NLP_Specialization.ipynb

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    {
      "cell_type": "markdown",
      "metadata": {
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      "source": [
        "<a href=\"https://colab.research.google.com/github/AlanAmaro13/Introduction_NLP/blob/main/NLP_Specialization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
      "cell_type": "markdown",
      "source": [
        "# Natural Language Procesing (NLP)"
      ],
      "metadata": {
        "id": "mF_ntA3yMrmY"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This DeepLearning Specialization has the main purpose to create Artificial Inteligence Models able to use language, generate text with context, to have the ability to detect good or bad sentiments in tweets, etc."
      ],
      "metadata": {
        "id": "cM7_REq_MwMO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Classification and Vector Spaces"
      ],
      "metadata": {
        "id": "3ONa1fx0PKFt"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## First week: Logistic Regression"
      ],
      "metadata": {
        "id": "kK6oXrsMQLfq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This first week has the main purpose to learn how to represente text as a vector and build a classifier, we'll be doing this using logistic regresion to get a good base to start. So, a first question could be, how can I convert text to a mathematical base?"
      ],
      "metadata": {
        "id": "AWaikKj5PcFy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Vocabulary and Features Extraction"
      ],
      "metadata": {
        "id": "7Bw006P5TsOQ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Vocabulary and features extraction:** So, you have a text and what can you do with it?\n",
        "\n",
        "It order to the model to learn from this text it's necessary to extract unique values, this is, the words. And how can you do that? First we must create a vocabulary.\n",
        "\n",
        "What's a vocabulary? A vocabulary is a set contaning all the words (not repeated words) presents in your text, so, each word in your text can be represented as a linear combination of your vocabulary. The dimension of this sets is denoted as V, and corresponds to the total amount of words in your text. Note that you'll end with a sparse matrix, this is, a matrix containig a lot of zeros, so the learning will slow down.\n"
      ],
      "metadata": {
        "id": "B1ET-jb8UHyU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The process to extract uniquec values is denote as Features Extraction."
      ],
      "metadata": {
        "id": "Mcfk2Sr9T3AJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "After this, we're gonna be using Logistic regression, if you're totally new using AI, you may want to check this notebook first: [Introduction to Keras 3 - AI](https://github.com/AlanAmaro13/Introduction_to_Keras_3).\n",
        "\n",
        "\n",
        "As summary, you have a set of values X,Y and you want to make a good function in order to predict Y values, so you use AI and you get yourself a first model that predicts Y' values. How good is your model? You can use the difference between Y-Y' to get an idea about good it is, this is call Cost Function.\n",
        "\n",
        "\n",
        "A good model is a model that reduces the cost function.\n"
      ],
      "metadata": {
        "id": "JUwNumRDSIu-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Positive and Negative Frequencies"
      ],
      "metadata": {
        "id": "YUGSYVDkUN_v"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "How many times does a *bad word* appears in a *Bad tweet*? In order to classify the tweets acording to the words in the text we get the frequency of good and bad words. To do this, we define a function able to count how many times a word is repeated in good and a in bad tweets and later we set a dictionary containing the Good and Bad frequency."
      ],
      "metadata": {
        "id": "-1Te16fIUShy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "* This is denoted as a count"
      ],
      "metadata": {
        "id": "jkZhD9TtVVuh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "And why do we want to this? Well, in the before topic we end up with a sparse matrix to represent a tweet, in this case we'll end with a 3D vector! This vector contains the bias, *the sum of good frequencies*, and the *sum of bad frequencies*, so your model doesn't have to learn a lot of parameters, only 3!\n"
      ],
      "metadata": {
        "id": "2XNSsprPW8jJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, you have a\n",
        "* freqs: dictionary mapping from words to frequency.\n",
        "\n",
        "And with this you can denote an arbitrary tweet *m* as:\n",
        "$$x_{m} = [1, \\sum_{m}freqs_{G}(w,1), \\sum_{n}freqs_{B}(w,1)] $$\n",
        "So, you get the sum of good frequencies from the word in your tweet, and do the same thing for the bad words. **Note that you only sum one time the word**. After this, you'd have a vector in the next from:\n",
        "$$[1,8,11] $$\n",
        "Where $1$ denotes a Bias, $8$ denotes good frequency and $11$ denotes bad frequency."
      ],
      "metadata": {
        "id": "Xt0RRDm8XZ74"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, let's do it. First we must create a Vocabulary, and start counting!"
      ],
      "metadata": {
        "id": "ZfXe_RRzip3Z"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Preprocessing"
      ],
      "metadata": {
        "id": "bjsNizpWkMZ4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Preprocessing is the action to remove non-desire characteres in your text, such as punctuation marks, URLs, tags, etc. Also, this process converts all words to their lower case.  \n",
        "\n",
        "* Remove all words to no add significant meaning (Stop Words and Punctuation)\n",
        "* Remove handles and URLs\n",
        "* NOTE: Sometimes punctuation add significat meaning to your text"
      ],
      "metadata": {
        "id": "Gs27eDI4kR5q"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Stemming and lowercasing**: This action takes any verb to the main form, for example, *tunning* to *tun*.\n",
        "\n",
        "Lowercasing refers to convert any word to its lowercase"
      ],
      "metadata": {
        "id": "wufVlW3YlpNz"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "And the main steps to do text processing are:\n",
        "* Remove handles and URLs\n",
        "* Tokenize: Converts strings into words\n",
        "* Remove stop words (and, is, a, on, ...)\n",
        "* Stemming - Converts any word to its steam: *dancer to danc*\n",
        "* Lowercasing"
      ],
      "metadata": {
        "id": "tQwIfd1qmgEI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### A first code!"
      ],
      "metadata": {
        "id": "wAscnYw_ew2s"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, you may be wondering how are we do all this stuff? First, we're gonna review a Python Library: NLTK. This package contains all the functions needed to start doing NLP.\n",
        "\n",
        "This library contains functions to handling, collecting and processing Twitter data. So, the first steps is installing!"
      ],
      "metadata": {
        "id": "UfJJzD0ggwxd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "! pip install nltk"
      ],
      "metadata": {
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          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d2b36d7a-4dfb-4198-ff93-16c8b1255cf0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (3.8.1)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.7)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk) (1.4.0)\n",
            "Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.10/dist-packages (from nltk) (2023.12.25)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from nltk) (4.66.2)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Import the libraries used:\n",
        "\n",
        "import nltk                                # Python library for NLP\n",
        "from nltk.corpus import twitter_samples    # sample Twitter dataset from NLTK\n",
        "import matplotlib.pyplot as plt            # library for visualization\n",
        "import random                              # pseudo-random number generator\n",
        "import pandas as pd"
      ],
      "metadata": {
        "id": "19am91j2Sf6D"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Which DataSet are we gonna be using? Twitter samples dataset contains over 10k tweets: 5k good tweets and 5k bad tweets, so it's a good start point 'cause you have a balance data."
