Text Classify App.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Error loading stopwords: <urlopen error [Errno 11001]\n",
      "[nltk_data]     getaddrinfo failed>\n"
     ]
    }
   ],
   "source": [
    "from nltk.corpus import stopwords, twitter_samples\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import nltk\n",
    "import string\n",
    "from utils import process_tweet, lookup\n",
    "#from utils import lookup\n",
    "from nltk.tokenize import TweetTokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Error loading twitter_samples: <urlopen error [Errno\n",
      "[nltk_data]     11001] getaddrinfo failed>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "nltk.download('twitter_samples')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "nltk_pos = twitter_samples.strings('positive_tweets.json')\n",
    "nltk_neg = twitter_samples.strings('negative_tweets.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#FollowFriday @France_Inte @PKuchly57 @Milipol_Paris for being top engaged members in my community this week :)',\n",
       " '@Lamb2ja Hey James! How odd :/ Please call our Contact Centre on 02392441234 and we will be able to assist you :) Many thanks!',\n",
       " '@DespiteOfficial we had a listen last night :) As You Bleed is an amazing track. When are you in Scotland?!',\n",
       " '@97sides CONGRATS :)',\n",
       " 'yeaaaah yippppy!!!  my accnt verified rqst has succeed got a blue tick mark on my fb profile :) in 15 days',\n",
       " '@BhaktisBanter @PallaviRuhail This one is irresistible :)\\n#FlipkartFashionFriday http://t.co/EbZ0L2VENM',\n",
       " \"We don't like to keep our lovely customers waiting for long! We hope you enjoy! Happy Friday! - LWWF :) https://t.co/smyYriipxI\",\n",
       " '@Impatientraider On second thought, there’s just not enough time for a DD :) But new shorts entering system. Sheep must be buying.',\n",
       " 'Jgh , but we have to go to Bayan :D bye',\n",
       " 'As an act of mischievousness, am calling the ETL layer of our in-house warehousing app Katamari.\\n\\nWell… as the name implies :p.',\n",
       " '#FollowFriday @wncer1 @Defense_gouv for being top influencers in my community this week :)',\n",
       " \"Who Wouldn't Love These Big....Juicy....Selfies :) - http://t.co/QVzjgd1uFo http://t.co/oWBL11eQRY\",\n",
       " '@Mish23615351  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " \"@jjulieredburn Perfect, so you already know what's waiting for you :)\",\n",
       " 'Great new opportunity for junior triathletes aged 12 and 13 at the Gatorade series! Get your entries in :) http://t.co/of3DyOzML0',\n",
       " 'Laying out a greetings card range for print today - love my job :-)',\n",
       " \"Friend's lunch... yummmm :)\\n#Nostalgia #TBS #KU.\",\n",
       " \"@RookieSenpai @arcadester it is the id conflict thanks for the help :D here's the screenshot of it working\",\n",
       " '@oohdawg_ Hi liv :))',\n",
       " 'Hello I need to know something can u fm me on Twitter?? — sure thing :) dm me x http://t.co/W6Dy130BV7',\n",
       " '#FollowFriday @MBandScott_ @Eric_FLE @pointsolutions3 for being top new followers in my community this week :)',\n",
       " \"@rossbreadmore I've heard the Four Seasons is pretty dope. Penthouse, obvs #Gobigorgohome\\nHave fun y'all :)\",\n",
       " '@gculloty87 Yeah I suppose she was lol! Chat in a bit just off out x :))',\n",
       " 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @maphisa301',\n",
       " \"💅🏽💋 - :)))) haven't seen you in years\",\n",
       " '@Bosslogic @amellywood @CW_Arrow @ARROWwriters Thank you! :-)',\n",
       " '@johngutierrez1 hope the rest of your night goes by quickly... I am off to bed... got my music fix and now it is time to dream  :)',\n",
       " 'Spiritual Ritual Festival (Népal)\\nBeginning of Line-up :)\\nIt is left for the line-up (y)\\nSee more at:... http://t.co/QMNz62OEuc',\n",
       " \"@ke7zum Hey Sarah! Send us an email at bitsy@bitdefender.com and we'll help you asap :)\",\n",
       " '@izzkamilhalda lols. :D',\n",
       " 'MY kik - hatessuce32429 #kik #kikme #lgbt #tinder #nsfw #akua #cumshot :) http://t.co/TnHJD36yzf',\n",
       " '@KalinWhite come to my house :)))))',\n",
       " '#nsn_supplements, Effective press release distribution with results! :) [link removed] #PressRelease #NewsDistribution',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x46',\n",
       " 'everyone watch the documentary Earthlings on YouTube :-)',\n",
       " '@jamiefigsxx  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '#FollowFriday @MichelBauza @InvataOnline for being top supports in my community this week :)',\n",
       " 'buuuuuuuut oh well :-)',\n",
       " '@leisuremarkltd @NoshandQuaff @aktarislam @keanebrands @HeritageSilver I am looking forward to visiting next week #letsgetmessy Jo :-)',\n",
       " '@sehunshinedaily if it makes u feel better i never have nor will see anyone in kpop in the flesh :D',\n",
       " '@Joyster2012 @CathStaincliffe Good for you, girl!! Best wishes :-)',\n",
       " '@_Kimimi A great enough reason to listen to one epic soundtrack. :D',\n",
       " '@AquaDesignGroup Thank you for the shout out. Have a great Friday :)',\n",
       " 'I added a video to a @YouTube playlist http://t.co/yzpfsMxUq0 im back on twitch and today it going to be league :) - 1 / 4',\n",
       " 'Would love to see you dear in #Jordan :) waiting you! @FIRDOZ  :) @VisitJordan @dannyprol',\n",
       " '@ABNORMAL_ANA92 oh, okay :D thanks!',\n",
       " '@sssniperwolf like how to fake gameplays ;) haha Im kidding, im kidding. You do good stuff :).',\n",
       " '@dennislami @Dicle_Aygur, yeah exactly :)',\n",
       " 'Our new product line is in our #etsy shop now! Check it out :) http://t.co/h8exCTLQxg #boxroomcrafts',\n",
       " '@PeakYourMind I hope your vacation is going great! :D',\n",
       " '@groovinshawn they are rechargeable and it normally comes with a charger when u buy it :)',\n",
       " '#FollowFriday @France_Espana @reglisse_menthe @CCI_inter for being top engaged members in my community this week :)',\n",
       " \"Well she's asleep and I have no one to talk to sooo someone text me :)\",\n",
       " \"@brynybrath @smallcappy Yes, I suppose. I bet he'll have a blue fit after hearing her speech today. Pity :-)\",\n",
       " 'Green gardens, midnight sun, beautiful canals dasvidaniya till next visit.:)',\n",
       " '@KeithRParsons are you scouting SG for a future WLAN pros conference here in Asia? :)',\n",
       " '@Cecilie_Hell @420evilangel @wazimotometal @durooooooo @spigranty Good for u, better change it to lollipop 🍭 :).',\n",
       " 'We &lt;3 u Nez :) #AGNEZMO https://t.co/cGViMHSINz',\n",
       " '@LittleMix Follow me Please :)  This is my Big Dream :)',\n",
       " '@Elemaaan  oley be :D',\n",
       " '\"@CowokAddict: Mama is the only reason why I stand stronger up to now! :)\"',\n",
       " '@MacatangayApril  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@tk_kjk_kndr @boukendreamer OH MY GOD MISTY, MY BABY IS SO CUTE!!! :D',\n",
       " '@BhaktisBanter \\n\\nI love blue :)\\n#FlipkartFashionFriday http://t.co/HnbinH35ES',\n",
       " \"@CarcassDrop Woohoo! Can't wait :) Have you signed up yet, or still thinking about it? MKa\",\n",
       " 'i have liam access now :))',\n",
       " '@SyuhxdxTengku most welcome :)',\n",
       " 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/p6K6SiH58a.',\n",
       " \"@sluttywife2 you shouldn't be surprised...you have an amazing figure :)\",\n",
       " '#FollowFriday @murtishaw @aqui_fr @FRTechStartups for being top influencers in my community this week :)',\n",
       " '#HappyBirthdayEmilyBett @emilybett :) Wishing you all the best you beautiful,sweet,talented,amazing… https://t.co/humtC1tr3I',\n",
       " '2 plans for the day down the drain great :):',\n",
       " '@x123456789tine @5SOS_FAHUpdates gotta love timezones :p',\n",
       " 'are your parents proud of you — lol, not in the least :D maybe sometimes they get happy because of my grades, al... http://t.co/bJjeGIOOGU',\n",
       " 'Grande :)  https://t.co/gsaaxNpR8u',\n",
       " 'Manila_bro has chosen to follow me on Twitter! http://t.co/lKXZWXN1fb. Thanks for the follow :)',\n",
       " \"@syazwanzainal sure let me know when you're around..at this side of the world #eh u too take care :-)\",\n",
       " '#FollowFriday @michae1green @superninjaalan @Doug_Laney for being top new followers in my community this week :)',\n",
       " 'finally the fucking weekend :)',\n",
       " 'REAL :)',\n",
       " '@LoLEsportspedia thanks :D',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x45',\n",
       " 'YES! I Joined #HushedCallWithFraydoe for a call &amp; gift from @_Fraydoe &lt;3 Gotta Get @HushedApp :D http://t.co/VaLVe8omdT',\n",
       " '@YasLarry yeahhh :)',\n",
       " 'can I DM you &amp; make your night better :)))',\n",
       " 'just joined the #HushedPinWithSammy Event :D Might get to Text with @SammyWilk for a day! Luv U @HushedApp http://t.co/kGfgawdHy9',\n",
       " 'Would really appreciate it if you share this video around :) https://t.co/MhK3B3wOpQ',\n",
       " 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @xhebenkewu_9920',\n",
       " '@TomParker oh wow!! That is beautiful tom :)',\n",
       " 'Love You @darlingIXHAI22 @SyreenAnne :)) https://t.co/wx7yRrE7sV',\n",
       " 'I added a video to a @YouTube playlist http://t.co/HVVPhSYakA im back on twitch and today it going to be league :) - 1 / 3',\n",
       " '#FollowFriday @AmericanOGrain @PecomeP @APaulicand for being top supports in my community this week :)',\n",
       " '@ZaynZaynmalik30  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " \"Gym Monday can't wait :). Likes\",\n",
       " \"@HarNiLiZaLouis Hey, here's your invite to join Scope as an influencer :)  http://t.co/rZgZtQ2fJT\",\n",
       " 'Those friends know themselves :)',\n",
       " 'waiting for nudes :-)',\n",
       " '@JacobWhitesides go sleep u ! :)))))))))',\n",
       " 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/RB8pMNgMEo.',\n",
       " 'My birthday is a week today! :D',\n",
       " \"@metalgear_jp @Kojima_Hideo I want you're T-shirts ! They are so cool ! :D\",\n",
       " '@AxeRade haw phela if am not looking like Mom obviously am looking like him :)',\n",
       " '@zaynmalik prince charming on stage :) x https://t.co/OnVFhzt5fZ',\n",
       " 'i have really good luck :)',\n",
       " 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/XzsOGaC4zK.',\n",
       " '#FollowFriday @straz_das @DCarsonCPA @GH813600 for being top engaged members in my community this week :)',\n",
       " '@twentyonepilots @fujirock_jp tylers hipster glasses :D',\n",
       " '@MartyRafenstein \\n\\nHey Marty !! Glad to see on Twitter. :)',\n",
       " '@UKBusinessLunch Hi we will be joining you again today :)',\n",
       " '@LAfitnessUKhelp done thanks :-)',\n",
       " 'Its already afternoon, lets read Al Kahfi before the day finish :)',\n",
       " 'OhmyG! yaya dub @mainedcm im done doing to stalk your ig accnt.. GONDOOO MOO TOLOGOOO :) HAHA',\n",
       " \"@rozbabes Here's your invite to become a Scope influencer :) Details here: http://t.co/ipJ2yOiGet\",\n",
       " '#FollowFriday @NGourd @Locita @D_Robert_Kelly for being top influencers in my community this week :)',\n",
       " '@kevinthewhippet @Cassie_Spaniel @Bracken_Nelson @BellisimoBella1 @SpanielHarry thanks :) zzz xx',\n",
       " 'Physiotherapy Friday is my hashtag for today. Custom! :-)',\n",
       " '@Cjlopez21 you know I will 💪 Monica and I miss you to, yeah sounds good to me :)',\n",
       " '\"Good morning, beautiful :)\" That\\'s all it takes.',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x43',\n",
       " '@MandaScapinello oh yeah?? I am definitely going to try it tonight then! :) we took your advice too! We are in Treviso now!',\n",
       " '@morallosanthony  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " \"@NIKKIERIOZZI Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\",\n",
       " 'Fine, \\n...Have a gorgeous Friday, friend!!..; xo..-:)) https://t.co/JmpkZP2DaI',\n",
       " 'Oven roasted garlic in olive oil, sun dried tomatoes, some dried basil, and century tuna :) https://t.co/EsCc9QhLob',\n",
