feels itchy and like its on fire</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>1467811193</td>\n      <td>Mon Apr 06 22:19:57 PDT 2009</td>\n      <td>NO_QUERY</td>\n      <td>Karoli</td>\n      <td>@nationwideclass no, it's not behaving at all....</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
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    },
    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df0 = df16m[[5, 0]]",
      "execution_count": 14,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df0.head()",
      "execution_count": 15,
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          "output_type": "execute_result",
          "execution_count": 15,
          "data": {
            "text/plain": "                                                   5  0\n0  @switchfoot http://twitpic.com/2y1zl - Awww, t...  0\n1  is upset that he can't update his Facebook by ...  0\n2  @Kenichan I dived many times for the ball. Man...  0\n3    my whole body feels itchy and like its on fire   0\n4  @nationwideclass no, it's not behaving at all....  0",
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      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df0.shape",
      "execution_count": 16,
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          "execution_count": 16,
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      "cell_type": "code",
      "source": "dfp = df0[df0[0] == 0].sample(2000)",
      "execution_count": 19,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "dfn = df0[df0[0] == 4].sample(2000)",
      "execution_count": 20,
      "outputs": []
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    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df = dfp.append(dfn)",
      "execution_count": 22,
      "outputs": []
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      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df.head()",
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 23,
          "data": {
            "text/plain": "                                                        5  0\n474748  Feck. I got a shock there looking at my bank b...  0\n531944  @Xcitementt SO U SAID HELLO JUS 2 SAY IT, NOTH...  0\n329296         why is my chess club not in the yearbook?   0\n55526    @adrianspencer Threw me away like a used tissue   0\n679397  @cassiehl I'm always doing things like that. I...  0",
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      "cell_type": "code",
      "source": "df.shape",
      "execution_count": 24,
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          "output_type": "execute_result",
          "execution_count": 24,
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    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df.columns = ['tweets', 'sentiment']",
      "execution_count": 25,
      "outputs": []
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    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df.reset_index(drop=True, inplace=True)",
      "execution_count": 27,
      "outputs": []
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      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "df.head()",
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 28,
          "data": {
            "text/plain": "                                              tweets  sentiment\n0  Feck. I got a shock there looking at my bank b...          0\n1  @Xcitementt SO U SAID HELLO JUS 2 SAY IT, NOTH...          0\n2         why is my chess club not in the yearbook?           0\n3   @adrianspencer Threw me away like a used tissue           0\n4  @cassiehl I'm always doing things like that. I...          0",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>tweets</th>\n      <th>sentiment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Feck. I got a shock there looking at my bank b...</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>@Xcitementt SO U SAID HELLO JUS 2 SAY IT, NOTH...</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>why is my chess club not in the yearbook?</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>@adrianspencer Threw me away like a used tissue</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>@cassiehl I'm always doing things like that. I...</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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        "trusted": true
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      "cell_type": "code",
      "source": "df.shape",
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 29,
          "data": {
            "text/plain": "(4000, 2)"
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          "metadata": {}
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      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df['sentiment'].value_counts()",
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 30,
          "data": {
            "text/plain": "4    2000\n0    2000\nName: sentiment, dtype: int64"
          },
          "metadata": {}
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      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### REMOVE # AND @"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df['tweets'] = df['tweets'].apply(lambda x: re.sub('[^A-Z a-z 0-9-]+', '', x))",
      "execution_count": 34,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.head()",
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 35,
          "data": {
            "text/plain": "                                              tweets  sentiment\n0  Feck I got a shock there looking at my bank ba...          0\n1  Xcitementt SO U SAID HELLO JUS 2 SAY IT NOTHIN...          0\n2          why is my chess club not in the yearbook           0\n3    adrianspencer Threw me away like a used tissue           0\n4  cassiehl Im always doing things like that I th...          0",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>tweets</th>\n      <th>sentiment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Feck I got a shock there looking at my bank ba...</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Xcitementt SO U SAID HELLO JUS 2 SAY IT NOTHIN...</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>why is my chess club not in the yearbook</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>adrianspencer Threw me away like a used tissue</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>cassiehl Im always doing things like that I th...</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
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        "trusted": true
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      "cell_type": "code",
      "source": "df.shape",
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 36,
          "data": {
            "text/plain": "(4000, 2)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "text = df['tweets'].tolist()",
      "execution_count": 37,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true,
        "collapsed": true
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      "cell_type": "code",
      "source": "text",
      "execution_count": 38,
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            "text/plain": "['Feck I got a shock there looking at my bank balance ',\n 'Xcitementt SO U SAID HELLO JUS 2 SAY IT NOTHING ELSE ',\n 'why is my chess club not in the yearbook ',\n 'adrianspencer Threw me away like a used tissue ',\n 'cassiehl Im always doing things like that I think quotIll put the work into this one and make it nicequot but it never works out  Good luck',\n 'its not working ',\n 'Loved transformers Im tired now but i cant sleep ',\n 'tzeee veinte dramas making me cry over and over again ',\n 'iamjonathancook aweee im so sorry ',\n 'artfanatic411 bc she wants it to happen just as much as tara her mom told me that tara has been saving her change to go on one ',\n 'Cant believe Elijahs sick-my poor little baby boy  Im so sad I hope that hes okay',\n 'wanted to wash his clothes and bed sheet but the outdoor rack is full ',\n 'I hate love sometimes ',\n 'yawn good morning  Looking at dresses today -- Still trying to figure out the house thing ',\n 'deafmom I hate that Im losing my ASL for lack of practice Not even picking up NZ Sign ',\n 'sinjax Alas MusicBrainz does not recognise the mp3  httpcontentytmndcomcontent12a12a04f12b7524534b0275a0ab5fcab9emp3',\n 'Going to coffee shop to get lots of work done on my report  at least its cloudy',\n 'itsdanniii yeahh being all flakey and on and off really isnt something that anyone can build a foundation on  breaks my heart to say',\n 'I feel really quite sick so hae had to skip Book Return Day and am lying in bed hoping I dont throw up  i have a phobia of it i think',\n 'Oh noIm going to cry   he really left Bella  BUT theres JACOB  AMAZINGneed 2 watch it RIGHT NOW',\n 'really wanted to go see mcfly on 8th may ONLY to see DavidArchie but i cant ',\n 'PaulTobin Its true unfortunately  But Ill be buying the hell outta Models Inc I cant wait',\n 'MadDave123 Aw poor thing whats the matter with him   ',\n 'Went to the comic store again no purchases  Did get dinner at Chilis though',\n 'Gruesome internet connection problems today just burned up three hours trying to fix - booo ',\n 'HAMMER32 it would pick up words like porn fuck etc LOL and i could get into shit for that LOL so i have to settle for weekends ',\n 'Hasnt been to a group ritual in many many MANY moons  bring on the sabbat baaaabbbbyyyyy',\n 'On the Westchester bus headed to the Bowl Only 8 round trip  oof  Glad I had some headphones in the office',\n 'kx3u ohh haha I was craving some last night but they were closed  And Ive been watching Zac interviews on TV Hes sooo cool',\n 'Formula 1 week has officially started well Im nervous amp excited at the same time no sleep for me till next week this time around ',\n 'Feeling sorry for all the chaps and chappettes unable to race in TT09 Superbike amp Sidecars races today ',\n 'Outlandishjer You didnt even reply  You could just use this account and outlandishcast the reply or just  Matts post or what u did',\n 'Lousy Monday    Thinking Forward  Vacations in 4 weeks',\n 'Relax till tom But then laundry is on ',\n 'eveninggirl  ahamkaara Teewitty Yall are already counting down to your 21st birthdays Im still counting down to my 20th ',\n 'jodified Ha It may be too late by Friday to put it on hold if all works out  Too bad we live too far away for a playdate ',\n 'samuellippke are you kidding me what happened I thought they were so happy ',\n 'will not be able to sleep peaceful tonight ',\n 'Sorry everyone Server errors really suck   Im working on it   wwwmywetspotorg',\n 'keza34 oooo yeah he bn work today  twittertakeover',\n 'anthywf gw juga ngga  edziardo yeahKind of that ',\n 'TheSims3 well us Brits have to wait a few more days for it  I thought it was all gonna realized at once I guess its worth the wait ',\n 'Aah I love this weatherlots of girls around in very little clothing it feels like heaven until a fat burd walks past wearing the same ',\n 'FrankieTheSats  Babe How are you doin Joshua Says HI  Send my best regards to CECE  xxx',\n 'myspace isnt working next best thing is twitter ',\n 'laurenlivesloud are you KIDDING ME im gonna fail lauren like ive cried TWICE allready just in the past few hours ',\n 'I have to do inventory on an entire storage closet FULL of EVERYTHING and I dont kno where to start   httpmypictme42V6',\n 'Carax aw mannnn  cos the dykeenies are playin on the 9th July and i really want to go lol but its over 18s',\n 'Missing the people I love so very much and cant see anymore  I need them now more than ever',\n 'AceMas21 Nope  I just get no pay if I call in sick',\n 'fallenstar haha cool thats a lovely way to wake up Somedays i miss the postman because I have to leave for the bus ',\n 'peytiejane OMG THATS NOT FAIR i didnt realize his hotness until like today i always thought he was ugly ',\n 'Oh man  I have a Mac Reviewcast egment ready but cant record it because I have a cold',\n 'spent all day uninstaling old versions of VStudio and installing new versiontakes too long ',\n 'i wish i was capable of speaking my mind   ',\n 'just realized drake was in DC today and i didnt hit my mission to go sneak and see him ',\n 'Nice and wet day Good forpaper writing ',\n 'mommywantsvodka that you can do for it  I had that happened and then I cried and had a funeral for the bird    xoxo',\n 'nuruljannah OMG please take some kind of medication why does ur bronchitis act up during ur auditions shit ',\n 'knew it was to good to be true - the rain has returned and its Saturday ',\n 'after eating chinese last night i had the worst stomachache i want pizza tonight but i dont want the pain ',\n 'House seems lonely now ',\n 'graffking  what a bummer ',\n 'iizabella93 lol i know ',\n 'SoozInSports Im too old to sell my eggs ',\n 'sometimes I hate people who actually get to spend time with thier significant others ',\n 'is packing ',\n 'Still no Threadless shirts in the mail ',\n 'Ughhh its official Im sick ',\n 'saragarth not good news ',\n 'Jonperezinsd BoomboxBui I cant tonight I am still sore  Hopefully Ill be ready within the next couple of days',\n '4am cant sleep dogs barking  who knows what Horrible night ',\n 'jethlam no sorry  idk when i will see you again i will send you a bracelet if you want',\n 'bryntittle we did say ',\n 'most of the tasks are done Days are passing by so fast and it feels like nothing is being done  well moving on to dev on word press ',\n 'i need unscented because my skin is ridiculously sensitive to perfumes also its summer and i dont want to attract bugs ',\n 'MyCheMicALmuse