      ],
      "metadata": {
        "id": "TZDuRBZyhmdz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "nltk.download('twitter_samples')  # Download the dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u0ogpRiPicuh",
        "outputId": "fe18488a-a5ee-4ee6-c02e-7d9f0c531924"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package twitter_samples to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/twitter_samples.zip.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Separate positive and negative tweets\n",
        "positive_tweets = twitter_samples.strings('positive_tweets.json')\n",
        "negative_tweets = twitter_samples.strings('negative_tweets.json')"
      ],
      "metadata": {
        "id": "pBOh_DFBhcKZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(positive_tweets)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rFCvyttOiWFZ",
        "outputId": "6209bd4e-4626-4102-a56d-d9261ad26617"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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I am definitely going to try it tonight then! :) we took your advice too! We are in Treviso now!', '@morallosanthony  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"@NIKKIERIOZZI Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", 'Fine, \\n...Have a gorgeous Friday, friend!!..; xo..-:)) https://t.co/JmpkZP2DaI', 'Oven roasted garlic in olive oil, sun dried tomatoes, some dried basil, and century tuna :) https://t.co/EsCc9QhLob', '@HostMyOffice @NigelPWhittaker @lemezma @TWBC_Business @_TheBunkerJL Right back atchya!  Have a great day everyone :)', \"@TeamTall17 @FlashHayer  but doesn't even follow back :-)\", 'The future is almost here then :) https://t.co/rolE3ZCL97', '#FollowFriday @Michelploria @MyFrenchCity @jasoncreation for being top new followers in my community this week :)', 'No chance :)', '@ChiAB2486 @MrCliveC @PCDKirkwood @DC_ARVSgt @COPS_President @EmWilliamsCCCU @LauraRGallagher @Hall11Kate @LaMinx541 @JohnTarbet71 cheers :)', '@thatguycalledP go po for ice cream :))', '@19strawberry66 I agree 100% :)', '@SpazzyTsukihara hehehehe thats the point :p', '@KalinWhite next time just stay home :)', '@Gculloty87 thanks :)', '#FollowFriday @digitalplace2be @intlboost @_lafontpresse for being top supports in my community this week :)', '@stayfaboo it will be up soon, i promise :)', 'Web Whatsapp volta a funcionar com iPhone jailbroken. :-)', '@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 :)', '@Mburu__ Inter 3 UCL, Arsenal... Small team, Right! :)', 'Just passing by :) 🚂 (@ Dewsbury Railway Station (DEW) - @nationalrailenq in Dewsbury, West Yorkshire) https://t.co/DvBssHbrfx', '@ClearlyArticle :) its 430 am smh', \"@uptommosass it's 9:25 am here :) I live in Scotland :) it's strange to imagine what?- Megan xx\", '@bookmyshow \\n\\n !\\n#MasaanToday\\n#MasaanToday\\n\\nA4.... Shweta Tripathi  \\n !\\n#MasaanToday\\n#MasaanToday\\n\\n-.:-) .-..,', '@WforWoman 5. Over 20 W kurtas! And my Mom has about half the number I have :D #WSaleLove', 'Ah! Hello back Larry! @TransworldBooks :) https://t.co/8XhjJb4jtH', 'Anyway my Friday is looking kinda gooood :)', '@jhun_hunyo  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"Lol. Well. That's life :) thank God it enn you  https://t.co/GLoCEIjGQQ\", '@OJBJ @holmesjsamuel surely this could be your warmup this morning ??? Coming on 15th to Bath :) xx', \"Dum Dum Andar - Ram Sampath, Sona Mohapatra &amp; Samantha Edwards Mein Tulane to razi razi, Wah! That's Josh :) http://t.co/ul8MARDfhm\", '@justinbieber :) always smile', '@darlakim_ picture. :)', \"@arsenalnewsasit Thanks again, your time 16.20 right? That's perfect timing for me here :).\", '#FollowFriday @IzywayLesExpats @na4innov @InXpressCoAzur for being top engaged members in my community this week :)', '@Juleeyaanaa i know :))', '#GiveItUp We have already given up our gas subsidy long back when this initiative was proposed.. Feeling so delighted having done that!! :)', '@dayloladay I missed this yesterday!! :-)', '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', '@jaimeemelanie_ lmaoo! The best songs ever &lt;3 We shall have our own little throwback this week (y) :p', '@Clazziebritchas then go to the outlying islands, such as Cheung Chau, Mui Wo....totally different :))', \"#KFCkitchentours Kitchen is so clean. I'm totally amazed :) @KFC_India\", '@cybelxxx  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@Jana7380 on the cusp of testing the waters, hope yours is rewarding :)', '#FollowFriday @BroadcastBeat @InSunWeTrust @conseilsmkg for being top influencers in my community this week :)', \"arummzz: Let's go... I'll drive for you :p\\n\\n#traveling #traveler #yogyakarta #jeep #Indonesia #instamood… https://t.co/s7y4Ys5JeU\", 'Anyone wanna skype me? :D', '@agylyxa may i look so, bit i am a real nice friendly girl :-)', 'Im not like them. But i can pretend~ :)', 'watching where we are concert film :)', \"Congratulations @amisharanka95, you're the winner to our #CheesyDelights contest :)\\nPlease DM us your address and contact number!\", ':) Have a great weekend guys! https://t.co/DLDKLpeTAb', '#FollowFriday @CLARAROJASG @BF_P2C @MyBusiness_Plan for being top new followers in my community this week :)', '@PuaMagasiva it was cool seeing you film today! :)', \"Check out Email Marketing 24/7:  http://t.co/O5fjR7oEqk you won't regret if you buy it :)\", '@vineshpomal LOL. Come join us ... See u in around 14 hours if u leave now, without delays. :)', \"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 :-)\", 'sunburn is peeling :-)', '@Sexdate_gratis Visit my blog http://t.co/UzOAqroWKx thanks :D', \"@TikoSD Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", '@no1_razorstan then talk to me. I can help you :)', '\"@CassTheTrainer: A Huge &amp; Warm Welcome to @VodkaBlond :-))\"\\n\\n☆ finally we complete the triangle ! ☆', '@LucienneDiver I live in Northern Ireland. :) what sights have you seen?', '@Mecastor01Mica  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '#FollowFriday @Z_Intl_Agency @Tivipro @compexly for being top supports in my community this week :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/6prugvmOuC.', '@imraina feeling smthng smthng fr u...lol...wanna hug u....XOXO...love uu jaann take care :* :)) &lt;3 :\")', 'thanks mom :)', 'Thanks #TopNewFollowers @BestOfFicPad @MrCFluegel @JeanMarcPN Happy to connect :)', \"@MooseAllain @MeatBingo that is the just most wonderful thing, it's made me feel all fluffy inside. Great pirouette, Moose :D\", \"@KristophCajon I have a trip to philly in December so after that :) I'd love to come out there dude.