       " '@HostMyOffice @NigelPWhittaker @lemezma @TWBC_Business @_TheBunkerJL Right back atchya!  Have a great day everyone :)',\n",
       " \"@TeamTall17 @FlashHayer  but doesn't even follow back :-)\",\n",
       " 'The future is almost here then :) https://t.co/rolE3ZCL97',\n",
       " '#FollowFriday @Michelploria @MyFrenchCity @jasoncreation for being top new followers in my community this week :)',\n",
       " 'No chance :)',\n",
       " '@ChiAB2486 @MrCliveC @PCDKirkwood @DC_ARVSgt @COPS_President @EmWilliamsCCCU @LauraRGallagher @Hall11Kate @LaMinx541 @JohnTarbet71 cheers :)',\n",
       " '@thatguycalledP go po for ice cream :))',\n",
       " '@19strawberry66 I agree 100% :)',\n",
       " '@SpazzyTsukihara hehehehe thats the point :p',\n",
       " '@KalinWhite next time just stay home :)',\n",
       " '@Gculloty87 thanks :)',\n",
       " '#FollowFriday @digitalplace2be @intlboost @_lafontpresse for being top supports in my community this week :)',\n",
       " '@stayfaboo it will be up soon, i promise :)',\n",
       " 'Web Whatsapp volta a funcionar com iPhone jailbroken. :-)',\n",
       " '@crustyolddeen (I plan on watching it later) at 34 mins Leia appears as a hologram from R2D2 w a message for Obi Wan as he sits w Luke :)',\n",
       " '@Mburu__ Inter 3 UCL, Arsenal... Small team, Right! :)',\n",
       " 'Just passing by :) 🚂 (@ Dewsbury Railway Station (DEW) - @nationalrailenq in Dewsbury, West Yorkshire) https://t.co/DvBssHbrfx',\n",
       " '@ClearlyArticle :) its 430 am smh',\n",
       " \"@uptommosass it's 9:25 am here :) I live in Scotland :) it's strange to imagine what?- Megan xx\",\n",
       " '@bookmyshow \\n\\n !\\n#MasaanToday\\n#MasaanToday\\n\\nA4.... Shweta Tripathi  \\n !\\n#MasaanToday\\n#MasaanToday\\n\\n-.:-) .-..,',\n",
       " '@WforWoman 5. Over 20 W kurtas! And my Mom has about half the number I have :D #WSaleLove',\n",
       " 'Ah! Hello back Larry! @TransworldBooks :) https://t.co/8XhjJb4jtH',\n",
       " 'Anyway my Friday is looking kinda gooood :)',\n",
       " '@jhun_hunyo  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " \"Lol. Well. That's life :) thank God it enn you  https://t.co/GLoCEIjGQQ\",\n",
       " '@OJBJ @holmesjsamuel surely this could be your warmup this morning ??? Coming on 15th to Bath :) xx',\n",
       " \"Dum Dum Andar - Ram Sampath, Sona Mohapatra &amp; Samantha Edwards Mein Tulane to razi razi, Wah! That's Josh :) http://t.co/ul8MARDfhm\",\n",
       " '@justinbieber :) always smile',\n",
       " '@darlakim_ picture. :)',\n",
       " \"@arsenalnewsasit Thanks again, your time 16.20 right? That's perfect timing for me here :).\",\n",
       " '#FollowFriday @IzywayLesExpats @na4innov @InXpressCoAzur for being top engaged members in my community this week :)',\n",
       " '@Juleeyaanaa i know :))',\n",
       " '#GiveItUp We have already given up our gas subsidy long back when this initiative was proposed.. Feeling so delighted having done that!! :)',\n",
       " '@dayloladay I missed this yesterday!! :-)',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x42',\n",
       " '@jaimeemelanie_ lmaoo! The best songs ever &lt;3 We shall have our own little throwback this week (y) :p',\n",
       " '@Clazziebritchas then go to the outlying islands, such as Cheung Chau, Mui Wo....totally different :))',\n",
       " \"#KFCkitchentours Kitchen is so clean. I'm totally amazed :) @KFC_India\",\n",
       " '@cybelxxx  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@Jana7380 on the cusp of testing the waters, hope yours is rewarding :)',\n",
       " '#FollowFriday @BroadcastBeat @InSunWeTrust @conseilsmkg for being top influencers in my community this week :)',\n",
       " \"arummzz: Let's go... I'll drive for you :p\\n\\n#traveling #traveler #yogyakarta #jeep #Indonesia #instamood… https://t.co/s7y4Ys5JeU\",\n",
       " 'Anyone wanna skype me? :D',\n",
       " '@agylyxa may i look so, bit i am a real nice friendly girl :-)',\n",
       " 'Im not like them. But i can pretend~ :)',\n",
       " 'watching where we are concert film :)',\n",
       " \"Congratulations @amisharanka95, you're the winner to our #CheesyDelights contest :)\\nPlease DM us your address and contact number!\",\n",
       " ':) Have a great weekend guys! https://t.co/DLDKLpeTAb',\n",
       " '#FollowFriday @CLARAROJASG @BF_P2C @MyBusiness_Plan for being top new followers in my community this week :)',\n",
       " '@PuaMagasiva it was cool seeing you film today! :)',\n",
       " \"Check out Email Marketing 24/7:  http://t.co/O5fjR7oEqk you won't regret if you buy it :)\",\n",
       " '@vineshpomal LOL. Come join us ... See u in around 14 hours if u leave now, without delays. :)',\n",
       " \"Actually very easy doing like this, it must be a station I guess where the train 'wd take at least an hour for shifting its engine etc :-)\",\n",
       " 'sunburn is peeling :-)',\n",
       " '@Sexdate_gratis Visit my blog http://t.co/UzOAqroWKx thanks :D',\n",
       " \"@TikoSD Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\",\n",
       " '@no1_razorstan then talk to me. I can help you :)',\n",
       " '\"@CassTheTrainer: A Huge &amp; Warm Welcome to @VodkaBlond :-))\"\\n\\n☆ finally we complete the triangle ! ☆',\n",
       " '@LucienneDiver I live in Northern Ireland. :) what sights have you seen?',\n",
       " '@Mecastor01Mica  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '#FollowFriday @Z_Intl_Agency @Tivipro @compexly for being top supports in my community this week :)',\n",
       " 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/6prugvmOuC.',\n",
       " '@imraina feeling smthng smthng fr u...lol...wanna hug u....XOXO...love uu jaann take care :* :)) &lt;3 :\")',\n",
       " 'thanks mom :)',\n",
       " 'Thanks #TopNewFollowers @BestOfFicPad @MrCFluegel @JeanMarcPN Happy to connect :)',\n",
       " \"@MooseAllain @MeatBingo that is the just most wonderful thing, it's made me feel all fluffy inside. Great pirouette, Moose :D\",\n",
       " \"@KristophCajon I have a trip to philly in December so after that :) I'd love to come out there dude.\",\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x41',\n",
       " \"The question is flawed. Pain doesn't negate strength :)  https://t.co/77TbkS2Djw\",\n",
       " \"@ReflectKnives You went solo because these moves weren't being made :D\",\n",
       " 'hey my fav nirvana song is smells like teen spirit rip amy winehouse :-)))))',\n",
       " '#FollowFriday @CCIdeLYON @CCI_95 @CPNERI_ESIGROUP for being top engaged members in my community this week :)',\n",
       " \"Let's go... I'll drive for you :p\\n\\n#traveling #traveler #yogyakarta #jeep #Indonesia #instamood… https://t.co/s7y4Ys5JeU\",\n",
       " 'did we name the couple yet?? #TomHiddleston #ElizabethOlsen ?? #yaytheylookgreat :))',\n",
       " 'I love you all goodnight. Vid going up when I wake up you all with love this one :)',\n",
       " 'This weekend I am gonna shoot the lovely @NarakuBrock again &lt;3! Here a picture I made of her last time :D http://t.co/s3e2dmpt24',\n",
       " 'anyway :-)',\n",
       " 'Itty Bitty Teenie Bikini  :) http://t.co/A2oxW0ZI3g http://t.co/jn7KSfHwRc',\n",
       " 'I just joined the #HushedPinWithSammy Event :D Might get to Text with @SammyWilk for a day! Luv U @HushedApp http://t.co/czdow1i44W',\n",
       " 'Always so much fun when 4th hour gets together. :) \\n\\nEnding the night with ice cream and Xfiles. \\n\\nContent.',\n",
       " '@aangelayap easy :D',\n",
       " \"@NTtownend yes, be surprised if we don't see a bit of rain today... :)\",\n",
       " '@ReyesFraulein  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'To all @fatpunkstudio have a fabulous Friday and keep up the fantastic work!! :))',\n",
       " \"@justinbieber can you please follow me @caitecat1209 ♡♡♡♡ please jb follow me I love you always and forever. I'm a belieber ♡♡♡♡ :) I love u\",\n",
       " '#FollowFriday @DiploMix @CCI_entreprises @CCI_92 for being top influencers in my community this week :)',\n",
       " 'Morning all! :)',\n",
       " '@FranchiSeedsUK good to hear :)',\n",
       " \"@LusciousLyndee1 Nighty night! Don't let the bed bugs bite :D\",\n",
       " '@Bonsplansblog Very beautiful this bracelet! good idea :)',\n",
       " '@guywilliamsguy waiting for you at the foundry. Where you at?? :)',\n",
       " '@KalinWhite I like that game :)',\n",
       " \"@suzannepanter @kevinbacon @katosman Ah! Now it makes sense... Didn't see the pic on my effing phone last night. Woot :) x\",\n",
       " '@Derek_GTA Hi Derek, you could try using ParkShare in Gloucestershire http://t.co/qIF9AyAlkc :)',\n",
       " 'Aaaahhh man, this track is a traffic stress reliever. :)',\n",
       " '#FollowFriday @elevents2 @JoussotFrench_J @NYIBF for being top new followers in my community this week :)',\n",
       " \"@El1neW How're you today my dear? :)\",\n",
       " '@Jesutomisin I hear you guys want Arbeloa. :D',\n",
       " '@ShawnMendes turning 17 in 15 days...omg. at least we have only 3 years difference :)',\n",
       " '@matteomeacci Well, they say Europe is on the rise again, but I find that hard to believe :)',\n",
       " '@WforWoman #WSaleLove uncountable coz we love unlimited :)',\n",
       " 'Yes, of course :) #TeamPositive https://t.co/SaIX1VpFJF',\n",
       " 'yes i love :-) #AlDub',\n",
       " '@coffeebreak22 @LauRenArren @drparkave @JWKanyuira1969 @dheracing @RhoaChri @BarbaraBathurst @1cryingeye @willisteam :) ☕☕☕ Thank you Rita!',\n",
       " \"@mikerobb Hi there, could you please DM us further info and we'd be happy to help! :)\",\n",
       " '@24gooch on way my boy! :)',\n",
       " '@graphure I hope you will get a lot of nice gifts :D',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x40',\n",
       " '#FollowFriday @ACBM_SECEM @DCarsonCPA_NYC @PromosalonsInfo for being top supports in my community this week :)',\n",
       " 'So True!!  :)  https://t.co/N2ORwrOwhD',\n",
       " 'I added a video to a @YouTube playlist http://t.co/09GuSuMrNb im back on twitch and today it going to be league :) - 1 / 3',\n",
       " '@ZarlashtFaisal @Tabinda_Samar Sethi was HIGH ??? :)',\n",
       " '@IAm_Lennox exe skeem saam :)',\n",
       " 'These are the people who make me smile. :) @_pumpchkin_ @aka_pump @LilfrenchMsp @_Lishielou908_ http://t.co/iDdtACkA4K',\n",
       " '@CoSchedule Thanks for the invite. :)',\n",
       " '@SyedIHusain polite izzat :) \\nwese does she trust him? khawateen k sath selfies say to mana kar deya :)',\n",
       " \"Thank you @MovieTubePW that's my Friday evening sorted :-)\",\n",
       " '@nova_caneeee you smart :)))',\n",
       " '@vaalthepal :-) nice hair tbh',\n",
       " '5 years :) https://t.co/hJEhDmxuu9',\n",
       " 'jacob will there be a m&amp;g upgrade??:-)',\n",
       " '@heydonworks Nice tee man :)',\n",
       " 'Happy family vacation .. :D [pic] — https://t.co/HL0Fw8msf1',\n",
       " 'some sleep would be nice :-)',\n",
       " \"If you're reading this, you're beautiful. \\nLike this if you just read this :)\",\n",
       " 'Talking to One person .... Having Two Conversations :))))))))',\n",
       " 'skype was fun :-)',\n",
       " '@SoggyStones should be online :)',\n",
       " \"...because it's Friday :D (y) http://t.co/6rA4ZlpjO9\",\n",
       " '#FollowFriday @CCIFCcanada @AdamEvnmnt @boxcalf1 for being top engaged members in my community this week :)',\n",
       " 'Something to get your #Friday off to a great start :) Have a great day all! #Mclaren #FridayFeeling #TGIF http://t.co/LshgwcXsSv',\n",
       " '@AvinPera  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'square enix bissmillah ya Allah :)',\n",
       " \"@SephtonMark we're training #SocEnt startups at @TobaccoDockLon this week w/ @HelpingB - we'd love to have you drop in if youre arnd town :)\",\n",
       " '@HGVWolfie Basically you piss in a cup and they test it :)))',\n",
       " '@ellenRstewart where are you off to next? :)',\n",
       " '@IonSwitz @notch also, Twitter is terrible for complicated discussions :)',\n",
       " 'Snapchat me : LynetteLowe #snapchat #kikmenow #snapme #hot #snapchat #amazon #kikmeguys :) http://t.co/kd54m2IAm6',\n",
       " 'I am not looking forward to a 12 hour shift today :))))))',\n",
