Custom_Sentiment_Analysis.ipynb

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        "import pandas as pd\n",
        "df=messages = pd.read_csv('SMSSpamCollection', sep='\\t',\n",
        "                           names=[\"label\", \"message\"])\n",
        "df.head()"
      ],
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          "output_type": "execute_result",
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              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>label</th>\n",
              "      <th>message</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ham</td>\n",
              "      <td>Go until jurong point, crazy.. Available only ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ham</td>\n",
              "      <td>Ok lar... Joking wif u oni...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>spam</td>\n",
              "      <td>Free entry in 2 a wkly comp to win FA Cup fina...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ham</td>\n",
              "      <td>U dun say so early hor... U c already then say...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ham</td>\n",
              "      <td>Nah I don't think he goes to usf, he lives aro...</td>\n",
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              "  label                                            message\n",
              "0   ham  Go until jurong point, crazy.. Available only ...\n",
              "1   ham                      Ok lar... Joking wif u oni...\n",
              "2  spam  Free entry in 2 a wkly comp to win FA Cup fina...\n",
              "3   ham  U dun say so early hor... U c already then say...\n",
              "4   ham  Nah I don't think he goes to usf, he lives aro..."
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          "data": {
            "text/plain": [
              "(5572, 2)"
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      "metadata": {
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      "source": [
        "X=list(df['message'])"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6bJRCocDrFvE"
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      "source": [
        "y=list(df['label'])"
      ],
      "execution_count": 6,
      "outputs": []
    },
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      "metadata": {
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              " 'spam',\n",
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              " 'ham',\n",
              " 'ham',\n",
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              " 'ham',\n",
              " 'spam',\n",
              " 'ham',\n",
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              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'spam',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " 'ham',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aZpBn3MtssZL"
      },
      "source": [
        "y=list(pd.get_dummies(y,drop_first=True)['spam'])"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dLFDWda0rIKw"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.20, random_state = 0)"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "al2HoNEjrMje",
        "outputId": "0de86426-dcdc-473b-8375-7be7fd14ef84"
      },
      "source": [
        ""
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[\"No I'm good for the movie, is it ok if I leave in an hourish?\",\n",
              " 'If you were/are free i can give. Otherwise nalla adi entey nattil kittum',\n",
              " 'Have you emigrated or something? Ok maybe 5.30 was a bit hopeful...',\n",
              " 'I just got home babe, are you still awake ?',\n",
              " 'Kay... Since we are out already ',\n",
              " \"Me i'm not workin. Once i get job...\",\n",
              " 'What he said is not the matter. My mind saying some other matter is there.',\n",
              " 'Oh yeah! And my diet just flew out the window',\n",
              " 'sorry, no, have got few things to do. may be in pub later.',\n",
              " 'Ill call you evening ill some ideas.',\n",
              " 'Dear i have reache room',\n",
              " 'Got it! It looks scrumptious... daddy wants to eat you all night long!',\n",
              " 'Badrith is only for chennai:)i will surely pick for us:)no competition for him.',\n",
              " 'In da car park ',\n",
              " 'Am okay. Will soon be over. All the best',\n",
              " \"Yar else i'll thk of all sorts of funny things.\",\n",
              " \"Yup. Izzit still raining heavily cos i'm in e mrt i can't c outside.\",\n",
              " 'I am on the way to ur home',\n",
              " \"That's ok. I popped in to ask bout something and she said you'd been in. Are you around tonght wen this girl comes?\",\n",
              " 'Talk to g and x about that',\n",
              " \"its cool but tyler had to take off so we're gonna buy for him and drop it off at his place later tonight. Our total order is a quarter, you got enough?\",\n",
              " 'From 5 to 2 only my work timing.',\n",
              " \"Yup i'm free...\",\n",
              " 'Maybe westshore or hyde park village, the place near my house?',\n",
              " 'Where are you ? You said you would be here when I woke ... :-(',\n",
              " \"No drama Pls.i have had enough from you and family while i am struggling in the hot sun in a strange place.No reason why there should be an ego of not going 'IF NOT INVITED' when actually its necessity to go.wait for very serious reppurcussions.\",\n",
              " 'Whats that coming over the hill..... Is it a monster! Hope you have a great day. Things r going fine here, busy though! ',\n",
              " 'There are many company. Tell me the language.',\n",
              " 'Honey, can you pls find out how much they sell Predicte in Nigeria. And how many times can it be used. Its very important to have a reply before monday',\n",
              " \"Aight, lemme know what's up\",\n",
              " 'Ok.ok ok..then..whats ur todays plan',\n",
              " 'get ready to moan and scream :)',\n",
              " \"Oh right, ok. I'll make sure that i do loads of work during the day!  got a really nasty cough today and is dry n shot so that should really help it!\",\n",
              " 'Had your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030',\n",
              " 'My house here e sky quite dark liao... If raining then got excuse not 2 run already rite... Hee...',\n",
              " 'I love working from home :)',\n",
              " 'U free on sat rite? U wan 2 watch infernal affairs wif me n darren n mayb xy?',\n",
              " 'Hello. No news on job, they are making me wait a fifth week! Yeah im up for some woozles and weasels... In exeter still, but be home about 3. ',\n",
              " 'Thanks for your subscription to Ringtone UK your mobile will be charged £5/month Please confirm by replying YES or NO. If you reply NO you will not be charged',\n",
              " \"Dunno cos i was v late n when i reach they inside already... But we ate spageddies lor... It's e gals who r laughing at me lor...\",\n",
              " 'You are gorgeous! keep those pix cumming :) thank you!',\n",
              " 'Did he say how fantastic I am by any chance, or anything need a bigger life lift as losing the will 2 live, do you think I would be the first person 2 die from N V Q? ',\n",
              " \"Yeah I think my usual guy's still passed out from last night, if you get ahold of anybody let me know and I'll throw down\",\n",
              " 'It‘s reassuring, in this crazy world.',\n",
              " 'You have won a Nokia 7250i. This is what you get when you win our FREE auction. To take part send Nokia to 86021 now. HG/Suite342/2Lands Row/W1JHL 16+',\n",
              " 'Almost there, see u in a sec',\n",
              " 'Oh unintentionally not bad timing. Great. Fingers  the trains play along! Will give fifteen min warning.',\n",
              " 'I have no idea where you are',\n",
              " 'Haf u eaten? Wat time u wan me 2 come?',\n",
              " 'Theyre doing it to lots of places. Only hospitals and medical places are safe.',\n",
              " \"Fuck babe ... I miss you already, you know ? Can't you let me send you some money towards your net ? I need you ... I want you ... I crave you ...\",\n",
              " 'happened here while you were adventuring',\n",
              " \"wow. You're right! I didn't mean to do that. I guess once i gave up on boston men and changed my search location to nyc, something changed. Cuz on my signin page it still says boston.\",\n",
              " 'Please call our customer service representative on FREEPHONE 0808 145 4742 between 9am-11pm as you have WON a guaranteed £1000 cash or £5000 prize!',\n",
              " \"Ü mean it's confirmed... I tot they juz say oni... Ok then... \",\n",
              " 'Not yet chikku..k, then wat abt tht guy did he stopped irritating or msging to u..',\n",
              " \"Horrible u eat macs eat until u forgot abt me already rite... U take so long 2 reply. I thk it's more toot than b4 so b prepared. Now wat shall i eat?\",\n",
              " 'Will do. Was exhausted on train this morning. Too much wine and pie. You sleep well too',\n",
              " 'Wa... U so efficient... Gee... Thanx...',\n",
              " 'No * am working on the ringing u thing but have whole houseful of screaming brats so * am pulling my hair out! Loving u',\n",
              " 'Am in gobi arts college',\n",
              " 'No prob. I will send to your email.',\n",
              " 'Great. So should i send you my account number.',\n",
              " 'Yeah, probably here for a while',\n",
              " 'A bit of Ur smile is my hppnss, a drop of Ur tear is my sorrow, a part of Ur heart is my life, a heart like mine wil care for U, forevr as my GOODFRIEND',\n",
              " \"So how are you really. What are you up to. How's the masters. And so on.\",\n",
              " 'Yup. Thk of u oso boring wat.',\n",
              " 'Happy birthday... May all ur dreams come true...',\n",
              " \"I'm going 4 lunch now wif my family then aft dat i go str 2 orchard lor.\",\n",
              " 'Me too baby! I promise to treat you well! I bet you will take good care of me...',\n",
              " 'Who u talking about?',\n",
              " \"Or maybe my fat fingers just press all these buttons and it doesn't know what to do.\",\n",
              " 'Me also da, i feel yesterday night  wait til 2day night dear.',\n",
              " 'Raji..pls do me a favour. Pls convey my Birthday wishes to Nimya. Pls. Today is her birthday.',\n",
              " 'Hey leave it. not a big deal:-) take care.',\n",
              " 'Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send GO to 86688 only 150p/msg. CC 08718720201 HG/Suite342/2Lands Row/W1J6HL',\n",
              " \"I need an 8th but I'm off campus atm, could I pick up in an hour or two?\",\n",
              " \"Oops I was in the shower when u called. Hey a parking garage collapsed at university hospital. See I'm not crazy. Stuff like that DOES happen.\",\n",
              " 'You need to get up. Now.',\n",
              " \", how's things? Just a quick question.\",\n",
              " 'Lol ... I knew that .... I saw him in the dollar store',\n",
              " 'Heart is empty without love.. Mind is empty without wisdom.. Eyes r empty without dreams &amp; Life is empty without frnds.. So Alwys Be In Touch. Good night &amp; sweet dreams',\n",
              " 'Ball is moving a lot.will spin in last :)so very difficult to bat:)',\n",
              " \"Yo, you gonna still be in stock tomorrow/today? I'm trying to get a dubsack\",\n",
              " 'Ok.ok ok..then..whats ur todays plan',\n",
              " 'Are you at work right now ?',\n",
              " 'Hows the champ just leaving glasgow!',\n",
              " 'Ill be at yours in about 3 mins but look out for me',\n",
              " 'What will we do in the shower, baby?',\n",
              " 'Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng musthu',\n",
              " 'Enjoy ur life. . Good night',\n",
              " 'Thanx but my birthday is over already.',\n",
              " 'Hey do you want anything to buy:)',\n",
              " 'Sitting in mu waiting for everyone to get out of my suite so I can take a shower',\n",
              " 'Oh:)as usual vijay film or its different?',\n",
              " \"She's borderline but yeah whatever.\",\n",
              " 'Hello! How r u? Im bored. Inever thought id get bored with the tv but I am. Tell me something exciting has happened there? Anything! =/',\n",
              " \"Come to mu, we're sorting out our narcotics situation\",\n",
              " 'Oh thanks a lot..i already bought 2 eggs ..',\n",
              " 'Ok i also wan 2 watch e 9 pm show...',\n",
              " \"Haha I heard that, text me when you're around\",\n",
              " 'God created gap btwn ur fingers so dat sum1 vry special will fill those gaps by holding ur hands.. Now plz dont ask y he created so much gap between legs !!!',\n",
              " 'R we going with the  &lt;#&gt;  bus?',\n",
              " ':-( sad puppy noise',\n",
              " 'Ok...',\n",
              " 'Babe !!!! I LOVE YOU !!!! *covers your face in kisses*',\n",
              " 'Now project pa. After that only i can come.',\n",
              " \"Yes, i'm small kid.. And boost is the secret of my energy..\",\n",
              " 'Yun ah.now ü wkg where?btw if ü go nus sc. Ü wana specialise in wad?',\n",
              " 'Love it! The girls at the office may wonder why you are smiling but sore...',\n",
              " 'Derp. Which is worse, a dude who always wants to party or a dude who files a complaint about the three drug abusers he lives with',\n",
              " 'Yup',\n",
              " \"Me sef dey laugh you. Meanwhile how's my darling anjie!\",\n",
              " 'Send me your id and password',\n",
              " 'Uncle Abbey! Happy New Year. Abiola',\n",
              " \"By march ending, i should be ready. But will call you for sure. The problem is that my capital never complete. How far with you. How's work and the ladies\",\n",
              " 'But i have to. I like to have love and arrange.',\n",