\", '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', \"The question is flawed. Pain doesn't negate strength :)  https://t.co/77TbkS2Djw\", \"@ReflectKnives You went solo because these moves weren't being made :D\", 'hey my fav nirvana song is smells like teen spirit rip amy winehouse :-)))))', '#FollowFriday @CCIdeLYON @CCI_95 @CPNERI_ESIGROUP for being top engaged members in my community this week :)', \"Let's go... I'll drive for you :p\\n\\n#traveling #traveler #yogyakarta #jeep #Indonesia #instamood… https://t.co/s7y4Ys5JeU\", 'did we name the couple yet?? #TomHiddleston #ElizabethOlsen ?? #yaytheylookgreat :))', 'I love you all goodnight. Vid going up when I wake up you all with love this one :)', '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', 'anyway :-)', 'Itty Bitty Teenie Bikini  :) http://t.co/A2oxW0ZI3g http://t.co/jn7KSfHwRc', 'I just joined the #HushedPinWithSammy Event :D Might get to Text with @SammyWilk for a day! Luv U @HushedApp http://t.co/czdow1i44W', 'Always so much fun when 4th hour gets together. :) \\n\\nEnding the night with ice cream and Xfiles. \\n\\nContent.', '@aangelayap easy :D', \"@NTtownend yes, be surprised if we don't see a bit of rain today... :)\", '@ReyesFraulein  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'To all @fatpunkstudio have a fabulous Friday and keep up the fantastic work!! :))', \"@justinbieber can you please follow me @caitecat1209 ♡♡♡♡ please jb follow me I love you always and forever. I'm a belieber ♡♡♡♡ :) I love u\", '#FollowFriday @DiploMix @CCI_entreprises @CCI_92 for being top influencers in my community this week :)', 'Morning all! :)', '@FranchiSeedsUK good to hear :)', \"@LusciousLyndee1 Nighty night! Don't let the bed bugs bite :D\", '@Bonsplansblog Very beautiful this bracelet! good idea :)', '@guywilliamsguy waiting for you at the foundry. Where you at?? :)', '@KalinWhite I like that game :)', \"@suzannepanter @kevinbacon @katosman Ah! Now it makes sense... Didn't see the pic on my effing phone last night. Woot :) x\", '@Derek_GTA Hi Derek, you could try using ParkShare in Gloucestershire http://t.co/qIF9AyAlkc :)', 'Aaaahhh man, this track is a traffic stress reliever. :)', '#FollowFriday @elevents2 @JoussotFrench_J @NYIBF for being top new followers in my community this week :)', \"@El1neW How're you today my dear? :)\", '@Jesutomisin I hear you guys want Arbeloa. :D', '@ShawnMendes turning 17 in 15 days...omg. at least we have only 3 years difference :)', '@matteomeacci Well, they say Europe is on the rise again, but I find that hard to believe :)', '@WforWoman #WSaleLove uncountable coz we love unlimited :)', 'Yes, of course :) #TeamPositive https://t.co/SaIX1VpFJF', 'yes i love :-) #AlDub', '@coffeebreak22 @LauRenArren @drparkave @JWKanyuira1969 @dheracing @RhoaChri @BarbaraBathurst @1cryingeye @willisteam :) ☕☕☕ Thank you Rita!', \"@mikerobb Hi there, could you please DM us further info and we'd be happy to help! :)\", '@24gooch on way my boy! :)', '@graphure I hope you will get a lot of nice gifts :D', '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', '#FollowFriday @ACBM_SECEM @DCarsonCPA_NYC @PromosalonsInfo for being top supports in my community this week :)', 'So True!!  :)  https://t.co/N2ORwrOwhD', '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', '@ZarlashtFaisal @Tabinda_Samar Sethi was HIGH ??? :)', '@IAm_Lennox exe skeem saam :)', 'These are the people who make me smile. :) @_pumpchkin_ @aka_pump @LilfrenchMsp @_Lishielou908_ http://t.co/iDdtACkA4K', '@CoSchedule Thanks for the invite. :)', '@SyedIHusain polite izzat :) \\nwese does she trust him? khawateen k sath selfies say to mana kar deya :)', \"Thank you @MovieTubePW that's my Friday evening sorted :-)\", '@nova_caneeee you smart :)))', '@vaalthepal :-) nice hair tbh', '5 years :) https://t.co/hJEhDmxuu9', 'jacob will there be a m&amp;g upgrade??:-)', '@heydonworks Nice tee man :)', 'Happy family vacation .. :D [pic] — https://t.co/HL0Fw8msf1', 'some sleep would be nice :-)', \"If you're reading this, you're beautiful. \\nLike this if you just read this :)\", 'Talking to One person .... Having Two Conversations :))))))))', 'skype was fun :-)', '@SoggyStones should be online :)', \"...because it's Friday :D (y) http://t.co/6rA4ZlpjO9\", '#FollowFriday @CCIFCcanada @AdamEvnmnt @boxcalf1 for being top engaged members in my community this week :)', 'Something to get your #Friday off to a great start :) Have a great day all! #Mclaren #FridayFeeling #TGIF http://t.co/LshgwcXsSv', '@AvinPera  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'square enix bissmillah ya Allah :)', \"@SephtonMark we're training #SocEnt startups at @TobaccoDockLon this week w/ @HelpingB - we'd love to have you drop in if youre arnd town :)\", '@HGVWolfie Basically you piss in a cup and they test it :)))', '@ellenRstewart where are you off to next? :)', '@IonSwitz @notch also, Twitter is terrible for complicated discussions :)', 'Snapchat me : LynetteLowe #snapchat #kikmenow #snapme #hot #snapchat #amazon #kikmeguys :) http://t.co/kd54m2IAm6', 'I am not looking forward to a 12 hour shift today :))))))', \"@ely83_ely definately agree that it's a growing sport. Drop me an email with details and we can see what we can do :-)\", 'My last rt is me :)', '...and the Rakyat will keep visiting your blog and reading your writing :) https://t.co/IMRy2BXuzd', \"@ryan2390 ever since I mentioned fly fishing the other day I'm getting follows and promoted posts about it lol cyber stalked! :-)\", '@Gurmeetramrahim #OurDaughtersOurPride #mypapamypride Proud of You Papa Coach :)', '@imarpita it was great talking to you :D', '@awaismarwat2011 never see positive kha u could also mention atleast they are going :)', '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', \"@_pigglywiggly @Omundson The mango lassi's from Monty's are marvellous :D. Though I suspect that's not what you meant....\", '#FollowFriday @StayfanChemin @CCI_75 @aandreup for being top influencers in my community this week :)', '@Thakurain_ Haha. Yes. I have 24 hrs. The time has come to touch the Kepler 452b. Chalna hai ?? :D', '@iyah_mohamad  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@allygrrdo thankyou pretty! :)', '@PinkPeoniesBlog @helloprettysa definitely the Hazel Food Market in Brooklyn, Pta :) &gt;&gt; http://t.co/ySQkhNDo2B', 'still awake :))))', '@joiredve okayy :D', 'Awww thank you :)  https://t.co/9tSQv2DWVm', '@AR1961 ha! That does not surprise me in the least! Okay but will see doc this afternoon. Yorkshire is splendid though! :) xx', '@JRTurnerPhoto @davidqueenan @jameslturnbull spam folder: WOW! I have won a huge amount of $ I just need to travel to Nigeria to claim it :)', '@PERKSOFNIALLJH RTed! Good Luck :)', 'My legs hurt so bad :))))))))))))))))))', '@johnny_lopez96 I get mine Saturday :-))))', '@imafaithreyes thaaanks! December puhon. :))', 'happinessss~!! :))  https://t.co/slOn63OUeS', '@VaibhavVj78 @PayUmoney True that. Can you change TnC without prior notification? I could have used them last night. :-)', 'https://t.co/gYx34VfmkK and I  probably only find this funny at 2:22 am :-)', '@aliyaskates @yoshihikomkm Fat cos he probably ate Yuna :D :D :D', '@emmajaneparsons @CuriousMindsNW Have fun in Tameside :))', '@hydrcted what :-) did :-) i :-) do :-?', '@CharmingJedward you´re welcome!! :)', 'My Google+ account. :) http://t.co/R8jyDxlQyo', '@2SHYMC and they call scousers for everything! Hope you and Zoe are well mate :)', \"@RachelEvans_28 RIGHT!!!!!! I literally was like maybe u should get people who actually know what they're doing :-) @StudentTrip\", '|| Sameee~ \\n\\nRest well :) https://t.co/T6ZCo4NxDG', '@EdgarsLame happy birthday Edgar! I hope you have a good one and keep updating your travel log :)', 'Hello :D\\n@VikkFollows @Vikkstar123', '@MarreyJewAna bring Abes :)', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/xxlXs6xYwe.', 'someone talk to me :))', 'i will never be the same if we ever meet again :D', '@BBCSport come on man :D :D', '@prettyden15  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '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', \"@LivelyKaty *sighs dreamily at that pout and those 'come to bath' eyes!