       " \"@ely83_ely definately agree that it's a growing sport. Drop me an email with details and we can see what we can do :-)\",\n",
       " 'My last rt is me :)',\n",
       " '...and the Rakyat will keep visiting your blog and reading your writing :) https://t.co/IMRy2BXuzd',\n",
       " \"@ryan2390 ever since I mentioned fly fishing the other day I'm getting follows and promoted posts about it lol cyber stalked! :-)\",\n",
       " '@Gurmeetramrahim #OurDaughtersOurPride #mypapamypride Proud of You Papa Coach :)',\n",
       " '@imarpita it was great talking to you :D',\n",
       " '@awaismarwat2011 never see positive kha u could also mention atleast they are going :)',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x39',\n",
       " \"@_pigglywiggly @Omundson The mango lassi's from Monty's are marvellous :D. Though I suspect that's not what you meant....\",\n",
       " '#FollowFriday @StayfanChemin @CCI_75 @aandreup for being top influencers in my community this week :)',\n",
       " '@Thakurain_ Haha. Yes. I have 24 hrs. The time has come to touch the Kepler 452b. Chalna hai ?? :D',\n",
       " '@iyah_mohamad  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@allygrrdo thankyou pretty! :)',\n",
       " '@PinkPeoniesBlog @helloprettysa definitely the Hazel Food Market in Brooklyn, Pta :) &gt;&gt; http://t.co/ySQkhNDo2B',\n",
       " 'still awake :))))',\n",
       " '@joiredve okayy :D',\n",
       " 'Awww thank you :)  https://t.co/9tSQv2DWVm',\n",
       " '@AR1961 ha! That does not surprise me in the least! Okay but will see doc this afternoon. Yorkshire is splendid though! :) xx',\n",
       " '@JRTurnerPhoto @davidqueenan @jameslturnbull spam folder: WOW! I have won a huge amount of $ I just need to travel to Nigeria to claim it :)',\n",
       " '@PERKSOFNIALLJH RTed! Good Luck :)',\n",
       " 'My legs hurt so bad :))))))))))))))))))',\n",
       " '@johnny_lopez96 I get mine Saturday :-))))',\n",
       " '@imafaithreyes thaaanks! December puhon. :))',\n",
       " 'happinessss~!! :))  https://t.co/slOn63OUeS',\n",
       " '@VaibhavVj78 @PayUmoney True that. Can you change TnC without prior notification? I could have used them last night. :-)',\n",
       " 'https://t.co/gYx34VfmkK and I  probably only find this funny at 2:22 am :-)',\n",
       " '@aliyaskates @yoshihikomkm Fat cos he probably ate Yuna :D :D :D',\n",
       " '@emmajaneparsons @CuriousMindsNW Have fun in Tameside :))',\n",
       " '@hydrcted what :-) did :-) i :-) do :-?',\n",
       " '@CharmingJedward you´re welcome!! :)',\n",
       " 'My Google+ account. :) http://t.co/R8jyDxlQyo',\n",
       " '@2SHYMC and they call scousers for everything! Hope you and Zoe are well mate :)',\n",
       " \"@RachelEvans_28 RIGHT!!!!!! I literally was like maybe u should get people who actually know what they're doing :-) @StudentTrip\",\n",
       " '|| Sameee~ \\n\\nRest well :) https://t.co/T6ZCo4NxDG',\n",
       " '@EdgarsLame happy birthday Edgar! I hope you have a good one and keep updating your travel log :)',\n",
       " 'Hello :D\\n@VikkFollows @Vikkstar123',\n",
       " '@MarreyJewAna bring Abes :)',\n",
       " 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/xxlXs6xYwe.',\n",
       " 'someone talk to me :))',\n",
       " 'i will never be the same if we ever meet again :D',\n",
       " '@BBCSport come on man :D :D',\n",
       " '@prettyden15  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x38',\n",
       " \"@LivelyKaty *sighs dreamily at that pout and those 'come to bath' eyes!* :-) #quacketyquack\",\n",
       " '@_sunshinehoran_ happy birthday love :)',\n",
       " '@Brianscrooks @burwellitltd @manfrotto_tweet Cheers :-)',\n",
       " 'Funny how that happened when Phil was here too : )',\n",
       " \"@WMFireDogs I'd call 'em Del &amp; Rodders :) What else!\",\n",
       " '@ForkH Hi, may you like play my newest gamejam game, i would be very happy about it :) http://t.co/8J5voDDHcs',\n",
       " 'This is great! Irish literature is really inaccessible to most of us without Irish :)',\n",
       " '@BhaktisBanter @PallaviRuhail yeah! This is fun :) #FlipkartFashionFriday',\n",
       " 'Nice music :) Check it out! http://t.co/PEjHsORGrk',\n",
       " \"@_xRiya Strange Kareena's Fans Not Knowing Kareena's Fans :)\",\n",
       " 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @e1d4c8e25ec844c',\n",
       " 'better :)',\n",
       " '@ArtForCause Cool. Will look for you there. :)',\n",
       " ':)) beautiful http://t.co/F8V3McI39e',\n",
       " \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/cHl12JvuxN http://t.co/GGgU9PYEjI\",\n",
       " \"@ScreamQueenLR That's fair enough :) I wouldn't rush back either.\",\n",
       " 'Brandi 18 on my FB DROP A SELFIE :) was fun https://t.co/TRoroeS4FK',\n",
       " '@kthrnbyln  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'During a carnival men put masks over their masks. Xavier Forneret :-)',\n",
       " '@jennnnifer29 Jennifer, Check my site if u wanna get FREE 50.000 8 Ball Pool Coins. Thank you :)',\n",
       " '@trisha1234 Beautiful edit, Trish! :) Loved it! ♥',\n",
       " \"Gratefulness = Happiness :) Post three things you're grateful for today in the comments\",\n",
       " 'Love to wakeup beside her &amp; have some real dirty,dirty sex :-)\\n\\nhttp://t.co/dPLYrlTjil',\n",
       " \"@literalwt LMAOOO SAME its so hot 😤😤 like louis :) he's so hot !!!!!!!!\",\n",
       " \"@MariaGM350 Just gonna throw idea at you cause if they're bad it will inspire you to think of something much better.  :-)\",\n",
       " '#FF The Best Twoofs to follow have a GR8 wkend :)\\n@allpawone\\n@Hungry_Hounds\\n@DDWalks\\n@HealthyHounds4U\\n@pawsforawalk\\nhttp://t.co/fIYPR3t2Ai',\n",
       " '@cinnamoniboni I wish I could! Maybe one year :)',\n",
       " 'hey guys! how are you ? :)',\n",
       " 'I think I need to go to bed kind of exhausted good night twitter :)',\n",
       " '@renukaVyavahare Thank you so much.. So glad you liked it.. :-)',\n",
       " 'It will all get better in time. :)',\n",
       " \"@Chelt52 Kind words - thank you very much! It's @SueRyderLCH that does so much good in the #Cheltenham area :)\",\n",
       " 'Hi beautiful follow me please? :) @iggyazalea @lanadelrey @megannicole @madisonellebeer @tiffanyalvord $9',\n",
       " '@astro_lass They weren’t kale crisps :-) Why ruin a good thing?',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x37',\n",
       " '@mykidsloveme2 Open Worldwide :)',\n",
       " 'get the fuck outta here :D https://t.co/neJd4AaQWZ',\n",
       " \"@StreetFighter Cool down guys. It's #SFVBeta, not release. They work on it. :)\",\n",
       " '@CrazyLeoNet @Woodslenny @MSportLtd @FordPerformance It really looks Vantastic :) @VBGIE @FordOwnersClub @autocultureirl',\n",
       " 'Today I finally have time to work on Xcylin again :D',\n",
       " '@UPCIreland Thank you. So if its a bundle shows the internet price no phone than realisticly only paying for Net?:)',\n",
       " '@PublicProtector :) True Education is the most powerful weapon which you can use to change the world,\"Nelson Mandela',\n",
       " '@agavrilychev2  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " \"Most recent trip to J&amp;K; totally loved it :D\\nAnd that's 'Chenab' there which flows into Pakistan.\\n#incredibleindia http://t.co/1EHnC4mxZL\",\n",
       " 'My #TeenChoice for #ChoiceInternationalArtist is #SuperJunior! :)',\n",
       " 'Caught my first salmon today :D',\n",
       " '@annaelerihart - happy Friday! Just checking in to see if you enjoyed our Super-Blend? :)',\n",
       " \"@MrsManfyDiston Thanks for following! Do get in touch if you'd like any more info about our project: youth@bipolaruk.org.uk :)\",\n",
       " \"Please go check out my awesome friend's stream at http://t.co/uVBD0iDwDW ! He's a fantastic artist. :)\",\n",
       " 'My Alma Mater :) #HighSchoolDays #ClientVisit :) @ Faith Christian School https://t.co/OiWrwoFuY1',\n",
       " 'Good luck to #LizaMinnelli for her upcoming UK appearances :-) @GaryJHorrocks @ScottGorenstein http://t.co/r1ExrOTFBP',\n",
       " \"@messiholic_ Lol 😄😄really?  I can't believe a beautiful girl like you are single :p\",\n",
       " 'I will never be listening to The Hills every again :-)',\n",
       " '@dantoml why would you listen to Beats 1? What went wrong in your life? :)',\n",
       " \"@concertina226 Haha that's great :)\",\n",
       " 'Getting everything ready for my Natural Pefumery Workshop at Neals Yard, Covent Garden - tomorrow :) http://t.co/WYEE7cbqOZ',\n",
       " '@grannaHarmony fback :) indo harmos',\n",
       " '@ewoksurewok just Americano :)',\n",
       " 'Why am I up :-))',\n",
       " '@SquadKathNiels @bernardokath i LOVE the way you are :) &lt;3',\n",
       " '@thevaas @Vasan_Bala ALWAYS Remember :)',\n",
       " 'Aww! Thank you. Beautiful pic :D  https://t.co/044Hfi99Rc',\n",
       " '@Podolski10 heads up! :)',\n",
       " '@jessicaswift_13 Hi! Saw who u follow and thought u might like \"Dark\" https://t.co/QSaoyO8CIk .Plz let us know what u think :)',\n",
       " 'Smart, handshome, cute juga :D https://t.co/7DC0LU3j9k',\n",
       " '@LauraSummersNow @STWevents hurray! Looking forward to meeting you too :)',\n",
       " '@tomokawaiix  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@liilss cause hate my course lol but I cant decide what I want to change to so Im just going to take some time off, save $$, maybe travel :)',\n",
       " \"@WoollyWormhead It's on my to do list if I'm still at the show :)\",\n",
       " '@realiseagency you too :)',\n",
       " \"@LoreTam Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\",\n",
       " '@jojoaro0618 @danisnotonfire @AmazingPhil Oh awesome, thank you so much! :)',\n",
       " \"@CaityYoungblood you're perfect. :)\",\n",
       " '@lcfcset Hiya, if you email our web exec, Loryn.Good@lincs-chamber.co.uk, she will be able to help you. :)',\n",
       " ':) enjoy photos from before/when my mom was a baby http://t.co/1wqZetbvQu',\n",
       " 'BIG thx @bikechainricci 4 the kind support @SHINEUKCharity @ShineBalloons. GOOD LUCK!! :-)',\n",
       " '\"Chinas actually a girl.\\nThat or a homosexual.\"\\n\"But we will love him/her either way.\" \\n:D\\n#HyungBot',\n",
       " '@Gamer1811 cause i likes him a Lot :)',\n",
       " '@mattghouse give me some time fam, I got some things in mind :-)',\n",
       " \"Thanks God it's friday :) #jgh.\",\n",
       " '@ashtonparsonsuk @LypsylUK how lovely! :)',\n",
       " '@heartsouthwest #timetunnel 1982?. Not quite sure if my radio is set at heart :)',\n",
       " '@jackgilinsky Hiii Jack :) ily ✨✨✨',\n",
       " '@smartcookiesam @Confarreo I played dominoes in a pub once. It all got quite heated! Enjoyed it though :D',\n",
       " '@hostclubhowell no prob!:)',\n",
       " '@danvpeterson Enjoy! And sorry about my hastily typed message! :)',\n",
       " '#FF @dreamshakes @marketsmatter @MrsMarketUK @CheshireLadders @Streetzine @jewellery_bank @luvthenorth444 @BlueAppleHeroes thank you :-)',\n",
       " 'Can I just say a big thank you to the person who came up with the idea of screenshotting :-)',\n",
       " '@AshrafUzma @RTAluvedAfridi \\nWe are not true Pakistanis :p',\n",
       " '@Raj_Poot_ :) ... mention not',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x36',\n",
       " '3Points for #DreamTeam Gooo BAILEY! :) #PBB737Gold @PBBabscbn',\n",
       " '@crisasingson07 Thank you :)',\n",
       " '@addictionguy You drank because of it? :)',\n",
       " '@ernezpjy its old pic :)',\n",
       " '@sharleneyupasc1  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " \"I haven't gotten any sleep and I have to be up in 3 1/2 hours :)))))))))))))))\",\n",
       " 'Off to #Welsh #Wales today. Yippee! :-) http://t.co/BdaXV35FYE',\n",
       " '@stalkerIDOL_ done :)',\n",
       " '@fwmkian HAPPY BIRTHDAY BABY 💟💟 I MISS YOU SO MUCH AND LOVE YOU SO MUCH :))',\n",
       " 'thanks bro ! :D x',\n",
       " 'thats my lord :) http://t.co/7O5XaValPN',\n",
       " 'Sweet :) https://t.co/025WcVvnxe',\n",
       " '@riprap1 We like you Michael :) Thanks for your kind words! Cheers, Em',\n",