pleaseeee tell me -bites nails- what happened ',\n 'HorrorMovies Manufacturer might be willing to ship disks under warranty  Still sucks about Futureshop though ',\n 'Well at least it stopped raining in enough time to get the hair did ',\n 'wish u didnt have to work 2nite babe ',\n 'running down people in their cubes to get stuff done troubleshooting new pages gonna have to do one of those quotthis went wrongquot e-mails ',\n 'nikicheong The only way Ive done it is the manual way  All the best',\n 'Just having another lazy daythe rains so annoying ',\n 'TheAmyBrenneman last day of first day Can I have a car too Im being deported from warm Australia to cold Canada - boo ',\n 'orenmazor You wont tell me your secret favorite restaurant around the Bathurst area ',\n 'Hate it when husband falls asleep around 11 Ive only seen him a whole 4 hours today  Think Ill jump on the bed and tickle him awake',\n 'lost the challange to the pizza ',\n 'Good morning Twitterworld Right now sunny blue skies but will probably change int the afternoon temperature up to 19  not much ',\n 'tired of niggas forrealtaking a bubble bathneeda clear my head ',\n '27 miles from Kankakee So close and yet still so far away ',\n 'It even causes Twooshes Holy  I really kind of want one Oh well Id need a job first ',\n 'OK I just came from quotCharco Azulquot and It Was awesome now to do some laundryargh ',\n 'No American Football for me  Weather got worse and it looks like rain So weve called off football but will go out for dinner later',\n 'andyclemmensen  Awww wanna trade I have maths now then english next Wat a crappy day ',\n 'skylinedreams and i also have my HUGE student loan which is like 15000 at least  i needs a job up here',\n 'Gonna watch some TV The N is getting better than Disney Channel   I cant believe I just said that lol',\n 'Man i need a little nap ',\n 'bishimmastar oh i seepork roll eh i want food to but i cant keep anything down  this is worse than bein preggers',\n 'Im not feeling well at all but Im not sick Maybe I should take some advil ',\n 'Im bored entertain me please Or else im going to sleep ',\n 'ChelseaBeth I hate it when you say quotOhmygosh Laurenquot It makes me feel like I failed you ',\n 'Done a bit of gardenin 2day an saved a worm from goin in2 the shredder only it ended up bein mutilated by the lawn mower ',\n 'hydroponikz OH NO MTV is letting you go  ',\n 'pompeyisariot oh aalright i gotcha and its been pretty good i miss everyon though  how has urs been Rtts Wifeyy',\n 'At the comic shop bagging and boarding for the next few hours Gonna try and finish Life today Season finale was a couple weeks ago ',\n 'downyg29 lmfao word im still getting used to it and WORD I miss you too  and im trying madd hard to get my parents to let me out ',\n 'Stuck in traffic ',\n 'gilbirmingham just to let you know your awesome sorry you didnt reach 100000 ',\n 'Just saw the lady from the 700 clubI wanna take a pic with her but I look disgusting ',\n 'laptop deaded ',\n 'clarisseee why isnt anyone talking to me ',\n 'queday26 Danggggg I hope he comes back ',\n 'MrBenzedrine you got your lion hoodie mines still a week or so away  what number is yours',\n 'I left my wallet on the bus today  well not impressed',\n 'sbcpacker4life I just realised how much I really do hate the lakers i was legit rooting for the magicTHE MAGIC WHO RUINED LEBRON ',\n '-- Omg I cant believe jay leno is going off the air  I HATE CONAN OBRIAN',\n 'Im just getting to sleep and there are birds chirping outside my window Gtf ',\n 'Please help me get this song out of my head ',\n 'roxannemarie I know now Im stuck sleeping in the middle of the room ',\n 'RPGgddss yeah - its a true story written by a columnist about all the bad things his dog did Marley eventually gets old amp dies ',\n 'what is with the June gloom outside cold and gray  ',\n 'CourseWork  Ohh well not long untill the summer holidays ',\n 'shanedawson thats sucks sorry for you ',\n 'I have a really bad headache and Im fuckin tired Please feel sorry for me guyz ',\n 'i hate being cancelled on  spesh at the last minoh well going with sum1 else now L',\n 'me thinks I am sucking at using twitter tonightmaking wayy too many mistakes and cant rectify them because Im on my phone ',\n 'eveofdoom Yah SM2 had a few probs but I think overall it ranks as one of the best comic films Thats what made SM3 so disappointing ',\n 'bgood I will but apparently you have to be following me in order for me to DM you ',\n 'CALLMEWETWETlol truuu Thnks luvpeople gonna b coming out the woodworkshehethen the reppin stops after sunday  should rep 247365',\n 'spilled water bottle all over my bookshelf of design amp italia books       now theyre all hanging to dry',\n 'FrankGruber you and the rest of us - hopefully apple will end this annoying ATampT deal in another coupla years ',\n 'holy shindigs  thats HOT',\n 'ah i want midnight sale too ',\n 'Angelfish007 lol full house im off work for tomororw- dereks dad passed away yest and funeral tomorrow not a fun friday off either ',\n 'captainroundeye Sorry to hear that man ',\n 'Me and xoxoroxyxoxo last day of school  httptwitpiccom7uis6',\n 'alexstraughn make sure u check luggage rules for real I had to pay 120 to get my luggage here ',\n 'Drinking a s0da god I feel like a house ',\n 'dont wanna go home its all empty there maybe i should get a cat but who will care for her when i go to office ',\n 'TheDarrenxshow Get me followed son ',\n 'gemimalina yous already got 4 followers i is well jealous ',\n 'aww someone unfollowed ',\n 'djdadj Yes they are ',\n 'bored feel like Im done with work for the week and Im not  ahhhhh I wish it was friday',\n 'shes gone Now what do I do ',\n 'Jennatea6591 is that because cubans cant afford alcohol ',\n 'There is nothing on TV Im watching a show about a woman with giant legs Might as well just go to bed ',\n 'MichaellaBassam Yeah and he wouldnt tell me about warped  I was kinda disappointed with Jack tonight but its okay He was proly sad',\n 'megsly07 I know The place used to be wonderful  But under the new board President  It makes me cry ',\n 'why is it when its unny its windy too  cant go to the beach now lt3',\n 'didnt go to julias probably sitting at home crying because i didnt get to see her today  just kidding i dont miss her THAT much',\n 'cryssie I didman what a dissappointment I really wanna see Labron go up against Kobe ',\n 'Back in Bradford then off to Manchester  No biking this weekend  but impressed with my efforts this week Banishing lazy girl',\n 'brittanydanna Im super sorry to hear ',\n 'so right now i dont have my ipod D which im dying for cuz i cant hear my music NOO ',\n 'iblastoff yes Cant download anymore ',\n 'Cant sleep i missss himmm ',\n 'i really wanna see there for tomorrow but the closest they are getting to NEW ZEALAND  is JAPAN ',\n 'Working on purging unnecessary pics from my computer and then backing up the good ones my hard drive is limping ',\n 'i have to leave now   bye everyone on twitter',\n 'wants to go out tonighttt ',\n 'many reasons ',\n 'zzzzz best friend going to europe in a few hours   im gonna miss her hope she has fun though',\n 'hollywills Sorry for spamming your twitter ha but please come on stage Monday evening at Bham still havent got to see yous yet  lt3 x',\n 'tuxorhasboobs why ',\n 'gemmathomas i think im gunna watch it later ahah oh dear  x',\n 'pennynash Im not allowed crisps now    Low salt diet',\n 'havnt been on the cpu in like 3 days been living at the beach reburnt my sunburn  i miss my baby',\n 'is its rainy outside  so tired but has a full day ahead',\n 'CATHHHH 3pm Im only getting ready now haha so tired ',\n 'Leave me alone  I hate being here i want the fuck out  ',\n 'lt--needs a wordstimesten-inator in order to meet second extended deadline for first chapter ',\n ' im tired of feeling so lonely so easily',\n 'Bought two textbooks today  I am always sad when I need textbooks at least they look useful and not deathly dull',\n 'Just working ',\n 'TIRED I JUST WANT TO GO TO SLEEP  ZZZZzzzzzzzzzzzzzzzzzz',\n 'too tired have to get ready for work tomorrow now bf wants Tv off so no noise when sleeping ',\n 'I was actually hoping for some sun today to brighten up my mood  wheather fail hamburg rain',\n 'eh more finals ',\n 'Not enuf sunday  jazz club dad morose-looking upholstery guy were getting to be an item at this rate',\n 'Unable to come to terms on house purchase sadly  May try again before too long though',\n 'MechanicalBride respect for my mom and i like coming home after a week for a clean room my bus leaves at 9 and i have to get up at 7 ',\n 'PoopyMcPooprson but why  amp what do you exactly do working in a cube The last I heard you were working at a hotel Haha so long ago',\n 'Medical news one friends brother received very good news one friends niece not so much hate it when the universe tries to balance ',\n 'Oh shit a feel asleep for half an hour and now I  have less than 30mins to get ready ahhhhhhhh ',\n 'iNetters thank you ',\n 'sigh just ate lunch still hungry had breakfast this morning too wtf ',\n 'Fuck fuck fuck fuck  My eye hurts',\n 'Completely overexcited at the thought of staying in a hotel Wish our boys were coming with us though ',\n 'I hate when Photographs get Orange due to the lightening  Lightening wasnt good at meet-up I must say ',\n 'Hey Jenny Im free On my way to work though so Ill miss the postgame show ',\n 'BLaCkitaLiaNa7 sorry lover I was finished when I got home ',\n 'atraz call me when you can i want to know whats going on ',\n 'just spent time with the cutest girl ever Zaina I wish I knew how to twitpic ',\n 'I have to go  awws I want to freak out more',\n 'Im sad because when you grow you cant have friends that are guys everyone think youresomething more ',\n 'nkotbfan4life09 oh man  I dunno how u do it ',\n 'KoSoVaR I knew it ',\n 'breakfast at pacific st cafe after original destination went out of business   support local business',\n 'off to math no cellular device today ',\n 'Is still in the car 25c  hot',\n 'NOOOOOOOOOOO the bird my mom was trying to save died ',\n 'Moms lecturing me about how i should be in school ',\n 'Back home and an un-happy bunny  ',\n 'randomlittleimp I will miss you then ',\n 'JCCub1 coachbear JEALOUS ',\n 'jorosep I have too much to do 2day Me n Todd r goin away for the wkend so I wont b on here for 3 days UGH Imagine what I miss ',\n 'No soccer today  I guess that gives me more time to study kanji Fuck Also its beginning to get hot out here in Kyoto Summer heat ',\n 'JohnBarsana yeah it was like GREASED back i was confused and danrad is pretty ugly  but i love him anyway ',\n 'Just got home from my bike ride and working the drowned rat look really well So wheres the BBQ summer we were promised then ',\n 'Really doesnt wanna go to work today ',\n 'has subscribed with Alchemy twice to get an alpha download but they havent sent eet yet  - Speak of the devil be careful what you say',\n 'Oh man these rotating shifts are going to kill me Graveyards  Man I need a day job Any one got any open day jobs Please any ideas',\n 'All of the rollercoasters I make in rollercoaster tycoon are considered ultra-intense  Im just too extreme for them',\n 'spikmeister Yepfeeling sad about it used to live in the region  Turnout also worryingly low in NW - about 32 ',\n 'squarespace I really miss my iPhone ',\n 'OMG what a nightmare had to cancel my hair appointment ughhhh one of the hardest things to do ',\n 'I wish my internet was working ',\n 'greenova Gonna be out of townsorry man ',\n 'kboudit  im sorry LOL damn but i know how u feel took me a while myself trust me',\n 'MzLd0tInfamous aaaaw why are you depressed girl ',\n 'larevanche idk if i can come today  Im going to church and breakfast w my grandma amp well get out after noon amp i dont have a ride',\n 'Sleepppp ughhh Its been raining for the last 3 weeks  Miami isnt Miami without being able to go to the beach ',\n 'I think Im the only one that actually feels sorry for PerezHilton ',\n 'ashwinn all work and no travel would make ashwinn a dull nerd  ',\n 'am madd i had to miss my baby sister milanrouge bday happy hour cus of fuggin work ',\n 'OkTwitter is not near as exciting as I thought it would be  ',\n 'Sorry not tweeting much 2day Im sick dont want 2send my germs in2 the twittersphere  No work 2day Just me the sofa ampthe ellen show',\n 'Misses her kitty  just broke down I want my kitty back ',\n 'my facebook has been hacked   ',\n 'Band practice is sucking ',\n 'hmmm - playing sims of all things and am very tired ',\n 'Nice day out today wish I didnt have to work ',\n 'UnknownHeather  I sorry We should take you to play with the MAC boys That could be FUN',\n 'shar03 Yeah Star City daw but I guess I wouldnt be allowed ',\n 'computer still freakin down  but took a break from my Rebelde marathon',\n 'feelouise yeah i know im having nicky withdrawls didnt get 2 see the match last week either ',\n 'shawnemerriman Hi Mr Shawne When are you coming back to Upper Deck I was traveling for work and I didnt get to see you in full pads ',\n 'No autobots here at JapShow  seen Pod racers tho Cut my finger bumped my hed Clumsy daiye',\n 'now even our local beerrly in woe of strike due 2 labour woes  well not much on me',\n 'Now that schools out I can get dressed with the window open without potentially scarring a child Its liberating My foot looks gross ',\n 'rebeccamarilyn that sucks ',\n 'cutebug  Im sorry I hope you feel better later',\n 'kumpera cant find a way to organize music based on genres in Banshee its always using artists and albums ',\n 'TheTallOne Im in the next room but I know what you mean Ive been gone all weekend I miss you too ',\n 'Now I have mailing