              " 'A Boy loved a gal. He propsd bt she didnt mind. He gv lv lttrs, Bt her frnds threw thm. Again d boy decided 2 aproach d gal , dt time a truck was speeding towards d gal. Wn it was about 2 hit d girl,d boy ran like hell n saved her. She asked \\'hw cn u run so fast?\\' D boy replied \"Boost is d secret of my energy\" n instantly d girl shouted \"our energy\" n Thy lived happily 2gthr drinking boost evrydy Moral of d story:- I hv free msgs:D;): gud ni8',\n",
              " 'Have a nice day my dear.',\n",
              " 'I come n pick ü up... Come out immediately aft ur lesson...',\n",
              " ':) ',\n",
              " 'Blank is Blank. But wat is blank? Lol',\n",
              " 'HELLO U.CALL WEN U FINISH WRK.I FANCY MEETIN UP WIV U ALL TONITE AS I NEED A BREAK FROM DABOOKS. DID 4 HRS LAST NITE+2 TODAY OF WRK!',\n",
              " 'Its not that time of the month nor mid of the time?',\n",
              " 'Onum ela pa. Normal than.',\n",
              " 'Aight ill get on fb in a couple minutes',\n",
              " 'No wonder... Cos i dun rem seeing a silver car... But i thk i saw a black one...',\n",
              " 'I love you. You set my soul on fire. It is not just a spark. But it is a flame. A big rawring flame. XoXo',\n",
              " 'Got hella gas money, want to go on a grand nature adventure with galileo in a little bit?',\n",
              " 'Oh... Okie lor...We go on sat... ',\n",
              " \"Babe, I'm back ... Come back to me ...\",\n",
              " 'Wat time ü wan today?',\n",
              " 'Ok.',\n",
              " 'Had your mobile 11 months or more? U R entitled to Update to the latest colour mobiles with camera for Free! Call The Mobile Update Co FREE on 08002986030',\n",
              " 'Exactly. Anyways how far. Is jide her to study or just visiting',\n",
              " 'Hui xin is in da lib.',\n",
              " 'Jamster! To get your free wallpaper text HEART to 88888 now! T&C apply. 16 only. Need Help? Call 08701213186.',\n",
              " 'What time you coming down later? ',\n",
              " \"Did either of you have any idea's? Do you know of anyplaces doing something?\",\n",
              " 'Hello my boytoy ... Geeee I miss you already and I just woke up. I wish you were here in bed with me, cuddling me. I love you ...',\n",
              " \"Boo I'm on my way to my moms. She's making tortilla soup. Yummmm\",\n",
              " 'I can make lasagna for you... vodka...',\n",
              " 'Not heard from U4 a while. Call me now am here all night with just my knickers on. Make me beg for it like U did last time 01223585236 XX Luv Nikiyu4.net',\n",
              " 'But pls dont play in others life.',\n",
              " 'Hey happy birthday...',\n",
              " 'Goodmorning, today i am late for 1hr.',\n",
              " 'Sorry dude. Dont know how i forgot. Even after Dan reminded me. Sorry. Hope you guys had fun.',\n",
              " 'Yup i thk they r e teacher said that will make my face look longer. Darren ask me not 2 cut too short.',\n",
              " 'See the forwarding message for proof',\n",
              " 'Message:some text missing* Sender:Name Missing* *Number Missing *Sent:Date missing *Missing U a lot thats y everything is missing sent via fullonsms.com',\n",
              " 'Gudnite....tc...practice going on',\n",
              " 'I get out of class in bsn in like  &lt;#&gt;  minutes, you know where advising is?',\n",
              " 'I love to give massages. I use lots of baby oil... What is your fave position?',\n",
              " \"That's fine, I'll bitch at you about it later then\",\n",
              " \"FREE NOKIA Or Motorola with upto 12mths 1/2price linerental, 500 FREE x-net mins&100txt/mth FREE B'tooth*. Call Mobileupd8 on 08001950382 or call 2optout/D3WV\",\n",
              " 'Oic... Then better quickly go bathe n settle down...',\n",
              " \"Book which lesson? then you msg me... I will call up after work or sth... I'm going to get specs. My membership is PX3748\",\n",
              " \"Hey what's up charles sorry about the late reply.\",\n",
              " 'Wat makes some people dearer is not just de happiness dat u feel when u meet them but de pain u feel when u miss dem!!!',\n",
              " 'Wat makes some people dearer is not just de happiness dat u feel when u meet them but de pain u feel when u miss dem!!!',\n",
              " 'Goodmorning, today i am late for 2hrs. Because of back pain.',\n",
              " \"Yeah jay's sort of a fucking retard\",\n",
              " 'I will come with karnan car. Please wait till 6pm will directly goto doctor.',\n",
              " 'Congrats ! Treat pending.i am not on mail for 2 days.will mail once thru.Respect mother at home.check mails.',\n",
              " 'Yes. I come to nyc for audiitions and am trying to relocate.',\n",
              " 'Are you staying in town ?',\n",
              " 'Okie...',\n",
              " 'Sometimes Heart Remembrs someone Very much... Forgets someone soon... Bcoz Heart will not like everyone. But liked ones will be Remembered Everytime... BSLVYL',\n",
              " 'Not getting anywhere with this damn job hunting over here!',\n",
              " 'Men always needs a beautiful, intelligent, caring, loving, adjustable, cooperative wife. But the law allows only one wife....',\n",
              " 'To the wonderful Okors, have a great month. We cherish you guys and wish you well each day. MojiBiola',\n",
              " 'SIX chances to win CASH! From 100 to 20,000 pounds txt> CSH11 and send to 87575. Cost 150p/day, 6days, 16+ TsandCs apply Reply HL 4 info',\n",
              " \"Yeah you should. I think you can use your gt atm now to register. Not sure but if there's anyway i can help let me know. But when you do be sure you are ready.\",\n",
              " \"The world's most happiest frnds never have the same characters... Dey just have the best understanding of their differences...\",\n",
              " \"Pls what's the full name of joke's school cos fees in university of florida seem to actually be  &lt;#&gt; k. Pls holla back\",\n",
              " 'Tell your friends what you plan to do on Valentines day @ &lt;URL&gt;',\n",
              " 'Juz now havent woke up so a bit blur blur... Can? Dad went out liao... I cant cum now oso...',\n",
              " '* Was thinking about chuckin ur red green n black trainners 2 save carryin them bac on train',\n",
              " 'So you think i should actually talk to him? Not call his boss in the morning? I went to this place last year and he told me where i could go and get my car fixed cheaper. He kept telling me today how much he hoped i would come back in, how he always regretted not getting my number, etc.',\n",
              " 'Dude how do you like the buff wind.',\n",
              " 'No calls..messages..missed calls',\n",
              " 'Sexy Singles are waiting for you! Text your AGE followed by your GENDER as wither M or F E.G.23F. For gay men text your AGE followed by a G. e.g.23G.',\n",
              " \"Yes I started to send requests to make it but pain came back so I'm back in bed. Double coins at the factory too. I gotta cash in all my nitros.\",\n",
              " 'Life style garments account no please.',\n",
              " 'FreeMsg>FAV XMAS TONES!Reply REAL',\n",
              " \"K, can I pick up another 8th when you're done?\",\n",
              " 'We tried to call you re your reply to our sms for a video mobile 750 mins UNLIMITED TEXT + free camcorder Reply of call 08000930705 Now',\n",
              " \"BABE !!! I miiiiiiissssssssss you ! I need you !!! I crave you !!! :-( ... Geeee ... I'm so sad without you babe ... I love you ...\",\n",
              " 'S but not able to sleep.',\n",
              " 'we tried to contact you re your response to our offer of a new nokia fone and camcorder hit reply or call 08000930705 for delivery',\n",
              " 'Also andros ice etc etc',\n",
              " 'How much it will cost approx . Per month.',\n",
              " 'Purity of friendship between two is not about smiling after reading the forwarded message..Its about smiling just by seeing the name. Gud evng musthu',\n",
              " 'May b approve panalam...but it should have more posts..',\n",
              " 'Hurt me... Tease me... Make me cry... But in the end of my life when i die plz keep one rose on my grave and say STUPID I MISS U.. HAVE A NICE DAY BSLVYL',\n",
              " 'S:)s.nervous  &lt;#&gt; :)',\n",
              " 'Ok can...',\n",
              " 'K:)k..its good:)when are you going?',\n",
              " 'Yes i thought so. Thanks.',\n",
              " 'New car and house for my parents.:)i have only new job in hand:)',\n",
              " \"Sorry, I'll call later\",\n",
              " \"Ok no prob... I'll come after lunch then...\",\n",
              " 'Yo guess what I just dropped',\n",
              " 'Someone U know has asked our dating service 2 contact you! Cant Guess who? CALL 09058091854 NOW all will be revealed. PO BOX385 M6 6WU',\n",
              " 'Ok. Not much to do here though. H&M Friday, cant wait. Dunno wot the hell im gonna do for another 3 weeks! Become a slob- oh wait, already done that! ',\n",
              " 'I want to sent  &lt;#&gt; mesages today. Thats y. Sorry if i hurts',\n",
              " 'Sir, i am waiting for your call.',\n",
              " 'WHORE YOU ARE UNBELIEVABLE.',\n",
              " 'Thanks for your ringtone order, reference number X29. Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989180',\n",
              " 'In sch but neva mind u eat 1st lor..',\n",
              " 'Please protect yourself from e-threats. SIB never asks for sensitive information like Passwords,ATM/SMS PIN thru email. Never share your password with anybody.',\n",
              " \"No you'll just get a headache trying to figure it out. U can trust me to do the math. I promise. O:-)\",\n",
              " 'Oh great. I.ll disturb him more so that we can talk.',\n",
              " 'Get ready for  &lt;#&gt;  inches of pleasure...',\n",
              " 'Beauty sleep can help ur pimples too.',\n",
              " 'Omg how did u know what I ate?',\n",
              " 'Watching tv now. I got new job :)',\n",
              " 'Went to pay rent. So i had to go to the bank to authorise the payment.',\n",
              " \"Thanks honey but still haven't heard anything I will leave it a bit longer so not 2 crowd him and will try later - great advice thanks hope cardiff is still there!\",\n",
              " 'Hey no I ad a crap nite was borin without ya 2 boggy with me u boring biatch! Thanx but u wait til nxt time il ave ya ',\n",
              " 'Miss call miss call khelate kintu opponenter miss call dhorte lage. Thats d rule. One with great phone receiving quality wins.',\n",
              " ' &lt;#&gt;  in mca. But not conform.',\n",
              " 'Someone U know has asked our dating service 2 contact you! Cant Guess who? CALL 09058091854 NOW all will be revealed. PO BOX385 M6 6WU',\n",
              " \"Want 2 get laid tonight? Want real Dogging locations sent direct 2 ur mob? Join the UK's largest Dogging Network bt Txting GRAVEL to 69888! Nt. ec2a. 31p.msg@150p\",\n",
              " \"Aah bless! How's your arm?\",\n",
              " 'Hey i will be late ah... Meet you at 945+',\n",
              " 'U WILL SWITCH YOUR FONE ON DAMMIT!!',\n",
              " 'K:)all the best:)congrats...',\n",
              " \"Sounds like a plan! Cardiff is still here and still cold! I'm sitting on the radiator!\",\n",
              " 'I will be outside office take all from there',\n",
              " 'You will be in the place of that man',\n",
              " 'Dude just saw a parked car with its sunroof popped up. Sux',\n",
              " 'Do u still have plumbers tape and a wrench we could borrow?',\n",
              " '1st wk FREE! Gr8 tones str8 2 u each wk. Txt NOKIA ON to 8007 for Classic Nokia tones or HIT ON to 8007 for Polys. Nokia/150p Poly/200p 16+',\n",
              " 'Dear umma she called me now :-)',\n",
              " 'Dont think you need yellow card for uk travel. Ask someone that has gone before. If you do its just  &lt;#&gt; bucks',\n",
              " 'Oh is it! Which brand?',\n",
              " 'K so am I, how much for an 8th? Fifty?',\n",
              " \"Yeah there's barely enough room for the two of us, x has too many fucking shoes. Sorry man, see you later\",\n",
              " 'ROMCAPspam Everyone around should be responding well to your presence since you are so warm and outgoing. You are bringing in a real breath of sunshine.',\n",
              " '3. You have received your mobile content. Enjoy',\n",
              " 'And how you will do that, princess? :)',\n",
              " \"It's ok i wun b angry. Msg u aft i come home tonight.\",\n",
              " 'Ya:)going for restaurant..',\n",
              " 'Ya had just now.onion roast.',\n",
              " \"I thought i'd get him a watch, just cos thats the kind of thing u get4an18th. And he loves so much!\",\n",
              " 'Try neva mate!!',\n",
              " 'Hi. Happy New Year. I dont mean to intrude but can you pls let me know how much tuition you paid last semester and how much this semester is. Thanks',\n",
              " '7 lor... Change 2 suntec... Wat time u coming?',\n",
              " 'tap & spile at seven. * Is that pub on gas st off broad st by canal. Ok?',\n",
              " 'Sorry da thangam, very very sorry i am held up with prasad.',\n",
              " 'Both :) i shoot big loads so get ready!',\n",
              " 'Nope... Juz off from work...',\n",
              " 'Pls accept me for one day. Or am begging you change the number.',\n",
              " 'Did you get any gift? This year i didnt get anything. So bad',\n",
              " \"Hey babe, sorry i didn't get sooner. Gary can come and fix it cause he thinks he knows what it is but he doesn't go as far a Ptbo and he says it will cost  &lt;#&gt;  bucks. I don't know if it might be cheaper to find someone there ? We don't have any second hand machines at all right now, let me know what you want to do babe\",\n",
              " 'Thanks for your ringtone order, reference number X49.Your mobile will be charged 4.50. Should your tone not arrive please call customer services 09065989182',\n",
              " 'Babe: U want me dont u baby! Im nasty and have a thing 4 filthyguys. Fancy a rude time with a sexy bitch. How about we go slo n hard! Txt XXX SLO(4msgs)',\n",