       " \"@coxn8r Morning to you too? Not really :D U're already having fun cause its weekend right? :D ure in the future ;)) Have an amazing night\",\n",
       " 'Waiting for the people to call him BIGOT :p  https://t.co/WGvM79ySv1',\n",
       " '@yezzer It usually is :) Are you doing front or back squats?',\n",
       " '@BeingSobtian1 it was so much fun really enjoyed it hope next contest will be coming soon :-) :-) :-)',\n",
       " 'Dobar dan :)\\nThe Brand New Heavies #musicology2015 #day2 http://t.co/ejDalpfixn',\n",
       " '@Chileeers looks like a great way to spend a Friday afternoon! Enjoy your marathon on iflix! :)',\n",
       " '@itsAllieFx If you need someone to talk to, I am always here :) Keep your head up.',\n",
       " 'Officially Graduated :D http://t.co/B1jXLiL3Pi',\n",
       " \"I'm so glad! :D Did you cry? ;__; https://t.co/YbgI6MoxnE\",\n",
       " '@Afl2277 thanks. :)',\n",
       " '@applewriter yep, you *are* an expert on bisexuality :) Good luck!',\n",
       " '@jiarpi20 minal aidzin yo pi :D',\n",
       " '@imlexapadilla  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@Riverford The plan is: read our brand new cook book and figure out what to make for dinner tonight! :)',\n",
       " \"@snxy lol it's a tough choice tbh i really do like every song, just some more than others :p\",\n",
       " '@JessopJill welcome... :-) :-)',\n",
       " \"chill at SMU oval :D\\n'Coz I am a of basketball player now. Whahahaha!\\n #SOAmazing https://t.co/Y3sDCZ6RMk\",\n",
       " \"The moment I decide to log onto the account I haven't been on in years is the moment I saw the best thing ever :) http://t.co/pu6B5jodur\",\n",
       " '@WforWoman \\nA5. If I was a Girl,\\nMy Wardrobe would only and only have \"W\" in it :))\\n#WSaleLove',\n",
       " 'new user! :-)',\n",
       " '@umar_farouk7 Welcome back to #TeamRed :)',\n",
       " \"@emily_etc oh apparently I'm already a member ! Lol! Hopefully be able to come depends on the time !  :D\",\n",
       " '@Kayleigh_A all greatly appreciated! :)',\n",
       " '@lnnamnd hi! we made some changes in our design, hope you like it :) https://t.co/EXt098Yq1b',\n",
       " '@makotobio ahhh yes do that! :D',\n",
       " '7th CinePambata Video Festival: Complete mechanics and official entry form may be downloaded from http://t.co/YaYzAbtHtX. Sali na! :D',\n",
       " 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @NdumisoNkosi5',\n",
       " '@WooDotaMel  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'when ur moms getting u swishers and ur copping Monday :) http://t.co/qEdmlJLRNt',\n",
       " 'My Song of the Week is Ducktails - Surreal Exposure #SOTW https://t.co/BeXVWh7zIR Jingly jangly loveliness! :-)',\n",
       " \"It's the #Halesowen #BlackCountryFair tomorrow! Are any of our followers going? Come and say hello - our stand is on the High Street :-)\",\n",
       " 'Good luck to @georgeeJgibsonn in the assessments today! :)  https://t.co/POpXUSh1ab',\n",
       " '@etherealmind such mental strength! :D',\n",
       " '@TsMagicCandy Looking beautiful. You have an amazing body. YOu just ooze sex appeal :) xx',\n",
       " 'HOME - AmassiveoverdoseofshipS - http://t.co/2q38loegUq\\nlatest vid from up my way..enjoy and visit my site..:)',\n",
       " '@TheEmblaze @cnni ISIS Chan!! :D',\n",
       " '@SonyMAX T&amp; C noted :) #PKwalaSawaal',\n",
       " 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/uo3T40FtCQ.',\n",
       " '@GemmaPriceUK Thanks for the follow Gemma, and enjoy New Orleans :)',\n",
       " '@POTUS #fever finally caught up with me \\\\o/ \\\\o/ \\\\o/ .. #GESKenya \\n#ObamaInKenya #MagicalKenya :-)\\n#GreatKenya #AllGoodThingsKE',\n",
       " 'It is funny, that the next anime that had it, was Umaru :D',\n",
       " '@sothcott @CaseyBatchelor @BondedByBlood2 great singer too :)',\n",
       " '@xx_dayan  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@amiibofiguresuk looks like GAME ships to the US again! Got my order in :)',\n",
       " \"she takes over my room &amp; my car once I'm gone cool :) http://t.co/kQxSNy0xK2\",\n",
       " 'going to be streaming soon :)',\n",
       " '@icy_suan thanks :)',\n",
       " \"@valenaty_4ever Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\",\n",
       " '@naqvisahab1 \\n\\nHahaha everyone has a fun story related to that song. We got labeled as the worst batch by the principal due to it :p',\n",
       " '@jess_o_lover101 you will get the same stuff like in March. Release that one first before starting a new one :)',\n",
       " '#FF TOP Twoofs have a Wooftastic Wkend Guys :) \\n@MerlynTheCollie\\n@BarksBunnies\\n@JessPals \\n@MollySniffs\\n@WobblyCollie\\nhttp://t.co/fIYPR3t2Ai',\n",
       " '@DescentHypnosis Well received but not necessary. :) https://t.co/mRAJMGm0Nm',\n",
       " '@ayushmannk long time no see :/ where have you been ? :p',\n",
       " \"I'll regret rn tomorrow morning but its whatever :)\",\n",
       " '@BadBoyBunny @Clawzskunk That hat :D',\n",
       " '@bergsplace @RunJumpScrap @thatchamdad @simplybeingmum @loopyrach @Deardads1979 @mummyvsdaddy @harryshonestmum thank you :)',\n",
       " 'there will never love again in your life there is\\nonly a success :)',\n",
       " '@MikeyyGee_562 @thatdudegalvan_ abstinence :)',\n",
       " '@samm_amberr Then there will be a few \"Wtf this never happened?!!\" moments that you may or may not like. But there\\'s a surprise thrown in :D',\n",
       " 'Start middle and finished :) http://t.co/k715EtENT3',\n",
       " 'Im back Twitter.. :-)',\n",
       " '@JackJackJohnson ended up happy. :)))',\n",
       " '@marthasydenham @alexxdouglas @wordpressdotcom Lovely stuff. This needs to be repeated, relentlessly, for approximately the next 5 years. :)',\n",
       " '@Smileformeacc  *hug* you have many :)',\n",
       " '@RuneScape @OldSchoolRS on OldSchool Runescape :)',\n",
       " '@ourseasidebaby @MrsRobinsonme Thanks for the shout out! Have a wonderful weekend :)',\n",
       " 'REST DAY!! :) https://t.co/yqaWKHap1i',\n",
       " 'LOVELY DAAAY! :D',\n",
       " '#JUMMA_MUBARIK &lt;3 &lt;3 &lt;3 \\nto aLL #FrNds  :* \\n          #StaY_BlesseD :) :) :* — feeling blessed',\n",
       " 'I can sense it :)',\n",
       " '@LittleMissLilia @EmInTrouble Awww, they are pussycats! :-) xx',\n",
       " '@min0rthreat_ hope everything is going great!! :-) lol',\n",
       " '@PinkPeoniesBlog @helloprettysa Market on Main just launched in Pretoria. :)',\n",
       " \"'Do I care??'\\n'I care...'\\nhttps://t.co/gL6rL6mR70\\n#fahrinahmad #tengkuaaronshah #eksperimencinta :D\",\n",
       " 'Tykkäsin @YouTube-videosta http://t.co/p5dAKaodMx 200sub special!! | 15e PaysafeCard Giveaway!! :) (LUE DESC!!!)',\n",
       " '2 months waiting and I finally have my @Jack_Septic_Eye hoodie! :) eeeep! Yay! #SoHappyRightNow',\n",
       " '@FilikIrisha mmmmmm can I c them lovely azz-sets babe :-)',\n",
       " '@normabattle thx for the feedback. Glad you gained value from it. :)',\n",
       " '@Michael5SOS good night lovely, I hope you have a peaceful nights rest, and feel refreshed when you wake up, sweet dreams :)',\n",
       " \"@OldManGamin72 I'll never get used to that, but thank you very much. :)\",\n",
       " '@thinkingdifrnt Thanks Manthan! Stay tuned with us :)',\n",
       " '@blogadda Freshness is the beautiful smile of my mother &amp; the determination to make the most of my day :)\\n\\n#MaxFreshMove',\n",
       " \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/MifDDs7CQS http://t.co/WtIWoeATPj\",\n",
       " '@JamesBourne PLEASE JAMES WHAT YOU THINK OF MY BEAUTIFUL GIRLS ARE THE LONELIEST TATTOO? You have changed my life. :) http://t.co/7ywV5U8sGU',\n",
       " 'Hi ! Girls :).wish you all a Happy #Friday.and a #magnificent #fantastic W/E.@LoriShemek @thebikinichef @AgingBackwards @pilatesbodynyc ♡♥♡♥',\n",
       " '@rskdance2011 @southasianartuk @Keranjeet we achieved it together! Thank you Rashmi for your time, dedication and complete inspiration!! :)',\n",
       " '#FF #HappyFriday @szekifer @phattony138 @djchiavistelli @DJ_CharlieD @Paul___Rayner the weekend is nearly here :-)',\n",
       " '@Biblioticaa I only retweeted :)',\n",
       " \"@naturalsystah It will be updated soon I'm sure. If you sign in you can set up text alerts :) |DA\",\n",
       " 'Something new :D http://t.co/3Ftb0woQhM',\n",
       " 'Dang that is some rad @AbzuGame #fanart! :D https://t.co/bI8k8tb9ht',\n",
       " '@HardcoreGooners @tashagunners @kirstyburns3 @aprilburton21 @liztc2 @Miss_Boots1 @zannatur @NativeNoddy @NatG_22 @Ms_T_P CHEERS #TGIF :-)',\n",
       " 'Massive congrats to Niamh Fennell here :)  Journalism Graduate Lands Dream Job Copying &amp; Pasting Tweets http://t.co/3db8Bj5trk',\n",
       " '@ice_crystal @Elbow @MeatBingo @govindajeggy Thank you! :)',\n",
       " 'Stats for the day have arrived. 5 new followers and NO unfollowers :) via http://t.co/KfqcXZSVOT.',\n",
       " '@mrkennyt90 Yesss I am thank you :D',\n",
       " 'I have Ariana grande Selena Gomez Louis tomlinson Rita  Liam Payne \\nCaradelevingne 🌷I trade solo dm :)',\n",
       " '@DomSequitur tired. But fine :) you??',\n",
       " '@ohvdqohcdjroc Nope you can definitely still apply for this year if you want to :D #iamCA',\n",
       " '@ashleylynch @wetsprocket Ah, found it, thanks :)',\n",
       " '@BOYFI_MW aftie :p',\n",
       " 'Goodmorning :)',\n",
       " '@AnneMOrbs  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@bjoernknafla @s_whiteant that’s EXACTLY the look I’m going for :D',\n",
       " '#ProKabaddi Koel Mallick @YourKoel recites the \"National Anthem\" for @StarSportsIndia On Day-6!!:) http://t.co/ORqau4PvVz',\n",
       " '#YourNaturalLeaders and #YoungNaturalLeaders\\nMon27July #Cumbria UK :) @yournaturallead \\n\\n&amp; #Flockstars Thur30July ITV\\nhttp://t.co/lYxDIByo2o',\n",
       " 'For most of you it is #GoodMorning but for me it is #GoodNight...\\n#sleeptight for me and #haveagoodday for you!  :)',\n",
       " 'Only one leg on September. So perhaps BB will promote the full album on September :D\\nhttp://t.co/ZV1HdZB7Nm',\n",
       " 'I still fully intend to write as many game designs as possible while there. And an attack plan for the next 6 months. &gt;:D',\n",
       " 'To all the birds out there, come here and join us for a little fun :) #teamAdmicro http://t.co/35EZmlW16u',\n",
       " '@theCIGirl @LeRoiHaptalon @stpierjane @HeadwayGsy @cheshiregsy #FridayDownpour - hope it clears for the wkend, have a good one :)',\n",
       " 'time for sleep :)',\n",
       " \"That's three words! But then again, that's what Rohit does to you :D https://t.co/YacazN2T0h\",\n",
       " '@XxGoodGoddessxX you are such a gorgeous queen.... my god :)',\n",
       " 'The long wait is over :)\\n#OTWOLGrandTrailer',\n",
       " \"If you didn't get inspired by the sheer fact that Obama beat innumerable odds to become US President, ni shauri yako :-) #MemoToHaters\",\n",
       " 'Everyone should go drop @Pwincessly a follow on her stream :D http://t.co/WMAZJqO51K',\n",
       " '@nanavisitor  Happy Birthday for sunday! :) Hope you have a great day, lots of pampering and love!',\n",
       " \"@KingCo915 t'was great! thank you! :)\",\n",
       " \"i'm going for the cabincrew interview in langkawi this 1st august :) please wish me luck @AirAsia @tonyfernandes http://t.co/EVJx7iu4W4\",\n",
       " '@buzylizzy1 @tlntweets @NutzAudio @LiPSMACKER_UK @instyle_UK @Jewellery4 @InterfloraUK @IcelandFoods @IloveHQ Thank you! You too :D',\n",
       " 'I will fulfil all your fantasies :) 👉 http://t.co/Bp1jrOakrB 👈💖 http://t.co/JtSNMUdpnF',\n",
       " '@virtuallykaren cool - thanks for thinking of me - hope all is well :-)',\n",
       " '@jet_cer  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@KrissyDClayton thank you so much babe :D',\n",
       " '5 ex-twelebs this side please :)',\n",
       " '@ohsexycyruz thanks bro ! :D x',\n",
       " '@TomParker have a great day :D',\n",
       " 'Makes so much sense :D LOL',\n",
       " '@BertolacciTweet .. we wait you :) against @Inter',\n",
       " '#ff @JaggedEdge1 @MrsHHundal @Hutch_PR @higginsrecruit @KioskAtThePark Have a great weekend all :)',\n",
       " '@UptownJavin @ChloeeElmoree @Eymvnique family &gt;&gt; friends :)',\n",
       " 'An apartment makeover? http://t.co/ctLa1jppdb great ideas for factory living :)',\n",