issues on my stupid macBook  what is stmp  whats my password  Aaargh ',\n 'is supposed to be in Manor today partying if Carlos were still here  httpplurkcomprdlaz',\n 'hnshah Wow Really really tricky It took me all three tries  Sorry for stereotyping you ',\n 'Im so fuckin ill  daaamnn my whole body hurts ',\n 'BonesFans That sucks ',\n 'BikeTherapy    thank you they will need prayers of strength todayI hope I have enough to help',\n 'Needs to watch the new season of Desperate Housewives OMG Mike and Susan forevs I wasnt able to catch up with the new season ',\n 'Work on a saturday should be illegal Dont finish while 11pm either really bad times ',\n 'Ch ln u tin dng ci ny Thy g chm qu  Ci ny hay g nh -',\n 'BryanGwin nah they arent  they are great they should get more attention lol have you seen them live',\n 'xbeckaxockx Aw that is tragic ',\n 'I dont feel good at all ',\n 'poppydog oh no  so how do you get over having it done now Good job you dad was there',\n 'I want those 2 hours of my life back  sobs ',\n 'Its going to be in the 90s here today  Better cut my grass before its too hot ',\n 'iphone 30 not till 6pm in uk   ',\n 'nbadeckcom in canada hotel foyet no apprentice clips outside uk  but get to watch nba playoffs in httptinyurlcomr2llf6',\n 'going 2 jery duty 2morrow ',\n 'anyone else sun bathing iv had to in for a bit i burn easily and sun stroke gets me if im out too long  loving the weather though',\n 'i wish that my dream would come true ',\n 'I wish we could go to pride weekend in Chicago again ',\n 'exams check picnic in the park check movie night with john check great saturday very sad that its sunday cloudy and john-less ',\n 'anneheathen yep no breathing through the nose need to breathe through the mouthcan get annoying when it takes a while ',\n 'Standing in line for lottery tickets to see Wicked httptwitpiccom7qw03 we did not win ',\n 'sailorlegs we lost  but our score was pretty good ah well',\n 'Space Mountain is closed til Winter 09 Succesfully fought off suicidal thoughts Theyre gonna make it smooth like Disney Land ',\n 'acrylicana did you decline my friend invite on facebook ',\n 'likeSunday ah see my fatness is my own fault ',\n 'ugh RUDENESS im appalled  bzakoolchiq thats y Crakk 5th ave stole his shoes  the mansion hahahaha pleasurep',\n 'just realised i spelt twitter wrong ',\n 'mzlcherry to make u mad Cuz as hot  as it is right now a mini fan is just as worthless as a church fan ',\n 'AAband nooo  sweeties thats so shit well see you an other time then love you longtime',\n 'Pastamania dinner for me  But now I have no cash for tomorrow ',\n 'Dont think I am going to go to see Paolo nutini Today as dad wants me to revise ',\n 'just watched McFlys on the road thing from their Live at Wembley DVD im jealous wish theyd come here ',\n 'staceface88 No internets   Well  looks like well have to have weekly phone convos as if we were in grade school on summer vacay',\n 'praying for my best friend Becky amp her family  They have gone through such horrible unfortunate events this month',\n 'still trying to nail this intro 5yrs in the making  httpbitlyK8Udt',\n 'Now shes on YouTube with a cheap wig and too much make up screaming for Jesus and proselytizing about who knows what  Sad days abound',\n 'the car wash broke my antenna ',\n 'Gnight world  IckestI hope your doggie comes home  ',\n 'feels   tears Argh httpplurkcomp12g2pc',\n 'Headed to work Sore throat and all ',\n 'coursework  ',\n 'rolemodel Me neitherrrrr  I have no idea Probably play with the baby a little and then go on the computer lol',\n 'KevinRuddPM hey I have an assignment draft due tomorrow and I havent started I look at it and all it says is nothing to me  Crisis',\n 'Damnnn  hittin thee sheetsz  Horrible night ',\n 'Meclizine has helped somewhat Not a lot but a tiny bit Vertigo is still here ',\n 'JusteneJaro aww   what no one to hang wit u',\n 'preparing to fail my stats exam Why higher Theres just no need for it ',\n 'Ugh Mitchel Musso isnt sending out anymore Tweets Im sad ',\n 'missmei init some overly longting NicholleMonique sighs ',\n 'Going to Ellensburg in 5 minutes Im so tired  Walter and I went to bed so late and woke up at 430 and I feel really sick',\n 'SaintRichie boo to that ',\n 'winkphotography great to finally meet you last night Wish we had more time to talk Cant go to the coffee GTGs though Day job  ',\n 'MakeupMel Ugh I hate when the videos are not available on my iPhone ',\n 'Feeling CRaptastic today  And its so pretty outside',\n 'mileycyrus Im so sad for you too ',\n 'My hairI look like a boy now ',\n 'I did not sleep good  ALL last night ',\n 'rockinwriterchk i know right bahhh i cant see it happening after twitter screwed up yesterday though ',\n 'so what to do now Dont tell me we got to say bye bye to flickr from now on ',\n 'AGREED teamKaos dont understand why Runs House and Cake Boss are in the Top 10 Trending Topics but yet BSB isnt  BSB',\n 'Yay honors english went up- too bad there are going to be 2 classes ',\n 'vsolana dang gurl  what do you even do for that Well i hope you feel better',\n 'lynmartinez I MISS YOU LYN  gtlt',\n 'carole29 I dont think that news reporters are allowed to be prejudice  offensive towards morons or swear ',\n 'Grrrrr fuck Just remembered that Im doing the later shift today so not at work for another hour What a wasted lay in opportunity ',\n 'duckyztwit Sorry to hear about your grandfather ',\n 'oOoSoChiC I dont get you hype  guess ill have to work on that',\n 'my 360 has broken ',\n 'thought the heater was on making her room delicious but returned to an ice cave  DAMN WINTER',\n 'is at Jocelyns til Sunday sometimewatching movies all day today because it is raining ',\n 'mrolip the crazy part is jay aint gonna throw out an actual album til 4th quarter anywayshe just teasing us ',\n 'i totally think going to bed late was a bad option to choose seeing tho i have to get up early in the morning ',\n 'Just left the ATampT store It is going to be 11 weeks before I can upgrade Aparently the 3g guys get a break not the original owners ',\n 'SamPerrin  what happened',\n 'sitting at home on a saturday night ',\n 'The dog has just decided to fall asleep on top of me and now I cant reach my cup of tea ',\n 'I love ya twitterfon But tweetdeck is taking your place for now ',\n 'Raining like crazy in plainview While delivering mail ',\n 'my feet are killing expensive but shit shoes ughhhhhhhh ',\n 'Sorry my loves but I have been in a hard place recentlylaptops out of commission ',\n 'i get very emotional every time i listen to les mis damn you marius stupid cosette ooh poor eponine ',\n 'Is in a quandry I dont know what colours to use ',\n 'acho que vou ver roupinhas goticas  -qqq',\n 'is saying goodbye to summer ',\n 'Twenty-one downone to gobut as usual have left the hardest to last  ',\n 'LaurenSiers I know how you feel girl my grandma uncle and cousin died 3 months apart  I will pray for u love you and miss you lt3',\n 'this is the sound of me breaking ',\n 'alexxpiinksz demis coming to nokie theater and im gonna be out of town well its sad ',\n 'the most And when Lost comes back given its the final seasonits gonna be even worse ',\n 'therealmiamazin no HBO I miss it so  has that Jill scott show started',\n 'Soaking wet and in a bad mood stil  Still LOTR is the plan for the afternoon',\n 'Really bummed that camp is over ',\n 'AllicatCO Not a cartoon fan ',\n 'relicthered ',\n 'bleedingxsoul well its about time my roots are gross and omg i hope that story isnt true ',\n 'XsarahX93 lolz okay bye bye i did mine today in the garden its borin seya monday havent seen you all week  ly xxxx',\n 'I am sitting on my sofa starving  watching some boring cooking thing on tele and setting up my twitter page',\n 'cheerleading competition on saturday  i have bad back pain ',\n 'URGH headache  urgh NOT FAIR ',\n 'my head hurts cant sleepand have school tomorrow fuck ',\n 'I AM READY TO GO TO SLEEP TIRED ',\n 'Isak whaaat why ',\n 'I wish my neighbors internet would cut back on ',\n 'jcluvsnkotb yeah Im low on vacay time too thats why I didnt go to Boston ',\n 'annaguirre Now I wish I was going ',\n 'birdrage heyyy sorrry  ive already planned to go with my friends ahead of time',\n 'listening to Breakout Goodbye makes me want to cry ',\n 'Nothing to dooo ',\n 'tluckow Yep Bad news  Our neighbors crazy son wants to take him   Im sorry wed jokingly asked them if they wanted him and now',\n 'beezhing ikr  and the maine and jacks mannequin ok THIS FANGIRLING NEEDS TO EXPLOOOODE',\n 'U could care less for life  Huh when u see my bllod all over the news then will u believe I wasnt lieing u crazy twitter ',\n 'nm I guess Its only reruns of Neds ',\n 'RoystonVassey looks like it maybe noon in New York time Long wait for me then ',\n 'SwagBeezySODMG -  Hope U All Good That Sounds Sad  x x',\n 'Chilling out in Florida Wooooop The storm is coming ',\n 'Beam me up Scottylong ass wait ',\n 'belly pushing against jeans - only three months and I already have to consider maternity clothes boohoo ',\n 'CinRox pick me up then so you can buy me a damn pupusa ',\n 'therunningdiva Hey How is San Diego Good and Bad news yesterday Austin made it Brooke did not  Pretty heartbreaking about brooke',\n 'Beforethewind     3   lt--- cute hug facey',\n 'Feeling sad because my friend will be leaving town ',\n 'JUST got done eating brkfast that dollhse didnt come help me with  boooooo ',\n 'Shed tears while watching ',\n 'httptwitpiccom7r8qx - What beautiful weather in chitown tonight Wish it was like this tomorrow for the part Scattered t storms ',\n 'Ughh im so mad I saw that the sandlot was on and i turned it there and its over  thats like one of my favorite movies',\n 'Morning rain ',\n 'hannahsum i super like it but its so sad for me quotthe last kissquot awww ',\n 'Dont forget tonights meeting is a fun panel night Please bring in a panel of 4-6 mounted images Last meeting before the summer break ',\n 'hollabitch constant blocked nose for me too  mishhh you love',\n 'Is hopping on a flight Oh wait No im not ',\n 'luckystars1 I heard about that   Idk I just love Alex though His blog makes me smile He makes me smile Asdfghjkl',\n 'arghh headache ',\n 'Im seeing double  Want sleeeep',\n 'sorry shaelyn  but i have to go to the dentist and get my new retainer ewwy and kiara will be there for you and all the others',\n 'Ugh Awake and getting dressed for my 11-4 shift Working on weekends sucks ',\n 'suejester Yes Grateful that I wasnt on the train I will miss Virtuality too but will record it I need to get up around 430am ',\n 'PR2PR sad you are missing my party ',\n 'ringosdiamond I already miss those days of overanalyzing all those kinky works of literature ',\n 'Back to hall of justice paint in the cold is not bad  the problem is wash the brushes ',\n 'Kinnon isnt home so Im sitting in his chair tonight  Now I see why he wont share  Comfy  Too bad theres nothing on tv tonight ',\n 'isalou no there sister club in execter  spend the day putting posters up allll over town lol lame didnt get paid just free booze',\n 'tommcfly Tom my dream is you reply me but Im almost giving up You have many followers will be difficult reply me ',\n 'My parents are locked out of their room  my dads looking for a spare key while my mom misses her K-drama and here I am cleaning my room',\n 'Having a case of writers block BOO ',\n 'Is it possible to be so tiredyou cant sleep  ',\n 'Oh rain how you mess with my yard work ',\n 'NeilMcMahon whoops - maybe he has now sorry BC ',\n 'macboiz Irritable bowel syndrome You have that Woe ',\n 'Busy day going to the Doctor now ',\n 'almost fainted  i dont feel so good',\n 'luckygnahhh omg could u imagine that happening hereim close to tears ',\n 'Danny not in Idol finale    ',\n 'tinmouth wow that zipper must be INTENSE then time for BIKRAM idk when will someone be home to help you out ',\n 'Didnt end up giving blood bcus my iron is low  hella broke and I got the munchiessss',\n 'Linksdeath gfs need a mute button  ',\n 'haiii i have now midday scool  2 hours  it will be borning ',\n 'ran away from a barbeque at the office too cold outside my alergies on max level and bored with not being able to understand Flemish ',\n 'headache  bad day not looking foward for tomorrow either unsure what I wantneed a new life perhaps',\n 'redhalopax Oh man Im so sorry to hear that I hope everything works out ',\n 'Gonna miss the crazy shopping ',\n 'My productivity has been SHOT this week Heres to trying again tomorrow ',\n 'I miss my hometown Miss the cheap food Miss the people Miss the fast internet  Boo',\n 'ac81 its after 430am Im tiiiiiiiiiiiiiiiiiiiiiiired Im falling asleep as I sit ',\n 'Safely arrived in Italy AMAZINGGGG But I miss someone already ',\n 'One week to go to the Rock-N-Roll Marathon in Seattle Wish I was running but just watching ',\n 'ChetCannon chet have you heard from ryan lately i miss the real world brooklyn ',\n 'this gearhead on my bus eating ribs from Tesco is making me want to puke  its like hes never eaten ',\n 'donandmurph Me too  My ears  ',\n 'mynameiscorey ACK I missed the new David Crowder because I was at the gym Guess my smart thing had a downfall ',\n 'home from work relaxing a bit but not feeling greatmaybe a party later not sure ',\n 'eh just ate perrogiestalked about life with rob cant sleep want to bored sadface ',\n 'timringel mpmarco and all other metas happy birthday to the 10th birthday of metapeoplecom Too bad that I cant party in Duisburg ',\n 'svennehaa Thank you  It is raining here  How was your day',\n 'Does anyone wanna just install Wordpress MU and Buddy Press for me ',\n 'httptwitpiccom7yov2 - Popcorn burn 2 days later ',\n 'ANOTHER NIGHT AT THE OFFICE ',\n 