              " \"Sorry vikky, i'm Watching olave mandara movie kano in trishul theatre wit my frnds..\",\n",
              " 'Its a site to simulate the test. It just gives you very tough questions to test your readiness.',\n",
              " 'Im on gloucesterroad what are uup to later?',\n",
              " 'Nah im goin 2 the wrks with j wot bout u?',\n",
              " 'It vl bcum more difficult..',\n",
              " 'I av a new number,  . Wil u only use this one,ta.',\n",
              " 'DO NOT B LATE LOVE MUM',\n",
              " 'Been running but only managed 5 minutes and then needed oxygen! Might have to resort to the roller option!',\n",
              " 'I cant pick the phone right now. Pls send a message',\n",
              " 'Yup i shd haf ard 10 pages if i add figures... Ü all got how many pages?',\n",
              " 'Do u konw waht is rael FRIENDSHIP Im gving yuo an exmpel: Jsut ese tihs msg.. Evrey splleing of tihs msg is wrnog.. Bt sitll yuo can raed it wihtuot ayn mitsake.. GOODNIGHT &amp; HAVE A NICE SLEEP..SWEET DREAMS..',\n",
              " ' came to look at the flat, seems ok, in his 50s? * Is away alot wiv work. Got woman coming at 6.30 too.',\n",
              " \"I'm done. I'm sorry. I hope your next space gives you everything you want. Remember all the furniture is yours. If i'm not around when you move it, just lock all the locks and leave the key with jenne.\",\n",
              " \"Hi di is yijue we're meeting at 7 pm at esaplanade tonight.\",\n",
              " 'This pay is  &lt;DECIMAL&gt;  lakhs:)',\n",
              " 'No. On the way home. So if not for the long dry spell the season would have been over',\n",
              " 'Thanks for your ringtone order, ref number R836. Your mobile will be charged £4.50. Should your tone not arrive please call customer services on 09065069154',\n",
              " 'Sorry! U can not unsubscribe yet. THE MOB offer package has a min term of 54 weeks> pls resubmit request after expiry. Reply THEMOB HELP 4 more info',\n",
              " \"Am I the only one who doesn't stalk profiles?\",\n",
              " 'The whole car appreciated the last two! Dad and are having a map reading semi argument but apart from that things are going ok. P.',\n",
              " 'Its going good...no problem..but still need little experience to understand american customer voice...',\n",
              " 'U have a secret admirer. REVEAL who thinks U R So special. Call 09065174042. To opt out Reply REVEAL STOP. 1.50 per msg recd. Cust care 07821230901',\n",
              " 'Ok...',\n",
              " \"Huh... Hyde park not in mel ah, opps, got confused... Anyway, if tt's e best choice den we juz have to take it...\",\n",
              " 'Just hopeing that wasn‘t too pissed up to remember and has gone off to his sisters or something!',\n",
              " 'accordingly. I repeat, just text the word ok on your mobile phone and send',\n",
              " \"Wat's da model num of ur phone?\",\n",
              " \"Sorry, I'll call later\",\n",
              " 'No worries, hope photo shoot went well. have a spiffing fun at workage. ',\n",
              " 'Its a part of checking IQ',\n",
              " \"Sorry, I'll call later\",\n",
              " 'No. 1 Nokia Tone 4 ur mob every week! Just txt NOK to 87021. 1st Tone FREE ! so get txtin now and tell ur friends. 150p/tone. 16 reply HL 4info',\n",
              " \"Hi i won't b ard 4 christmas. But do enjoy n merry x'mas.\",\n",
              " 'Tmr then ü brin lar... Aiya later i come n c lar... Mayb ü neva set properly ü got da help sheet wif ü...',\n",
              " \"Lol its ok I didn't remember til last nite\",\n",
              " \"Well imma definitely need to restock before thanksgiving, I'll let you know when I'm out\",\n",
              " \"The guy did some bitching but I acted like i'd be interested in buying something else next week and he gave it to us for free\",\n",
              " \"I've reached sch already...\",\n",
              " \"I'll let you know when it kicks in\",\n",
              " 'Hurry home. Soup is DONE!',\n",
              " \"Hi this is yijue... It's regarding the 3230 textbook it's intro to algorithms second edition... I'm selling it for $50...\",\n",
              " 'Nope. Meanwhile she talk say make i greet you.',\n",
              " 'He telling not to tell any one. If so treat for me hi hi hi',\n",
              " 'No no:)this is kallis home ground.amla home town is durban:)',\n",
              " 'Well done and ! luv ya all ',\n",
              " 'Was the actual exam harder than NBME',\n",
              " 'Its posible dnt live in  &lt;#&gt; century cm frwd n thnk different',\n",
              " 'Wah lucky man... Then can save money... Hee...',\n",
              " 'How come i din c ü... Yup i cut my hair...',\n",
              " 'Cab is available.they pick up and drop at door steps.',\n",
              " 'I think I‘m waiting for the same bus! Inform me when you get there, if you ever get there.',\n",
              " 'Ya i knw u vl giv..its ok thanks kano..anyway enjoy wit ur family wit 1st salary..:-);-)',\n",
              " \"Thank you so much. When we skyped wit kz and sura, we didnt get the pleasure of your company. Hope you are good. We've given you ultimatum oh! We are countin down to aburo. Enjoy! This is the message i sent days ago\",\n",
              " 'Ok. Me watching tv too.',\n",
              " \"Sorry, I'll call later in meeting.\",\n",
              " 'So the sun is anti sleep medicine.',\n",
              " 'Where in abj are you serving. Are you staying with dad or alone.',\n",
              " 'Customer service announcement. We recently tried to make a delivery to you but were unable to do so, please call 07090298926 to re-schedule. Ref:9307622',\n",
              " \"Too late. I said i have the website. I didn't i have or dont have the slippers\",\n",
              " 'PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08718738002 Identifier Code: 48922 Expires 21/11/04',\n",
              " 'XMAS Prize draws! We are trying to contact U. Todays draw shows that you have won a £2000 prize GUARANTEED. Call 09058094565 from land line. Valid 12hrs only',\n",
              " 'Oh... Kay... On sat right?',\n",
              " 'Guess which pub im in? Im as happy as a pig in clover or whatever the saying is! ',\n",
              " 'Aiyah u did ok already lar. E nydc at wheellock?',\n",
              " 'I cant pick the phone right now. Pls send a message',\n",
              " 'Yo im right by yo work',\n",
              " 'Are you this much buzy',\n",
              " 'Princess, i like to make love  &lt;#&gt;  times per night. Hope thats not a problem!',\n",
              " 'Latest Nokia Mobile or iPOD MP3 Player +£400 proze GUARANTEED! Reply with: WIN to 83355 now! Norcorp Ltd.£1,50/Mtmsgrcvd18+',\n",
              " 'Then. You are eldest know.',\n",
              " 'Staff of placement training in Amrita college.',\n",
              " \"By the way, i've put a skip right outside the front of the house so you can see which house it is. Just pull up before it.\",\n",
              " \"Oh my God. I'm almost home\",\n",
              " 'Are u coming to the funeral home',\n",
              " 'No..jst change tat only..',\n",
              " 'Lol I would but my mom would have a fit and tell the whole family how crazy and terrible I am',\n",
              " 'Dear :-/ why you mood off. I cant drive so i brother to drive',\n",
              " \"Lemme know when I can swing by and pick up, I'm free basically any time after 1 all this semester\",\n",
              " \"I forgot 2 ask ü all smth.. There's a card on da present lei... How? Ü all want 2 write smth or sign on it?\",\n",
              " \"Nooooooo I'm gonna be bored to death all day. Cable and internet outage.\",\n",
              " 'Free video camera phones with Half Price line rental for 12 mths and 500 cross ntwk mins 100 txts. Call MobileUpd8 08001950382 or Call2OptOut/674',\n",
              " 'Haha get used to driving to usf man, I know a lot of stoners',\n",
              " '10 min later k...',\n",
              " 'K tell me anything about you.',\n",
              " \"You're not sure that I'm not trying to make xavier smoke because I don't want to smoke after being told I smoke too much?\",\n",
              " 'G.W.R',\n",
              " \"Alright we'll bring it to you, see you in like  &lt;#&gt;  mins\",\n",
              " 'Let me know how it changes in the next 6hrs. It can even be appendix but you are out of that age range. However its not impossible. So just chill and let me know in 6hrs',\n",
              " 'RECPT 1/3. You have ordered a Ringtone. Your order is being processed...',\n",
              " 'Get the official ENGLAND poly ringtone or colour flag on yer mobile for tonights game! Text TONE or FLAG to 84199. Optout txt ENG STOP Box39822 W111WX £1.50',\n",
              " 'todays vodafone numbers ending with 0089(my last four digits) are selected to received a £350 award. If your number matches please call 09063442151 to claim your £350 award',\n",
              " 'I love to wine and dine my lady!',\n",
              " 'Todays Vodafone numbers ending with 4882 are selected to a receive a £350 award. If your number matches call 09064019014 to receive your £350 award.',\n",
              " 'No did you check? I got his detailed message now',\n",
              " 'So now my dad is gonna call after he gets out of work and ask all these crazy questions.',\n",
              " '4mths half price Orange line rental & latest camera phones 4 FREE. Had your phone 11mths ? Call MobilesDirect free on 08000938767 to update now! or2stoptxt',\n",
              " 'When you came to hostel.',\n",
              " \"Probably not, I'm almost out of gas and I get some cash tomorrow\",\n",
              " 'CLAIRE here am havin borin time & am now alone U wanna cum over 2nite? Chat now 09099725823 hope 2 C U Luv CLAIRE xx Calls£1/minmoremobsEMSPOBox45PO139WA',\n",
              " 'IM FINE BABES AINT BEEN UP 2 MUCH THO! SAW SCARY MOVIE YEST ITS QUITE FUNNY! WANT 2MRW AFTERNOON? AT TOWN OR MALL OR SUMTHIN?xx',\n",
              " \"Sorry, I'll call later\",\n",
              " 'Shant disturb u anymore... Jia you...',\n",
              " 'Why she wants to talk to me',\n",
              " 'Good Morning plz call me sir',\n",
              " \"Oh fine, I'll be by tonight\",\n",
              " 'Company is very good.environment is terrific and food is really nice:)',\n",
              " 'Simply sitting and watching match in office..',\n",
              " 'Aight, tomorrow around  &lt;#&gt;  it is',\n",
              " 'Hmmm.still we dont have opener?',\n",
              " 'haha but no money leh... Later got to go for tuition... Haha and looking for empty slots for driving lessons',\n",
              " 'Dai what this da.. Can i send my resume to this id.',\n",
              " \"I'm done. C ü there.\",\n",
              " 'I will be gentle baby! Soon you will be taking all  &lt;#&gt;  inches deep inside your tight pussy...',\n",
              " \"I can't right this second, gotta hit people up first\",\n",
              " \"Sorry, I can't text &amp; drive coherently, see you in twenty\",\n",
              " \"Can't take any major roles in community outreach. You rock mel\",\n",
              " 'Yo dude guess who just got arrested the other day',\n",
              " 'My sister going to earn more than me da.',\n",
              " 'Leave it. U will always be ignorant.',\n",
              " 'Come to medical college at 7pm ......forward it da',\n",
              " 'Macha dont feel upset.i can assume your mindset.believe me one evening with me and i have some wonderful plans for both of us.LET LIFE BEGIN AGAIN.call me anytime',\n",
              " 'K:)k.are you in college?',\n",
              " 'here is my new address -apples&pairs&all that malarky',\n",
              " 'You didnt complete your gist oh.',\n",
              " 'Especially since i talk about boston all up in my personal statement, lol! I woulda changed that if i had realized it said nyc! It says boston now.',\n",
              " 'After the drug she will be able to eat.',\n",
              " 'Sleeping nt feeling well',\n",
              " 'I am in escape theatre now. . Going to watch KAVALAN in a few minutes',\n",
              " 'R u in this continent?',\n",
              " \"Keep yourself safe for me because I need you and I miss you already and I envy everyone that see's you in real life\",\n",
              " 'You have won ?1,000 cash or a ?2,000 prize! To claim, call09050000327',\n",
              " 'whatever, im pretty pissed off.',\n",
              " \"This girl does not stay in bed. This girl doesn't need recovery time. Id rather pass out while having fun then be cooped up in bed\",\n",
              " 'Just seeing your missed call my dear brother. Do have a gr8 day.',\n",
              " 'Hey gals...U all wanna meet 4 dinner at nìte? ',\n",
              " 'HI ITS JESS I DONT KNOW IF YOU ARE AT WORK BUT CALL ME WHEN U CAN IM AT HOME ALL EVE. XXX',\n",
              " \"Sorry, I'll call later\",\n",
              " 'MY NO. IN LUTON 0125698789 RING ME IF UR AROUND! H*',\n",
              " 'Oh baby of the house. How come you dont have any new pictures on facebook',\n",
              " 'Ever thought about living a good life with a perfect partner? Just txt back NAME and AGE to join the mobile community. (100p/SMS)',\n",
              " 'Do 1 thing! Change that sentence into: \"Because i want 2 concentrate in my educational career im leaving here..\"',\n",
              " \"Just wanted to say holy shit you guys weren't kidding about this bud\",\n",
              " 'Have you started in skye',\n",
              " 'Wife.how she knew the time of murder exactly',\n",
              " \"Am slow in using biola's fne\",\n",
              " \"I'm glad. You are following your dreams.\",\n",
              " 'Goodo! Yes we must speak friday - egg-potato ratio for tortilla needed! ',\n",
              " 'Want to finally have lunch today?',\n",
              " \"My stomach has been thru so much trauma I swear I just can't eat. I better lose weight.\",\n",
              " \"Actually i'm waiting for 2 weeks when they start putting ad.\",\n",
              " \"I have 2 docs appointments next week.:/ I'm tired of them shoving stuff up me. Ugh why couldn't I have had a normal body?\",\n",