       " '@OrchardTeaRoom @madsenjewellery thanks &amp; you are very welcome, hope it all goes brilliantly.  :)',\n",
       " '@EmilyBett Happyyyyyy Birthdaaaaayyyy! :-)',\n",
       " '@momoismail9 come kill it for me :)',\n",
       " '@ZaloraID hi, im so interested about your internship program. But sadly, I cant access the Career Page. Can u help me with this issue? :)',\n",
       " '@dischanmedia Its sad to hear about this, thank you so much for the overwhelmingly beautiful games, thank you for your hard work. :)',\n",
       " '@Murrayyyyyyyy aha yesss! Who are you most looking forward to seeing?:)',\n",
       " 'Happy Friday you beauts! :) ♬ #FF @sophieintsticks @catecawley @Jon_Clifton78  @jasmoonbutterfl  @andreasson_ http://t.co/a794A3H7LV',\n",
       " '@halfwaytohemmo We do love to help! http://t.co/X31Iw7dile :) /E',\n",
       " '@BionsenBeauty would love to win this deo is faaaaaabulous! :D #FreebieFriday #aluminiumfree #stayfresh xx',\n",
       " '@MrLythgoe @MeatBingo Yes, and John :)',\n",
       " \"@ithloopwithcoco Thanks!   No worries, I'll navigate to your blog and check it out. :)\",\n",
       " '@zara_arsalan thnks progrmr :-)',\n",
       " \"@lewisssrg92 bet you do! Well I won't be getting any sleep it's a 9pm shift until 9am so it's quit hard work! But thank you :) xx\",\n",
       " '@arabicaah figures :-)',\n",
       " '@andreaholzner hardly surprising that roses inspire so much emotive poetry :)',\n",
       " '@R0CKMYDNA followed :)',\n",
       " '@iFLYflat I joined the @VirginAustralia #FrequentFlyer program :)',\n",
       " \"I always end up breaking down and apologizing when I shouldn't have to. fuck me for being too nice :-))))))))\",\n",
       " '@tonywhittaker Fabulous! Well we hope you all have a great day :-) ^KB',\n",
       " \"@MusicTubenl Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\",\n",
       " \"@ignitionphoto You're very welcome. :)\",\n",
       " '@HUNCOY Visit my blog http://t.co/UzOAqroWKx thanks :D',\n",
       " '@kunal8966 @Uber_Mumbai Did you enjoy the #LondonDairy #Icecream? Share with us the experience. :)',\n",
       " '@LeahCarla11  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@Playacreep I luv urs too :-)',\n",
       " '@craftbeercoll I have in the past. A hoodie covers a lot of sins. :)',\n",
       " \"@AstonMerrygold bet your excited :) :')  xxxxxxx good luck hope it get to number one\",\n",
       " \"@MSLJim You're welcome Jim! Made me chuckle on the train this morning :-) Happy Friday to you too!\",\n",
       " '@KageYashsa Shopping for a bit :p',\n",
       " '@JadeTheMong agreed haha :p',\n",
       " \"@BakingBar Happy Birthday! We're positive it will be full of cake :)\",\n",
       " '@Nobicate Doh! 500+ Subscribers are needed :) Please let us know once you reached this number.',\n",
       " \"@The_ScriptNinja I'm good thanks hope all well with you and yours :-)) xx\",\n",
       " 'Dry, hot, scorching summer #FF :) @infocffm @MediationMK @ExeterMediation @KentFMS @EssexMediation',\n",
       " '@tom_peters @pallavijha Maybe a younger woman has more stamina than you Tom&gt; :)',\n",
       " \"@digestdigital things aren't looking too great here either - can we expect anything less? lol! At least it's the weekend :)\",\n",
       " 'Finally get to be in bed. :) good night, tweeties!',\n",
       " '@anish_kochar @bangaloretrance Thanks guys! :)',\n",
       " '@alistairbeech FAB! Thank you for your support :)',\n",
       " '@TurnUpTexas I really dont I love you so much :)',\n",
       " '#FF follow her --&gt; \"@__KaraboM: 10 loners this side please :)\"\"',\n",
       " '@RiahanneNavarro and a charger :))',\n",
       " 'This is so me :-) http://t.co/9aqyX0UxuV',\n",
       " '@electricgecko (Introducing a new word vs. altering the understanding of a word) x spreading either = The Big Problem. :)',\n",
       " '@JAOlivar0731  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '#FF my Wooftastic TWOOFS hope you have a supa dupa weekend :)\\n@MyPackofWolves\\n@Skythegsd\\n@helvellyn\\n@BennyBoygr\\nhttp://t.co/fIYPR3t2Ai',\n",
       " '@clivewalker near enough to Dartmoor :)',\n",
       " \"@buymobiles_help I'm gonna stay with the gold colour. Hopefully it will come soon. Thank you anyway :)\",\n",
       " '@Taylor_Marisa Follow back ? :)',\n",
       " '@ijn_mikky yay ok!!! :D',\n",
       " \"Someday we'll know. :))\",\n",
       " '@Smiling_Girly_  U r my dii n i cant forget my Sis :)',\n",
       " 'Jgh fr. smf &amp; Ft, W/ My girl. &lt;3 :)',\n",
       " 'maybe we can get some japanese import hello kitty matching stationary :)',\n",
       " 'The weekend is drawing close.  What are your plans ? :D http://t.co/ag4r421hF1',\n",
       " '@peterlizmaher Hi! Saw who u follow and thought u might like \"Dark\" https://t.co/aloXWsqdjh .Plz let us know what u think :)',\n",
       " 'AND HELLO TWITTER, MY ACCOUNT IS BROKEN AGAIN :)',\n",
       " 'Hi @NJES44, thanks for connecting. We specialise in thermal imaging surveys – here if you need us :)',\n",
       " '@DrNomanSheikh nice :)',\n",
       " 'Please follow me back @1DThisIsUs @onedirection :) x *10',\n",
       " 'Hi I want to get connected with you @koreacholics :) as I am planning to come to South Korea',\n",
       " '@Aremay oh you and your FACTS :p',\n",
       " \"I'd planned to do a nice scamper but I slept through my alarm. For two hours. I suppose I needed the sleep so I ain't mad :)\",\n",
       " \"@alanessyahmad Chweina... xD  Jotzh :D Dude... go to school and don't waste your time on twitter.\",\n",
       " '@stellaandlouise hiya! Yep our show takes place completely under cover. Worth bringing coat for beforehand tho as FOH is outside :-)',\n",
       " '@nicagaray thanks!!! :)))))))',\n",
       " '@alrightPET enjoy your holiday! :D',\n",
       " \"I haven't seen that many 'menacing' since I finished JoJo :D\",\n",
       " '@Susansuzt @SimonBedford Ta, same to you both :)',\n",
       " 'Thank you @LaurieTatum2 as always! At last I’m back on track :) Hope you have a fantastic weekend! :) http://t.co/25fUKonLoM',\n",
       " '@cotterw @urihoresh we make it better though :-)',\n",
       " 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/1eaL6SeNnG.',\n",
       " '@DrewJPS accepted. :)',\n",
       " '@Mhonchi_Savs  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'I have to go now guys.\\nHope you enjoyed the updates :)\\nBye\\n[Admin LuKris]',\n",
       " 'Have a lovely day yes. Stay happy. :) 😘 https://t.co/HAiMzAdnHt',\n",
       " 'What a day :)',\n",
       " 'Happy birthday to my momma bear. Love you so much. ❤️ I redid this because I found the last picture from 8th grade :) http://t.co/OkxiraPwXh',\n",
       " \"@NatILY02 K I'll text you tomorrow :-)\",\n",
       " '@Rosiellis im in :) x',\n",
       " 'I love u. :p https://t.co/0zr3VlB5kL',\n",
       " '@archi7194 nice line :-) :-)',\n",
       " 'Playing V.ball ATM :)',\n",
       " 'Appreciate your recent Retweets ! @SebPoGo @JessicaDelpech @AlexandraJaafar  @JeanDams @raphaelcolas @bylkana Have a great Friday :)',\n",
       " '@itspatgonzales  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '\"Building a product is like packing a suitcase: Plan out what you think you need. Then remove half.\" Fully agree :)',\n",
       " \"@royvoragen hang-copying A TRANSLATION of Dostoevsky's Notes.. :) @kg_ubu\",\n",
       " \"@AdamKuczynski a voucher for... a new bugatti? what's the value? :D\",\n",
       " 'Someone loves you. I promise. :)',\n",
       " '@_Potz_ @RobinAdamsZA @Converse \"I know a bra that knows a bra that can get this and that\\' :D',\n",
       " '@royatv @FKarsheh @RahafS #مطعم_هاشم yummy :-) \\nA7la bdayt season :-) mnwreeen :-) :-)',\n",
       " '@NativeMusic49 but I listen to jazz in my truck. :)',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x34',\n",
       " \"@TvilleSocialMed can't wait to speak at #PBEvent. See you there. :)\",\n",
       " 'Waiting for HQ pic from today to add on to my YoonA x Hairpin = OTP collection :D http://t.co/cGGzwDM6dG',\n",
       " '#mastership honey ! :D',\n",
       " \"@She_fantastic I paindo don't want to say #follow me :p\",\n",
       " '@IrhaAzzahraa_ @greekgodnjh sure :)',\n",
       " '@Gxbby182 awesome I await your report :D',\n",
       " '@lyssafox20 @Manue1Jimenez throwback lol. Manny is still an asshole :))',\n",
       " '#BrijResidency is a G+6 stories structure with 156 units which encompasses 2 and 3 BHK Flats :D\\n+91 975-580-4444 http://t.co/j1lbGIg4Ll',\n",
       " '.@sajidislam honored to have you here ! :-)',\n",
       " '@KielixTTV You know you like it :D',\n",
       " '@Jamelyyyyy  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@ZedDBA It was \"Currys\". They were close to home. :)',\n",
       " 'The Clash :)) \"@prasetyoseven: Milano Calling 👌\"',\n",
       " '@ranzkyle followback po :-) :-D',\n",
       " '@synergymicro_ i legit am you loser, sit down and get gassed :))',\n",
       " \"All my friends 'hi I saw this dead thing and it made me think of you' aww thanks guys! :D\",\n",
       " '@DaManDJ3 speak to @andrewspenceim :-)',\n",
       " '@vinkaazzahp always for you :)',\n",
       " '@VikkFollows #StarSquad ⭐ Can I please get a follow? You are awesome! :)',\n",
       " '@dk_mok Awwww thanks :-) @GalactiChat',\n",
       " '@evilbluebird @nicole @stevieby @ONETWENTYWATTS @aj_cfc2 @rav_bajwa @CherylynPitcher @steedy58 @SkidKidd @megan_410 Thanks news man.:) UTC',\n",
       " \"Remember that one time I didn't go to flume/kaytranada/alunageorge even though I had tickets? I still want to kms. : ) : )\",\n",
       " '@DamnTurtle1 oh good haha let me know what you think when you can :)',\n",
       " '@bravefrontiergl thanks 4 give certainty about d problem :)\\nHope u all could solve faster👊\\nAt least now i know i dont have to hurry 4 totem',\n",
       " 'Off to somewhere later :)))',\n",
       " 'Some good advice for a Friday :) http://t.co/FJUd2N7gmc',\n",
       " '@lunglock @rhodria @joseyxneko @AnouilhUK @DavidBedwell @StupidFaceRob @QueenOfTheSonic @therealrobcook @KingRichard76 Cheers Alice! :)',\n",
       " '@Namraeter Here you go: http://t.co/nGJ1vzhsj1, please click on the link and checkout! :)',\n",
       " '@GoodwynsPetFood Two dogs &amp; One Cat, all good friends :-) #GoodwynsGoodies #FreebieFriday',\n",
       " \"@FooWhiter Ugh. I've never Rt or fade any of your moaning Leeds tweets :)\",\n",
       " 'Looking forward to Jozi with you guys :) https://t.co/w47eY93ZIQ',\n",
       " '@MitchFAS hello :D how are you just found after all this time i wasnt following you till now',\n",
       " 'I THINK THIS IS FROM THEIR FIFTH ALBUM IM :) OKAY :) FUCK :) https://t.co/qzT5Zsm8RE',\n",
       " '@philconcerts may available tix pa ba ng ATL concert?? Thanks :)))',\n",
       " '@syedmohdjunaid yeah. I have 20 coldplay songs in my playlist :p I love them. My favorites are The Scientist, Fix You, Yellow and Atlas. :p',\n",
       " \"@4eyedmonk awesome :) I'll be waiting\",\n",
       " '@chandsxc  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@luvjoyein done yein :)',\n",
       " '@yarnsbaby Haha!!! Receiving a #FF for thing on a Friday is a nice way to start the day :) xx',\n",
       " 'lol! selos :)) https://t.co/X8nV7tp9S8',\n",
       " '#JabongatPumaUrbanStampede\\n\\nAns.7&gt; Timely Arrival :)  \\n\\n@JabongIndia',\n",
       " '@dreesti \\nWaiter: here is your bill sir??\\nCustomer: Ok, where is the kitchen??\\n:D',\n",
       " 'as the title says :D http://t.co/WhTPt07UaY',\n",
       " \"@tmart_m me too! hey it's almost time to visit the city :)\",\n",
       " 'So you can keep me inside of pocket of ur wripped jeans :)',\n",
       " '@soot1978 How beautiful they are!!! :)',\n",
       " '@iloveseika well haha :D',\n",
       " \"@JessStewart1 @CelebrityCruise @ade_rob  I love Connie,  she's a fabulous ship with an amazing crew and staff. Have a great time :-)\",\n",
       " \"@iSweetan Hi Sweetan! It's best to ask @tristanpope :) Have great day and have fun filming!\",\n",
       " '@BBosold \\nnope :-)',\n",
       " \"@UmiAmaiOfficial That's ok, thanks for following me too. :)\",\n",
       " \"@_edmce my mum has been begging me to watch sopranos! i'll watch that too :-)\",\n",