'Colk10 I wish it did It doesnt include half of them  LOVE YOU',\n 'Beginning to think upstairs neighbor hates me Never heard someone drop stuff amp move so much furniture all the time ',\n 'Watching greek and I feel so bad for max ',\n 'jtonline I wish ',\n 'tommcfly i love u to bits so therefor u officially get my 900 tweet most of them ive sent to u tho but u never answer me  loveyou Xxx',\n 'katelyn bfif Shawn Not officially but I stay there lots  Ive brought it up a few times but he does not seem enthused by the idea ',\n 'vuhnessuh i think the smartpunk one might be out of bracelets and posters ',\n 'dear gawd - 5 horny kitties already in the last hour anyone else still getting them ',\n 'Yo this 16 and pregnant show on mtv is sad to me  I feel bad for the girl n her mom',\n 'I puked  rhubarb  custard and amoxycillin do not mix Aaaargh',\n 'Nisa08 omg dont say that  what you need is a little dj orris music  lol',\n 'happymonkeyshoe think i remember a toy store in the uk going down bugger ',\n 'Sick  dad thinks ive gotten the swine flu haha',\n 'Life sucks right now ',\n 'is wonderin why is it when my friends need me i drop everythin but when i need them they are no where to be seen ',\n 'theycallmeH youve gotta be kidding me im about to grab a brewski and watch the storm roll in too why are you so far away ',\n 'Landed home from my hols The usual delays with flights but bags out fast Back to work Monday ',\n 'With Matt ugh its too hot out to sleep ',\n 'me thinks me have allergies ',\n 'missgems Shell always be Sun Byrne to me ',\n 'once again I cannot sleep ',\n 'semper69 me too this is too sad ',\n 'BOOKS MEDICAL Atlas of Psoriasis - 2nd edition 2005 Atlas of Psoriasis - 2nd edition 2005 Books Branches   httpbitly4v3zUT',\n 'Sitting in a work meeting   Bored and so ready to leave this room',\n 'AshleyMcCarty Haha I hear ya Ive been slacking so much and skipping most classes and thats not a habit I want to form ',\n 'i think im falling apart ',\n 'LaneyF  How come ',\n 'are they really my friendsnot sure anymore ',\n 'EtsySecrets hi Tim I keep getting internet explorer cant open error messages when go to your page this morning amp it crashes ',\n 'feeling awful whole body aches and its still monday great a whole week of work ahead and im sick ',\n 'wants to meet him wants him  httpplurkcomp12kq84',\n 'Im worried about my cat Shes 14 and shes been acting listless for a couple of mos now Shes losing weight even tho shes eating ',\n 'TripleB wierdness - I had one of those persistent overnight headaches too - not fun ',\n 'mombalabamba i know right I sweat looking outside ',\n 'brooksyc happens  Sad though   Bittersweet',\n 'ojasnaik too bad there isnt a krispy kreme in chicago   however auntie annes',\n 'Hangover  Fail Taken all day for it to shift ',\n 'megancapri probably  i have a habit of doing that xD',\n 'home after a great night but i left my voice somewhere along the way  i knew another sinus infection was in the works poo',\n 'when i thought i finished my assignment i found something else to type up ',\n 'waiting for the result of final exam  ',\n 'Karriedaway  u comin back soon',\n 'ok on lave le stock utilirs en camping en fds ',\n 'Just badly cricked my neck - stretched and the click crack crack Very painfull ',\n 'Did I miss the full moon I think I did Awwww ',\n 'So tired ',\n 'mackmaine WHY AINT YOU FOLLOWIN ME ',\n 'Skeptique Buggy Doesnt pop up ',\n 'OUCHIE   Its not fair ',\n 'just saw something I wasnt supposed to see ahh the pain  now I gotta put on a happy face for customersahhh',\n 'alsotop I wish I have no bananas though  Cest la vie',\n 'Disappointed with Survivor God ',\n 'chrisrowe dude I stopped playing a while ago  sorry',\n 'Dad and I are getting rained out of our golf game ',\n 'is back from Panama and thinking about home visits Emmitt is quotneeds fosterquot -- doesnt like kids ',\n 'rushme2112 Aww Mulder lites are never as fun though ',\n 'lile2925 awwwwww only two more days   ',\n 'nothing at all im very bored ',\n 'Looking for English-teaching jobs in Thailand is making me feel incompetent ',\n 'LadyJaii with Anthony Gallo hibernating somewhere ',\n 'MrsNorton Sorry I didnt see ',\n 'nargath waiting for the sealant guy ',\n 'ionickeith  I feel your moving-out pain although probably on a smaller scale',\n 'Was looking forward to the CUFreeThinkers Summer Solstice party tonight but couldnt go due to storm ',\n 'loves it when your here but hates the feeling i have when your not ',\n 'harsha paying bill on time is a problem for them No interest ',\n 'ninjamoeba  Hope youd get the main contents of your bag back',\n 'I want to stand on my roof and yell quotALLAHU AKBARquot too   iran',\n 'Letters4theLord Im sorry 2 hear that  I am thankful tho because I know that my void created an insistence win me 2 be a great mom',\n 'Bernmorley Poor Iz  The big fella had talent  ',\n 'RolandGridley amp kristenvalentin Pictures up tomorrow Sorry guys gotta sleep early to work early ',\n 'gonna watch step brothers w my step brother ha ha    I wish I was seeing miley cyrus right now ',\n '6am arrives oh too quickly Trying to motivate myself to get out of bed and in the shower Thus far all attempts have been unsuccessful ',\n 'adapaavi just that im leaving for delhi on wednesday morning so no break for me  divvi thenewbnb aravindkumar nadhiyamali justreva',\n 'Marilyn no longer a kindergartener  She and Eva both had great years Just wish they would slow down',\n 'Time to go to work ',\n 'Paulaztnew Ive been trying to learn that dance since the dawn of time practically Im just too white ',\n 'ICT  eewwww  Save Me Please xo',\n 'One more day until vacation  Said I wouldnt take my laptop now looking like Ill have to    httptwurlnligci4t',\n 'wanted to go to red lobster ',\n 'Baaaaack to work REALLYREALLYREALLY looking forward to walk in the rain     ',\n 'Wishes she was in hawaii too  mona pua galore  well shaka brahdas im pao for tonight Aloha',\n 'i dont feel good  wishing i could take a nap but have too much to do',\n 'Lol I was so caught up in ontd that I almost forgot to get off the Metro ',\n 'zisisadam not there yet ',\n 'Its so hot that I cant sleep  not happy And now Im wondering why a tractor is driving around at 220 at night Cant sleep either',\n 'DavidArchie Cat fighting is a very real problem in this country ',\n 'Yay i probably failed Maybe not ill find out in 4-6 weeks  that stuff was hard',\n 'I wasnt late this morning but my head hurts ',\n ' heading back to the ole life today yay for me ',\n 'RagingBitch  Im officially coining the term quotFedisasterquot When shit like this happens Oh Rafa ',\n 'My new tigidy tat is ugly I think I hate it ',\n 'is worried weheartit is down forever ',\n 'has a broken 360 ',\n 'chrishanrahan No Origins for me  No GenCon for that matter just San Diego Comic Con Feh',\n 'defyer oh and thanks for the update i had a bet that stoner would win too ',\n 'im going on a four day trip that i dont even want to go on bye internet world see you in four days ',\n 'laineyw Oh you poor thing Muscle is bad cos the only way itll fix is with more owie ',\n 'technically homeless pretty sick ',\n 'charlottem23 Oh yeah I saw McFly tweet about that Im sorry hun ',\n 'HPWonderful Dont think I havent considered it  I even had Los Del Rio all lined up to do it but Heppo barred me from phoning in ',\n 'Oh god People from my old school keep trying to add me on Facebook which is lovely but I cant remember who any of them are  Oooelp',\n 'takes back her last statusId cry and feel really bad if he choked ',\n 'farkerrella HAHAHA YOU BOTH DAMN BAD LEH OMGzzzz I WANTED TO DIE WHEN I SAW THE PIKCHAS  anyway I love Bangkok why do you sound so bored',\n 'oh FUCK you bad luck fuck you all I can say is the move to Pittsburgh better come sooner ',\n 'KarenD37 Ive been staring down iTunes and checking every few Still no update on my side ',\n 'Had a dream about a walk in fast food resturaunt that sold ice cream and guitar stringsThey were sold out of 12gauge ',\n 'Tammyn78 Thanx cashe im about to do my french ',\n 'IF the boys are going making the decision would be extremely tougher but then again steffi wont be going ',\n 'The tent is spinning ',\n 'i forgot i have an away tennis match tomorrow my day off has been ruined  ',\n 'ramielemalubay you didnt reply back  well ok ingat po keep safe always',\n 'karafortson  i miss youuuuu',\n 'blackdarkness51 Oh that sucks  Ill try and get ahold of some myself then',\n 'omg sabrina your killing me forum family will survive it has to ',\n 'back from school HALF TERM YES     and something bad will happen i jus tknow it ',\n 'BriBri2007 Just got home from the lamest strip club EVER Smh ',\n 'richardveryard Cheers but looking for a way to apply rounding to lots of numbers in bulk ',\n 'Elenasaidwhat Ha ha ha Sheez Now I feel like watching Lil Mermaid ',\n ' amanduhwood  hmmm i dont know how i feel about that  ',\n 'No muziks tonight  star treck in exton round 6 or 7 ',\n 'ittel ahhhblessyou for coffee Cant slow down for a bit yet Understaffed at 2nd job ',\n 'cant sleep  but want toooo   rawr',\n 'SassySenna According to my mother nobody makes cakes with pictures on them around here  And Rob Pattinson Day is on my bday',\n 'O noes I gots me a hater  httptwitpiccom7uw4u',\n 'asokks00 I def want to discuss what you saw tonightI keep on missing your callstexts due to lack of reception at my aunts house ',\n 'verwon Comments closed ',\n 'Man I almost cut my dick off ',\n 'Damn think my monitor is broken ',\n 'Theres going to be a severe thunderstorm and im home alone ',\n 'mileycyrus hey miley when you say the last episode of season 3 will it be the last one ever ',\n 'ahhhhhh I HAVE NO FRIENDS IM SO EFFIN BORED amp HUNGRY  tear ilt3life',\n 'Biked 5 miles today to Harris Teeter and back and it was hard Yeah Im comically out-of-shape ',\n 'okay tweople i know it isnt friday yetbut plz follow my twinnie essence5690 she feels like a twoser  lol',\n 'I always send her an animated card i wanted this year to be different but i failed to accomplish it ',\n 'DanielJKirby - No Wikitude sadly  Layar looks really interesting though AR stuff looks amazing I love Evernote for iPhone - great app',\n 'Valv30 Bad I wanna go to sleep but my head feels like its on a merry go round Trying not to puke ',\n 'LatimaNicole Dang I dont think DISH network has that channel Either that or my package does not include it ',\n 'fml  brittdainard knows what im doing every second of my life without hving to ask me',\n 'Alright I give in I want a Kindle I also cant even begin to afford a Kindle Why are they so expensive ',\n 'feeling very alone tonight ',\n 'Wowwww Must be the liquor talking cuz its so difffff when ur sober ',\n 'Donna39andahalf ahhh im wondering how you find time to join all these things but have no time to chat to ur long time pals sad ',\n 'NaomiER LesleyER BinkieER  SarahRoseteER are yall heading to South FL anytime soon ',\n 'My laptop wont read my The OC dvds ',\n 'awww poor little girl on britains got talent ',\n 'Just put fresh strings on les paul - snapped one while tuning it hmmm think i bent it when putting it on ',\n 'littlemunchkin I saw on 1 of ur tweets ur 22 It is so depressing im a whole 4 years older ',\n 'Been at work for 45 mins now and it seems like its been hours  fml',\n 'is swarmed with work ',\n 'I wanna see my favorite girlmust finish paper first ',\n 'mmmich i do but you are dum mot me sometimes ',\n 'pain  bad hunger  bad fatigue  bad all three  me right now ',\n 'making scary ivideos with ashlass gt studying for exams  Not looking forward to this one',\n 'I want to come up from the floor into a ring of fire ',\n 'was just on the phone with Aaron for over 2 hours OO Now I really miss him ',\n 'shavannarene no I wasnt a bridezillaI should of been though I planned the wedding all by myself ',\n 'requested providers tab implemented in BrightLogixwith some issues ',\n 'Empty plane  Luv it  I get the whole row to myself But forgot my drink coupons at home again  ',\n 'Touch of food poisoning tonight  Not sure what set it off',\n 'Twitter finally decided to let me back in Some days it just doesnt like me ',\n 'Okay Im starting to get hangry but I cant yet ',\n 'Link didnt quite work It    Look on the page for May 29th Motorcycle prank',\n 'The weather doesnt look conducive to a Princesses and Knights party in the garden - fingers crossed ',\n 'wants to learn how to ride a bike ',\n 'dsthestar1121 Lol Well its Sunday right Nice and chill tryna get well rested for the coming week cuz my weekend is almost over ',\n 'Long day in 100 degree New Orleans weather  Looking forward to the weekend Friday always seems to be the longest day of the week zzzzzz',\n 'is dealing with a tummy ache right now  - httptweetsg',\n 'tylergp tammyt23 I hope heyou are I could use the entertainment Come visit when you get home I miss you ',\n 'damn i have netball 2morrow  not late  night for me 2night D',\n 'I just saw a McDonalds commercial that told me quotYou so want a big macquot theyre right I do ',\n 'Puppy is asleep and Im actually tiredexcellent Screaming across the hallnot so much There is always something ',\n 'Offered a lifeguard job for the next 8 weeks but I cant do it I FUCKING HATE TESCO ',\n 'fountain1987 very sad will not be the same without you  please come back one day xx',\n 'SoulRebelSaf i am  and now all of your followers know i am fml',\n 'So sad that i am broke and everything is going on sale Shit i am becoming a shopaholic Why cant i shit money ',\n 'allergies are NOT cool ',\n 'bertiedav they still are hon ',\n 'aw man  I jst stubbed my toe on the bathroom door  frkin toenail bettr not fall off ',\n 'last day today ',\n 'MusicFanFirst