              " 'Double your mins & txts on Orange or 1/2 price linerental - Motorola and SonyEricsson with B/Tooth FREE-Nokia FREE Call MobileUpd8 on 08000839402 or2optout/HV9D',\n",
              " \"Lol I have to take it. member how I said my aunt flow didn't visit for 6 months? It's cause I developed ovarian cysts. Bc is the only way to shrink them.\",\n",
              " 'okmail: Dear Dave this is your final notice to collect your 4* Tenerife Holiday or #5000 CASH award! Call 09061743806 from landline. TCs SAE Box326 CW25WX 150ppm',\n",
              " 'FREE RINGTONE text FIRST to 87131 for a poly or text GET to 87131 for a true tone! Help? 0845 2814032 16 after 1st free, tones are 3x£150pw to e£nd txt stop',\n",
              " 'Indeed and by the way it was either or - not both !',\n",
              " 'Love that holiday Monday feeling even if I have to go to the dentists in an hour',\n",
              " 'Good evening! How are you?',\n",
              " \"Isn't frnd a necesity in life? imagine urself witout a frnd.. hw'd u feel at ur colleg? wat'll u do wth ur cell? wat abt functions? thnk abt events espe'll cared, missed &amp; irritated u? 4wrd it to all those dear-loving frnds wthout whom u cant live.. I jst did it.. Takecare..:) GOODMORNING\",\n",
              " 'I am in hospital da. . I will return home in evening',\n",
              " 'Ok... Then r we meeting later?',\n",
              " 'Where at were hungry too',\n",
              " 'Wot u up 2 u weirdo?',\n",
              " 'Hows that watch resizing',\n",
              " 'Hey tmr meet at bugis 930 ?',\n",
              " \"I'm coming home 4 dinner.\",\n",
              " 'K.then any other special?',\n",
              " 'I jokin oni lar.. Ü busy then i wun disturb ü.',\n",
              " 'Just sleeping..and surfing',\n",
              " 'Yes. Please leave at  &lt;#&gt; . So that at  &lt;#&gt;  we can leave',\n",
              " 'And pls pls drink plenty plenty water',\n",
              " \"My trip was ok but quite tiring lor. Uni starts today but it's ok 4 me cos i'm not taking any modules but jus concentrating on my final yr project.\",\n",
              " 'Wow v v impressed. Have funs shopping!',\n",
              " 'Not able to do anything.',\n",
              " 'They can try! They can get lost, in fact. Tee hee',\n",
              " 'Feb  &lt;#&gt;  is \"I LOVE U\" day. Send dis to all ur \"VALUED FRNDS\" evn me. If 3 comes back u\\'ll gt married d person u luv! If u ignore dis u will lose ur luv 4 Evr',\n",
              " 'Ok lor thanx... Ü in school?',\n",
              " 'Gr8 Poly tones 4 ALL mobs direct 2u rply with POLY TITLE to 8007 eg POLY BREATHE1 Titles: CRAZYIN, SLEEPINGWITH, FINEST, YMCA :getzed.co.uk POBox365O4W45WQ 300p',\n",
              " 'Your unique user ID is 1172. For removal send STOP to 87239 customer services 08708034412',\n",
              " 'Aaooooright are you at work?',\n",
              " 'U buy newspapers already?',\n",
              " 'Can u get pic msgs to your phone?',\n",
              " 'Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send CASH to 86688 only 150p/msg. CC: 08718720201 PO BOX 114/14 TCR/W1',\n",
              " 'When did dad get back.',\n",
              " \"Yup i've finished c ü there...\",\n",
              " 'Love it! Daddy will make you scream with pleasure! I am going to slap your ass with my dick!',\n",
              " 'Hey... Why dont we just go watch x men and have lunch... Haha ',\n",
              " 'Sounds like something that someone testing me would sayy',\n",
              " 'So ü pay first lar... Then when is da stock comin...',\n",
              " \"Hey next sun 1030 there's a basic yoga course... at bugis... We can go for that... Pilates intro next sat.... Tell me what time you r free\",\n",
              " 'Ok going to sleep. Hope i can meet her.',\n",
              " 'Aww you must be nearly dead!Well Jez isComing over toDo some workAnd that whillTake forever!',\n",
              " 'The greatest test of courage on earth is to bear defeat without losing heart....gn tc',\n",
              " \"I'm leaving my house now.\",\n",
              " \"What's your room number again? Wanna make sure I'm knocking on the right door\",\n",
              " \"I've reached home finally...\",\n",
              " \"Nothing will ever be easy. But don't be looking for a reason not to take a risk on life and love\",\n",
              " 'Convey my regards to him',\n",
              " 'K..k..any special today?',\n",
              " 'Cant believe i said so many things to you this morning when all i really wanted to say was good morning, i love you! Have a beautiful morning. See you in the library later.',\n",
              " \"We know TAJ MAHAL as symbol of love. But the other lesser known facts 1. Mumtaz was Shahjahan's 4th wife, out of his 7 wifes. 2. Shahjahan killed Mumtaz's husband to marry her. 3. Mumtaz died in her  &lt;#&gt; th delivery. 4. He then married Mumtaz's sister. Question arises where the Hell is the LOVE?:-| -The Great Hari-\",\n",
              " 'Thanx...',\n",
              " \"Don't worry, * is easy once have ingredients!\",\n",
              " 'Where to get those?',\n",
              " 'I keep ten rs in my shelf:) buy two egg.',\n",
              " 'Gud ni8 dear..slp well..take care..swt dreams..Muah..',\n",
              " \"Aight, I'm chillin in a friend's room so text me when you're on the way\",\n",
              " 'Ah poop. Looks like ill prob have to send in my laptop to get fixed cuz it has a gpu problem',\n",
              " 'Lol yep did that yesterday. Already got my fireplace. Now its just another icon sitting there for me.',\n",
              " 'FreeMsg: Txt: CALL to No: 86888 & claim your reward of 3 hours talk time to use from your phone now! Subscribe6GBP/mnth inc 3hrs 16 stop?txtStop',\n",
              " 'Huh y lei...',\n",
              " 'Nothing, i got msg frm tht unknown no..',\n",
              " 'Lol they were mad at first but then they woke up and gave in.',\n",
              " 'Yeah confirmed for you staying at  that weekend',\n",
              " 'Bought one ringtone and now getting texts costing 3 pound offering more tones etc',\n",
              " 'Hey pple...$700 or $900 for 5 nights...Excellent location wif breakfast hamper!!!',\n",
              " 'No calls..messages..missed calls',\n",
              " 'Wen ur lovable bcums angry wid u, dnt take it seriously.. Coz being angry is d most childish n true way of showing deep affection, care n luv!.. kettoda manda... Have nice day da.',\n",
              " \"Think I could stop by in like an hour or so? My roommate's looking to stock up for a trip\",\n",
              " \"Mum, i've sent you many many messages since i got here. I just want to know that you are actually getting them. Do enjoy the rest of your day.\",\n",
              " 'Sorry for the delay. Yes masters',\n",
              " \"If I was I wasn't paying attention\",\n",
              " 'Ah, well that confuses things, doesn‘t it?',\n",
              " 'Are you happy baby ? Are you alright ? Did you take that job ? I hope your fine. I send you a kiss to make you smile from across the sea ... *kiss* *kiss*',\n",
              " 'Oh ic. I thought you meant mary jane.',\n",
              " \"Yeah there's quite a bit left, I'll swing by tomorrow when I get up\",\n",
              " \"Hmmm ... And imagine after you've come home from that having to rub my feet, make me dinner and help me get ready for my date ! Are you sure your ready for that kind of life ?\",\n",
              " 'Ok which your another number',\n",
              " 'URGENT! We are trying to contact you. Last weekends draw shows that you have won a £900 prize GUARANTEED. Call 09061701939. Claim code S89. Valid 12hrs only',\n",
              " 'Hmmm... Guess we can go 4 kb n power yoga... Haha, dunno we can tahan power yoga anot... Thk got lo oso, forgot liao...',\n",
              " 'Urgent! call 09066350750 from your landline. Your complimentary 4* Ibiza Holiday or 10,000 cash await collection SAE T&Cs PO BOX 434 SK3 8WP 150 ppm 18+ ',\n",
              " 'Sorry i din lock my keypad.',\n",
              " \"You're gonna have to be way more specific than that\",\n",
              " \"Pls help me tell sura that i'm expecting a battery from hont. And that if should pls send me a message about how to download movies. Thanks\",\n",
              " 'Todays Vodafone numbers ending with 4882 are selected to a receive a £350 award. If your number matches call 09064019014 to receive your £350 award.',\n",
              " 'Compliments to you. Was away from the system. How your side.',\n",
              " 'Pls confirm the time to collect the cheque.',\n",
              " 'Dorothy@kiefer.com (Bank of Granite issues Strong-Buy) EXPLOSIVE PICK FOR OUR MEMBERS *****UP OVER 300% *********** Nasdaq Symbol CDGT That is a $5.00 per..',\n",
              " 'Ok lar i double check wif da hair dresser already he said wun cut v short. He said will cut until i look nice.',\n",
              " 'Happy birthday... May u find ur prince charming soon n dun work too hard...',\n",
              " \"Y dun cut too short leh. U dun like ah? She failed. She's quite sad.\",\n",
              " '2marrow only. Wed at  &lt;#&gt;  to 2 aha.',\n",
              " 'I dont know exactly could you ask chechi.',\n",
              " \"important information 4 orange user . today is your lucky day!2find out why log onto http://www.urawinner.com THERE'S A FANTASTIC SURPRISE AWAITING YOU!\",\n",
              " 'No problem with the renewal. I.ll do it right away but i dont know his details.',\n",
              " 'Okie...',\n",
              " \"Change again... It's e one next to escalator...\",\n",
              " 'How much are we getting?',\n",
              " 'Am not working but am up to eyes in philosophy so will text u later when a bit more free for chat...',\n",
              " 'Go fool dont cheat others ok',\n",
              " 'I have to take exam with in march 3',\n",
              " 'Huh so early.. Then ü having dinner outside izzit?',\n",
              " 'No problem. We will be spending a lot of quality time together...',\n",
              " 'Why must we sit around and wait for summer days to celebrate. Such a magical sight when the worlds dressed in white. Oooooh let there be snow.',\n",
              " \"Hey, iouri gave me your number, I'm wylie, ryan's friend\",\n",
              " 'Cos darren say ü considering mah so i ask ü...',\n",
              " 'Id onluy matters when getting on from offcampus',\n",
              " \"I wont. So wat's wit the guys\",\n",
              " 'It is only yesterday true true.',\n",
              " 'Can i meet ü at 5.. As 4 where depends on where ü wan 2 in lor..',\n",
              " 'Howz pain.it will come down today.do as i said ystrday.ice and medicine.',\n",
              " '<Forwarded from 21870000>Hi - this is your Mailbox Messaging SMS alert. You have 40 matches. Please call back on 09056242159 to retrieve your messages and matches cc100p/min',\n",
              " 'We walked from my moms. Right on stagwood pass right on winterstone left on victors hill. Address is &lt;#&gt;',\n",
              " 'Ard 4 lor...',\n",
              " \"Sorry, I'll call later\",\n",
              " 'You only hate me. You can call any but you didnt accept even a single call of mine. Or even you messaged',\n",
              " 'Eerie Nokia tones 4u, rply TONE TITLE to 8007 eg TONE DRACULA to 8007 Titles: GHOST, ADDAMSFA, MUNSTERS, EXORCIST, TWILIGHT www.getzed.co.uk POBox36504W45WQ 150p ',\n",
              " \"I told her I had a Dr appt next week. She thinks I'm gonna die. I told her its just a check. Nothing to be worried about. But she didn't listen.\",\n",
              " 'Lol alright i was thinkin that too haha',\n",
              " 'K.k.how is your business now?',\n",
              " 'Free msg: Single? Find a partner in your area! 1000s of real people are waiting to chat now!Send CHAT to 62220Cncl send STOPCS 08717890890£1.50 per msg',\n",
              " \"Jay wants to work out first, how's 4 sound?\",\n",
              " 'Ok darlin i supose it was ok i just worry too much.i have to do some film stuff my mate and then have to babysit again! But you can call me there.xx',\n",
              " 'Another month. I need chocolate weed and alcohol.',\n",
              " 'hi my darlin im on my way to London and we have just been smashed into by another driver! and have a big dent! im really missing u what have u been up to? xxx',\n",
              " 'Okay same with me. Well thanks for the clarification',\n",
              " 'Do you want a New Nokia 3510i Colour Phone Delivered Tomorrow? With 200 FREE minutes to any mobile + 100 FREE text + FREE camcorder Reply or Call 8000930705',\n",
              " \"Yes I posted a couple of pics on fb. There's still snow outside too. I'm just waking up :)\",\n",
              " 'Y bishan lei... I tot ü say lavender? ',\n",
              " 'aight we can pick some up, you open before tonight?',\n",
              " 'Bugis oso near wat... ',\n",
              " \"Time n Smile r the two crucial things in our life. Sometimes time makes us to forget smile, and sometimes someone's smile makes us to forget time gud noon\",\n",
              " 'Welcome to UK-mobile-date this msg is FREE giving you free calling to 08719839835. Future mgs billed at 150p daily. To cancel send \"go stop\" to 89123',\n",
              " 'My exam is for february 4. Wish you a great day.',\n",
              " \"network operator. The service is free. For T & C's visit 80488.biz\",\n",
              " \"I call you later, don't have network. If urgnt, sms me.\",\n",
              " 'Stop knowing me so well!',\n",
              " 'How r ü going to send it to me?',\n",
              " 'If u laugh really loud.. If u talk spontaneously.. If u dont care what others feel.. U are probably with your dear &amp; best friends.. GOODEVENING Dear..:)',\n",
              " 'Wait  &lt;#&gt;  min..',\n",
              " \"I will reach office around  &lt;DECIMAL&gt; . &amp; my mobile have problem. You cann't get my voice. So call you asa i'll free\",\n",
              " \"T-Mobile customer you may now claim your FREE CAMERA PHONE upgrade & a pay & go sim card for your loyalty. Call on 0845 021 3680.Offer ends 28thFeb.T&C's apply\",\n",