* :-) #quacketyquack\", '@_sunshinehoran_ happy birthday love :)', '@Brianscrooks @burwellitltd @manfrotto_tweet Cheers :-)', 'Funny how that happened when Phil was here too : )', \"@WMFireDogs I'd call 'em Del &amp; Rodders :) What else!\", '@ForkH Hi, may you like play my newest gamejam game, i would be very happy about it :) http://t.co/8J5voDDHcs', 'This is great! Irish literature is really inaccessible to most of us without Irish :)', '@BhaktisBanter @PallaviRuhail yeah! This is fun :) #FlipkartFashionFriday', 'Nice music :) Check it out! http://t.co/PEjHsORGrk', \"@_xRiya Strange Kareena's Fans Not Knowing Kareena's Fans :)\", 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @e1d4c8e25ec844c', 'better :)', '@ArtForCause Cool. Will look for you there. :)', ':)) beautiful http://t.co/F8V3McI39e', \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/cHl12JvuxN http://t.co/GGgU9PYEjI\", \"@ScreamQueenLR That's fair enough :) I wouldn't rush back either.\", 'Brandi 18 on my FB DROP A SELFIE :) was fun https://t.co/TRoroeS4FK', '@kthrnbyln  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'During a carnival men put masks over their masks. Xavier Forneret :-)', '@jennnnifer29 Jennifer, Check my site if u wanna get FREE 50.000 8 Ball Pool Coins. Thank you :)', '@trisha1234 Beautiful edit, Trish! :) Loved it! ♥', \"Gratefulness = Happiness :) Post three things you're grateful for today in the comments\", 'Love to wakeup beside her &amp; have some real dirty,dirty sex :-)\\n\\nhttp://t.co/dPLYrlTjil', \"@literalwt LMAOOO SAME its so hot 😤😤 like louis :) he's so hot !!!!!!!!\", \"@MariaGM350 Just gonna throw idea at you cause if they're bad it will inspire you to think of something much better.  :-)\", '#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', '@cinnamoniboni I wish I could! Maybe one year :)', 'hey guys! how are you ? :)', 'I think I need to go to bed kind of exhausted good night twitter :)', '@renukaVyavahare Thank you so much.. So glad you liked it.. :-)', 'It will all get better in time. :)', \"@Chelt52 Kind words - thank you very much! It's @SueRyderLCH that does so much good in the #Cheltenham area :)\", 'Hi beautiful follow me please? :) @iggyazalea @lanadelrey @megannicole @madisonellebeer @tiffanyalvord $9', '@astro_lass They weren’t kale crisps :-) Why ruin a good thing?', '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', '@mykidsloveme2 Open Worldwide :)', 'get the fuck outta here :D https://t.co/neJd4AaQWZ', \"@StreetFighter Cool down guys. It's #SFVBeta, not release. They work on it. :)\", '@CrazyLeoNet @Woodslenny @MSportLtd @FordPerformance It really looks Vantastic :) @VBGIE @FordOwnersClub @autocultureirl', 'Today I finally have time to work on Xcylin again :D', '@UPCIreland Thank you. So if its a bundle shows the internet price no phone than realisticly only paying for Net?:)', '@PublicProtector :) True Education is the most powerful weapon which you can use to change the world,\"Nelson Mandela', '@agavrilychev2  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"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\", 'My #TeenChoice for #ChoiceInternationalArtist is #SuperJunior! :)', 'Caught my first salmon today :D', '@annaelerihart - happy Friday! Just checking in to see if you enjoyed our Super-Blend? :)', \"@MrsManfyDiston Thanks for following! Do get in touch if you'd like any more info about our project: youth@bipolaruk.org.uk :)\", \"Please go check out my awesome friend's stream at http://t.co/uVBD0iDwDW ! He's a fantastic artist. :)\", 'My Alma Mater :) #HighSchoolDays #ClientVisit :) @ Faith Christian School https://t.co/OiWrwoFuY1', 'Good luck to #LizaMinnelli for her upcoming UK appearances :-) @GaryJHorrocks @ScottGorenstein http://t.co/r1ExrOTFBP', \"@messiholic_ Lol 😄😄really?  I can't believe a beautiful girl like you are single :p\", 'I will never be listening to The Hills every again :-)', '@dantoml why would you listen to Beats 1? What went wrong in your life? :)', \"@concertina226 Haha that's great :)\", 'Getting everything ready for my Natural Pefumery Workshop at Neals Yard, Covent Garden - tomorrow :) http://t.co/WYEE7cbqOZ', '@grannaHarmony fback :) indo harmos', '@ewoksurewok just Americano :)', 'Why am I up :-))', '@SquadKathNiels @bernardokath i LOVE the way you are :) &lt;3', '@thevaas @Vasan_Bala ALWAYS Remember :)', 'Aww! Thank you. Beautiful pic :D  https://t.co/044Hfi99Rc', '@Podolski10 heads up! :)', '@jessicaswift_13 Hi! Saw who u follow and thought u might like \"Dark\" https://t.co/QSaoyO8CIk .Plz let us know what u think :)', 'Smart, handshome, cute juga :D https://t.co/7DC0LU3j9k', '@LauraSummersNow @STWevents hurray! Looking forward to meeting you too :)', '@tomokawaiix  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@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 :)', \"@WoollyWormhead It's on my to do list if I'm still at the show :)\", '@realiseagency you too :)', \"@LoreTam Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", '@jojoaro0618 @danisnotonfire @AmazingPhil Oh awesome, thank you so much! :)', \"@CaityYoungblood you're perfect. :)\", '@lcfcset Hiya, if you email our web exec, Loryn.Good@lincs-chamber.co.uk, she will be able to help you. :)', ':) enjoy photos from before/when my mom was a baby http://t.co/1wqZetbvQu', 'BIG thx @bikechainricci 4 the kind support @SHINEUKCharity @ShineBalloons. GOOD LUCK!! :-)', '\"Chinas actually a girl.\\nThat or a homosexual.\"\\n\"But we will love him/her either way.\" \\n:D\\n#HyungBot', '@Gamer1811 cause i likes him a Lot :)', '@mattghouse give me some time fam, I got some things in mind :-)', \"Thanks God it's friday :) #jgh.