dang you have a show in Chicago coming up Im mad Im gonna miss you AGAIN   One day though  ENjoy your stay here',\n 'aj cathy had gon  sad tkmes',\n 'took an afternoon nap with my little guy  3rd day in a row  Jared really needs it as he is a bit sick   And well I need it too ',\n 'Still in bed and dont want to do anything else University is callung too loud ',\n 'Ya mamma so fat told her i was watching MTV she said how u gonna watch meatloaf turkey and vegetables and not eat it ',\n 'OsoupieO  I once spent a whole summer laying awake for hours every night It sucks',\n 'is procrastinating BIG TIME and doenst wanna write this last paper ',\n 'Feeling worse then yesterday Not going to work Going back to sleep ',\n 'hookah time thanks  shaghayeghhh for the invite ',\n 'error505 welcome to my world ',\n 'i just had a dream that i was exploring some random place and ended up a prisoner and forced to be a waiter my asshole friends left me ',\n 'Just received the Income Tax bill ',\n 'Away to grandmas school was okay today apart from maths Beth hates maths ',\n ' I wanted to continue that convo Oh well',\n 'Rain rain go away come again another day ',\n 'sigh hit on harrrrd this morning at store and followed to parking lot  I need a huge stick-on wart for my forehead ',\n 'stephenfry Hurry back Norwich - the Tractor Boys will miss you ',\n 'Sckit not now you dope I found the most adorableist lol dog ever on here and now I cant find it ',\n 'hstuart3 Ugh  We all had that last week     Goes away quickly thankfully  Did you kick the hubs in the shins as he left',\n 'getting blood taken out  i hate needles',\n 'flagit crashes my mail app on Mac Feels like working on a PC again ',\n 'Im bummed that Ill be missing the Net2NOnakedpizza mashup tomorrow night ',\n 'Burnley score a penalty PNE  a long way to go',\n 'TruBty No Im ready to jump off the curb head first again Please help me do this by pushing me  and no Im not talkin bout ur wet twat',\n 'elizabethmendez when i just finished my bowl of samurai sams but im still hungry ',\n 'Some days problems come in a never ending line  Usually something good happens afterwards so one must not despair',\n 'paigecrawford  i know  i came back to my dads today  bummer ahh i miss youampkristi hahah i forgot the  thing the first time',\n 'Was pulling up to my house when I realized I was still in the TampC all loaded down gear ',\n 'katieinthehat Oh dear - your weekend not as wonderful  Norfolk',\n 'Bed waking up early for our travels home back to reality  I miss u already MB next year cant come fast enough Haha',\n 'Preparing my travel to Roubaix ',\n 'HappyCassie pats on shoulder ',\n 'gfalcone601 hahaha at least I tried Im trying to improve my creative skills as you can tell not going too well  BUT THAT RHYMED O',\n 'my cat is really sick ',\n 'prenvo like 1 max 2 seconds faster When opening an app Hardly noticeable to me  maybe you have spider senses and see things in slomo',\n 'quilaels Hope you feel better if you need anything just ask Side effects really suck  feel better lady lt3',\n 'First day of work in Pitt and I have no access to anything ',\n 'anticelebrity stop telling me you have tickets I cant go on Friday night ',\n 'Dang it  Missed opportunity someone already bought the tile ',\n 'Broke phone but had bril night last night feel the effects now tho  ',\n 'dads taking controll of the computer   ',\n 'longgggg day at work one of three ',\n 'A lot of plane crashes lately eh Being so far removed frm everythingeveryone familiar in those last minutes must be the worst thing ',\n 'ilaam Im going through Heroes withdrawal as well   Miss it a lot',\n 'enoelle1177 she is all grown up ',\n 'My 20 year old daughter Liz BADLY needs a summer job Any leads Not many places hiring ',\n 'Watching F1 Race Trullis already out ',\n 'heybrittanyjane aw bummer  where do you work',\n 'Wow this weather is killing me Saw on the news this morning 29 days rain 5 days sun  what a summer ',\n 'sh4dymills thankkkks ',\n 'hileryfaye i wanted to go to the reds game on my birthday still havnt been to a game ',\n 'DocHobbes Meh exams  sick  Never mind that whats with you ',\n 'anyone up for a chat  so bored MSN borgieelivecomau',\n 'liamadrid Aww Ate Lois   Bawiin mo na lang sa 18th birthday gt gt I bet it would be really fun gt',\n 'FrannyB omg i fuggin love true blood i knew thqat creole dude was the one tryna kill sookie i missed last week episode though ',\n 'im going to miss the first new eiposode of ugly betty because of prom  hahahaha',\n 'food is feeling ',\n 'Im ill  But Sims 3 arrived ',\n 'HATES the fact my pic is missing   I have no face',\n 'Is kris allens account really all fake ',\n 'DocPeterA I had a hard hot day    hope urs was better than mine',\n 'Worst lab meeting ever Period ',\n 'is a bit tired I blame the rain  httpplurkcompx2jc9',\n 'Trying to download music since nobody will burn me a cd ',\n 'Hulu Desktop httpwwwhulucomlabshulu-desktop  No Linux version  but atleast they have a Mac version',\n 'GeoffCumm My reply is no ',\n 'listening to bullet for my valentine massive headache ',\n 'According to ATampT I qualify for a quotstandard iPhone upgradequot on Dec 28 2009   attfail',\n 'Aaargh Apple wireless keyboard malfunctioning Noooo ',\n 'Chantaaalex how did you get so many followers  i want so many also',\n 'Writing the chapter 32 of quotKeep Believingquot my fanfic - hihihi and listening music thinking about to Francesco ',\n 'Whats up with all the  replies from donniewahlberg  The days of obnoxiously tweeting him are ova  sorryback then - no replies ',\n 'Im here at home Bored as hell ',\n 'I keep getting colder and colder by the minute seriously ',\n 'my dog just got a hair cut and now looks like a rat ',\n 'my head hurts and i feel really nauseated ',\n 'CarolineKent haha scooter god knows what else poor poor tshirt ',\n 'Waititng for the train to take us back into the city and catch our flight home Sad its time to already leave ',\n '1041pm Yes babe Do so I feel terrible Now Ill never get to dine at Mom Maws  Text me when you can I LOVE YOU 16',\n 'ScottRhodie What time is it and where I doubt it as I woke up at 4am this morning ',\n 'WormsAreFunny Awwwww wed miss chatting with you Wormsy   But you gotta do what you gotta do',\n 'MissJennyy ohh i cant drive because im young ',\n 'GingerCoy  That was mineIm sure ',\n 'Some hunter nicked my grey cable knit cardigan last night Was my favourite ',\n 'Not having a productive day at all ',\n 'honorsociety i like it and all butttt your not going to have it at the august 7th concert which hurts my feelers ',\n 'Darshea15 Am I my brother keeper my a   Nino killed my Gee Money   New Jack City',\n 'hairlessheart 23 in august OMG that makes me sound soooooo old ',\n 'I am going to get those pesky slugs they have eaten all my marigolds in a couple of hours  Grrr',\n 'sanastar had a great time Too short though Flying to zurich and work tonight ',\n 'Feelin poorly today ',\n 'aaronhowell httptwitpiccom7ketm - i had to look at this for awhile to see them  so sad ',\n 'angry that someone has hung a hannah montannah balloon on my washing lineand theres a spider in my wardrobe ',\n 'TinkerGem but then they arent exceptions for me though are they I wanna go to the pub ',\n 'waiting to find out is no fun   but i should be getting my hair cut so soon',\n 'Why does my child whinge so much ',\n 'I felt like a piece of shit Thanks ',\n 'jasonmesnick rumors are circulating that you and molly are breaking up is that true you two are perfect together ',\n 'Noooo Way too early to be up Were hoping to drive for 12 hours today We have some ground to make up  httpmylocmeGkb',\n 'is sad cause Shaun Smith amp Aiden Davis lost   It felt worst when Susan Boyle lost too NOOOOOOO SHAUN SMITHHH',\n 'starleigh2000 oh boy do i miss having her around ',\n 'I had a dream about Diddy last night It felt real We were together and he was a very good boyfriend to me I woke up and no jewels  lol',\n 'I forgotsted my water bottle in the car ',\n 'conniesu someone hit ur car not ur new carrrrr ',\n 'PeakedMtFarm Ill gladly trade you weather in the 90s for your cool rainy weather My plants are drooping ',\n 'starbucksapron we got an email from Igor but have to decline our logos ',\n 'home spending the day with my jungle babies before they leave ',\n 'countroshculla a works for me how fast is your download speed b Aww ',\n 'bon iver show in edinburgh cancelled  one very unhappy lynsey i got all excited ',\n 'MrPoofyPJPants  maths has been sucking annnnnd we gots an exam tomorrow',\n 'ShowbizCousin crap I forgot to wish u a happy anniversary yesterday had a busy long day ',\n 'car crash ',\n 'DanaBrunetti Oh my New people on the script market seem to be producersstudios biggest enemies Gosh Says a lot wo words ',\n ' because its far expensive and only a month before Im leaving to Japan I really cant afford it ',\n 'kenniwoo THAT WHOLE MOVIE WAS GOLD I wanna see it again I miss you too bb ',\n 'After a 6 month hiatus Im back to sporting diamond studs Moms making me play tennis with her friends ',\n 'I forgot to turn off my alarm ',\n 'Cant find friends and cant put a pic on from my I-touch--- not a good first impression from twitter ',\n 'catching some zzzzzs Church in the morning then nothing since I dont have a father ',\n 'tracecyrus httptwitpiccom7xor6 - wont work for me  LONDON SOON',\n 'i hate it now that everybody seems to love it  httpplurkcomp122zmk',\n 'is nervy about tommorrow and cant really be bothered  Greece was AMAZING however',\n 'darna1156 good luck with the plants i tried mine died i gave up ',\n 'My Head  It Burns  Bloody Bleach  The Thinqs Ie Do To Be Soo Blonde ',\n 'JoseJalapeno    Not happening Do you know how lame thatd beeee',\n 'jamesbuckley i hope ouve got your suncream on coz me and Amanda21crook got very burnt at the beach yesterday  x',\n 'Ok so my camera is out of battery ',\n 'yungboss89 getn ready for work  madd tiredd  lol',\n 'logsalina Laura and I went to see Charlie and we went to beach on the Wirral - so much fun Sunburnt back though  ouch',\n 'My aunt called me a man ',\n 'Making dinner for myself and my lonesome ',\n 'hasnt even gotten out of the parking lot yet and already misses his brother ',\n 'technotetris i get replies off shaun and andys personals but not bradies  all my bradie comments are from ss',\n 'I find it really hard to be mean No Im not a nice person I just really dont know how to be mean ',\n 'Wicked1 yup and I want to be in US or even Canada  had the opportunity couple years ago and didnt use it  stupid me ',\n 'Made an awesome taco dinner tonight Too bad my weekend is almost over ',\n 'OMG not feeling good Soooo dizzy  uuugh',\n 'Damn It i missed jay lenos last late night show  CBoo',\n 'rickbaker24 follow me please i only have 6 ',\n 'Bad hair day ',\n 'thehoosiersuk Awww Peanut  Hope hes okay Once my mums cat got attacked by another cat and that caused its death a few months later ',\n 'On my way back 2 Warren Ohio 4 my mothers funeral   Why these things have 2 happen Idk Idu Please continue 2 pray 4 us   Princess',\n ' couldnt go with ashley',\n 'work til 5 ',\n 'job searchingFYI Yahoo HOT JOBS suck  im never going to find a job ',\n 'illestnana me and my friend over here are disappointed we cant make it   ',\n 'they closed the library all thanks to that swine flu  Did I ever mention we have to report an hour earlier at the exam hall PFFFT',\n 'I have nothing to do today ',\n 'Feeling a bit more human but still not slept yet ',\n 'danmoranfx ya its getting closer but still not a done deal ',\n 'I dont think Logic wants me remixing songs tonight ',\n 'Pretty much impossible to find unsalted in-shell sunflower seeds  not even at Whole Foods',\n 'marjorielu MISS YOU TOO ',\n 'got yelled at cuz Apple sucks ',\n 'PinksTwitFans i staved my foot at beccas its all bruized ',\n 'SightBCC I want sims 3 ',\n 'Its my birthday and I still cant walk after my operation Im in a bit of pain  next birthday will have to be amazing',\n 'OCD worries extremely high today ',\n 'Got my diploma in the mail yesterday its not half as pretty or exciting as I had imagined ',\n 'Another migraine again today ',\n 'is tired of summer already ',\n 'Listening to feliciabarton s No One performance on AI again Wish there could be a studio version ',\n 'Is pouching on the couch Whinny from this fatasssss headache ',\n 'dont wanna go out cos i cant twitter about it stupid phone signal  but i need to get rid of this BOREDOM',\n 'After 5 years of ownership Ive finally beaten Spider-Man 2 for PS2 I want Web of Shadows ',\n 'Good Morning Twitter I think Im ill  Not good  Want to go home in my bed   sucksucksuck',\n 'Makinsey CAMP Have tons of fun for the both of us kay Since I cant go this year ',\n 'juliancruzzz Ewww  huge hug',\n 'goopmop i dont want you to go to india ',\n 'SaschaIllyvich i guess that means you didnt beta-read either of my stories huh ',\n 'it is revising eng lit and maths  x',\n 'I wish the paramore concert would get here already ',\n 'Suddenly lost all motivation ',\n 'PaddyMustTweet No  Does your twitter hate my twitter or something',\n 'Mangowe ',\n 'Feeling slightly worried I think I may have said something bad unintentionally ',\n 'mousebudden JOEY JBTV IS WAITING WHATS GOING ON IS IT CANCELLED ',\n 'My patso sister is asking for the new comp ',\n 'lisajennifer Sorry to hear about your friend ',\n 'BridgetteBanxxx awww your leavinqq ima miss yuu ',\n 'the trip was really great but i cant belive summers here ',\n 'Sabki Awww that is sad ',\n 'MariahCarey Im up 2 Just got off work at 320 And now Im home laying in bed and cant sleep ',\n 'Stucking at TongliaoNot Happy  ',\n 'canadamcflyfan Red Wing won  So disapointed for