              " 'I will see in half an hour',\n",
              " \"Don't look back at the building because you have no coat and i don't want you to get more sick. Just hurry home and wear a coat to the gym!!!\",\n",
              " 'Rats. Hey did u ever vote for the next themes?',\n",
              " 'Ew are you one of them?',\n",
              " \"What's the significance?\",\n",
              " 'Nt yet chikku..simple habba..hw abt u?',\n",
              " 'Hi:)cts employee how are you?',\n",
              " 'How are you. Just checking up on you',\n",
              " \"Same, I'm at my great aunts anniversary party in tarpon springs\",\n",
              " 'Ok lor... Or u wan me go look 4 u?',\n",
              " 'S now only i took tablets . Reaction morning only.',\n",
              " 'Orh i tot u say she now still dun believe.',\n",
              " 'No current and food here. I am alone also',\n",
              " \"These won't do. Have to move on to morphine\",\n",
              " 'Can ü all decide faster cos my sis going home liao..',\n",
              " 'Dear good morning now only i am up',\n",
              " 'Oh k.i think most of wi and nz players unsold.',\n",
              " 'What Today-sunday..sunday is holiday..so no work..',\n",
              " 'Check Out Choose Your Babe Videos @ sms.shsex.netUN fgkslpoPW fgkslpo',\n",
              " 'Ok. I asked for money how far',\n",
              " 'Free Msg: Ringtone!From: http://tms. widelive.com/index. wml?id=1b6a5ecef91ff9*37819&first=true18:0430-JUL-05',\n",
              " \"Hey i'm bored... So i'm thinking of u... So wat r u doing?\",\n",
              " 'Jay told me already, will do',\n",
              " '7 wonders in My WORLD 7th You 6th Ur style 5th Ur smile 4th Ur Personality 3rd Ur Nature 2nd Ur SMS and 1st \"Ur Lovely Friendship\"... good morning dear',\n",
              " 'Thanx 4 the time we\\x92ve spent 2geva, its bin mint! Ur my Baby and all I want is u!xxxx',\n",
              " 'Kothi print out marandratha.',\n",
              " 'I got your back! Do you have any dislikes in bed?',\n",
              " 'Ü v ma fan...',\n",
              " 'U ned to convince him tht its not possible witot hurting his feeling its the main',\n",
              " \"That sucks. So what do you got planned for your yo valentine? I am your yo valentine aren't I?\",\n",
              " 'Hmm...Bad news...Hype park plaza $700 studio taken...Only left 2 bedrm-$900...',\n",
              " 'Dear Voucher Holder, To claim this weeks offer, at you PC please go to http://www.e-tlp.co.uk/reward. Ts&Cs apply.',\n",
              " \"Call me when you/carlos is/are here, my phone's vibrate is acting up and I might not hear texts\",\n",
              " \"Yeah I don't see why not\",\n",
              " 'Can not use foreign stamps in this country. Good lecture .',\n",
              " \"Just woke up. Yeesh its late. But I didn't fall asleep til &lt;#&gt; am :/\",\n",
              " 'I meant middle left or right?',\n",
              " 'Hi. Hope ur day * good! Back from walk, table booked for half eight. Let me know when ur coming over.',\n",
              " 'Cheers for the card ... Is it that time of year already?',\n",
              " \"I'm really not up to it still tonight babe\",\n",
              " \"Just send a text. We'll skype later.\",\n",
              " 'Then u ask darren go n pick u lor... But i oso sian tmr haf 2 meet lect...',\n",
              " 'Tell them no need to investigate about me anywhere.',\n",
              " \"Free-message: Jamster!Get the crazy frog sound now! For poly text MAD1, for real text MAD2 to 88888. 6 crazy sounds for just 3 GBP/week! 16+only! T&C's apply\",\n",
              " 'Ü say until like dat i dun buy ericsson oso cannot oredi lar...',\n",
              " 'I wish u were here. I feel so alone',\n",
              " 'Cashbin.co.uk (Get lots of cash this weekend!) www.cashbin.co.uk Dear Welcome to the weekend We have got our biggest and best EVER cash give away!! These..',\n",
              " \"I want some cock! My hubby's away, I need a real man 2 satisfy me. Txt WIFE to 89938 for no strings action. (Txt STOP 2 end, txt rec £1.50ea. OTBox 731 LA1 7WS. )\",\n",
              " 'PRIVATE! Your 2003 Account Statement for shows 800 un-redeemed S. I. M. points. Call 08715203694 Identifier Code: 40533 Expires 31/10/04',\n",
              " \"I sent lanre fakeye's Eckankar details to the mail box\",\n",
              " 'Have you been practising your curtsey?',\n",
              " \"I can't, I don't have her number!\",\n",
              " 'Ok both our days. So what are you making for dinner tonite? Am I invited?',\n",
              " 'K.k.this month kotees birthday know?',\n",
              " 'The sign of maturity is not when we start saying big things.. But actually it is, when we start understanding small things... *HAVE A NICE EVENING* BSLVYL',\n",
              " 'Hey doc pls I want to get nice t shirt for my hubby nice fiting ones my budget is  &lt;#&gt; k help pls I will load d card abi hw,keep me posted luv. 2 mj',\n",
              " '449050000301 You have won a £2,000 price! To claim, call 09050000301.',\n",
              " 'Erm. I thought the contract ran out the4th of october.',\n",
              " 'My painful personal thought- \"I always try to keep everybody happy all the time. But nobody recognises me when i am alone\"',\n",
              " \"Damn, poor zac doesn't stand a chance\",\n",
              " 'Hope you are having a great new semester. Do wish you the very best. You are made for greatness.',\n",
              " 'Me too! Have a lovely night xxx',\n",
              " \"Hiya. How was last night? I've been naughty and bought myself clothes and very little ... Ready for more shopping tho! What kind of time do you wanna meet?\",\n",
              " \"Carlos'll be here in a minute if you still need to buy\",\n",
              " 'U have a Secret Admirer who is looking 2 make contact with U-find out who they R*reveal who thinks UR so special-call on 09065171142-stopsms-08',\n",
              " \"Pansy! You've been living in a jungle for two years! Its my driving you should be more worried about!\",\n",
              " 'Lol I know! Hey someone did a great inpersonation of flea on the forums. I love it!',\n",
              " 'Ok...',\n",
              " 'Boy you best get yo ass out here quick',\n",
              " 'Yo, you at jp and hungry like a mofo?',\n",
              " 'URGENT! Your Mobile number has been awarded with a £2000 Bonus Caller Prize. Call 09058095201 from land line. Valid 12hrs only',\n",
              " 'December only! Had your mobile 11mths+? You are entitled to update to the latest colour camera mobile for Free! Call The Mobile Update VCo FREE on 08002986906 ',\n",
              " \"Nvm... I'm going to wear my sport shoes anyway... I'm going to be late leh.\",\n",
              " 'Yar lor... Keep raining non stop... Or u wan 2 go elsewhere?',\n",
              " \"Dizzamn, aight I'll ask my suitemates when I get back\",\n",
              " 'Are you comingdown later?',\n",
              " 'Yo we are watching a movie on netflix',\n",
              " 'Your free ringtone is waiting to be collected. Simply text the password \"MIX\" to 85069 to verify. Get Usher and Britney. FML, PO Box 5249, MK17 92H. 450Ppw 16',\n",
              " \"Tunji, how's the queen? how are you doing. This is just wishing you a great day. Abiola.\",\n",
              " \"I probably won't eat at all today. I think I'm gonna pop. How was your weekend? Did u miss me?\",\n",
              " \"You available now? I'm like right around hillsborough &amp;  &lt;#&gt; th\",\n",
              " 'Sounds better than my evening im just doing my costume. Im not sure what time i finish tomorrow but i will txt you at the end.',\n",
              " 'O we cant see if we can join denis and mina? Or does denis want alone time',\n",
              " 'Okay but i thought you were the expert',\n",
              " \"sry can't talk on phone, with parents\",\n",
              " 'Yo! Howz u? girls never rang after india. L',\n",
              " 'Guess what! Somebody you know secretly fancies you! Wanna find out who it is? Give us a call on 09065394973 from Landline DATEBox1282EssexCM61XN 150p/min 18',\n",
              " \"Havent stuck at orchard in my dad's car. Going 4 dinner now. U leh? So r they free tonight?\",\n",
              " 'East coast',\n",
              " \"Pass dis to all ur contacts n see wat u get! Red;i'm in luv wid u. Blue;u put a smile on my face. Purple;u r realy hot. Pink;u r so swt. Orange;i thnk i lyk u. Green;i realy wana go out wid u. Yelow;i wnt u bck. Black;i'm jealous of u. Brown;i miss you Nw plz giv me one color\",\n",
              " 'Why you keeping me away like this',\n",
              " \"Hi' Test on  &lt;#&gt; rd ....\",\n",
              " 'Some of them told accenture is not confirm. Is it true.',\n",
              " 'Adult 18 Content Your video will be with you shortly',\n",
              " 'It‘s £6 to get in, is that ok?',\n",
              " \"Yes. It's all innocent fun. O:-)\",\n",
              " 'Aiyah sorry lor... I watch tv watch until i forgot 2 check my phone.',\n",
              " 'No problem. How are you doing?',\n",
              " 'My sister cleared two round in birla soft yesterday.',\n",
              " 'True. Its easier with her here.',\n",
              " 'U still havent got urself a jacket ah?',\n",
              " 'Aft i finish my lunch then i go str down lor. Ard 3 smth lor. U finish ur lunch already?',\n",
              " 'Ok lar... Joking wif u oni...',\n",
              " 'Lol u still feeling sick?',\n",
              " 'If you ask her or she say any please message.',\n",
              " 'Hey gorgeous man. My work mobile number is. Have a good one babe. Squishy Mwahs.',\n",
              " 'Quite late lar... Ard 12 anyway i wun b drivin...',\n",
              " 'I thk u dun haf 2 hint in e forum already lor... Cos i told ron n darren is going 2 tell shuhui.',\n",
              " 'Congrats! 2 mobile 3G Videophones R yours. call 09063458130 now! videochat wid your mates, play java games, Dload polyPH music, noline rentl.',\n",
              " \"I'm always on yahoo messenger now. Just send the message to me and i.ll get it you may have to send it in the mobile mode sha but i.ll get it. And will reply.\",\n",
              " 'I wnt to buy a BMW car urgently..its vry urgent.but hv a shortage of  &lt;#&gt; Lacs.there is no source to arng dis amt. &lt;#&gt; lacs..thats my prob',\n",
              " 'Just arrived, see you in a couple days &lt;3',\n",
              " 'I‘ll have a look at the frying pan in case it‘s cheap or a book perhaps. No that‘s silly a frying pan isn‘t likely to be a book',\n",
              " 'Lol for real. She told my dad I have cancer',\n",
              " 'I love ya too but try and budget your money better babe. Gary would freak on me if he knew',\n",
              " \"hey, looks like I was wrong and one of the kappa guys numbers is still on my phone, if you want I can text him and see if he's around\",\n",
              " 'Where are you call me.',\n",
              " 'I didnt get ur full msg..sometext is missing, send it again',\n",
              " 'Xmas Offer! Latest Motorola, SonyEricsson & Nokia & FREE Bluetooth or DVD! Double Mins & 1000 Txt on Orange. Call MobileUpd8 on 08000839402 or call2optout/4QF2',\n",
              " \"U repeat e instructions again. Wat's e road name of ur house?\",\n",
              " 'If you r @ home then come down within 5 min',\n",
              " 'Knock Knock Txt whose there to 80082 to enter r weekly draw 4 a £250 gift voucher 4 a store of yr choice. T&Cs www.tkls.com age16 to stoptxtstop£1.50/week',\n",
              " 'Did u find a sitter for kaitlyn? I was sick and slept all day yesterday.',\n",
              " 'Ugh hopefully the asus ppl dont randomly do a reformat.',\n",
              " 'No de. But call me after some time. Ill tell you k',\n",
              " 'At WHAT TIME should i come tomorrow',\n",
              " 'Nokia phone is lovly..',\n",
              " 'Reckon need to be in town by eightish to walk from * carpark.',\n",
              " 'Will be office around 4 pm. Now i am going hospital.',\n",
              " \"Hi. I'm always online on yahoo and would like to chat with you someday\",\n",
              " 'Then she buying today? Ü no need to c meh...',\n",
              " 'Beautiful Truth against Gravity.. Read carefully: \"Our heart feels light when someone is in it.. But it feels very heavy when someone leaves it..\" GOOD NIGHT',\n",
              " 'I cant pick the phone right now. Pls send a message',\n",
              " \"I'm going 2 orchard now laready me reaching soon. U reaching?\",\n",
              " 'No i am not having not any movies in my laptop',\n",
              " 'Double Mins & Double Txt & 1/2 price Linerental on Latest Orange Bluetooth mobiles. Call MobileUpd8 for the very latest offers. 08000839402 or call2optout/LF56',\n",
              " 'Eatin my lunch...',\n",
              " 'They are just making it easy to pay back. I have  &lt;#&gt; yrs to say but i can pay back earlier. You get?',\n",
              " 'When did i use soc... I use it only at home... Ü dunno how 2 type it in word ar...',\n",
              " \"But I'm on a diet. And I ate 1 too many slices of pizza yesterday. Ugh I'm ALWAYS on a diet.\",\n",
              " 'How about clothes, jewelry, and trips?',\n",
              " \"Where are you ? What do you do ? How can you stand to be away from me ? Doesn't your heart ache without me ? Don't you wonder of me ? Don't you crave me ?\",\n",
              " 'Ok i juz receive..',\n",
              " 'PRIVATE! Your 2003 Account Statement for 07808 XXXXXX shows 800 un-redeemed S. I. M. points. Call 08719899217 Identifier Code: 41685 Expires 07/11/04',\n",
              " 'No message..no responce..what happend?',\n",
              " \"When're you guys getting back? G said you were thinking about not staying for mcr\",\n",
              " 'Watching ajith film ah?',\n",
              " 'Great News! Call FREEFONE 08006344447 to claim your guaranteed £1000 CASH or £2000 gift. Speak to a live operator NOW!',\n",
              " \"Sure, I'll see if I can come by in a bit\",\n",
              " 'FREE for 1st week! No1 Nokia tone 4 ur mobile every week just txt NOKIA to 8077 Get txting and tell ur mates. www.getzed.co.uk POBox 36504 W45WQ 16+ norm150p/tone',\n",