\", '@ashtonparsonsuk @LypsylUK how lovely! :)', '@heartsouthwest #timetunnel 1982?. Not quite sure if my radio is set at heart :)', '@jackgilinsky Hiii Jack :) ily ✨✨✨', '@smartcookiesam @Confarreo I played dominoes in a pub once. It all got quite heated! Enjoyed it though :D', '@hostclubhowell no prob!:)', '@danvpeterson Enjoy! And sorry about my hastily typed message! :)', '#FF @dreamshakes @marketsmatter @MrsMarketUK @CheshireLadders @Streetzine @jewellery_bank @luvthenorth444 @BlueAppleHeroes thank you :-)', 'Can I just say a big thank you to the person who came up with the idea of screenshotting :-)', '@AshrafUzma @RTAluvedAfridi \\nWe are not true Pakistanis :p', '@Raj_Poot_ :) ... mention not', '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', '3Points for #DreamTeam Gooo BAILEY! :) #PBB737Gold @PBBabscbn', '@crisasingson07 Thank you :)', '@addictionguy You drank because of it? :)', '@ernezpjy its old pic :)', '@sharleneyupasc1  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"I haven't gotten any sleep and I have to be up in 3 1/2 hours :)))))))))))))))\", 'Off to #Welsh #Wales today. Yippee! :-) http://t.co/BdaXV35FYE', '@stalkerIDOL_ done :)', '@fwmkian HAPPY BIRTHDAY BABY 💟💟 I MISS YOU SO MUCH AND LOVE YOU SO MUCH :))', 'thanks bro ! :D x', 'thats my lord :) http://t.co/7O5XaValPN', 'Sweet :) https://t.co/025WcVvnxe', '@riprap1 We like you Michael :) Thanks for your kind words! Cheers, Em', \"@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\", 'Waiting for the people to call him BIGOT :p  https://t.co/WGvM79ySv1', '@yezzer It usually is :) Are you doing front or back squats?', '@BeingSobtian1 it was so much fun really enjoyed it hope next contest will be coming soon :-) :-) :-)', 'Dobar dan :)\\nThe Brand New Heavies #musicology2015 #day2 http://t.co/ejDalpfixn', '@Chileeers looks like a great way to spend a Friday afternoon! Enjoy your marathon on iflix! :)', '@itsAllieFx If you need someone to talk to, I am always here :) Keep your head up.', 'Officially Graduated :D http://t.co/B1jXLiL3Pi', \"I'm so glad! :D Did you cry? ;__; https://t.co/YbgI6MoxnE\", '@Afl2277 thanks. :)', '@applewriter yep, you *are* an expert on bisexuality :) Good luck!', '@jiarpi20 minal aidzin yo pi :D', '@imlexapadilla  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@Riverford The plan is: read our brand new cook book and figure out what to make for dinner tonight! :)', \"@snxy lol it's a tough choice tbh i really do like every song, just some more than others :p\", '@JessopJill welcome... :-) :-)', \"chill at SMU oval :D\\n'Coz I am a of basketball player now. Whahahaha!\\n #SOAmazing https://t.co/Y3sDCZ6RMk\", \"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\", '@WforWoman \\nA5. If I was a Girl,\\nMy Wardrobe would only and only have \"W\" in it :))\\n#WSaleLove', 'new user! :-)', '@umar_farouk7 Welcome back to #TeamRed :)', \"@emily_etc oh apparently I'm already a member ! Lol! Hopefully be able to come depends on the time !  :D\", '@Kayleigh_A all greatly appreciated! :)', '@lnnamnd hi! we made some changes in our design, hope you like it :) https://t.co/EXt098Yq1b', '@makotobio ahhh yes do that! :D', '7th CinePambata Video Festival: Complete mechanics and official entry form may be downloaded from http://t.co/YaYzAbtHtX. Sali na! :D', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @NdumisoNkosi5', '@WooDotaMel  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'when ur moms getting u swishers and ur copping Monday :) http://t.co/qEdmlJLRNt', 'My Song of the Week is Ducktails - Surreal Exposure #SOTW https://t.co/BeXVWh7zIR Jingly jangly loveliness! :-)', \"It's the #Halesowen #BlackCountryFair tomorrow! Are any of our followers going? Come and say hello - our stand is on the High Street :-)\", 'Good luck to @georgeeJgibsonn in the assessments today! :)  https://t.co/POpXUSh1ab', '@etherealmind such mental strength! :D', '@TsMagicCandy Looking beautiful. You have an amazing body. YOu just ooze sex appeal :) xx', 'HOME - AmassiveoverdoseofshipS - http://t.co/2q38loegUq\\nlatest vid from up my way..enjoy and visit my site..:)', '@TheEmblaze @cnni ISIS Chan!! :D', '@SonyMAX T&amp; C noted :) #PKwalaSawaal', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/uo3T40FtCQ.', '@GemmaPriceUK Thanks for the follow Gemma, and enjoy New Orleans :)', '@POTUS #fever finally caught up with me \\\\o/ \\\\o/ \\\\o/ .. #GESKenya \\n#ObamaInKenya #MagicalKenya :-)\\n#GreatKenya #AllGoodThingsKE', 'It is funny, that the next anime that had it, was Umaru :D', '@sothcott @CaseyBatchelor @BondedByBlood2 great singer too :)', '@xx_dayan  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@amiibofiguresuk looks like GAME ships to the US again! Got my order in :)', \"she takes over my room &amp; my car once I'm gone cool :) http://t.co/kQxSNy0xK2\", 'going to be streaming soon :)', '@icy_suan thanks :)', \"@valenaty_4ever Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", '@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', '@jess_o_lover101 you will get the same stuff like in March. Release that one first before starting a new one :)', '#FF TOP Twoofs have a Wooftastic Wkend Guys :) \\n@MerlynTheCollie\\n@BarksBunnies\\n@JessPals \\n@MollySniffs\\n@WobblyCollie\\nhttp://t.co/fIYPR3t2Ai', '@DescentHypnosis Well received but not necessary. :) https://t.co/mRAJMGm0Nm', '@ayushmannk long time no see :/ where have you been ? :p', \"I'll regret rn tomorrow morning but its whatever :)\", '@BadBoyBunny @Clawzskunk That hat :D', '@bergsplace @RunJumpScrap @thatchamdad @simplybeingmum @loopyrach @Deardads1979 @mummyvsdaddy @harryshonestmum thank you :)', 'there will never love again in your life there is\\nonly a success :)', '@MikeyyGee_562 @thatdudegalvan_ abstinence :)', '@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', 'Start middle and finished :) http://t.co/k715EtENT3', 'Im back Twitter.. :-)', '@JackJackJohnson ended up happy. :)))', '@marthasydenham @alexxdouglas @wordpressdotcom Lovely stuff. This needs to be repeated, relentlessly, for approximately the next 5 years. :)', '@Smileformeacc  *hug* you have many :)', '@RuneScape @OldSchoolRS on OldSchool Runescape :)', '@ourseasidebaby @MrsRobinsonme Thanks for the shout out! Have a wonderful weekend :)', 'REST DAY!! :) https://t.co/yqaWKHap1i', 'LOVELY DAAAY! :D', '#JUMMA_MUBARIK &lt;3 &lt;3 &lt;3 \\nto aLL #FrNds  :* \\n          #StaY_BlesseD :) :) :* — feeling blessed', 'I can sense it :)', '@LittleMissLilia @EmInTrouble Awww, they are pussycats! :-) xx', '@min0rthreat_ hope everything is going great!! :-) lol', '@PinkPeoniesBlog @helloprettysa Market on Main just launched in Pretoria. :)', \"'Do I care??'\\n'I care...'