the Pens They might lose vs Detroit for 2nd years in a row Life is so unfair sometimes',\n 'iDorianEst89 Hell no I aint forget about my West Coast honey amp You better cry cause I aint even get no chicken soup Pouts ',\n 'hopes that my rock n roll trivia team Super Mario Speedwagon is kicking butt tonite mercylounge Sorry couldnt be there ',\n 'Not happy that you cannot update your iTouch with the new OS 30 via wireless connection ',\n 'Cravin some tiffanys in the worst way Why do I always wait til I get to work to crave things ',\n 'why do i have to wake up so early goddam 730 on my last day off  bummer',\n 'superstarlmr ah ok lol It doesnt start until 8am but cos Ticketmaster is so unreliable I have to get up earlier these days ',\n 'is feeling terribly sick right now ',\n 'It was a dark and gloomy night for sport tonight SA choked in the T20 semis and Italy lost 1-0 to Egypt ',\n 'need to find another jobdunno where tho   i hate job hunting its a chore zzz',\n 'Still suffering from a cold Im really starting to get tired of the coff and sniffle ',\n 'Ughh Im sorry ',\n 'I miss my stevie ',\n 'is sad my aim stalker oohmyG is going to bed  fml',\n 'cant sleep still freaked out about IHOP i didnt even get to kiss Justin goodnight ',\n 'MuscleNerd  what about the preliminary Jailbreak release becoz we are stuked unactivated phone dont need youtube but fone',\n 'Im out of here ',\n 'robrix interesting - Hybrid did two different mixes of the track but Disney didnt release them  httpbitlyxMiXT',\n 'wishing chris was home so he could take care of mestill dont feel good ',\n 'Good morning twitters How come our weekdays go so slow but weekends go so fast ',\n 'restthen materials ',\n 'Amandamb but they will all be for down london wont theyso thats no good for me ',\n 'Jayson out with a hot chick quotits the end of the world as we know itquot and Im home ',\n 'FML i cant loose another friend ',\n 'is trying to find my motivation I believe the rain washed it away I could never live in Forks even for an Edward ',\n 'USF43 im jealous i wanna be home ',\n 'Thinks it is so hard to get a good nights sleep with all this yelling Please make it stop ',\n 'joelgratcyk I could For one month probably then Id be broke  Thats really expensive',\n 'jasimmo boo you never share with me  Cant scroll back hun phone playing up X',\n 'Time is passing by too fast I cant wait but at the same time its too soon ',\n 'csutherland76 Wasnt the easter bunny - I ran him over a few years ago True story - I was even told he was holding a basket of eggs ',\n 'Ahh sorry for like 20 updates all at once  I got a new twitter application on my g1 and it was spazzin',\n 'Jamming by myself  wish someone else was here playing music with me  aw oh well xx',\n 'is so hungover ',\n 'the maths gcse shittty reviison begins ',\n 'just woke up from a nap feeling a little sinus-ey ',\n 'Is not feeling bright and cheery today ',\n 'Flight home cancelled Lamest thing ever ',\n 'OfficialAkaye Do u ever still see Craig Miss him on tour like mad ',\n 'my tan tattoo was a failure ',\n 'TheLastDoctor ohh  i thought the TARDIS was massive',\n 'not getting anywhere ',\n 'problem need to keep studying but brain is full and wants no part of anything ',\n 'I need an IPod with more GB ',\n 'benlawsonphoto youve missed me amp Mbromleyphoto out from the voting poll  Its coz were on the 2nd page of the pool now TOGether',\n 'missing youth group ',\n 'After all my efforts I have contracted his flu anyway Being sick  NOT cool ',\n 'kelmul Phew Crying alot Think its 1st time Im not put off babies by it 4got to get Lemsips at Tescos yest So stupid ',\n 'darthweef i feel for the video wall ',\n 'NO  Out of duct tape   ',\n 'Off to Big Lots w the SO to hunt for some bargains Feel a little bad but the wallet is pinched right now Cant shop local today ',\n 'HaleyAllTimeLow Ian left  Aw well whatever makes him happy lt3',\n 'and honu seemed to have forgotten something ',\n 'Ugh neighbors are having a super loud party WHY do i have to live in glendale ',\n '3rd bottle of Perrier todayAwwww Nate used to call it my quotChampagne Waterquot I miss him  he needs to work back in my dept',\n 'Is reluctantly taking her cat back to her original family Just not that right time ',\n 'molds13 OHIm sorry Are you okay hun  Just close your eyes itll be over soon',\n 'Wow Eurovision Song Contest winning song from Norway already number one on German Itunes Just listened to it again I dont like it ',\n 'damn people contain gluten so now i cant be a cannibal ',\n 'for some reason getting sad at how famous honor sociey is i remembr when id get daily comments from them not anymore ',\n 'I wanna see year one tonight ',\n 'Dear Leader drops charges against New Black Panthers Guess racism is okay as long as its the right kind ',\n 'Is at work thinking how much graveyard shift sux ',\n 'Custardcuppcake no muffs  left them in Canada',\n 'okneil thank u blogger is starting to annoy me It keeps messing my posts up ',\n 'ugh  im stuck i dont know what else to say in my valedictorian speech ',\n 'brothers having  a partyim sick and being ignored ',\n 'Youd think when i finally end school id be able to catch up on sleep I havent been able to sleep in  wah',\n 'Mah throat hurts ',\n 'I feel like crap  ',\n 'Just leaving Chicago Now comes the LONG ride home ',\n 'going out tonight and I have nothing to wear ',\n 'courtneyeryn Yeah so sick  It was like 3 bucks a can too ',\n 'Its 12 pmand Im fucking tired ',\n 'today was fun but now im bored ',\n 'ummm no it didnt work so i guess im stuck with this uglyonee ',\n 'AnkurGel Yes exactlyNobody was there to support him ',\n '10 Benefits of Rising Early and How to Do It  Zen Habits  httpbitlynwY2f   sono anni che ci provo cazz ',\n 'Never buy food from a restaurant that isnt busy at lunch Theres a reason why its not busy and its not cuz you got there early ',\n 'anindian true  ',\n 'not feeling to great ',\n 'I totally dreamed that i went to the cook outit was pretty real toothen i rolled over woke up and realized it was 240 ambummer ',\n 'Watching Bowling for Columbine And realised tomorrow happens to be exactly a decade since the day of the shooting ',\n 'oh i ate too much for dinner ',\n 'tom is first  were working so hard ',\n 'When will this nasty cold go away Ive never felt to wretched ',\n 'I just want to go home ',\n 'Still waiting for iPhone 30 argh ',\n 'LadyArubiana thats good to hear ive been good too I missed my buddy  yeah my bad what ya doin',\n 'Heading out now Still tired tho   Catch all later this eveningafternoon',\n 'StarrahPenzHitz bri bri  i think ur dopelike reallyur goin places kiddo lol that track sounded like a loop tho ',\n 'anngetty That sucks  When do you get another vacation Hardly seems fair',\n 'XLesseyX keeps leaving mee  why babe  sob lmao love you Les  ',\n 'Well the forums worked for like erm 15  mins ',\n 'So Whats New  I Died My Hair Last Niqht Im Not So Bleached Blonde  I Missed It Already ',\n 'alohadakine so now YOURE not answering ',\n 'MMSes are taking upwards of 5 minutes to send ',\n 'DEELAMI tis not funnyIm scared to go out now ',\n 'JudyObscure hangs head in shame  Sorry ',\n 'stephenfry One issue with it the touchscreen The UI was designed for fingers but the touchscreen is better suited to a stylus ',\n '   not at ALL happy',\n 'wants to watch PCD live ',\n 'kelseysilvagni hahaha our tweets were exactly the same for a while why didnt you  mention me  i could have missed that p',\n 'my tummy hurts  maybe i should have more cookies',\n 'Why is it whenever I take my truck to autodetails it rains  yeg   httptinyurlcommdlfrg',\n 'um you were suppose to call me  830 ',\n 'Dance time For the last time this year ',\n 'Kristal Thats understandable xD Tann me too ',\n 'Twitterific is misleading its neither terrific or much like web twitted ',\n 'I had tickets to go to the Paul McCartney concert in Las Vegas last nightbut I couldnt go    sad sad sad',\n 'what a difference a month makes ',\n 'chickacherish  Agreed Is bell doing the same thing that Telus is doing If so we will have to wait until January ',\n 'admiraldaala Im now  The local Gay bar in my home town no GayStormtrooper here ',\n 'quitsmokingdiary  5 Weeks tomorrow since giving up YAAAAAAYY               - I dont want to talk about it ',\n 'time to do some more revision ',\n 'They were looking for a class rep and tried to nominate me But I couldnt think of anything positive to say about our program  ',\n 'Very nearly asked JJ Abrams a question Sat four rows back Still reeling SIMON PEGG WAS RIGHT THERE AND SO WAS SYLAR Geek overload ',\n 'Just got up now time for work ',\n 'So Tired God I hate the new job and only two days in ',\n 'Am I shallow if I say that I wish I could find nail polish in the shades of green on all your icons yeah I know- thats why ppl hate us ',\n 'I miss Dollhouse ',\n 'errr yukky 2 degrees is forecast for 2moro morning ',\n 'off to school  the weather is way to nice for school',\n 'cimangss Why did it bring you to tears Awh ',\n 'i have no more strawberries  im sitting outside my bfs house in his driveway waiting for himughh why do boys move so slow',\n 'doesnt wanna close hairspray today ',\n 'Im sad to miss Baccalaureate Mass today ',\n 'the weather in kent is horrible ',\n 'This headache is killing me ',\n 'bekasaur i knoww i miss you too ',\n 'beafallenleaf Blessed Are The Forgetful BrendonSpencer fic Its really well written but not even a hopeful ending ',\n 'I have a tummyache ',\n 'God work again tommorow ',\n 'Struggling with math-Hoping this luv will work out ',\n 'on the plus sidedrat i cant think of anything ',\n 'So I really want cold pudding Its really hot in here and Im starving But my stepdads on the couch because of a petty drunk argument ',\n 'my followers seem to increase by like five then drop back down again theyre mostly all robots anyway boo ',\n 'OHH SHIIIT I just realizedPRIDE is NEXT weekend weeeeee too bad 98 of my Gay friends will be in Colorado ',\n 'says half of the day was good but the other way around wasnt  httpplurkcomp113luq',\n 'Another beautiful Canberra day Lucky I am stuck inside ',\n 'oh dearhelp ',\n 'RolandHyde and why you aint sign online ',\n 'ughh i scratched the roof of myy mouth ampamp it hurts  watchingg enough again lol',\n 'yaay swimming yaay badminton yaay owww fuck i hate sun burns ',\n 'hasnt really been watching the french open ',\n 'Thats 3 nights in a row ive seen the sun rise before i actually go to sleep and im still awake before noon ',\n 'Im a celebrity get me out of here ',\n 'hannahbonellu miss you too ',\n 'jamiegrandison what a bore im on now  lol ill speak to you tomorrow then smelly xx',\n 'Curses I hurt my knee again ',\n 'Tough talk wdad abt his inevitable divorce family courtcustody battles Signs that my BDSM quotlifestylequot might be brought against him ',\n 'Aimzzy Aaron jst told me he was offered free tix 2 go audio last concert nd sed no He sed he wud have took em if he knew we liked them ',\n 'Laurenw95 oh s i didnt get anythin  xxx',\n 'I cant seem to find KNPR I want Prairie Home Companion ',\n 'toreo Im sorry  ill share my hash rounds with you',\n 'Is sick tired and restlessa bit sad too I need more friends ',\n 'I am not doing okay I feel like my life is falling apart consider this my cry ',\n 'My moms not buyin ne grad pics ',\n 'startin 2 get home sick wish the studio was closer to queens ',\n 'Just 10 mins to go now my 25G iPhone is the first to be upgraded Caught on the 3G not having updated iTunes on my Macbook Pro  Doh',\n 'IamSpectacular Last min planning plus my mom called and told me I couldnt see yall this time  Im sorry',\n 'Just got off  the wrong station ',\n 'my webcam is being gaaaaaaaaaaay i wanna show cathy my outfit for tomorrow ',\n 'Sitting at home this Sunday morning taking care of my 2 littlest girlsthey are both sick   But I am going to sew for a while today',\n 'I just installed Tom Clancys  Ghost Recon After 15 minutes of exciting installation the system failed the gameit had no graphic card ',\n 'ILuvzGerardWay Oh no Oh no oh no oh no What kind of pop This could be serious ',\n 'looks like ill be goin to att 2day too       maybe ill leave with a new toy hmmm',\n 'erinwarde lol ya some girls car got broken into tonight  she seemed so sweet too i felt terrible for her',\n 'trying to open my eyeshopefully the coffee kicks in soon Another day of rainrun inside Homework first ',\n 'JessicaCabral I wish i worked at in n out ',\n 'shanicdesign no kiddingamp hes the minister   I blame his wife Card carrying member of the PTL club amp fan of glenn beckhannityetc',\n 'now remembers why solving a relatively big equation with two unknowns is a total pain in the butt ',\n 'DuncanMacGregor  Yes   Just a grotty cold with fever ',\n 'Dont want to play footy ',\n 'jordanknight nooo Jay dont leave us ',\n 'MRSpen15lvr you will be missed ',\n 'Having to come up with little rhymes to learn all 20 Acts and when they were Damn you women  xoxo',\n 'taylorswift13 HAHA aw man i love you haha ur so funny ha like u will actually see this   lt3 u even if u dont see this',\n 'Ugh school dont wanna go  but definitely not getting high during school EVER again That was a BAD idea',\n 'melissabarlow I love your kitty I wish she loved me back ',\n 'i wanna cry ',\n 'you know what i hope britney wins a teen choice award i mean i love the disney peeps but come on they win EVERY year  xxx',\n 'leddy2286 FinalFantasy is still downloading  suppose it doesnt help it  downloading with WiFi ',\n 'been working on my type project all day and im nowhere near finished ',\n 'ElsBels Yeh thanx just went to bed at 5am and was awake at 7am  Least im not at work or owt take it u are x',\n 'AgesTheGreat