              " 'Erm... Woodland avenue somewhere. Do you get the parish magazine, his telephone number will be in there.',\n",
              " \"Yo you around? A friend of mine's lookin to pick up later tonight\",\n",
              " \"Most of the tiime when i don't let you hug me it's so i don't break into tears.\",\n",
              " 'Good afternoon, my love! How goes that day ? I hope maybe you got some leads on a job. I think of you, boytoy and send you a passionate kiss from across the sea',\n",
              " '2 and half years i missed your friendship:-)',\n",
              " \"What's nannys address?\",\n",
              " 'Ok. So april. Cant wait',\n",
              " 'Don know..he is watching film in computer..',\n",
              " 'Sounds like there could be a lot of time spent in that chastity device boy ... *grins* ... Or take your beatings like a good dog. Going to lounge in a nice long bath now ?',\n",
              " 'Depends on individual lor e hair dresser say pretty but my parents say look gong. U kaypoh.. I also dunno wat she collecting.',\n",
              " \"Honestly i've just made a lovely cup of tea and promptly dropped my keys in it and then burnt my fingers getting them out!\",\n",
              " '&lt;#&gt;  w jetton ave if you forgot',\n",
              " 'Omg you can make a wedding chapel in frontierville? Why do they get all the good stuff?',\n",
              " 'Just dropped em off, omw back now',\n",
              " 'Dear relieved of westonzoyland, all going to plan this end too!',\n",
              " 'Went fast asleep dear.take care.',\n",
              " \"She's fine. Sends her greetings\",\n",
              " 'Oh yeah I forgot. U can only take 2 out shopping at once.',\n",
              " 'Surly ill give it to you:-) while coming to review.',\n",
              " 'My uncles in Atlanta. Wish you guys a great semester.',\n",
              " \"Will do, you gonna be at blake's all night? I might be able to get out of here a little early\",\n",
              " 'Today my system sh get ready.all is well and i am also in the deep well',\n",
              " \"Lol you forgot it eh ? Yes, I'll bring it in babe\",\n",
              " 'Yup having my lunch buffet now.. U eat already?',\n",
              " \"Now? I'm going out 4 dinner soon..\",\n",
              " 'It does it on its own. Most of the time it fixes my spelling. But sometimes it gets a completely diff word. Go figure',\n",
              " \"That's one of the issues but california is okay. No snow so its manageable\",\n",
              " 'We took hooch for a walk toaday and i fell over! Splat! Grazed my knees and everything! Should have stayed at home! See you tomorrow! ',\n",
              " \"Hmm ill have to think about it... ok you're forgiven! =D\",\n",
              " 'Nimbomsons. Yep phone knows that one. Obviously, cos thats a real word',\n",
              " \"I'm in solihull, | do you want anything?\",\n",
              " 'When ü login dat time... Dad fetching ü home now?',\n",
              " 'R u meeting da ge at nite tmr?',\n",
              " 'Going on nothing great.bye',\n",
              " \"Noice. Text me when you're here\",\n",
              " 'Yeah just open chat and click friend lists. Then make the list. Easy as pie',\n",
              " 'URGENT!! Your 4* Costa Del Sol Holiday or £5000 await collection. Call 09050090044 Now toClaim. SAE, TC s, POBox334, Stockport, SK38xh, Cost£1.50/pm, Max10mins',\n",
              " \"Missed your call cause I was yelling at scrappy. Miss u. Can't wait for u to come home. I'm so lonely today.\",\n",
              " 'Yo, any way we could pick something up tonight?',\n",
              " 'What Today-sunday..sunday is holiday..so no work..',\n",
              " 'I thank you so much for all you do with selflessness. I love you plenty.',\n",
              " 'K da:)how many page you want?',\n",
              " 'Nothing lor... A bit bored too... Then y dun u go home early 2 sleep today...',\n",
              " 'Where is it. Is there any opening for mca.',\n",
              " 'You should change your fb to jaykwon thuglyfe falconerf',\n",
              " \"For you information, IKEA is spelled with all caps. That is not yelling. when you thought i had left you, you were sitting on the bed among the mess when i came in. i said we were going after you got home from class. please don't try and bullshit me. It makes me want to listen to you less.\",\n",
              " 'You are being contacted by our Dating Service by someone you know! To find out who it is, call from your mobile or landline 09064017305 PoBox75LDNS7 ',\n",
              " 'Hi missed your Call and my mumHas beendropping red wine all over theplace! what is your adress?',\n",
              " 'Yes we are chatting too.',\n",
              " \"I thk ü gotta go home by urself. Cos i'll b going out shopping 4 my frens present. \",\n",
              " 'Is fujitsu s series lifebook good?',\n",
              " 'Ah you see. You have to be in the lingo. I will let you know wot on earth it is when has finished making it!',\n",
              " \"I was at bugis juz now wat... But now i'm walking home oredi... Ü so late then reply... I oso saw a top dat i like but din buy... Where r ü now? \",\n",
              " 'As usual..iam fine, happy &amp; doing well..:)',\n",
              " 'True. It is passable. And if you get a high score and apply for phd, you get 5years of salary. So it makes life easier.',\n",
              " \"Lovely smell on this bus and it ain't tobacco... \",\n",
              " '....photoshop makes my computer shut down.',\n",
              " 'Great. Never been better. Each day gives even more reasons to thank God',\n",
              " 'At home by the way',\n",
              " 'Urgent Urgent! We have 800 FREE flights to Europe to give away, call B4 10th Sept & take a friend 4 FREE. Call now to claim on 09050000555. BA128NNFWFLY150ppm',\n",
              " 'Hope you are feeling great. Pls fill me in. Abiola',\n",
              " 'Dude avatar 3d was imp. At one point i thought there were actually flies in the room and almost tried hittng one as a reflex',\n",
              " 'Hello, hello, hi lou sorry it took so long 2 reply- I left mobile at friends in Lancaster, just got it bak Neway im sorry I couldn\\x92t make ur b\\x92day 2 hun!',\n",
              " 'Wow. I never realized that you were so embarassed by your accomodations. I thought you liked it, since i was doing the best i could and you always seemed so happy about \"the cave\". I\\'m sorry I didn\\'t and don\\'t have more to give. I\\'m sorry i offered. I\\'m sorry your room was so embarassing.',\n",
              " 'Im in inperialmusic listening2the weirdest track ever by\\x94leafcutter john\\x94-sounds like insects being molested&someone plumbing,remixed by evil men on acid!',\n",
              " 'One of the joys in lifeis waking up each daywith thoughts that somewhereSomeone cares enough tosend a warm morning greeting.. -',\n",
              " 'No problem. Talk to you later',\n",
              " \"You might want to pull out more just in case and just plan on not spending it if you can, I don't have much confidence in derek and taylor's money management\",\n",
              " 'Babes I think I got ur brolly I left it in English wil bring it in 2mrw 4 u luv Franxx',\n",
              " 'Speak only when you feel your words are better than the silence... Gud mrng:-)',\n",
              " 'Hottest pics straight to your phone!! See me getting Wet and Wanting, just for you xx Text PICS to 89555 now! txt costs 150p textoperator g696ga 18 XxX',\n",
              " 'Dunno lei... I thk mum lazy to go out... I neva ask her yet...',\n",
              " 'Ard 530 like dat lor. We juz meet in mrt station then ü dun haf to come out.',\n",
              " \"Wat time r ü going to xin's hostel?\",\n",
              " \"Nah, I'm a perpetual DD\",\n",
              " 'WOT STUDENT DISCOUNT CAN U GET ON BOOKS?',\n",
              " \"Sure, if I get an acknowledgement from you that it's astoundingly tactless and generally faggy to demand a blood oath fo\",\n",
              " 'Ya that one is slow as poo',\n",
              " 'Where r e meeting tmr?',\n",
              " '2 laptop... I noe infra but too slow lar... I wan fast one',\n",
              " \"She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife,\",\n",
              " 'Ok good then i later come find ü... C lucky i told ü to go earlier... Later pple take finish ü no more again...',\n",
              " 'I not at home now lei...',\n",
              " \"1's reach home call me.\",\n",
              " \"Alright. I'm out--have a good night!\",\n",
              " 'Miles and smiles r made frm same letters but do u know d difference..? smile on ur face keeps me happy even though I am miles away from u.. :-)keep smiling.. Good nyt',\n",
              " 'I tagged MY friends that you seemed to count as YOUR friends.',\n",
              " 'S.s:)i thinl role is like sachin.just standing. Others have to hit.',\n",
              " 'Audrie lousy autocorrect',\n",
              " 'K, I might come by tonight then if my class lets out early',\n",
              " 'Ok i am on the way to railway',\n",
              " \"Stop calling everyone saying I might have cancer. My throat hurts to talk. I can't be answering everyones calls. If I get one more call I'm not babysitting on Monday\",\n",
              " 'I see the letter B on my car',\n",
              " \"Hey, a guy I know is breathing down my neck to get him some bud, anyway you'd be able to get a half track to usf tonight?\",\n",
              " 'Yo my trip got postponed, you still stocked up?',\n",
              " 'Congratulations - Thanks to a good friend U have WON the £2,000 Xmas prize. 2 claim is easy, just call 08712103738 NOW! Only 10p per minute. BT-national-rate',\n",
              " 'Helloooo... Wake up..! \"Sweet\" \"morning\" \"welcomes\" \"You\" \"Enjoy\" \"This Day\" \"with full of joy\".. \"GUD MRNG\".',\n",
              " 'DO U WANT 2 MEET UP 2MORRO',\n",
              " 'Hi mom we might be back later than  &lt;#&gt; ',\n",
              " 'I know she called me',\n",
              " 'I want to go to perumbavoor',\n",
              " 'Good words.... But words may leave u in dismay many times.',\n",
              " \"Just come home. I don't want u to be miserable\",\n",
              " 'Thanks  and ! Or bomb and date as my phone wanted to say! ',\n",
              " 'Yep. I do like the pink furniture tho.',\n",
              " \"I'm in a meeting, call me later at\",\n",
              " 'It has everything to do with the weather. Keep extra warm. Its a cold but nothing serious. Pls lots of vitamin c',\n",
              " \"Sorry i'm not free...\",\n",
              " 'U meet other fren dun wan meet me ah... Muz b a guy rite...',\n",
              " \"Poor girl can't go one day lmao\",\n",
              " 'Nothin comes to my mind. Ü help me buy hanger lor. Ur laptop not heavy?',\n",
              " \"K, I'll work something out\",\n",
              " 'U GOIN OUT 2NITE?',\n",
              " 'Printer is cool. I mean groovy. Wine is groovying',\n",
              " 'This is the 2nd time we have tried 2 contact u. U have won the 750 Pound prize. 2 claim is easy, call 08712101358 NOW! Only 10p per min. BT-national-rate',\n",
              " \"I wasn't well babe, i have swollen glands at my throat ... What did you end up doing ?\",\n",
              " \"Oh, the grand is having a bit of a party but it doesn't mention any cover charge so it's probably first come first served\",\n",
              " 'Urgh, coach hot, smells of chip fat! Thanks again, especially for the duvet (not a predictive text word).',\n",
              " 'Txt: CALL to No: 86888 & claim your reward of 3 hours talk time to use from your phone now! Subscribe6GBP/mnth inc 3hrs 16 stop?txtStop www.gamb.tv',\n",
              " 'I ask if u meeting da ge tmr nite...',\n",
              " \"Hello, yeah i've just got out of the bath and need to do my hair so i'll come up when i'm done, yeah?\",\n",
              " 'Please CALL 08712402972 immediately as there is an urgent message waiting for you',\n",
              " \"I don't know, same thing that's wrong everyso often, he panicks starts goin on bout not bein good enough …\",\n",
              " 'Pls she needs to dat slowly or she will vomit more.',\n",
              " 'Auntie huai juan never pick up her phone',\n",
              " '87077: Kick off a new season with 2wks FREE goals & news to ur mobile! Txt ur club name to 87077 eg VILLA to 87077',\n",
              " 'Thanks for loving me so. You rock',\n",
              " 'I will once i get home',\n",
              " \"Yetunde, i'm sorry but moji and i seem too busy to be able to go shopping. Can you just please find some other way to get what you wanted us to get. Please forgive me. You can reply free via yahoo messenger.\",\n",
              " 'I have a rather prominent bite mark on my right cheek',\n",
              " 'Hello! Good week? Fancy a drink or something later?',\n",
              " 'I donno its in your genes or something',\n",
              " 'THING R GOOD THANX GOT EXAMS IN MARCH IVE DONE NO REVISION? IS FRAN STILL WITH BOYF? IVE GOTTA INTERVIW 4 EXETER BIT WORRIED!x',\n",
              " 'alright babe, justthought i\\x92d sayhey! how u doin?nearly the endof me wk offdam nevamind!We will have 2Hook up sn if uwant m8? loveJen x.',\n",
              " 'Where can download clear movies. Dvd copies.',\n",
              " 'Get 3 Lions England tone, reply lionm 4 mono or lionp 4 poly. 4 more go 2 www.ringtones.co.uk, the original n best. Tones 3GBP network operator rates apply.',\n",
              " 'Argh why the fuck is nobody in town ;_;',\n",
              " 'What you need. You have a person to give na.',\n",
              " 'Lol grr my mom is taking forever with my prescription. Pharmacy is like 2 minutes away. Ugh.',\n",
              " 'Summers finally here! Fancy a chat or flirt with sexy singles in yr area? To get MATCHED up just reply SUMMER now. Free 2 Join. OptOut txt STOP Help08714742804',\n",
              " \"She said,'' do u mind if I go into the bedroom for a minute ? '' ''OK'', I sed in a sexy mood. She came out 5 minuts latr wid a cake...n My Wife,\",\n",