\\nhttps://t.co/gL6rL6mR70\\n#fahrinahmad #tengkuaaronshah #eksperimencinta :D\", 'Tykkäsin @YouTube-videosta http://t.co/p5dAKaodMx 200sub special!! | 15e PaysafeCard Giveaway!! :) (LUE DESC!!!)', '2 months waiting and I finally have my @Jack_Septic_Eye hoodie! :) eeeep! Yay! #SoHappyRightNow', '@FilikIrisha mmmmmm can I c them lovely azz-sets babe :-)', '@normabattle thx for the feedback. Glad you gained value from it. :)', '@Michael5SOS good night lovely, I hope you have a peaceful nights rest, and feel refreshed when you wake up, sweet dreams :)', \"@OldManGamin72 I'll never get used to that, but thank you very much. :)\", '@thinkingdifrnt Thanks Manthan! Stay tuned with us :)', '@blogadda Freshness is the beautiful smile of my mother &amp; the determination to make the most of my day :)\\n\\n#MaxFreshMove', \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/MifDDs7CQS http://t.co/WtIWoeATPj\", '@JamesBourne PLEASE JAMES WHAT YOU THINK OF MY BEAUTIFUL GIRLS ARE THE LONELIEST TATTOO? You have changed my life. :) http://t.co/7ywV5U8sGU', 'Hi ! Girls :).wish you all a Happy #Friday.and a #magnificent #fantastic W/E.@LoriShemek @thebikinichef @AgingBackwards @pilatesbodynyc ♡♥♡♥', '@rskdance2011 @southasianartuk @Keranjeet we achieved it together! Thank you Rashmi for your time, dedication and complete inspiration!! :)', '#FF #HappyFriday @szekifer @phattony138 @djchiavistelli @DJ_CharlieD @Paul___Rayner the weekend is nearly here :-)', '@Biblioticaa I only retweeted :)', \"@naturalsystah It will be updated soon I'm sure. If you sign in you can set up text alerts :) |DA\", 'Something new :D http://t.co/3Ftb0woQhM', 'Dang that is some rad @AbzuGame #fanart! :D https://t.co/bI8k8tb9ht', '@HardcoreGooners @tashagunners @kirstyburns3 @aprilburton21 @liztc2 @Miss_Boots1 @zannatur @NativeNoddy @NatG_22 @Ms_T_P CHEERS #TGIF :-)', 'Massive congrats to Niamh Fennell here :)  Journalism Graduate Lands Dream Job Copying &amp; Pasting Tweets http://t.co/3db8Bj5trk', '@ice_crystal @Elbow @MeatBingo @govindajeggy Thank you! :)', 'Stats for the day have arrived. 5 new followers and NO unfollowers :) via http://t.co/KfqcXZSVOT.', '@mrkennyt90 Yesss I am thank you :D', 'I have Ariana grande Selena Gomez Louis tomlinson Rita  Liam Payne \\nCaradelevingne 🌷I trade solo dm :)', '@DomSequitur tired. But fine :) you??', '@ohvdqohcdjroc Nope you can definitely still apply for this year if you want to :D #iamCA', '@ashleylynch @wetsprocket Ah, found it, thanks :)', '@BOYFI_MW aftie :p', 'Goodmorning :)', '@AnneMOrbs  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@bjoernknafla @s_whiteant that’s EXACTLY the look I’m going for :D', '#ProKabaddi Koel Mallick @YourKoel recites the \"National Anthem\" for @StarSportsIndia On Day-6!!:) http://t.co/ORqau4PvVz', '#YourNaturalLeaders and #YoungNaturalLeaders\\nMon27July #Cumbria UK :) @yournaturallead \\n\\n&amp; #Flockstars Thur30July ITV\\nhttp://t.co/lYxDIByo2o', 'For most of you it is #GoodMorning but for me it is #GoodNight...\\n#sleeptight for me and #haveagoodday for you!  :)', 'Only one leg on September. So perhaps BB will promote the full album on September :D\\nhttp://t.co/ZV1HdZB7Nm', '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', 'To all the birds out there, come here and join us for a little fun :) #teamAdmicro http://t.co/35EZmlW16u', '@theCIGirl @LeRoiHaptalon @stpierjane @HeadwayGsy @cheshiregsy #FridayDownpour - hope it clears for the wkend, have a good one :)', 'time for sleep :)', \"That's three words! But then again, that's what Rohit does to you :D https://t.co/YacazN2T0h\", '@XxGoodGoddessxX you are such a gorgeous queen.... my god :)', 'The long wait is over :)\\n#OTWOLGrandTrailer', \"If you didn't get inspired by the sheer fact that Obama beat innumerable odds to become US President, ni shauri yako :-) #MemoToHaters\", 'Everyone should go drop @Pwincessly a follow on her stream :D http://t.co/WMAZJqO51K', '@nanavisitor  Happy Birthday for sunday! :) Hope you have a great day, lots of pampering and love!', \"@KingCo915 t'was great! thank you! :)\", \"i'm going for the cabincrew interview in langkawi this 1st august :) please wish me luck @AirAsia @tonyfernandes http://t.co/EVJx7iu4W4\", '@buzylizzy1 @tlntweets @NutzAudio @LiPSMACKER_UK @instyle_UK @Jewellery4 @InterfloraUK @IcelandFoods @IloveHQ Thank you! You too :D', 'I will fulfil all your fantasies :) 👉 http://t.co/Bp1jrOakrB 👈💖 http://t.co/JtSNMUdpnF', '@virtuallykaren cool - thanks for thinking of me - hope all is well :-)', '@jet_cer  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@KrissyDClayton thank you so much babe :D', '5 ex-twelebs this side please :)', '@ohsexycyruz thanks bro ! :D x', '@TomParker have a great day :D', 'Makes so much sense :D LOL', '@BertolacciTweet .. we wait you :) against @Inter', '#ff @JaggedEdge1 @MrsHHundal @Hutch_PR @higginsrecruit @KioskAtThePark Have a great weekend all :)', '@UptownJavin @ChloeeElmoree @Eymvnique family &gt;&gt; friends :)', 'An apartment makeover? http://t.co/ctLa1jppdb great ideas for factory living :)', '@OrchardTeaRoom @madsenjewellery thanks &amp; you are very welcome, hope it all goes brilliantly.  :)', '@EmilyBett Happyyyyyy Birthdaaaaayyyy! :-)', '@momoismail9 come kill it for me :)', '@ZaloraID hi, im so interested about your internship program. But sadly, I cant access the Career Page. Can u help me with this issue? :)', '@dischanmedia Its sad to hear about this, thank you so much for the overwhelmingly beautiful games, thank you for your hard work. :)', '@Murrayyyyyyyy aha yesss! Who are you most looking forward to seeing?:)', 'Happy Friday you beauts! :) ♬ #FF @sophieintsticks @catecawley @Jon_Clifton78  @jasmoonbutterfl  @andreasson_ http://t.co/a794A3H7LV', '@halfwaytohemmo We do love to help! http://t.co/X31Iw7dile :) /E', '@BionsenBeauty would love to win this deo is faaaaaabulous! :D #FreebieFriday #aluminiumfree #stayfresh xx', '@MrLythgoe @MeatBingo Yes, and John :)', \"@ithloopwithcoco Thanks!   No worries, I'll navigate to your blog and check it out. :)\", '@zara_arsalan thnks progrmr :-)', \"@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\", '@arabicaah figures :-)', '@andreaholzner hardly surprising that roses inspire so much emotive poetry :)', '@R0CKMYDNA followed :)', '@iFLYflat I joined the @VirginAustralia #FrequentFlyer program :)', \"I always end up breaking down and apologizing when I shouldn't have to. fuck me for being too nice :-))))))))\", '@tonywhittaker Fabulous! Well we hope you all have a great day :-) ^KB', \"@MusicTubenl Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", \"@ignitionphoto You're very welcome. :)\", '@HUNCOY Visit my blog http://t.co/UzOAqroWKx thanks :D', '@kunal8966 @Uber_Mumbai Did you enjoy the #LondonDairy #Icecream? Share with us the experience. :)', '@LeahCarla11  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@Playacreep I luv urs too :-)', '@craftbeercoll I have in the past. A hoodie covers a lot of sins. :)', \"@AstonMerrygold bet your excited :) :')  xxxxxxx good luck hope it get to number one\", \"@MSLJim You're welcome Jim! Made me chuckle on the train this morning :-) Happy Friday to you too!