       " '@KidXSA Follow back please :)',\n",
       " '@Vivienneclore oh, the fun. :)',\n",
       " \"@BigBraMan That's great to hear :D\",\n",
       " 'I also #FF #Ukraine :)',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x33',\n",
       " '@ollyofficial follow me please Olly :)',\n",
       " \"This is so beautiful :) via disney.arts by the talented elmoprinssi  :)\\n_ \\n\\nDon't forget to… https://t.co/UwsFDaeyzB\",\n",
       " 'Bit tired from 3 hours of salsa dancing @LatinMotion last night but definitely worth it. Happy Friday everyone :-)',\n",
       " '@PiperDonut thanks haha but i only tell the truth to you :):):)',\n",
       " '@blossominglou yes pls :)))',\n",
       " 'I have gotten at least 3 hours of sleep on the past 4-6 days so the rest of the week should be interesting :) :3 ;)',\n",
       " '@CCBMLov Thank you. : )',\n",
       " 'Check out my bro @13Mesh 2nd blogiversary! Many more awesome reviews to come :D ... http://t.co/a5xIGzTueL',\n",
       " 'With the top cutie of Bohol :) https://t.co/Jh7F6U46UB',\n",
       " '@_ayeayecaptain  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@BrizzleLass This is briliant. Was literally just having a conversation about post v email when I saw this :)',\n",
       " '@ansriram they key word here is \"annual\". Haven\\'t read anyone writing about that :)',\n",
       " 'A very productive day so far :) Happy Days...!!  :) :) but my head is spinning with things, those voices keep calling..!!! Lol \\U000fe334',\n",
       " '@vaninatwilight Yeheyy! thank you so much Pinya!! :) whoooah for the win',\n",
       " 'Good morning dear friends &lt;3 Listen to \"I am trance lover\" and enjoy :D Happy Friday &lt;3 http://t.co/W7X6ewgfj6',\n",
       " 'What was your favorite subject in school? — PHYSICS :))))))) http://t.co/h8wqtuoP8T',\n",
       " '@LilyTins congrats :) good news heading into the weekend!',\n",
       " '@IzabelaCoolCat_ Take my head, I stopped having them. :)',\n",
       " \"@Komal_Indian @SocialitePanda #ब doesn't matter. Jungle can accommodate both :-)\",\n",
       " \"@nejcsvete hi! On our shouting out list you are one of the best, what's your secret behind this?:)@AdeccoWaytoWork #SandroForCEO #CEO1Month\",\n",
       " '@YouTubeActus Swag :D',\n",
       " \"Wait till it's my turn to go mia :-)\",\n",
       " '@KjorObbinsL @wideglide96 @vivijo86 @beingsomebody11 @sophlicious84 @shaymc3796 @ShaymcSharon @ParaJanitor @kelseabellum  thanks :)',\n",
       " \"Having a lovely time 'going with the flow' on this #workinprogress. I love choosing colours :)\\nJust a… https://t.co/13N3WlaWmq\",\n",
       " '@ryan_landreth    No! I love Finnigan :) #Be loyal to my Royal!',\n",
       " 'Fotoset: reusful: seems like somebody had fun today :D http://t.co/jay6beUsFd',\n",
       " '@MiyaOliva I love you :-)',\n",
       " 'Quit it :)\"@_uNeo: You selling it too @Dented_Deni @_uNeo You too young to understand muntu\"',\n",
       " 'Another gem from today, Falcos cool too :) #supersmash https://t.co/EOydn5TLKr',\n",
       " '@DeniseDenise__  Good morning #hotnsexy girl. Have an amazing #friskyfriday on the beach :D',\n",
       " '@JonsCrazyTweets You are very welcome! :D',\n",
       " \"@TheYingster @cristianavai3 @AFCGraMaChroi @Goonerlover69 @iWaveBack Lol it's very tiring being this good looking. :)\",\n",
       " '@chrisjarvis213 Wrong Turn 6 it was amazing movie :))',\n",
       " \"@LeeCash Glad to hear that's back! If you see anything else crop up let us know :-) ^BA\",\n",
       " 'kill :) me :) http://t.co/5kon9Txmf6',\n",
       " '@bryanteslava how are those pics of Nash coming out? :)',\n",
       " \"@saneliur I make sure to always have tissues, chocolate and tea for every #Hannibal episode :) It just doesn't work any other way for me :)\",\n",
       " \"Contact us today and we'll get you out of the city into a 'hotbed' in a bush somewhere :) #ClassicAssures\",\n",
       " \"@AguilerArmenia Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\",\n",
       " 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/UAIOTsdqvG.',\n",
       " '@Aditi_SoSaree glad that you liked . Check some more nice stuff at #WSaleLOve :) @WforWoman',\n",
       " '@ChaSilveo  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'We are thrilled to be on our first international assignment as aerial camera operators....Wales here we come #Boom : ) Never forget to smile',\n",
       " 'Friday Night in Hong Kong... On the Ferry to \"Central\" to meet new girlfriends for an after-work drink  :-)\\n....... http://t.co/j9oH0pJSfr',\n",
       " 'Family time :D (at Dj Resto) — https://t.co/hjAiIIsq2S',\n",
       " 'Good morning :)) — drinkt koffie',\n",
       " '@WforWoman \\nA6. If I was a Girl,\\nMy Wardrobe would only and only have \"W\" in it :))\\n#WSaleLove',\n",
       " '@purplestar420 Is that Stargate Atlantis? Such a cool show :)',\n",
       " 'Great! Muaahhh :))) https://t.co/CZfjnK8IfU',\n",
       " \"@seashoponline ohh. Hii :) haha. thanks for the info. I'll check again. 🙈 or maybe di nagsend yung order form ko &lt;/3 haha thanks ulit :)\",\n",
       " '@Little_Nells happy birthday :)🎉🎈',\n",
       " \"There is no TRUST without 'us' but there is no UGLY without 'u' :-)\",\n",
       " 'Leggete qui per la chat Larry :)\\n-Mar http://t.co/gEj5b3qPqS',\n",
       " '@louliveswell Have you encouraged your employer on board (http://t.co/sczAWaxEW0) or stuck a poster up (http://t.co/J024E6Dwvk)? :)',\n",
       " '@hectorparr0123 @hackadayio Sticker came with my sponsor prize for @HackadayPrize entry http://t.co/BnyB8BteW3. The tablet is my own :).',\n",
       " '@Real_Liam_Payne goodnight liam ! I hope you had a fantastic day today (: sweet dreams baby I love you will all of my heart :D xx.',\n",
       " '@Chewy_Lemon Oh yeah, because Milo, Aurini and Juicebro are the fucking pillars of their respective communities. :D',\n",
       " \"Yeah boii! Look what arrived in the post this morning! The latest #SmashingBook5 it's my new bible :D @smashingmag http://t.co/1E7cfAtEVd\",\n",
       " 'Ill be better soon. :) — feeling sick',\n",
       " \"@Dorky06 LAMO , At first i will fangirl so hard .. then i'd love to share you some platonic pics :D JUST YOU KNOW FOR SCIENCE\",\n",
       " \"Morning........it's FRIDAY!  Happy Friday beautiful people :)  #Smile\",\n",
       " \"@mr__cooke @CCWeekUK Thank you! We're set to have another great day supporting the #community &amp; helping #residents :-) #servicewithasmile\",\n",
       " \"@calllmejay_ sounds good to me :) I'll see you Saturday ✨\",\n",
       " 'Live night with two fams :) #bloodline #huskies',\n",
       " \"@CorderMrs you're welcome :)\",\n",
       " \"The picture I'd like to see in my obituary advert :) #goofingaround #madness #mad #bollywood… https://t.co/7tyUragh2H\",\n",
       " '@WhirlpoolBathUK lovely giveaway! :) #FreebieFriday',\n",
       " '@roofbsuzy @roofyuna @roofsinb @roofchaelin @roofaim @roofjackson  dah move on :))',\n",
       " \"There's nothing as cool as being totally over someone, No bitterness, anger or hatred towards them. Just pure indifference :)\",\n",
       " 'when u wake up at 4 AM and the suite life of Zach and Cody is on :))))!!!!!!',\n",
       " \"@rich_bartram29 Oh, didn't know :) But yes, you can have an order delivered to your work address, once it's added to your address book ^AC\",\n",
       " 'Achieving excellence in Music as a Music Producer is a Mind Boggling &amp; Fatiguing Job... Baareeq... :) :) :)',\n",
       " '@bexlittle @AlisonWright8 @lindyrendy @Cloud2ltd @DotNetSolutions love it thanks for sharing :)',\n",
       " '@Kkiimmeenngg  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@mobiadage @GameDevRobot my #gamedev is a hobby :)',\n",
       " '@AvantikaSeeth @mandisatweets @santherlabelle yes yes yes... I am in :)',\n",
       " 'Thank you :) \"@Clicks_SA: Tweenie_Fox Hi, please click here for a list of our hair accessories &amp; products http://t.co/dunT1DuopC\"',\n",
       " \"Sometimes you're just tamang hinala. :) https://t.co/blnolTbXEY\",\n",
       " \"@RoyalMail I'm following now :)\",\n",
       " '@wonkASSLILO hello babe, you got Niam access?? Could I give you something for a ship dm with them ? :)',\n",
       " 'Selfieeeee :) https://t.co/R9soIqZXYZ',\n",
       " 'Especially for three of you, LASS :) w/ Aling http://t.co/aRwmTLsFZr',\n",
       " 'Hi #Gorgeous @TillieModel have  a nice swim with your sis!! Can I get a #Birthday shout out please it would make my day?? #Perfection :) xx',\n",
       " \"@Linduhhh9 @doloresssvee there it is haha hope I don't got work tho.. Bout to quit if I do :p\",\n",
       " \"@77kaylee77 goodbye, don't forget that it was feminists that fought for your right to act like a snobby little bitch :-) goodnight!!!!\",\n",
       " '@JamieForevs  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " \"CAROLINE, Caroline all the guys say she's mighty fine 🔥 I threw up a little making this :-)) HBD ❤️ @Carolineking0 http://t.co/ttPeupXf44\",\n",
       " '@FC_TEAMJK3T follback :)',\n",
       " 'Time for jogging :p',\n",
       " '@GET_TUDA_CHOPPA from all over the place I hope :) I’m a pro at remote work AND traveling ;)',\n",
       " 'Newly listed in my EBay store :-)... http://t.co/Ee1j2ohmgu',\n",
       " 'The new #disneyinfinity #starwars characters look amazing preorder the starter pack in store today :D http://t.co/sbbmbDR6us',\n",
       " \"@Parulcoolthougs I'm here if you want to talk :)\",\n",
       " 'I always tweet hit me or snap me... no one ever does but its worth a try :)',\n",
       " 'The homies bought me skins for my bday :D',\n",
       " '@awadkum - Just chant Jai Italy 100/times fast. :)) @BJP4India @AmitShahOffice @narendramodi',\n",
       " 'Heeeeyyy. Can all of you follow my fan account? @KINGT0MLINS0N \\n\\nThank you! :)',\n",
       " '@leonrestaurants in the UK :)',\n",
       " '@JEDIEV11 thank you!! :D',\n",
       " '@Blahkumaran woah! nice nice!! :-)',\n",
       " '@cuteHiddlesmile u are welcome :-) ♥',\n",
       " '@lucahollic good and you ? :)',\n",
       " \"And here's @mayankw14's ★★★★ review: http://t.co/wNVIPDDRe6 Phew! We're literally overwhelmed. :)\",\n",
       " \"@PatoFer222 Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\",\n",
       " \"@Anaateresaa_ you &amp; the baby😊😊😊 next time , it's my house ! I have it whenever :)\",\n",
       " '@TfLWaystoPay got it, thanks g :)',\n",
       " '@jonathanhobbs71 Have you encouraged your employer on board (http://t.co/sczAWaxEW0) or stuck a poster up (http://t.co/J024E6Dwvk)? :)',\n",
       " '@MsKristinKreuk Hugs ang Kisses from the philippines :)',\n",
       " \"I've entered to WIN a huge @BlueMicrophones package from @CazuaLLUK &amp; @Marzbargaming :) ENTER HERE: https://t.co/yRlT7jltqP #Giveaway\",\n",
       " '@Jim_Edwards yes, it works now :)',\n",
       " '@reyes_reynaldoz  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'Hi @BridgeHouseThel , great to connect. We specialise in thermal imaging surveys – here if you need us :)',\n",
       " '@juanchavarin52 @taliagarcia__ yeah so you can bruise my rib again :-)',\n",
       " \"@PallaviRuhail @BhaktisBanter #FlipkartFashionFriday 😀😁😂😃😄😅😉 No No won't give dear don't worry :)\",\n",
       " '#TombRaider #hype thought you might like this @MelonieMac :D http://t.co/aXxprx1PRz',\n",
       " 'Oh Me Oh Me Oh my its #TheJuiceInTheMix @POTUS rela @talliaoyando in the building :) @HomeboyzRadio @DJBashKenya',\n",
       " 'Low priority match :) hahaha',\n",
       " '@dxuntlesslarry fback? :)',\n",
       " '@HelpingGroupDms I want Harry Dm bc I wanna give a surprise to my friend for her birthday. I just wanna make her happy :)',\n",
       " 'Is now not an opportune time 2 collapse chaotic Cosas? &lt;--- note the alliteration :-)  @NomalangaSA @barrybateman @AndileMlondo',\n",
       " \"@sungjookxm going well oppayaa! How's yours? :D\",\n",
       " '@khalidALSALEM @Azizsm_ we did our best, as you want body :)',\n",
       " \"#NatGeo new show U can't lick ur elbow. .seems interesting....:)\",\n",
       " 'Stats for the day have arrived. 7 new followers and NO unfollowers :) via http://t.co/C6u8lINDwD.',\n",
       " '“@MileyCyrus: Emu is stoked thank you :) http://t.co/l5Xyt9EM6G” @creampuffshinee',\n",