              " 'No need lar. Jus testing e phone card. Dunno network not gd i thk. Me waiting 4 my sis 2 finish bathing so i can bathe. Dun disturb u liao u cleaning ur room.',\n",
              " \"jay says he'll put in  &lt;#&gt;\",\n",
              " 'Just wait till end of march when el nino gets himself. Oh.',\n",
              " '7 at esplanade.. Do ü mind giving me a lift cos i got no car today..',\n",
              " 'Arun can u transfr me d amt',\n",
              " 'Aiyo please ü got time meh.',\n",
              " 'Today is ACCEPT DAY..U Accept me as? Brother Sister Lover Dear1 Best1 Clos1 Lvblefrnd Jstfrnd Cutefrnd Lifpartnr Belovd Swtheart Bstfrnd No rply means enemy',\n",
              " ' &lt;DECIMAL&gt; m but its not a common car here so its better to buy from china or asia. Or if i find it less expensive. I.ll holla',\n",
              " 'Urgent! Please call 09061213237 from landline. £5000 cash or a luxury 4* Canary Islands Holiday await collection. T&Cs SAE PO Box 177. M227XY. 150ppm. 16+',\n",
              " 'Haha, that was the first person I was gonna ask',\n",
              " 'Hello. Sort of out in town already. That . So dont rush home, I am eating nachos. Will let you know eta.',\n",
              " 'What should i eat fo lunch senor',\n",
              " 'Yar but they say got some error.',\n",
              " 'Not tonight mate. Catching up on some sleep. This is my new number by the way. ',\n",
              " 'All e best 4 ur exam later.',\n",
              " 'Don‘t give a flying monkeys wot they think and I certainly don‘t mind. Any friend of mine and all that!',\n",
              " \"Join the UK's horniest Dogging service and u can have sex 2nite!. Just sign up and follow the instructions. Txt ENTRY to 69888 now! Nyt.EC2A.3LP.msg@150p\",\n",
              " 'Mmm so yummy babe ... Nice jolt to the suzy',\n",
              " 'Howz that persons story',\n",
              " 'Yar... I tot u knew dis would happen long ago already.',\n",
              " 'Nothing much, chillin at home. Any super bowl plan?',\n",
              " \"Okey doke. I'm at home, but not dressed cos laying around ill! Speak to you later bout times and stuff. \",\n",
              " 'Was actually about to send you a reminder today. Have a wonderful weekend',\n",
              " 'But i juz remembered i gotta bathe my dog today..',\n",
              " \"Do u ever get a song stuck in your head for no reason and it won't go away til u listen to it like 5 times?\",\n",
              " 'Right on brah, see you later',\n",
              " 'Dai  &lt;#&gt;  naal eruku.',\n",
              " \"Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's\",\n",
              " 'Hey come online! Use msn... We are all there',\n",
              " 'Getting tickets 4 walsall tue 6 th march. My mate is getting me them on sat. ill pay my treat. Want 2 go. Txt bak .Terry',\n",
              " 'Ok...',\n",
              " 'HOT LIVE FANTASIES call now 08707509020 Just 20p per min NTT Ltd, PO Box 1327 Croydon CR9 5WB 0870..k',\n",
              " 'Saw Guys and Dolls last night with Patrick Swayze it was great',\n",
              " 'I think chennai well settled?',\n",
              " \"We're finally ready fyi\",\n",
              " 'Yep then is fine 7.30 or 8.30 for ice age.',\n",
              " 'Sday only joined.so training we started today:)',\n",
              " \"Nope but i'll b going 2 sch on fri quite early lor cos mys sis got paper in da morn :-)\",\n",
              " 'Text PASS to 69669 to collect your polyphonic ringtones. Normal gprs charges apply only. Enjoy your tones',\n",
              " 'Also sir, i sent you an email about how to log into the usc payment portal. I.ll send you another message that should explain how things are back home. Have a great weekend.',\n",
              " \"I call you later, don't have network. If urgnt, sms me.\",\n",
              " 'Thk some of em find wtc too far... Weiyi not goin... E rest i dunno yet... R ur goin 4 dinner den i might b able to join...',\n",
              " 'Kallis wont bat in 2nd innings.',\n",
              " 'That way transport is less problematic than on sat night. By the way, if u want to ask  n  to join my bday, feel free. But need to know definite nos as booking on fri. ',\n",
              " \"Of course ! Don't tease me ... You know I simply must see ! *grins* ... Do keep me posted my prey ... *loving smile* *devouring kiss*\",\n",
              " \"I've been trying to reach him without success\",\n",
              " 'This is the 2nd time we have tried to contact u. U have won the £1450 prize to claim just call 09053750005 b4 310303. T&Cs/stop SMS 08718725756. 140ppm',\n",
              " \"Sorry, I'll call later in meeting\",\n",
              " 'Your weekly Cool-Mob tones are ready to download !This weeks new Tones include: 1) Crazy Frog-AXEL F>>> 2) Akon-Lonely>>> 3) Black Eyed-Dont P >>>More info in n',\n",
              " 'It just seems like weird timing that the night that all you and g want is for me to come smoke is the same day as when a shitstorm is attributed to me always coming over and making everyone smoke',\n",
              " 'Can do lor...',\n",
              " 'Hi:)did you asked to waheeda fathima about leave?',\n",
              " 'Ü takin linear algebra today?',\n",
              " \"Congrats. That's great. I wanted to tell you not to tell me your score cos it might make me relax. But its motivating me so thanks for sharing\",\n",
              " \" says that he's quitting at least5times a day so i wudn't take much notice of that. Nah, she didn't mind. Are you gonna see him again? Do you want to come to taunton tonight? U can tell me all about !\",\n",
              " 'I am taking half day leave bec i am not well',\n",
              " 'My supervisor find 4 me one lor i thk his students. I havent ask her yet. Tell u aft i ask her.',\n",
              " \"Hello from Orange. For 1 month's free access to games, news and sport, plus 10 free texts and 20 photo messages, reply YES. Terms apply: www.orange.co.uk/ow\",\n",
              " 'Ya even those cookies have jelly on them',\n",
              " \"I jus hope its true that  missin me cos i'm really missin him! You haven't done anything to feel guilty about, yet.\",\n",
              " 'Eh sorry leh... I din c ur msg. Not sad already lar. Me watching tv now. U still in office?',\n",
              " 'Fighting with the world is easy, u either win or lose bt fightng with some1 who is close to u is dificult if u lose - u lose if u win - u still lose.',\n",
              " 'Warner Village 83118 C Colin Farrell in SWAT this wkend @Warner Village & get 1 free med. Popcorn!Just show msg+ticket@kiosk.Valid 4-7/12. C t&c @kiosk. Reply SONY 4 mre film offers',\n",
              " 'Will u meet ur dream partner soon? Is ur career off 2 a flyng start? 2 find out free, txt HORO followed by ur star sign, e. g. HORO ARIES',\n",
              " 'Noooooooo please. Last thing I need is stress. For once in your life be fair.',\n",
              " 'What type of stuff do you sing?',\n",
              " 'Lol boo I was hoping for a laugh',\n",
              " 'Dear got train and seat mine lower seat',\n",
              " 'Would you like to see my XXX pics they are so hot they were nearly banned in the uk!',\n",
              " 'Haha i think i did too',\n",
              " 'Ok i vl..do u know i got adsense approved..',\n",
              " \"Spoke with uncle john today. He strongly feels that you need to sacrifice to keep me here. He's going to call you. When he does, i beg you to just listen. Dont make any promises or make it clear things are not easy. And i need you to please let us work things out. As long as i keep expecting help, my creativity will be stifled so pls just keep him happy, no promises on your part.\",\n",
              " \"Beautiful tomorrow never comes.. When it comes, it's already TODAY.. In the hunt of beautiful tomorrow don't waste your wonderful TODAY.. GOODMORNING:)\",\n",
              " \" said kiss, kiss, i can't do the sound effects! He is a gorgeous man isn't he! Kind of person who needs a smile to brighten his day! \",\n",
              " 'Yeah, in fact he just asked if we needed anything like an hour ago. When and how much?',\n",
              " 'Meeting u is my work. . . Tel me when shall i do my work tomorrow',\n",
              " 'Ah, well that confuses things, doesnt it? I thought was friends with now. Maybe i did the wrong thing but i already sort of invited -tho he may not come cos of money.',\n",
              " 'Hey, I missed you tm of last night as my phone was on the charge ... *smiles* ... I am meeting a friend shortly',\n",
              " 'If You mean the website. Yes.',\n",
              " \"Hello, my boytoy! I made it home and my constant thought is of you, my love. I hope your having a nice visit but I can't wait till you come home to me ...*kiss*\",\n",
              " 'Dont know supports ass and srt i thnk. I think ps3 can play through usb too',\n",
              " 'Here is your discount code RP176781. To stop further messages reply stop. www.regalportfolio.co.uk. Customer Services 08717205546',\n",
              " 'Let there be snow. Let there be snow. This kind of weather brings ppl together so friendships can grow.',\n",
              " 'Me fine..absolutly fine',\n",
              " \"Of course. I guess god's just got me on hold right now.\",\n",
              " 'Jus came back fr lunch wif my sis only. U leh?',\n",
              " 'Dear we got  &lt;#&gt;  dollars hi hi',\n",
              " 'Want explicit SEX in 30 secs? Ring 02073162414 now! Costs 20p/min',\n",
              " 'Yes princess! I want to catch you with my big strong hands...',\n",
              " 'Hmm... Dunno leh, mayb a bag 4 goigng out dat is not too small. Or jus anything except perfume, smth dat i can keep.',\n",
              " 'K, want us to come by now?',\n",
              " 'Oic cos me n my sis got no lunch today my dad went out... So dunno whether 2 eat in sch or wat...',\n",
              " \"Sorry, I'll call later\",\n",
              " 'Busy here. Trying to finish for new year. I am looking forward to finally meeting you...',\n",
              " 'Do u hav any frnd by name ashwini in ur college?',\n",
              " 'I dunno until when... Lets go learn pilates...',\n",
              " 'U are subscribed to the best Mobile Content Service in the UK for £3 per 10 days until you send STOP to 82324. Helpline 08706091795',\n",
              " \"Hiya, sorry didn't hav signal. I haven't seen or heard from and neither has, which is unusual in itself! I'll put on the case and get him to sort it out! Hugs and snogs.\",\n",
              " 'When should I come over?',\n",
              " 'I wanted to ask ü to wait 4 me to finish lect. Cos my lect finishes in an hour anyway.',\n",
              " 'I jus reached home. I go bathe first. But my sis using net tell u when she finishes k...',\n",
              " 'I promise to take good care of you, princess. I have to run now. Please send pics when you get a chance. Ttyl!',\n",
              " 'Ok no prob. Take ur time.',\n",
              " 'Poyyarikatur,kolathupalayam,unjalur post,erode dis, &lt;#&gt; .',\n",
              " 'Do you know why god created gap between your fingers..? So that, One who is made for you comes &amp; fills those gaps by holding your hand with LOVE..!',\n",
              " 'somewhere out there beneath the pale moon light someone think in of u some where out there where dreams come true... goodnite &amp; sweet dreams',\n",
              " 'You do what all you like',\n",
              " 'Storming msg: Wen u lift d phne, u say \"HELLO\" Do u knw wt is d real meaning of HELLO?? . . . It\\'s d name of a girl..! . . . Yes.. And u knw who is dat girl?? \"Margaret Hello\" She is d girlfrnd f Grahmbell who invnted telphone... . . . . Moral:One can 4get d name of a person, bt not his girlfrnd... G o o d n i g h t . . .@',\n",
              " 'URGENT This is our 2nd attempt to contact U. Your £900 prize from YESTERDAY is still awaiting collection. To claim CALL NOW 09061702893',\n",
              " 'Are you plans with your family set in stone ?',\n",
              " 'Ok lor then we go tog lor...',\n",
              " \"I'll get there at 3, unless you guys want me to come some time sooner\",\n",
              " 'Sorry chikku, my cell got some problem thts y i was nt able to reply u or msg u..',\n",
              " 'Good afternoon on this glorious anniversary day, my sweet J !! I hope this finds you happy and content, my Prey. I think of you and send a teasing kiss from across the sea coaxing images of fond souveniers ... You Cougar-Pen',\n",
              " 'It,,s a taxt massage....tie-pos argh ok! Lool!',\n",
              " 'Hi baby ive just got back from work and i was wanting to see u allday! I hope i didnt piss u off on the phone today. If u are up give me a call xxx',\n",
              " 'How much you got for cleaning',\n",
              " 'have got * few things to do. may be in * pub later.',\n",
              " 'Just re read it and I have no shame but tell me how he takes it and if he runs I will blame u 4 ever!! Not really 4 ever just a long time ',\n",
              " 'Good Morning my Dear........... Have a great &amp; successful day.',\n",
              " \"Ok... Help me ask if she's working tmr a not?\",\n",
              " 'Still in the area of the restaurant. Ill try to come back soon',\n",
              " \"Arms fine, how's Cardiff and uni? \",\n",
              " 'No dear i do have free messages without any recharge. Hi hi hi',\n",
              " 'WIN a year supply of CDs 4 a store of ur choice worth £500 & enter our £100 Weekly draw txt MUSIC to 87066 Ts&Cs www.Ldew.com.subs16+1win150ppmx3',\n",
              " 'Lol no. U can trust me.',\n",
              " 'Yeah sure, give me a couple minutes to track down my wallet',\n",
              " 'Hello lover! How goes that new job? Are you there now? Are you happy? Do you think of me? I wake, my slave and send you a teasing kiss from across the sea',\n",
              " 'sorry brah, just finished the last of my exams, what up',\n",
              " \"Ü eatin later but i'm eatin wif my frens now lei... Ü going home first? \",\n",
              " 'Havent still waitin as usual... Ü come back sch oredi?',\n",
              " 'Well boy am I glad G wasted all night at applebees for nothing',\n",