\", '@KageYashsa Shopping for a bit :p', '@JadeTheMong agreed haha :p', \"@BakingBar Happy Birthday! We're positive it will be full of cake :)\", '@Nobicate Doh! 500+ Subscribers are needed :) Please let us know once you reached this number.', \"@The_ScriptNinja I'm good thanks hope all well with you and yours :-)) xx\", 'Dry, hot, scorching summer #FF :) @infocffm @MediationMK @ExeterMediation @KentFMS @EssexMediation', '@tom_peters @pallavijha Maybe a younger woman has more stamina than you Tom&gt; :)', \"@digestdigital things aren't looking too great here either - can we expect anything less? lol! At least it's the weekend :)\", 'Finally get to be in bed. :) good night, tweeties!', '@anish_kochar @bangaloretrance Thanks guys! :)', '@alistairbeech FAB! Thank you for your support :)', '@TurnUpTexas I really dont I love you so much :)', '#FF follow her --&gt; \"@__KaraboM: 10 loners this side please :)\"\"', '@RiahanneNavarro and a charger :))', 'This is so me :-) http://t.co/9aqyX0UxuV', '@electricgecko (Introducing a new word vs. altering the understanding of a word) x spreading either = The Big Problem. :)', '@JAOlivar0731  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '#FF my Wooftastic TWOOFS hope you have a supa dupa weekend :)\\n@MyPackofWolves\\n@Skythegsd\\n@helvellyn\\n@BennyBoygr\\nhttp://t.co/fIYPR3t2Ai', '@clivewalker near enough to Dartmoor :)', \"@buymobiles_help I'm gonna stay with the gold colour. Hopefully it will come soon. Thank you anyway :)\", '@Taylor_Marisa Follow back ? :)', '@ijn_mikky yay ok!!! :D', \"Someday we'll know. :))\", '@Smiling_Girly_  U r my dii n i cant forget my Sis :)', 'Jgh fr. smf &amp; Ft, W/ My girl. &lt;3 :)', 'maybe we can get some japanese import hello kitty matching stationary :)', 'The weekend is drawing close.  What are your plans ? :D http://t.co/ag4r421hF1', '@peterlizmaher Hi! Saw who u follow and thought u might like \"Dark\" https://t.co/aloXWsqdjh .Plz let us know what u think :)', 'AND HELLO TWITTER, MY ACCOUNT IS BROKEN AGAIN :)', 'Hi @NJES44, thanks for connecting. We specialise in thermal imaging surveys – here if you need us :)', '@DrNomanSheikh nice :)', 'Please follow me back @1DThisIsUs @onedirection :) x *10', 'Hi I want to get connected with you @koreacholics :) as I am planning to come to South Korea', '@Aremay oh you and your FACTS :p', \"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 :)\", \"@alanessyahmad Chweina... xD  Jotzh :D Dude... go to school and don't waste your time on twitter.\", '@stellaandlouise hiya! Yep our show takes place completely under cover. Worth bringing coat for beforehand tho as FOH is outside :-)', '@nicagaray thanks!!! :)))))))', '@alrightPET enjoy your holiday! :D', \"I haven't seen that many 'menacing' since I finished JoJo :D\", '@Susansuzt @SimonBedford Ta, same to you both :)', 'Thank you @LaurieTatum2 as always! At last I’m back on track :) Hope you have a fantastic weekend! :) http://t.co/25fUKonLoM', '@cotterw @urihoresh we make it better though :-)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/1eaL6SeNnG.', '@DrewJPS accepted. :)', '@Mhonchi_Savs  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'I have to go now guys.\\nHope you enjoyed the updates :)\\nBye\\n[Admin LuKris]', 'Have a lovely day yes. Stay happy. :) 😘 https://t.co/HAiMzAdnHt', 'What a day :)', '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', \"@NatILY02 K I'll text you tomorrow :-)\", '@Rosiellis im in :) x', 'I love u. :p https://t.co/0zr3VlB5kL', '@archi7194 nice line :-) :-)', 'Playing V.ball ATM :)', 'Appreciate your recent Retweets ! @SebPoGo @JessicaDelpech @AlexandraJaafar  @JeanDams @raphaelcolas @bylkana Have a great Friday :)', '@itspatgonzales  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '\"Building a product is like packing a suitcase: Plan out what you think you need. Then remove half.\" Fully agree :)', \"@royvoragen hang-copying A TRANSLATION of Dostoevsky's Notes.. :) @kg_ubu\", \"@AdamKuczynski a voucher for... a new bugatti? what's the value? :D\", 'Someone loves you. I promise. :)', '@_Potz_ @RobinAdamsZA @Converse \"I know a bra that knows a bra that can get this and that\\' :D', '@royatv @FKarsheh @RahafS #مطعم_هاشم yummy :-) \\nA7la bdayt season :-) mnwreeen :-) :-)', '@NativeMusic49 but I listen to jazz in my truck. :)', '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', \"@TvilleSocialMed can't wait to speak at #PBEvent. See you there. :)\", 'Waiting for HQ pic from today to add on to my YoonA x Hairpin = OTP collection :D http://t.co/cGGzwDM6dG', '#mastership honey ! :D', \"@She_fantastic I paindo don't want to say #follow me :p\", '@IrhaAzzahraa_ @greekgodnjh sure :)', '@Gxbby182 awesome I await your report :D', '@lyssafox20 @Manue1Jimenez throwback lol. Manny is still an asshole :))', '#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', '.@sajidislam honored to have you here ! :-)', '@KielixTTV You know you like it :D', '@Jamelyyyyy  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@ZedDBA It was \"Currys\". They were close to home. :)', 'The Clash :)) \"@prasetyoseven: Milano Calling 👌\"', '@ranzkyle followback po :-) :-D', '@synergymicro_ i legit am you loser, sit down and get gassed :))', \"All my friends 'hi I saw this dead thing and it made me think of you' aww thanks guys! :D\", '@DaManDJ3 speak to @andrewspenceim :-)', '@vinkaazzahp always for you :)', '@VikkFollows #StarSquad ⭐ Can I please get a follow? You are awesome! :)', '@dk_mok Awwww thanks :-) @GalactiChat', '@evilbluebird @nicole @stevieby @ONETWENTYWATTS @aj_cfc2 @rav_bajwa @CherylynPitcher @steedy58 @SkidKidd @megan_410 Thanks news man.:) UTC', \"Remember that one time I didn't go to flume/kaytranada/alunageorge even though I had tickets? I still want to kms. : ) : )\", '@DamnTurtle1 oh good haha let me know what you think when you can :)', '@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', 'Off to somewhere later :)))', 'Some good advice for a Friday :) http://t.co/FJUd2N7gmc', '@lunglock @rhodria @joseyxneko @AnouilhUK @DavidBedwell @StupidFaceRob @QueenOfTheSonic @therealrobcook @KingRichard76 Cheers Alice! :)', '@Namraeter Here you go: http://t.co/nGJ1vzhsj1, please click on the link and checkout! :)', '@GoodwynsPetFood Two dogs &amp; One Cat, all good friends :-) #GoodwynsGoodies #FreebieFriday', \"@FooWhiter Ugh. I've never Rt or fade any of your moaning Leeds tweets :)\", 'Looking forward to Jozi with you guys :) https://t.co/w47eY93ZIQ', '@MitchFAS hello :D how are you just found after all this time i wasnt following you till now', 'I THINK THIS IS FROM THEIR FIFTH ALBUM IM :) OKAY :) FUCK :) https://t.co/qzT5Zsm8RE', '@philconcerts may available tix pa ba ng ATL concert?? Thanks :)))', '@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', \"@4eyedmonk awesome :) I'll be waiting\", '@chandsxc  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@luvjoyein done yein :)', '@yarnsbaby Haha!!! Receiving a #FF for thing on a Friday is a nice way to start the day :) xx', 'lol! selos :)) https://t.co/X8nV7tp9S8', '#JabongatPumaUrbanStampede\\n\\nAns.7&gt; Timely Arrival :)  \\n\\n@JabongIndia', '@dreesti \\nWaiter: here is your bill sir??\\nCustomer: Ok, where is the kitchen??