       " \"Woke up yo @trentowers fav' my tweet this made my day :))) now just @luketurner89 😂😂 http://t.co/oGw5sVij7G\",\n",
       " \"Remember, you don't need people's approval when you have God's approval. :-)\",\n",
       " 'and jisung is the kid sunshine :)  https://t.co/LBjXDWIAPE',\n",
       " '@TheLlamaverse mm okay thanks! :)',\n",
       " '@noodles78 Message us right here Nicola and we can forward this on :) Brighten up our day :D Helen',\n",
       " '@_dreyaniks  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@sunofsides CONGRATS :)',\n",
       " \"@gunnersx4 Hi Brian I'll  get it shipped today for you and it can take between 2-3 weeks to Australia. Many thanks :) http://t.co/IBoe0e1aXt\",\n",
       " \"@JanPrince63 @AWonderBall was good fun at the time but the ol' bones are now a creaking :)\",\n",
       " '@Mokhenerale Eh abUtI, WelcOmE to TweetLand.....Lol :p',\n",
       " '@davidc79 thx! And Android support in by Xmas :)',\n",
       " '@phedran A great Skyblock stream too. :)',\n",
       " 'this is why im standing and always being a Belieber :) its all bcause of him @justinbieber 2009 until Die :)',\n",
       " '@BOHEffy I am streaming now on Twitch Join :D\\nhttp://www/twitch.tv/lockedbeast1',\n",
       " '@BRBCODY it was a.. sympathy laugh :)',\n",
       " '@huskar_nana who would you like? :) xo',\n",
       " '@DrtyChimichanga Awesome! :D',\n",
       " '@kimtaaeyeonss unnieeee!!!:)',\n",
       " 'Tonight is the Night ... :) #nuka #penacova #djset #free #EDM #kizomba #latinhouse #HouseMusic #portugal2015 #summer http://t.co/m5WqWKfqs3',\n",
       " \"@moonlight69 well you're in for a wild ride &gt;:D\",\n",
       " '@TokyoTantra Hahaha tell me anytime you wanna taste it! oh, with yer address to send it :)',\n",
       " '@mtnza @mtn8 thanks team yellow :) #MTN8',\n",
       " '@Acsxy Maganda. You look very pretty with short hair. cute. :D',\n",
       " '@MistressSaphire Good morning to you, gorgeous Mistress Saphire :)',\n",
       " \"@Aware_GinGi I'm at work and I'm busy, so I will help you once I finish and im at home :)\",\n",
       " 'Thanks to amazing 4000 Followers on Instagram\\nIf you´re not among them yet,\\nfeel free to connect :-)... http://t.co/ILy03AtJ83',\n",
       " 'Coconut Sambal Mussels Recipe :-) http://t.co/FSfkpOwTpS',\n",
       " 'Thanks Kalin :) http://t.co/ihELksfJjT',\n",
       " 'Follow @JaHz73 on Mixcloud :)\\n\\nhttps://t.co/HviVk8rMmp',\n",
       " '@L0MLHES fback? :)',\n",
       " '@implodingpika Thankyou ! Greetings from Australia :)',\n",
       " '@MIKEYGEE110 I cant work out if this is sarcasm or not :), i know some Chelsea supports think hes useless but when he comes on he does ok.',\n",
       " '@IBePyari follow back :)',\n",
       " '@aubreysablan I come back next Thursday!! We can still hang out :-) hehe she said hi love u',\n",
       " '@shaunamanda2012 Benson is gorgeous!! Thank you so much for sharing him with us :) You can also enter on our Facebook too...',\n",
       " '@ItsLukeEv you look a solid 16/17 :)',\n",
       " 'Great night! :D',\n",
       " '@primavera_bella 30°C 😜\\xa0so we just should change for few days and all is good :)))',\n",
       " 'Add me on Snapchat - MaryHicks18 #snapchat #kikmeboys #photooftheday #fuck #chat #musicbiz #sheskindahot :) http://t.co/plFpD86iEq',\n",
       " '\"fleekile mbalula\", he said. i repeat, i love my south africa. :)',\n",
       " \"when your friend is making fun of the fact that your mexican so you hurt his feelings that'll leave him scarred for life :)\",\n",
       " \"@SophiaDelPizzo it's my office today :)\",\n",
       " '@jeremygutsche we like this amazing donut recipe! we share with #foiegras lovers! :)',\n",
       " 'Despite the weather today the wedding is going to be beautiful :)',\n",
       " 'Where Was Tony Stark? :) - From Incredible Tony Pictures http://t.co/uwhGYM0BWb http://t.co/pHp6OcHlXH',\n",
       " \"To sit and write poems or stories that's been bubbling in my head~ :)\",\n",
       " 'Last night :))) http://t.co/8EDHMc2tiJ',\n",
       " '@EmilySmith_91 Dale send a billion kiss to her :) Have a magical day!',\n",
       " '@mcllary That might work :) Have a great weekend. \\\\OP',\n",
       " \"Smile, it's #friday :) #TGIF #weekend http://t.co/L6KxKEAl75\",\n",
       " 'i will not cast my vote in next elections :) #JCReport',\n",
       " '@PebbleHelp Have done! Thank you for your tweet :)',\n",
       " '@JILLCLARK1808 @BigAl_lfc @SuePeace1 @michell47881905 @Bevanns @susanhorgan1 Oh piggin just go will yer, give us some peace :)',\n",
       " '@alElizabeth Appreciate the follow :) have you heard of our botanical soaps?',\n",
       " '@Ashton5SOS @5SOS love u 2 :-)',\n",
       " 'Late upload. Freshly done/3weeks old healed. :)',\n",
       " \"@Im_MsKittenns oh. I was in bed haha. I can't sleep though. My day was too exciting :)\",\n",
       " '@TOBMAST3R @inspchin @koeitecmoeurope @TanikoHorigome @GoldxFierce @Kronin1 @Addictrian @chako33 @MatthewRumple thx Tobi-bro! :D',\n",
       " '@nikimcglynn How good is that! I think it was my first ISP too! :)',\n",
       " \"@tessasmith4evr @BlueBellEMS we'll steel some from the @BlueBellEMS next Wednesday and see what it's like!:)\",\n",
       " 'hey there :)',\n",
       " \"@camerondallas definitely loves making people smile cause I swear since I met him earlier, I haven't stopped smiling :) i love you cam 😭❤️\",\n",
       " \"@SabihaMahmoud ... except for her Lord, masha'Allah :)\",\n",
       " '@NeilWhoreAnn some French fans made a movie about the WWAT in France last year with our videos and photos :)',\n",
       " '@max_pen1 It has been fixed, thanks for your feedback :)',\n",
       " 'Thanks to everyone who came to the stream :D Hope you guys enjoyed. Night all!',\n",
       " '@siddichan @Twitch YAAAAAAAAY thx :)',\n",
       " 'Looking forward to reviewing ours :-)  https://t.co/y8SUBXjqXk',\n",
       " 'Thank you Beiruting :)',\n",
       " '@coolkidsftnjh fback? :)',\n",
       " 'Thanks for updating your profile page @AlexaPoppe :-)  http://t.co/JK3NSXIRMe',\n",
       " 'Lovely coffee :) @CoffeesToGo1',\n",
       " \"Here's a cute panda to make your day! :) http://t.co/zCaWqrjSvr http://t.co/FuZNhjGWD7\",\n",
       " '@x0lovestephi thank you eonnie :))',\n",
       " '@stokebrisbane Hi! Saw who u follow and thought u might like \"Dark\" https://t.co/CFl0s5hwWw .Plz let us know what u think :)',\n",
       " '@Polished_teeth my favourite too! :) @ciatelondon Cream Soda :)',\n",
       " \"I love my body, when it's fuller, and shit, even when it's not lol. I'm just happy to be healthy :) happy to be happy.. 💓\",\n",
       " 'Rettweet :-) http://t.co/l6T0rx7bEf',\n",
       " '@DianaaOrtizz the real MVG (MOST VALUABLE GIRLFRIEND) for staying up with me till the Madrid game starts :-)',\n",
       " '@OLX_OHayoung96 sore ya :)',\n",
       " \"@tmhcuddly I'm so excited, we should definitely meet up :)\",\n",
       " \"@morriskid are you coming to Bergerac?  Have the first team left any u21's I'd know of? #checking for chants :-)\",\n",
       " '@rizwanism :) just a choice of food. Left to the individuals.',\n",
       " \"@VickiCartagena The episode is excellent so far.:-) I love Adam Beach's movies &amp; shows.I'm looking forward to seeing Suicide Squad next year\",\n",
       " \"Growing very fond of Christopher, didn't like him initially because he was cocky and didn't really prove it but his attitude's improving :D\",\n",
       " '@GlenOcsko sounds good! Can you DM me your email address? Will suggest some dates for a coffee! :)',\n",
       " '@forlodge1 It is indeed - many thanks :-)',\n",
       " 'Just smile even your in Pain :) http://t.co/AxTiqf0xek',\n",
       " 'Hi happys!!:) http://t.co/AGiLlxJdbi',\n",
       " 'Funny. Intelligent, strong and funny. Just funny... :-) https://t.co/IqJwYRF52C',\n",
       " 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @me1campbell',\n",
       " '@mokwepa no, other than it using Cs :)',\n",
       " \"you ever watch certain people's snapchat over and over again, bc i know i do :-)))\",\n",
       " \"@IbnNabih1 that's all ok I know your busy :)\",\n",
       " 'Last 2 exams :)',\n",
       " 'forgot u were up. :)))  https://t.co/Or6eATWDjm',\n",
       " 'Fun fact: I love meeting new people :)',\n",
       " '@jaseygalore I know the home-based office busy feeling :-) Pity about your knee - what happened?',\n",
       " 'SALE FLEUR DRESS CREAM #Readystock_hijabmart\\nIDR 325.000 ====&gt; IDR 200.000 :) http://t.co/AGp51NQMbS',\n",
       " '@pprabha014 Thankyou :)',\n",
       " '@fernandeznoemi4  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " 'Is Tompolo meeting aimed at stopping the sale of the oil that we cannot find buyers for? :D',\n",
       " \"@Centerfxld that's true, @johngreen doesn't disappoint! Looking forward to Paper Towns? :)\",\n",
       " \"That's all I need to know, is that everything is going to be okay :-)\",\n",
       " '@LTBeautyBlog @FDNCoffee I say less slacking &amp; getting cracking :)',\n",
       " \"@JulieWestern I don't know the name but it is particularly striking. Happy days :)\",\n",
       " \"@misshollylou Hey, here's your invite to join Scope as an influencer :)  http://t.co/ipJ2yOiGet\",\n",
       " '@DeewaniVeronica 31* My Bad Mam :p',\n",
       " '@FrancesBeeton Lovely looking cake, bet it tastes good too :-)',\n",
       " 'FeyTyaz Follback ya :)',\n",
       " '@dalenaha1 so I found this last night, lets just say there was an instant stiffening of my interest :) https://t.co/sw5O1Bz4y9',\n",
       " 'Rettweet :-) http://t.co/zBOvLw0y5S',\n",
       " '@CHUBANHES fback? :)',\n",
       " 'Rettweet :-) http://t.co/CGTjR664Kj',\n",
       " 'ricky_febs Follback ya :)',\n",
       " 'Got Secrets of Grindea, Courier of the Crypts and possibly some Arma 3 to record today..... Gosh! And a new game that looks like Limbo :)',\n",
       " '@siaramelatienza  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@MyriadPhoto  thanks for retweeting @madsenjewellery orchard art show, have a super weekend :)',\n",
       " 'Karachi ka Venice after rains :) @rizz_javaid “@JaagAlerts: Several parts of Karachi witness accumulated rain water,http://t.co/Wionr1evBo”',\n",
       " 'maroon cocktail dresses http://t.co/Ioj5YzNRwu #MidiDresses for @filipinaniah :) http://t.co/Vj1U5fIzBw',\n",
       " '@IamPatmae_ fback po? :)',\n",
       " '0-100 real quick :)',\n",
       " '@Iron_Vein Morning! : ) Mine is 1100D. Usually auto-focus. I only use manual for  really close up like shooting veins on crackle glaze. :)',\n",
       " 'the new layout looks bomb! :-) \\n-g',\n",
       " \"Thanks for connecting @garrowlscq Hope you're having an Great Day!  Have a social/website question? Just ask :-)\",\n",
       " '@Tweetnesian pake :)',\n",
       " '@gabrielaliuw hi we made some changes in our design, hope you like it :) https://t.co/EXt098Yq1b',\n",
       " 'joim me while I feed the troops. :) https://t.co/ZlcsRuUpPY via @audioBoom',\n",
       " 'Any brands wanting me to review BEAUTY products on my blog? mail me at: ladolcevitainluxembourg@hotmail.com #prrequest #journorequest :)',\n",
       " 'The_MadStork Follback ya :)',\n",
       " '@SSalchli Good luck, Shaun! :)',\n",
       " '@madziucha_5 yes he is :)',\n",
       " 'Anyone who wants to be added to the bot just DM me!! :) #bot',\n",
       " '@ChloeGMoretz Chloe I watched \"Let me in\" yesterday and you were really awesome! Really talented and intelligent actress, beautiful too! :)',\n",
       " '@hesfallenangel could i get some free solo  dms? Any to give away? :) xoxo',\n",
       " '@TripVerse @outboundapp thanks for sharing! Wishing you a wicked weekend :)',\n",
       " \"Hola juan.. sending you a big Hi from Houston tx! :) I've been a fan of jenni  and the family for year's.  I stumble upon a video of you\",\n",
       " '@padaleckbye. No prob.nice choker btw :)',\n",
       " '@seoulsjin @seouljins seouljins :) both are fine tbh',\n",
       " 'Photoset: sadomasochistsparadise: Wynter bottoms- and an outtake :) Sadomasochist’s Paradise Cuties http://t.co/GNW1lwjFK1',\n",
       " 'You make my day by just smiling :)',\n",
       " '@ghostkidluke fback? :)',\n",