              " \"I don't think I can get away for a trek that long with family in town, sorry\",\n",
              " 'Congratulations ur awarded either £500 of CD gift vouchers & Free entry 2 our £100 weekly draw txt MUSIC to 87066 TnCs www.Ldew.com 1 win150ppmx3age16',\n",
              " \"Refused a loan? Secured or Unsecured? Can't get credit? Call free now 0800 195 6669 or text back 'help' & we will!\",\n",
              " 'Havent shopping now lor i juz arrive only',\n",
              " \"Ok then i'll let him noe later n ask him call u tmr...\",\n",
              " \"I'm not coming over, do whatever you want\",\n",
              " 'Get your garden ready for summer with a FREE selection of summer bulbs and seeds worth £33:50 only with The Scotsman this Saturday. To stop go2 notxt.co.uk',\n",
              " 'Velly good, yes please!',\n",
              " 'Okay lor... Will they still let us go a not ah? Coz they will not know until later. We drop our cards into the box right?',\n",
              " 'Lmao ok I wont be needing u to do my hair anymore.',\n",
              " 'Yes just finished watching days of our lives. I love it.',\n",
              " 'LOOK AT AMY URE A BEAUTIFUL, INTELLIGENT WOMAN AND I LIKE U A LOT. I KNOW U DON\\x92T LIKE ME LIKE THAT SO DON\\x92T WORRY.',\n",
              " 'Ur cash-balance is currently 500 pounds - to maximize ur cash-in now send CASH to 86688 only 150p/msg. CC: 08708800282 HG/Suite342/2Lands Row/W1J6HL',\n",
              " 'cmon babe, make me horny, *turn* me on! Txt me your fantasy now babe -) Im hot, sticky and need you now. All replies cost £1.50. 2 cancel send STOP',\n",
              " 'FreeMsg:Feelin kinda lnly hope u like 2 keep me company! Jst got a cam moby wanna c my pic?Txt or reply DATE to 82242 Msg150p 2rcv Hlp 08712317606 stop to 82242',\n",
              " 'Senthil group company Apnt 5pm.',\n",
              " 'Good night my dear.. Sleepwell&amp;Take care',\n",
              " 'Hey! Congrats 2u2. id luv 2 but ive had 2 go home!',\n",
              " 'Oh all have to come ah?',\n",
              " 'Sorry me going home first... Daddy come fetch ü later...',\n",
              " 'Geeeee ... Your internet is really bad today, eh ?',\n",
              " 'Hey what how about your project. Started aha da.',\n",
              " 'Yo carlos, a few friends are already asking me about you, you working at all this weekend?',\n",
              " \"Wherre's my boytoy ? :-(\",\n",
              " 'Urgent! Please call 09066612661 from your landline, your complimentary 4* Lux Costa Del Sol holiday or £1000 CASH await collection. ppm 150 SAE T&Cs James 28, EH74RR',\n",
              " 'I AM AT A PARTY WITH ALEX NICHOLS',\n",
              " 'I am joining today formally.Pls keep praying.will talk later.',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AqOBGiGErZgj",
        "outputId": "99d8de1d-55f6-43d9-a9be-b69cde0a3bad"
      },
      "source": [
        "!pip install transformers"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting transformers\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/b0/9e/5b80becd952d5f7250eaf8fc64b957077b12ccfe73e9c03d37146ab29712/transformers-4.6.0-py3-none-any.whl (2.3MB)\n",
            "\u001b[K     |████████████████████████████████| 2.3MB 15.3MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (1.19.5)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.0.12)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2019.12.20)\n",
            "Collecting sacremoses\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/75/ee/67241dc87f266093c533a2d4d3d69438e57d7a90abb216fa076e7d475d4a/sacremoses-0.0.45-py3-none-any.whl (895kB)\n",
            "\u001b[K     |████████████████████████████████| 901kB 28.3MB/s \n",
            "\u001b[?25hRequirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.41.1)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from transformers) (4.0.1)\n",
            "Collecting huggingface-hub==0.0.8\n",
            "  Downloading https://files.pythonhosted.org/packages/a1/88/7b1e45720ecf59c6c6737ff332f41c955963090a18e72acbcbeac6b25e86/huggingface_hub-0.0.8-py3-none-any.whl\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from transformers) (20.9)\n",
            "Collecting tokenizers<0.11,>=0.10.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ae/04/5b870f26a858552025a62f1649c20d29d2672c02ff3c3fb4c688ca46467a/tokenizers-0.10.2-cp37-cp37m-manylinux2010_x86_64.whl (3.3MB)\n",
            "\u001b[K     |████████████████████████████████| 3.3MB 54.6MB/s \n",
            "\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.23.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.15.0)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (8.0.0)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.0.1)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers) (3.7.4.3)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->transformers) (3.4.1)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->transformers) (2.4.7)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2020.12.5)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (3.0.4)\n",
            "Installing collected packages: sacremoses, huggingface-hub, tokenizers, transformers\n",
            "Successfully installed huggingface-hub-0.0.8 sacremoses-0.0.45 tokenizers-0.10.2 transformers-4.6.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 164,
          "referenced_widgets": [
            "7601adb4afb447cb99a697c0a5b95fa5",
            "6ec38c7691be44b4913d6d5e0f76603c",
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            "04d8795812be4b838a3cbe0c3ffa6213",
            "33dde4a7859c48e1b28a972cbb66f168",
            "15912398841a42768b19ba8b000cd33d",
            "19c1ff45659147d6a6c73701cd04a457",
            "92533d2577d04fd3a606f5bbfebe997f",
            "1c6f95ef82774b918e8873427f431732",
            "079c262a15c34ee499cc7aab01e4f63d",
            "83e99b57d4884605b2cfde2c29981535",
            "8c2a09d3aec44b6db0a667d9786ec86b"
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        },
        "id": "bcNEJ6perOSs",
        "outputId": "7033fc24-6f52-4c18-9e6a-6192e6727ac8"
      },
      "source": [
        "from transformers import DistilBertTokenizerFast\n",
        "tokenizer = DistilBertTokenizerFast.from_pretrained('distilbert-base-uncased')"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "7601adb4afb447cb99a697c0a5b95fa5",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=231508.0, style=ProgressStyle(descripti…"
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          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d80d5f04f004404c97502df6ccc5ec89",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=466062.0, style=ProgressStyle(descripti…"
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          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "33dde4a7859c48e1b28a972cbb66f168",
              "version_minor": 0,
              "version_major": 2
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            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=28.0, style=ProgressStyle(description_w…"
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          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-OL3fgLvrXvH"
      },
      "source": [
        "train_encodings = tokenizer(X_train, truncation=True, padding=True)\n",
        "test_encodings = tokenizer(X_test, truncation=True, padding=True)"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ODdQRnassj9s",
        "outputId": "0969f323-2865-49c1-f894-97f0de1b8071"
      },
      "source": [
        "y_train"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9B42CTCnrrEx"
      },
      "source": [
        "import tensorflow as tf\n",
        "\n",
        "train_dataset = tf.data.Dataset.from_tensor_slices((\n",
        "    dict(train_encodings),\n",
        "    y_train\n",
        "))\n",
        "\n",
        "test_dataset = tf.data.Dataset.from_tensor_slices((\n",
        "    dict(test_encodings),\n",
        "    y_test\n",
        "))"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NH1dupK0rzfn"
      },
      "source": [
        "from transformers import TFDistilBertForSequenceClassification, TFTrainer, TFTrainingArguments\n",
        "\n",
        "training_args = TFTrainingArguments(\n",
        "    output_dir='./results',          # output directory\n",
        "    num_train_epochs=2,              # total number of training epochs\n",
        "    per_device_train_batch_size=8,  # batch size per device during training\n",
        "    per_device_eval_batch_size=16,   # batch size for evaluation\n",
        "    warmup_steps=500,                # number of warmup steps for learning rate scheduler\n",
        "    weight_decay=0.01,               # strength of weight decay\n",
        "    logging_dir='./logs',            # directory for storing logs\n",
        "    logging_steps=10,\n",
        ")"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PZvTrEcfr7k-",
        "outputId": "a47c5340-4e68-45d7-b7ce-64604fc519f8"
      },
      "source": [
        "with training_args.strategy.scope():\n",
        "    model = TFDistilBertForSequenceClassification.from_pretrained(\"distilbert-base-uncased\")\n",
        "\n",
        "trainer = TFTrainer(\n",
        "    model=model,                         # the instantiated 🤗 Transformers model to be trained\n",
        "    args=training_args,                  # training arguments, defined above\n",
        "    train_dataset=train_dataset,         # training dataset\n",
        "    eval_dataset=test_dataset             # evaluation dataset\n",
        ")\n",
        "\n",
        "trainer.train()"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Some layers from the model checkpoint at distilbert-base-uncased were not used when initializing TFDistilBertForSequenceClassification: ['vocab_transform', 'activation_13', 'vocab_projector', 'vocab_layer_norm']\n",
            "- This IS expected if you are initializing TFDistilBertForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
            "- This IS NOT expected if you are initializing TFDistilBertForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
            "Some layers of TFDistilBertForSequenceClassification were not initialized from the model checkpoint at distilbert-base-uncased and are newly initialized: ['classifier', 'pre_classifier', 'dropout_79']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:The parameters `output_attentions`, `output_hidden_states` and `use_cache` cannot be updated when calling a model.They have to be set to True/False in the config object (i.e.: `config=XConfig.from_pretrained('name', output_attentions=True)`).\n",
            "WARNING:tensorflow:AutoGraph could not transform <bound method Socket.send of <zmq.sugar.socket.Socket object at 0x7fdad5db3de0>> and will run it as-is.\n",
            "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
            "Cause: module, class, method, function, traceback, frame, or code object was expected, got cython_function_or_method\n",
            "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
            "WARNING: AutoGraph could not transform <bound method Socket.send of <zmq.sugar.socket.Socket object at 0x7fdad5db3de0>> and will run it as-is.\n",
            "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
            "Cause: module, class, method, function, traceback, frame, or code object was expected, got cython_function_or_method\n",
            "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
            "WARNING:tensorflow:AutoGraph could not transform <function wrap at 0x7fdb0165bd40> and will run it as-is.\n",
            "Cause: while/else statement not yet supported\n",
            "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
            "WARNING: AutoGraph could not transform <function wrap at 0x7fdb0165bd40> and will run it as-is.\n",
            "Cause: while/else statement not yet supported\n",
            "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
            "WARNING:tensorflow:The parameter `return_dict` cannot be set in graph mode and will always be set to `True`.\n",
            "WARNING:tensorflow:The parameters `output_attentions`, `output_hidden_states` and `use_cache` cannot be updated when calling a model.They have to be set to True/False in the config object (i.e.: `config=XConfig.from_pretrained('name', output_attentions=True)`).\n",
            "WARNING:tensorflow:The parameter `return_dict` cannot be set in graph mode and will always be set to `True`.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R534aDi3xD0s",
        "outputId": "2b8eeaa4-6c2a-4b01-f2e0-c282ad5e2a3b"
      },
      "source": [
        "trainer.evaluate(test_dataset)"
      ],
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'eval_loss': 0.019192969799041747}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 76
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HvP_ktb-xyFq"
      },
      "source": [
        ""
      ],
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UyBmI1WcxKjG",
        "outputId": "760098b0-0772-4671-8840-712d3ea89a3c"
      },
      "source": [
        "trainer.predict(test_dataset)"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 1, 0, ..., 0, 1, 0], dtype=int32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9Qc5FtM8xn9A",
        "outputId": "12978cf2-d6b7-4259-8dca-0453d84034fb"
      },
      "source": [
        "trainer.predict(test_dataset)[1].shape"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1115,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fUVX_IhWxkxg"
      },
      "source": [
        "output=trainer.predict(test_dataset)[1]"
      ],
      "execution_count": 74,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cfCE06jQu5cI",
        "outputId": "7fd6fa95-ea5a-47fd-ea94-126f949ab8c2"
      },
      "source": [
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "cm=confusion_matrix(y_test,output)\n",
        "cm"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[955,   0],\n",
              "       [  0, 160]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "okD5we1NwhQW"
      },
      "source": [
        "trainer.save_model('senti_model')"
      ],
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f9MbFGrEyNTS"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}