well then i guess we have to settle with this twitter thing ',\n 'Ravels  bye ravey You will be missed in San Jose and the rest of the bay area  ',\n 'I want to color But i dont have any good coloring books ',\n 'Stephscoo neither and there is NO way i can write a freakin essay  oh well',\n 'got her butt kicked by the LSAT practice test  Hopefully the real test tomorrow isnt as hard Ice creamTV then early to bed tonight',\n 'Sat at home Ill and bored ',\n 'Seems like Apples iPhone activation server cant cope with the high demand of iPhone users updating to 30 ',\n 'summerjane I tried to send you a facebook message but it wont send  I love you goodnight beautiful',\n 'bsneed23 oh what a day Lets see I lost my keys dug thru trash amp finally called a locksmith Having one of thoooose days ',\n 'is gonna cry tomorrow when  he gets him exam marks  im such a fail at life ',\n 'lol that is very true i hope youre in love with the person youre sharing a fan with on the couch lol if not then what is it worth  ',\n 'Arg Theyre playing maxiimo park musak in the shop Im in ',\n 'ordered pizza have to wait 45mins for it   no alcohol absorption for me just yet',\n ' Im hungry but I dont want to over draw Arbys sounds sooo good though',\n 'I have tweeted shmanders in so longggg I miss you ',\n 'RichOglesby it seems to be almost gone hard to tell whats a dust sneeze and whats a cold sneeze ',\n 'daniellebarrie phone isnt sending text being gay i got all yours though  better tell me hold it works tomorrow',\n 'iamjonathancook ps--johana95 amp I ARE DEFINATELY PLANNING to see you guys liveagain last time for me was prbly bamboozle left ',\n 'So when ECC calls and asks if one of your coworkers is at work today do you tell them yes I feel like a snitch ',\n 'plz let rgonza06 know he has to be txtn me too n not be so into the bball game ',\n 'anyone good with hostmonster my domains will NOT redirect to the right place ',\n 'ugh i dont want to start cleaning but the lady thats going to take our engagement photos is coming over soon ',\n 'Gross I know but this is my friends wee dead fishy  poor thing funerals tomorrow at six RIP httptwitpiccom6ru92',\n 'dazedp3nguin lucky i go into work at 215 today ',\n 'Kaliroll I miss my ringback tone  but I have that automatic vm lol',\n 'wish I could feel no pain 8  but its ok at least they like Brazil',\n 'elaineeec Awwwdont delete  ',\n ...]"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "y = df['sentiment']",
      "execution_count": 39,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "token = Tokenizer()\ntoken.fit_on_texts(text)",
      "execution_count": 40,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "token",
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 41,
          "data": {
            "text/plain": "<keras_preprocessing.text.Tokenizer at 0x177a490e788>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "vocab = token.index_word\nvocab",
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 59,
          "data": {
            "text/plain": "{1: 'i',\n 2: 'to',\n 3: 'the',\n 4: 'a',\n 5: 'my',\n 6: 'and',\n 7: 'you',\n 8: 'is',\n 9: 'it',\n 10: 'for',\n 11: 'in',\n 12: 'of',\n 13: 'im',\n 14: 'on',\n 15: 'me',\n 16: 'so',\n 17: 'that',\n 18: 'just',\n 19: 'have',\n 20: 'but',\n 21: 'with',\n 22: 'not',\n 23: 'be',\n 24: 'at',\n 25: 'its',\n 26: 'now',\n 27: 'was',\n 28: 'good',\n 29: 'are',\n 30: 'up',\n 31: 'day',\n 32: 'all',\n 33: 'this',\n 34: 'out',\n 35: 'get',\n 36: 'like',\n 37: 'no',\n 38: 'too',\n 39: 'go',\n 40: 'love',\n 41: 'do',\n 42: 'dont',\n 43: 'cant',\n 44: 'going',\n 45: 'got',\n 46: 'today',\n 47: 'lol',\n 48: 'back',\n 49: 'your',\n 50: 'work',\n 51: 'from',\n 52: 'what',\n 53: 'will',\n 54: 'time',\n 55: 'as',\n 56: 'see',\n 57: 'u',\n 58: 'know',\n 59: 'some',\n 60: 'about',\n 61: 'home',\n 62: 'last',\n 63: 'amp',\n 64: 'one',\n 65: 'well',\n 66: 'want',\n 67: 'when',\n 68: 'really',\n 69: 'had',\n 70: 'we',\n 71: 'am',\n 72: 'think',\n 73: 'they',\n 74: 'oh',\n 75: 'still',\n 76: 'how',\n 77: 'if',\n 78: 'new',\n 79: 'much',\n 80: 'more',\n 81: 'thanks',\n 82: 'miss',\n 83: 'here',\n 84: 'tomorrow',\n 85: 'then',\n 86: 'there',\n 87: '2',\n 88: 'night',\n 89: 'ill',\n 90: 'great',\n 91: 'off',\n 92: 'morning',\n 93: 'need',\n 94: 'been',\n 95: 'hope',\n 96: 'can',\n 97: 'feel',\n 98: 'an',\n 99: 'wish',\n 100: 'twitter',\n 101: 'by',\n 102: 'her',\n 103: 'bad',\n 104: 'thats',\n 105: 'sorry',\n 106: 'has',\n 107: 'haha',\n 108: 'happy',\n 109: 'getting',\n 110: 'why',\n 111: 'he',\n 112: 'did',\n 113: 'or',\n 114: 'fun',\n 115: 'very',\n 116: 'them',\n 117: 'sad',\n 118: 'again',\n 119: 'though',\n 120: 'didnt',\n 121: 'way',\n 122: 'sleep',\n 123: 'over',\n 124: 'ive',\n 125: 'week',\n 126: 'soon',\n 127: 'tonight',\n 128: 'only',\n 129: 'would',\n 130: 'were',\n 131: 'right',\n 132: 'nice',\n 133: 'make',\n 134: 'gonna',\n 135: 'she',\n 136: 'come',\n 137: 'wait',\n 138: 'school',\n 139: 'people',\n 140: 'yeah',\n 141: 'days',\n 142: 'should',\n 143: 'him',\n 144: 'ready',\n 145: 'watching',\n 146: 'yes',\n 147: 'hey',\n 148: 'could',\n 149: 'friends',\n 150: 'having',\n 151: 'better',\n 152: 'down',\n 153: 'weekend',\n 154: 'youre',\n 155: 'say',\n 156: 'hate',\n 157: 'next',\n 158: 'our',\n 159: 'done',\n 160: 'first',\n 161: 'coming',\n 162: 'thank',\n 163: 'looking',\n 164: 'little',\n 165: 'trying',\n 166: 'even',\n 167: 'wanna',\n 168: 'working',\n 169: 'bed',\n 170: 'hours',\n 171: 'feeling',\n 172: 'long',\n 173: 'please',\n 174: 'ur',\n 175: 'awesome',\n 176: 'tired',\n 177: 'best',\n 178: 'guys',\n 179: 'always',\n 180: 'watch',\n 181: 'pretty',\n 182: 'show',\n 183: 'any',\n 184: 'big',\n 185: 'after',\n 186: 'sick',\n 187: 'being',\n 188: 'excited',\n 189: 'take',\n 190: 'phone',\n 191: 'yay',\n 192: 'away',\n 193: 'because',\n 194: '3',\n 195: 'things',\n 196: 'never',\n 197: 'left',\n 198: 'went',\n 199: 'many',\n 200: 'another',\n 201: 'wont',\n 202: 'bit',\n 203: 'his',\n 204: '4',\n 205: 'already',\n 206: 'everyone',\n 207: 'where',\n 208: 'yet',\n 209: 'x',\n 210: 'doesnt',\n 211: 'thing',\n 212: 'man',\n 213: 'us',\n 214: 'who',\n 215: 'into',\n 216: 'something',\n 217: '1',\n 218: 'ever',\n 219: 'summer',\n 220: 'hot',\n 221: 'yesterday',\n 222: 'old',\n 223: 'weather',\n 224: 'n',\n 225: 'bored',\n 226: 'life',\n 227: 'look',\n 228: 'girl',\n 229: 'waiting',\n 230: 'house',\n 231: 'start',\n 232: 'rain',\n 233: 'looks',\n 234: 'keep',\n 235: 'while',\n 236: 'find',\n 237: 'early',\n 238: 'missed',\n 239: 'amazing',\n 240: 'nothing',\n 241: 'luck',\n 242: 'okay',\n 243: 'ok',\n 244: 'maybe',\n 245: 'makes',\n 246: 'hard',\n 247: 'sun',\n 248: 'birthday',\n 249: 'year',\n 250: 'doing',\n 251: 'cool',\n 252: 'tell',\n 253: 'sucks',\n 254: 'saw',\n 255: 'made',\n 256: 'hear',\n 257: 'sure',\n 258: 'shes',\n 259: 'beautiful',\n 260: 'use',\n 261: 'thought',\n 262: 'than',\n 263: 'omg',\n 264: 'id',\n 265: 'help',\n 266: 'before',\n 267: 'world',\n 268: 'finally',\n 269: 'making',\n 270: 'does',\n 271: 'news',\n 272: 'stuff',\n 273: 'lost',\n 274: 'later',\n 275: 'let',\n 276: 'sunday',\n 277: 'check',\n 278: 'someone',\n 279: 'damn',\n 280: 'tho',\n 281: 'other',\n 282: 'isnt',\n 283: 'those',\n 284: 'head',\n 285: 'job',\n 286: 'food',\n 287: 'wow',\n 288: 'movie',\n 289: 'ya',\n 290: 'stop',\n 291: 'hes',\n 292: 'around',\n 293: 'reply',\n 294: 'late',\n 295: 'try',\n 296: 'friend',\n 297: 'said',\n 298: 'wants',\n 299: 'baby',\n 300: 'true',\n 301: 'dinner',\n 302: 'ha',\n 303: 'live',\n 304: 'guess',\n 305: 'leave',\n 306: 'cold',\n 307: 'actually',\n 308: 'whole',\n 309: 'music',\n 310: 'such',\n 311: 'party',\n 312: 'follow',\n 313: 'read',\n 314: 'put',\n 315: 'whats',\n 316: 'same',\n 317: 'monday',\n 318: 'friday',\n 319: 'few',\n 320: 'also',\n 321: 'might',\n 322: 'outside',\n 323: 'aww',\n 324: 'lt3',\n 325: 'sitting',\n 326: 'havent',\n 327: 'these',\n 328: 'playing',\n 329: 'mean',\n 330: 'sweet',\n 331: 'poor',\n 332: 'until',\n 333: 'eating',\n 334: 'probably',\n 335: 'two',\n 336: 'ugh',\n 337: '10',\n 338: 'used',\n 339: 'may',\n 340: 'saturday',\n 341: 'enough',\n 342: 'hair',\n 343: 'theyre',\n 344: 'free',\n 345: 'iphone',\n 346: 'family',\n 347: 'cute',\n 348: 'hopefully',\n 349: 'god',\n 350: 'followers',\n 351: 'd',\n 352: 'hour',\n 353: 'wasnt',\n 354: 'play',\n 355: 'times',\n 356: '5',\n 357: 'mine',\n 358: 'sounds',\n 359: 'tweet',\n 360: 'hahaha',\n 361: 'else',\n 362: 'wanted',\n 363: 'theres',\n 364: 'shit',\n 365: 'glad',\n 366: 'weeks',\n 367: 'hi',\n 368: 'most',\n 369: 'song',\n 370: 'must',\n 371: 'myself',\n 372: 'busy',\n 373: 'found',\n 374: 'kids',\n 375: 'both',\n 376: 'since',\n 377: 'xx',\n 378: 'money',\n 379: 'funny',\n 380: 'lets',\n 381: 'full',\n 382: 'least',\n 383: 'anyone',\n 384: 'internet',\n 385: 'fuck',\n 386: 'far',\n 387: 'able',\n 388: 'call',\n 389: 'close',\n 390: 'ago',\n 391: 'pic',\n 392: 'real',\n 393: 'gone',\n 394: 'meet',\n 395: 'finished',\n 396: 'fan',\n 397: 'tweets',\n 398: 'listening',\n 399: 'buy',\n 400: 'almost',\n 401: 'give',\n 402: '12',\n 403: 'online',\n 404: 'mom',\n 405: 'quite',\n 406: 'office',\n 407: 'tv',\n 408: 'thinking',\n 409: 'forward',\n 410: 'called',\n 411: 'which',\n 412: 'needs',\n 413: 'stuck',\n 414: 'b',\n 415: 'end',\n 416: 'years',\n 417: 'dad',\n 418: 'either',\n 419: 'jealous',\n 420: 'place',\n 421: 'pics',\n 422: 'computer',\n 423: 'hurts',\n 424: 'took',\n 425: 'stupid',\n 426: 'til',\n 427: 'lot',\n 428: 'blog',\n 429: 'problem',\n 430: 'gotta',\n 431: 'game',\n 432: 'eat',\n 433: 'loved',\n 434: 'told',\n 435: 'lots',\n 436: 'book',\n 437: 'hell',\n 438: 'till',\n 439: 'everything',\n 440: 'anymore',\n 441: 'lovely',\n 442: 'kind',\n 443: 'car',\n 444: 'room',\n 445: 'half',\n 446: 'r',\n 447: 'break',\n 448: 'exams',\n 449: 'through',\n 450: 'exam',\n 451: 'seeing',\n 452: 'every',\n 453: 'welcome',\n 454: 'video',\n 455: 'happen',\n 456: 'boy',\n 457: 'bring',\n 458: 'trip',\n 459: 'feels',\n 460: 'missing',\n 461: 'knew',\n 462: 'gets',\n 463: 'ah',\n 464: 'drive',\n 465: 'brother',\n 466: 'lunch',\n 467: 'without',\n 468: 'own',\n 469: 'wrong',\n 470: 'top',\n 471: 'sound',\n 472: 'town',\n 473: 'youve',\n 474: 'face',\n 475: 'couldnt',\n 476: 'test',\n 477: 'run',\n 478: 'cry',\n 479: 'coffee',\n 480: 'officially',\n 481: 'once',\n 482: 'send',\n 483: 'xxx',\n 484: 'pizza',\n 485: 'their',\n 486: 'boo',\n 487: 'came',\n 488: 'headache',\n 489: 'wouldnt',\n 490: 'cuz',\n 491: 'breakfast',\n 492: 'star',\n 493: 'catch',\n 494: '30',\n 495: 'hang',\n 496: 'part',\n 497: 'totally',\n 498: 'leaving',\n 499: 'red',\n 500: 'enjoy',\n 501: 'london',\n 502: 'mothers',\n 503: 'sooo',\n 504: 'mind',\n 505: 'hit',\n 506: 'seems',\n 507: 'fast',\n 508: 'raining',\n 509: 'afternoon',\n 510: 'awww',\n 511: 'maths',\n 512: 'anything',\n 513: 'dog',\n 514: 'using',\n 515: 'beach',\n 516: 'bye',\n 517: 'heard',\n 518: 'less',\n 519: 'due',\n 520: 'open',\n 521: 'broke',\n 522: 'city',\n 523: 'line',\n 524: 'month',\n 525: 'minutes',\n 526: 'woke',\n 527: 'talk',\n 528: 'mileycyrus',\n 529: 'cake',\n 530: 'months',\n 531: '6',\n 532: 'shopping',\n 533: 'update',\n 534: 'felt',\n 535: 'together',\n 536: 'lmao',\n 537: 'picture',\n 538: 'btw',\n 539: 'hehe',\n 540: 'club',\n 541: 'works',\n 542: 'believe',\n 543: 'clothes',\n 544: 'sometimes',\n 545: 'bus',\n 546: 'ohh',\n 547: 'started',\n 548: 'says',\n 549: 'fail',\n 550: 'couple',\n 551: 'running',\n 552: 'asleep',\n 553: 'seen',\n 554: 'english',\n 555: 'yours',\n 556: 'water',\n 557: 'cat',\n 558: 'alone',\n 559: 'guy',\n 560: '7',\n 561: 'hmmm',\n 562: 'tickets',\n 563: 'idea',\n 564: 'understand',\n 565: 'taking',\n 566: 'tommcfly',\n 567: 'stay',\n 568: 'seem',\n 569: 'cannot',\n 570: 'dude',\n 571: 'heading',\n 572: 'o',\n 573: '20',\n 574: 'text',\n 575: 'cause',\n 576: 'person',\n 577: 'hurt',\n 578: 'enjoying',\n 579: 'especially',\n 580: 'followfriday',\n 581: 'change',\n 582: 'hoping',\n 583: 'words',\n 584: 'post',\n 585: 'happened',\n 586: 'girls',\n 587: 'pay',\n 588: 'fair',\n 589: 'pain',\n 590: 'sore',\n 591: 'word',\n 592: 'sunny',\n 593: 'talking',\n 594: 'story',\n 595: 'apparently',\n 596: 'following',\n 597: 'care',\n 598: 'download',\n 599: 'dear',\n 600: 'bought',\n 601: 'boys',\n 602: 'anyway',\n 603: 'w',\n 604: 'sister',\n 605: 'y',\n 606: 'crazy',\n 607: 'aint',\n 608: 'album',\n 609: 'ooh',\n 610: 'camp',\n 611: 'meeting',\n 612: 'share',\n 613: 'david',\n 614: 'remember',\n 615: 'walk',\n 616: 'forgot',\n 617: 'safe',\n 618: 'drink',\n 619: 'link',\n 620: 'write',\n 621: 'random',\n 622: 'seriously',\n 623: 's',\n 624: 'reason',\n 625: 'radio',\n 626: 'reading',\n 627: 'youll',\n 628: 'aw',\n 629: 'store',\n 630: 'three',\n 631: 'tom',\n 632: 'yall',\n 633: 'mac',\n 634: 'xoxo',\n 635: 'worst',\n 636: 'knows',\n 637: 'favorite',\n 638: 'awake',\n 639: '2day',\n 640: 'season',\n 641: 'lady',\n 642: 'comes',\n 643: 'rest',\n 644: 'drinking',\n 645: 'ones',\n 646: 'ate',\n 647: 'support',\n 648: 'died',\n 649: 'moms',\n 650: 'ride',\n 651: 'church',\n 652: 'facebook',\n 653: 'cut',\n 654: 'dream',\n 655: 'win',\n 656: 'mad',\n 657: 'watched',\n 658: 'bill',\n 659: 'slow',\n 660: 'lil',\n 661: 'ask',\n 662: 'mins',\n 663: 'starting',\n 664: 'fucking',\n 665: 'goes',\n 666: 'waking',\n 667: 'sa',\n 668: 'hannah',\n 669: 'soooo',\n 670: 'high',\n 671: 'updates',\n 672: 'ppl',\n 673: 'plus',\n 674: 'definitely',\n 675: 'shows',\n 676: 'list',\n 677: 'chocolate',\n 678: 'holiday',\n 679: 're',\n 680: 'interview',\n 681: 'shall',\n 682: 'hello',\n 683: 'pick',\n 684: '8',\n 685: 'myspace',\n 686: 'cos',\n 687: 'wake',\n 688: 'dogs',\n 689: 'moving',\n 690: 'warm',\n 691: 'huge',\n 692: 'nap',\n 693: 'eh',\n 694: 'l',\n 695: 'against',\n 