       " '@itsRebeccaRayne :D ty bby!',\n",
       " 'Please enjoy this clip of me losing my shit during cypher :) http://t.co/8FIyPQ6kkn',\n",
       " '@athrawestokio @AdeccoWaytoWork @AdeccoJapan next week, i will be at my office ! so lets go :)',\n",
       " '@DanielCWest thank you for following me :D',\n",
       " 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/e644DJI0zw.',\n",
       " '@purehaire Amen. Thanks :)',\n",
       " 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x32',\n",
       " '@shyayen  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@DrenchinWine @2fai @Chompu_Kusuma paper girl :D',\n",
       " '@gculloty87 I know would of been lovely to have her in that pic :)) x',\n",
       " '@adnanCad Planted people are allowed to do any thing and every thing :p',\n",
       " '@mRpOrTeR7 \"This Corner\" is so fucking Dope!! Getting addicted to it..\\nGreat Job :D',\n",
       " 'My bby gurl :) http://t.co/S0IiU35MWw',\n",
       " 'Hey hey :D',\n",
       " '@NickTheBullsFan @CashNastyGaming still suck at editing but if this turns into something special I owe it to you guys :)',\n",
       " '@ayokejkt Visit my blog http://t.co/UzOAqroWKx thanks :D',\n",
       " \"@daannymoncada @breannelaflare YOU'RE UGLY DANIEL, is it good ape?:)\",\n",
       " 'Happy bday @Cinemainmygenes  Saar....\\nHave a great year ahead... :)',\n",
       " '@LucyLu_xx Thought you might! I saw it and I loved the verse. The butterfly part was just a bonus :).',\n",
       " 'Thank you :-))) OK \\nHave fun!!\\n@anvy2446 @4HUMANITEEs @SexyAF12 @kikbella @adasamper @RachelLFilsoof\\nEnjoy day u all\\nhttp://t.co/5Y5OAESAzv',\n",
       " 'well. good morning. :D',\n",
       " '@palakspatel would you follow me?:)',\n",
       " 'Busy, productive day filled with a few tears, but hours and hours of laughter. Today was a good day. :)',\n",
       " '@17bljpk hi. You have 5sos tickets?? Dm me :)',\n",
       " 'Yummmyyy.... :-) — eating dosa',\n",
       " '@bbcdoctorwho so do I :D',\n",
       " '@MegLovesGames its probably easier to meet at the station? Unless you particularly want to show me your house? :)',\n",
       " 'A Huge &amp; Warm Welcome to @VodkaBlond :-))',\n",
       " 'ACHI!!!! Im busy next week because of our exams. Hope you understand that I cant tweet youuu, Bawi ako queenesther! :) @esthercarodan',\n",
       " '@LeeMcKenzieTV Looking sharp :-)',\n",
       " '@xWinnerMino yess im 1 year younger than u :-) no wonder youre huge boy',\n",
       " \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/ilDzDRHf9d http://t.co/VTXNFCPFuI\",\n",
       " 'Ha! All in one picture :-) http://t.co/IgLPwLvSfz',\n",
       " '@Galatasaray @Podolski10 is ready :) #Poldi #Cimbom',\n",
       " '@LuvSocial_Media Thanks for the share :)',\n",
       " '@LOSTCHILLHORAN fback? :)',\n",
       " '@24f567234e3c410  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)',\n",
       " '@graphure Happy birthday buddy! :D',\n",
       " '@waterrat77 Thank you :-)',\n",
       " '*sigh* \"@Whykaysbeauty: Bruhhh“@Dopjones: Call me daddy one more time :)”\"',\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk_pos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('total.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_positive_tweets = [df.iloc[i][0] for i in range(len(df)) if df.iloc[i][1]==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_negative_tweets = [df.iloc[i][0] for i in range(len(df)) if df.iloc[i][1]==-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "positive_tweets = all_positive_tweets[:1000]\n",
    "negative_tweets = all_negative_tweets[:1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_pos = positive_tweets[:800]\n",
    "test_pos = positive_tweets[800:]\n",
    "\n",
    "train_neg = negative_tweets[:800]\n",
    "test_neg = negative_tweets[800:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "nltk_pos_test = nltk_pos[4500:]\n",
    "nltk_pos_train = nltk_pos[:4500]\n",
    "\n",
    "nltk_neg_test = nltk_neg[4500:]\n",
    "nltk_neg_train = nltk_neg[:4500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_train_pos = nltk_pos_train + train_pos\n",
    "total_train_neg = nltk_neg_train + train_neg\n",
    "\n",
    "total_test_pos = nltk_pos_test + test_pos\n",
    "total_test_neg = nltk_neg_test + test_neg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x = total_train_pos + total_train_neg\n",
    "test_x = total_test_pos + total_test_neg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_y = np.append(np.ones(len(total_train_pos)), np.zeros(len(total_train_neg)))\n",
    "test_y = np.append(np.ones(len(total_test_pos)), np.zeros(len(total_test_neg)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_tweets(result, tweets, ys):\n",
    "    '''\n",
    "    Input:\n",
    "        result: a dictionary that will be used to map each pair to its frequency\n",
    "        tweets: a list of tweets\n",
    "        ys: a list corresponding to the sentiment of each tweet (either 0 or 1)\n",
    "    Output:\n",
    "        result: a dictionary mapping each pair to its frequency\n",
    "    '''\n",
    "\n",
    "    for y, tweet in zip(ys, tweets):\n",
    "        for word in process_tweet(tweet):\n",
    "            # define the key, which is the word and label tuple\n",
    "            pair = (word, y)\n",
    "\n",
    "            # if the key exists in the dictionary, increment the count\n",
    "            if pair in result:\n",
    "                result[pair] += 1\n",
    "\n",
    "            # else, if the key is new, add it to the dictionary and set the count to 1\n",
    "            else:\n",
    "                result[pair] = 1\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build the freqs dictionary for later uses\n",
    "\n",
    "freqs = count_tweets({}, train_x, train_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_naive_bayes(freqs, train_x, train_y):\n",
    "    '''\n",
    "    Input:\n",
    "        freqs: dictionary from (word, label) to how often the word appears\n",
    "        train_x: a list of tweets\n",
    "        train_y: a list of labels correponding to the tweets (0,1)\n",
    "    Output:\n",
    "        logprior: the log prior. (equation 3 above)\n",
    "        loglikelihood: the log likelihood of you Naive bayes equation. (equation 6 above)\n",
    "    '''\n",
    "    loglikelihood = {}\n",
    "    logprior = 0\n",
    "\n",
    "    # calculate V, the number of unique words in the vocabulary\n",
    "    vocab = set([pair[0] for pair in freqs.keys()])\n",
    "    V = len(vocab)\n",
    "\n",
    "    # calculate N_pos and N_neg\n",
    "    N_pos = N_neg = 0\n",
    "    for pair in freqs.keys():\n",
    "        # if the label is positive (greater than zero)\n",
    "        if pair[1] > 0:\n",
    "\n",
    "            # Increment the number of positive words by the count for this (word, label) pair\n",
    "            N_pos += freqs[pair]\n",
    "\n",
    "        # else, the label is negative\n",
    "        else:\n",
    "\n",
    "            # increment the number of negative words by the count for this (word,label) pair\n",
    "            N_neg += freqs[pair]\n",
    "\n",
    "    # Calculate D, the number of documents\n",
    "    D = len(train_y)\n",
    "\n",
    "    # Calculate D_pos, the number of positive documents (*hint: use sum(<np_array>))\n",
    "    D_pos = sum(train_y)\n",
    "\n",
    "    # Calculate D_neg, the number of negative documents (*hint: compute using D and D_pos)\n",
    "    D_neg = D - D_pos\n",
    "\n",
    "    # Calculate logprior\n",
    "    logprior = np.log(D_pos) - np.log(D_neg)\n",
    "\n",
    "    # For each word in the vocabulary...\n",
    "    for word in vocab:\n",
    "        # get the positive and negative frequency of the word\n",
    "        freq_pos = lookup(freqs, word, 1)\n",
    "        freq_neg = lookup(freqs, word, 0)\n",
    "\n",
    "        # calculate the probability that each word is positive, and negative\n",
    "        p_w_pos = (freq_pos + 1) / (N_pos + V)\n",
    "        p_w_neg = (freq_neg + 1) / (N_neg + V)\n",
    "\n",
    "        # calculate the log likelihood of the word\n",
    "        loglikelihood[word] = np.log(p_w_pos / p_w_neg)\n",
    "\n",
    "    return logprior, loglikelihood\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "11204\n"
     ]
    }
   ],
   "source": [
    "logprior, loglikelihood = train_naive_bayes(freqs, train_x, train_y)\n",
    "print(logprior)\n",
    "print(len(loglikelihood))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n",
      "11204\n"
     ]
    }
   ],
   "source": [
    "logprior, loglikelihood = train_naive_bayes(freqs, train_x, train_y)\n",
    "print(logprior)\n",
    "print(len(loglikelihood))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# logprior, loglikelihood = train_naive_bayes(freqs, train_x, train_y)\n",
    "# print(logprior)\n",
    "# print(len(loglikelihood))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def naive_bayes_predict(tweet, logprior, loglikelihood):\n",
    "    '''\n",
    "    Input:\n",
    "        tweet: a string\n",
    "        logprior: a number\n",
    "        loglikelihood: a dictionary of words mapping to numbers\n",
    "    Output:\n",
    "        p: the sum of all the logliklihoods of each word in the tweet (if found in the dictionary) + logprior (a number)\n",
    "\n",
    "    '''\n",
    "    # process the tweet to get a list of words\n",
    "    word_l = process_tweet(tweet)\n",
    "\n",
    "    # initialize probability to zero\n",
    "    p = 0\n",
    "\n",
    "    # add the logprior\n",
    "    p += logprior\n",
    "\n",
    "    for word in word_l:\n",
    "\n",
    "        # check if the word exists in the loglikelihood dictionary\n",
    "        if word in loglikelihood:\n",
    "            # add the log likelihood of that word to the probability\n",
    "            p += loglikelihood[word]\n",
    "\n",
    "    return p\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_naive_bayes(test_x, test_y, logprior, loglikelihood):\n",
    "    \"\"\"\n",
    "    Input:\n",
    "        test_x: A list of tweets\n",
    "        test_y: the corresponding labels for the list of tweets\n",
    "        logprior: the logprior\n",
    "        loglikelihood: a dictionary with the loglikelihoods for each word\n",
    "    Output:\n",
    "        accuracy: (# of tweets classified correctly)/(total # of tweets)\n",
    "    \"\"\"\n",
    "    accuracy = 0  # return this properly\n",
    "\n",
    "    y_hats = []\n",
    "    for tweet in test_x:\n",
    "        # if the prediction is > 0\n",
    "        if naive_bayes_predict(tweet, logprior, loglikelihood) > 0:\n",
    "            # the predicted class is 1\n",
    "            y_hat_i = 1\n",
    "        else:\n",
    "            # otherwise the predicted class is 0\n",
    "            y_hat_i = 0\n",
    "\n",
    "        # append the predicted class to the list y_hats\n",
    "        y_hats.append(y_hat_i)\n",
    "\n",
    "    # error is the average of the absolute values of the differences between y_hats and test_y\n",
    "    error = np.sum(np.abs(y_hats - test_y))/len(test_y)\n",
    "\n",
    "    # Accuracy is 1 minus the error\n",
    "    accuracy = 1 - error\n",
    "\n",
    "    return accuracy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naive Bayes accuracy = 0.8786\n"
     ]
    }
   ],
   "source": [
    "print(\"Naive Bayes accuracy = %0.4f\" %\n",
    "      (test_naive_bayes(test_x, test_y, logprior, loglikelihood)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.691115287793686\n"
     ]
    }
   ],
   "source": [
    "# Test with your own tweet - feel free to modify `my_tweet`\n",
    "my_tweet = 'he is a not kind person'\n",
    "\n",
    "p = naive_bayes_predict(my_tweet, logprior, loglikelihood)\n",
    "print(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logprior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(loglikelihood)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"loglikelihood.json\", \"w\") as outfile: \n",
    "    json.dump(loglikelihood, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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