696: 'super',\n 697: 'ipod',\n 698: 'finals',\n 699: 'hungry',\n 700: 'math',\n 701: 'bday',\n 702: 'arent',\n 703: 'uk',\n 704: 'burn',\n 705: 'fall',\n 706: 'killing',\n 707: 'listen',\n 708: 'final',\n 709: 'move',\n 710: 'happens',\n 711: 'xd',\n 712: 'along',\n 713: 'type',\n 714: 'la',\n 715: 'brothers',\n 716: 'hun',\n 717: 'episode',\n 718: 'chat',\n 719: 'studying',\n 720: '100',\n 721: 'visit',\n 722: 'gosh',\n 723: 'turn',\n 724: 'closer',\n 725: 'web',\n 726: 'means',\n 727: 'won',\n 728: 'via',\n 729: 'goodnight',\n 730: 'black',\n 731: 'gay',\n 732: 'revision',\n 733: 'em',\n 734: 'ps',\n 735: 'dead',\n 736: 'fine',\n 737: 'plans',\n 738: 'tuesday',\n 739: 'wine',\n 740: 'course',\n 741: 'site',\n 742: 'unfortunately',\n 743: 'closed',\n 744: 'suck',\n 745: 'babe',\n 746: 'doin',\n 747: 'spent',\n 748: 'writing',\n 749: 'spend',\n 750: 'idk',\n 751: 'under',\n 752: 'roll',\n 753: 'parents',\n 754: 'jay',\n 755: 'thinks',\n 756: 'evening',\n 757: 'low',\n 758: 'ahead',\n 759: 'sadly',\n 760: 'exciting',\n 761: 'mr',\n 762: 'park',\n 763: 'john',\n 764: 'space',\n 765: 'road',\n 766: 'youtube',\n 767: 'cheap',\n 768: 'throat',\n 769: 'shift',\n 770: 'broken',\n 771: 'decided',\n 772: 'loves',\n 773: 'saying',\n 774: 'apart',\n 775: 'boring',\n 776: 'page',\n 777: 't',\n 778: 'gym',\n 779: 'relaxing',\n 780: 'form',\n 781: 'messages',\n 782: 'moon',\n 783: 'shower',\n 784: 'learn',\n 785: 'vacation',\n 786: 'caught',\n 787: 'itll',\n 788: 'add',\n 789: 'side',\n 790: 'sold',\n 791: 'guitar',\n 792: 'fml',\n 793: 'paper',\n 794: 'fingers',\n 795: 'bout',\n 796: 'august',\n 797: 'perfect',\n 798: 'crap',\n 799: 'soo',\n 800: 'mention',\n 801: 'lose',\n 802: 'eyes',\n 803: 'cook',\n 804: 'worked',\n 805: 'p',\n 806: 'sat',\n 807: 'drunk',\n 808: 'inside',\n 809: 'hand',\n 810: 'graduation',\n 811: 'currently',\n 812: 'moment',\n 813: 'smell',\n 814: 'stomach',\n 815: 'meant',\n 816: 'light',\n 817: 'nite',\n 818: 'sleepy',\n 819: 'college',\n 820: 'vote',\n 821: 'website',\n 822: 'congrats',\n 823: 'dreams',\n 824: 'jus',\n 825: 'figure',\n 826: 'heart',\n 827: 'mcfly',\n 828: 'weekends',\n 829: 'account',\n 830: 'oooo',\n 831: 'realized',\n 832: 'nope',\n 833: 'during',\n 834: 'bummer',\n 835: 'others',\n 836: 'mail',\n 837: 'horrible',\n 838: '2nite',\n 839: 'e',\n 840: 'husband',\n 841: '11',\n 842: 'disney',\n 843: 'failed',\n 844: 'goin',\n 845: 'mtv',\n 846: 'finish',\n 847: 'number',\n 848: 'sleeping',\n 849: 'cancelled',\n 850: 'hanging',\n 851: 'afford',\n 852: 'woman',\n 853: 'kinda',\n 854: 'crying',\n 855: 'rainy',\n 856: 'clean',\n 857: 'exactly',\n 858: 'hotel',\n 859: 'sigh',\n 860: 'wtf',\n 861: 'st',\n 862: 'business',\n 863: 'study',\n 864: 'bike',\n 865: 'bbq',\n 866: 'sent',\n 867: 'speak',\n 868: 'kill',\n 869: 'intense',\n 870: 'tweeting',\n 871: 'body',\n 872: 'g',\n 873: 'chicago',\n 874: 'yep',\n 875: 'nose',\n 876: 'invite',\n 877: 'shoes',\n 878: 'tears',\n 879: 'boss',\n 880: 'movies',\n 881: 'tea',\n 882: 'tweetdeck',\n 883: 'garden',\n 884: 'san',\n 885: 'forget',\n 886: 'train',\n 887: 'comfy',\n 888: 'giving',\n 889: 'dads',\n 890: 'hella',\n 891: 'rob',\n 892: 'hates',\n 893: 'answer',\n 894: 'yo',\n 895: 'worried',\n 896: 'ahh',\n 897: 'quickly',\n 898: 'dance',\n 899: 'interesting',\n 900: 'alright',\n 901: 'gt',\n 902: 'row',\n 903: 'set',\n 904: '3rd',\n 905: 'fact',\n 906: 'version',\n 907: 'minute',\n 908: 'concert',\n 909: 'killed',\n 910: 'short',\n 911: 'boyfriend',\n 912: 'gave',\n 913: 'ima',\n 914: 'vs',\n 915: 'dark',\n 916: 'chris',\n 917: 'tour',\n 918: 'keeps',\n 919: 'scared',\n 920: 'cookies',\n 921: 'neither',\n 922: 'nd',\n 923: 'liked',\n 924: 'project',\n 925: 'message',\n 926: 'wee',\n 927: 'count',\n 928: 'spell',\n 929: 'mum',\n 930: 'front',\n 931: 'trek',\n 932: 'games',\n 933: 'wonder',\n 934: 'date',\n 935: 'sunshine',\n 936: 'shut',\n 937: 'pissed',\n 938: 'sis',\n 939: 'training',\n 940: 'absolutely',\n 941: 'hmm',\n 942: 'shots',\n 943: 'strong',\n 944: 'fixed',\n 945: 'bro',\n 946: 'jonasbrothers',\n 947: 'congratulations',\n 948: 'pass',\n 949: 'sexy',\n 950: 'name',\n 951: 'deep',\n 952: 'special',\n 953: 'rofl',\n 954: 'classic',\n 955: 'wash',\n 956: 'yawn',\n 957: 'practice',\n 958: 'shop',\n 959: 'matter',\n 960: 'comic',\n 961: 'problems',\n 962: 'fix',\n 963: 'group',\n 964: 'headed',\n 965: 'server',\n 966: 'worth',\n 967: 'past',\n 968: 'realize',\n 969: 'ugly',\n 970: 'sneak',\n 971: 'bird',\n 972: 'lazy',\n 973: 'canada',\n 974: 'football',\n 975: 'worse',\n 976: 'weve',\n 977: 'realised',\n 978: 'lakers',\n 979: 'air',\n 980: 'written',\n 981: 'yah',\n 982: 'order',\n 983: 'bottle',\n 984: 'books',\n 985: 'apple',\n 986: 'son',\n 987: 'alcohol',\n 988: 'legs',\n 989: 'disappointed',\n 990: 'wonderful',\n 991: 'allowed',\n 992: 'living',\n 993: 'bf',\n 994: 'mood',\n 995: 'staying',\n 996: 'save',\n 997: 'bunny',\n 998: 'heat',\n 999: 'ideas',\n 1000: 'near',\n ...}"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "vocab_size = len(vocab) + 1",
      "execution_count": 60,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "vocab_size",
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 62,
          "data": {
            "text/plain": "10339"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### ENCODE TEXT"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "encoded_text = token.texts_to_sequences(text)",
      "execution_count": 48,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "print(encoded_text)",
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": "[[2917, 1, 45, 4, 2918, 86, 163, 24, 5, 1394, 1841], [2919, 16, 57, 297, 682, 824, 87, 155, 9, 240, 361], [110, 8, 5, 1842, 540, 22, 11, 3, 1843], [2920, 1395, 15, 192, 36, 4, 338, 2921], [2922, 13, 179, 250, 195, 36, 17, 1, 72, 2923, 314, 3, 50, 215, 33, 64, 6, 133, 9, 2924, 20, 9, 196, 541, 34, 28, 241], [25, 22, 168], [433, 1147, 13, 176, 26, 20, 1, 43, 122], [2925, 2926, 2927, 269, 15, 478, 123, 6, 123, 118], [1148, 2928, 13, 16, 105], [2929, 1396, 135, 298, 9, 2, 455, 18, 55, 79, 55, 1397, 102, 404, 434, 15, 17, 1397, 106, 94, 2930, 102, 581, 2, 39, 14, 64], [43, 542, 2931, 186, 5, 331, 164, 299, 456, 13, 16, 117, 1, 95, 17, 291, 242], [362, 2, 955, 203, 543, 6, 169, 2932, 20, 3, 2933, 2934, 8, 381], [1, 156, 40, 544], [956, 28, 92, 163, 24, 1844, 46, 75, 165, 2, 825, 34, 3, 230, 211], [2935, 1, 156, 17, 13, 1149, 5, 2936, 10, 1845, 12, 957, 22, 166, 2937, 30, 2938, 1150], [2939, 1846, 2940, 270, 22, 2941, 3, 2942, 2943], [44, 2, 479, 958, 2, 35, 435, 12, 50, 159, 14, 5, 1151, 24, 382, 25, 1847], [2944, 2945, 187, 32, 2946, 6, 14, 6, 91, 68, 282, 216, 17, 383, 96, 1848, 4, 2947, 14, 2948, 5, 826, 2, 155], [1, 97, 68, 405, 186, 16, 2949, 69, 2, 2950, 436, 1398, 31, 6, 71, 1849, 11, 169, 582, 1, 42, 1152, 30, 1, 19, 4, 2951, 12, 9, 1, 72], [74, 2952, 44, 2, 478, 111, 68, 197, 1399, 20, 363, 2953, 2954, 87, 180, 9, 131, 26], [68, 362, 2, 39, 56, 827, 14, 1400, 339, 128, 2, 56, 1401, 20, 1, 43], [2955, 25, 300, 742, 20, 89, 23, 1850, 3, 437, 2956, 1851, 1852, 1, 43, 137], [2957, 628, 331, 211, 315, 3, 959, 21, 143], [198, 2, 3, 960, 629, 118, 37, 2958, 112, 35, 301, 24, 1853, 119], [2959, 384, 1153, 961, 46, 18, 2960, 30, 630, 170, 165, 2, 962, 1854], [2961, 9, 129, 683, 30, 583, 36, 1855, 385, 1402, 47, 6, 1, 148, 35, 215, 364, 10, 17, 47, 16, 1, 19, 2, 1856, 10, 828], [1154, 94, 2, 4, 963, 2962, 11, 199, 199, 199, 2963, 457, 14, 3, 2964, 2965], [14, 3, 2966, 545, 964, 2, 3, 1403, 128, 684, 1155, 458, 2967, 365, 1, 69, 59, 1404, 11, 3, 406], [2968, 546, 107, 1, 27, 1156, 59, 62, 88, 20, 73, 130, 743, 6, 124, 94, 145, 1857, 1858, 14, 407, 291, 503, 251], [2969, 217, 125, 106, 480, 547, 65, 13, 1405, 63, 188, 24, 3, 316, 54, 37, 122, 10, 15, 438, 157, 125, 33, 54, 292], [171, 105, 10, 32, 3, 1859, 6, 2970, 1406, 2, 1157, 11, 2971, 2972, 63, 2973, 2974, 46], [2975, 7, 120, 166, 293, 7, 148, 18, 260, 33, 829, 6, 2976, 3, 293, 113, 18, 2977, 584, 113, 52, 57, 112], [2978, 317, 408, 409, 2979, 11, 204, 366], [1158, 438, 631, 20, 85, 1159, 8, 14], [2980, 2981, 2982, 632, 29, 205, 1860, 152, 2, 49, 1407, 2983, 13, 75, 1860, 152, 2, 5, 2984], [2985, 302, 9, 339, 23, 38, 294, 101, 318, 2, 314, 9, 14, 1861, 77, 32, 541, 34, 38, 103, 70, 303, 38, 386, 192, 10, 4, 2986], [2987, 29, 7, 1160, 15, 52, 585, 1, 261, 73, 130, 16, 108], [53, 22, 23, 387, 2, 122, 1408, 127], [105, 206, 965, 2988, 68, 744, 13, 168, 14, 9, 2989], [1862, 830, 140, 111, 1863, 50, 46, 2990], [2991, 2992, 2993, 2994, 2995, 2996, 12, 17], [2997, 65, 213, 2998, 19, 2, 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          "name": "stdout"
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      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "max_length = 120",
      "execution_count": 51,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "X = pad_sequences(encoded_text, maxlen=max_length, padding='post')",
      "execution_count": 53,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "X",
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 54,
          "data": {
            "text/plain": "array([[ 2917,     1,    45, ...,     0,     0,     0],\n       [ 2919,    16,    57, ...,     0,     0,     0],\n       [  110,     8,     5, ...,     0,     0,     0],\n       ...,\n       [10334,    42,  1123, ...,     0,     0,     0],\n       [  163,    10,     4, ...,     0,     0,     0],\n       [   27,  1755,   101, ...,     0,     0,     0]])"
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    },
    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "X.shape",
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 55,
          "data": {
            "text/plain": "(4000, 120)"
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    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state = 42, test_size = 0.2, stratify = y)",
      "execution_count": 56,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### BUILD MODEL"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "vector_size = 300\n\nmodel = Sequential()\nmodel.add(Embedding(vocab_size, vector_size, input_length = max_length))\n\nmodel.add(Conv1D(64, 8, activation='relu'))\nmodel.add(MaxPooling1D(2))\nmodel.add(Dropout(0.5))\n\nmodel.add(Dense(32, activation='relu'))\nmodel.add(Dropout(0.5))\n\nmodel.add(Dense(16, activation='relu'))\nmodel.add(GlobalMaxPooling1D())\n\nmodel.add(Dense(1, activation='sigmoid'))",
      "execution_count": 66,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])",
      "execution_count": 69,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "%%time\nmodel.fit(X_train, y_train, epochs=5, validation_data= (X_test, y_test))",
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Epoch 1/5\n100/100 [==============================] - 12s 125ms/step - loss: -664.0876 - accuracy: 0.0053 - val_loss: -1743.0094 - val_accuracy: 0.0000e+00\nEpoch 2/5\n100/100 [==============================] - 12s 122ms/step - loss: -60073.2031 - accuracy: 0.0000e+00 - val_loss: -116761.2188 - val_accuracy: 0.0000e+00\nEpoch 3/5\n100/100 [==============================] - 12s 117ms/step - loss: -940860.0000 - accuracy: 0.0000e+00 - val_loss: -1336054.8750 - val_accuracy: 0.0000e+00\nEpoch 4/5\n100/100 [==============================] - 12s 120ms/step - loss: -6139574.0000 - accuracy: 0.0000e+00 - val_loss: -7081166.5000 - val_accuracy: 0.0000e+00\nEpoch 5/5\n100/100 [==============================] - 12s 121ms/step - loss: -25618808.0000 - accuracy: 0.0000e+00 - val_loss: -25439512.0000 - val_accuracy: 0.0000e+00\nWall time: 1min 4s\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 70,
          "data": {
            "text/plain": "<tensorflow.python.keras.callbacks.History at 0x177891a20c8>"
          },
          "metadata": {}
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      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "X_test.shape",
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 71,
          "data": {
            "text/plain": "(800, 120)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "def get_encoded(x):\n    x = token.texts_to_sequences(x)\n    x = pad_sequences(x, maxlen=max_length, padding='post')\n    \n    return x",
      "execution_count": 74,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "x = ['worst services ever. will not recommend']\nmodel.predict_classes(get_encoded(x))",
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "text": "WARNING:tensorflow:From <ipython-input-75-1d41c5d504cd>:2: Sequential.predict_classes (from tensorflow.python.keras.engine.sequential) is deprecated and will be removed after 2021-01-01.\nInstructions for updating:\nPlease use instead:* `np.argmax(model.predict(x), axis=-1)`,   if your model does multi-class classification   (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`,   if your model does binary classification   (e.g. if it uses a `sigmoid` last-layer activation).\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 75,
          "data": {
            "text/plain": "array([[1]])"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
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      "cell_type": "code",
      "source": "y.value_counts()",
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 79,
          "data": {
            "text/plain": "4    2000\n0    2000\nName: sentiment, dtype: int64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "y_train.value_counts()",
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 78,
          "data": {
            "text/plain": "4    1600\n0    1600\nName: sentiment, dtype: int64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "",
      "execution_count": null,
      "outputs": []
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