\\n:D', 'as the title says :D http://t.co/WhTPt07UaY', \"@tmart_m me too! hey it's almost time to visit the city :)\", 'So you can keep me inside of pocket of ur wripped jeans :)', '@soot1978 How beautiful they are!!! :)', '@iloveseika well haha :D', \"@JessStewart1 @CelebrityCruise @ade_rob  I love Connie,  she's a fabulous ship with an amazing crew and staff. Have a great time :-)\", \"@iSweetan Hi Sweetan! It's best to ask @tristanpope :) Have great day and have fun filming!\", '@BBosold \\nnope :-)', \"@UmiAmaiOfficial That's ok, thanks for following me too. :)\", \"@_edmce my mum has been begging me to watch sopranos! i'll watch that too :-)\", '@KidXSA Follow back please :)', '@Vivienneclore oh, the fun. :)', \"@BigBraMan That's great to hear :D\", 'I also #FF #Ukraine :)', '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', '@ollyofficial follow me please Olly :)', \"This is so beautiful :) via disney.arts by the talented elmoprinssi  :)\\n_ \\n\\nDon't forget to… https://t.co/UwsFDaeyzB\", 'Bit tired from 3 hours of salsa dancing @LatinMotion last night but definitely worth it. Happy Friday everyone :-)', '@PiperDonut thanks haha but i only tell the truth to you :):):)', '@blossominglou yes pls :)))', '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 ;)', '@CCBMLov Thank you. : )', 'Check out my bro @13Mesh 2nd blogiversary! Many more awesome reviews to come :D ... http://t.co/a5xIGzTueL', 'With the top cutie of Bohol :) https://t.co/Jh7F6U46UB', '@_ayeayecaptain  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@BrizzleLass This is briliant. Was literally just having a conversation about post v email when I saw this :)', '@ansriram they key word here is \"annual\". Haven\\'t read anyone writing about that :)', 'A very productive day so far :) Happy Days...!!  :) :) but my head is spinning with things, those voices keep calling..!!! Lol \\U000fe334', '@vaninatwilight Yeheyy! thank you so much Pinya!! :) whoooah for the win', 'Good morning dear friends &lt;3 Listen to \"I am trance lover\" and enjoy :D Happy Friday &lt;3 http://t.co/W7X6ewgfj6', 'What was your favorite subject in school? — PHYSICS :))))))) http://t.co/h8wqtuoP8T', '@LilyTins congrats :) good news heading into the weekend!', '@IzabelaCoolCat_ Take my head, I stopped having them. :)', \"@Komal_Indian @SocialitePanda #ब doesn't matter. Jungle can accommodate both :-)\", \"@nejcsvete hi! On our shouting out list you are one of the best, what's your secret behind this?:)@AdeccoWaytoWork #SandroForCEO #CEO1Month\", '@YouTubeActus Swag :D', \"Wait till it's my turn to go mia :-)\", '@KjorObbinsL @wideglide96 @vivijo86 @beingsomebody11 @sophlicious84 @shaymc3796 @ShaymcSharon @ParaJanitor @kelseabellum  thanks :)', \"Having a lovely time 'going with the flow' on this #workinprogress. I love choosing colours :)\\nJust a… https://t.co/13N3WlaWmq\", '@ryan_landreth    No! I love Finnigan :) #Be loyal to my Royal!', 'Fotoset: reusful: seems like somebody had fun today :D http://t.co/jay6beUsFd', '@MiyaOliva I love you :-)', 'Quit it :)\"@_uNeo: You selling it too @Dented_Deni @_uNeo You too young to understand muntu\"', 'Another gem from today, Falcos cool too :) #supersmash https://t.co/EOydn5TLKr', '@DeniseDenise__  Good morning #hotnsexy girl. Have an amazing #friskyfriday on the beach :D', '@JonsCrazyTweets You are very welcome! :D', \"@TheYingster @cristianavai3 @AFCGraMaChroi @Goonerlover69 @iWaveBack Lol it's very tiring being this good looking. :)\", '@chrisjarvis213 Wrong Turn 6 it was amazing movie :))', \"@LeeCash Glad to hear that's back! If you see anything else crop up let us know :-) ^BA\", 'kill :) me :) http://t.co/5kon9Txmf6', '@bryanteslava how are those pics of Nash coming out? :)', \"@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 :)\", \"Contact us today and we'll get you out of the city into a 'hotbed' in a bush somewhere :) #ClassicAssures\", \"@AguilerArmenia Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/UAIOTsdqvG.', '@Aditi_SoSaree glad that you liked . Check some more nice stuff at #WSaleLOve :) @WforWoman', '@ChaSilveo  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'We are thrilled to be on our first international assignment as aerial camera operators....Wales here we come #Boom : ) Never forget to smile', 'Friday Night in Hong Kong... On the Ferry to \"Central\" to meet new girlfriends for an after-work drink  :-)\\n....... http://t.co/j9oH0pJSfr', 'Family time :D (at Dj Resto) — https://t.co/hjAiIIsq2S', 'Good morning :)) — drinkt koffie', '@WforWoman \\nA6. If I was a Girl,\\nMy Wardrobe would only and only have \"W\" in it :))\\n#WSaleLove', '@purplestar420 Is that Stargate Atlantis? Such a cool show :)', 'Great! Muaahhh :))) https://t.co/CZfjnK8IfU', \"@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 :)\", '@Little_Nells happy birthday :)🎉🎈', \"There is no TRUST without 'us' but there is no UGLY without 'u' :-)\", 'Leggete qui per la chat Larry :)\\n-Mar http://t.co/gEj5b3qPqS', '@louliveswell Have you encouraged your employer on board (http://t.co/sczAWaxEW0) or stuck a poster up (http://t.co/J024E6Dwvk)? :)', '@hectorparr0123 @hackadayio Sticker came with my sponsor prize for @HackadayPrize entry http://t.co/BnyB8BteW3. The tablet is my own :).', '@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.', '@Chewy_Lemon Oh yeah, because Milo, Aurini and Juicebro are the fucking pillars of their respective communities. :D', \"Yeah boii! Look what arrived in the post this morning! The latest #SmashingBook5 it's my new bible :D @smashingmag http://t.co/1E7cfAtEVd\", 'Ill be better soon. :) — feeling sick', \"@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\", \"Morning........it's FRIDAY!  Happy Friday beautiful people :)  #Smile\", \"@mr__cooke @CCWeekUK Thank you! We're set to have another great day supporting the #community &amp; helping #residents :-) #servicewithasmile\", \"@calllmejay_ sounds good to me :) I'll see you Saturday ✨\", 'Live night with two fams :) #bloodline #huskies', \"@CorderMrs you're welcome :)\", \"The picture I'd like to see in my obituary advert :) #goofingaround #madness #mad #bollywood… https://t.co/7tyUragh2H\", '@WhirlpoolBathUK lovely giveaway! :) #FreebieFriday', '@roofbsuzy @roofyuna @roofsinb @roofchaelin @roofaim @roofjackson  dah move on :))', \"There's nothing as cool as being totally over someone, No bitterness, anger or hatred towards them. Just pure indifference :)\", 'when u wake up at 4 AM and the suite life of Zach and Cody is on :))))!!!!!!', \"@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\", 'Achieving excellence in Music as a Music Producer is a Mind Boggling &amp; Fatiguing Job... Baareeq... :) :) :)', '@bexlittle @AlisonWright8 @lindyrendy @Cloud2ltd @DotNetSolutions love it thanks for sharing :)', '@Kkiimmeenngg  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@mobiadage @GameDevRobot my #gamedev is a hobby :)', '@AvantikaSeeth @mandisatweets @santherlabelle yes yes yes... I am in :)', 'Thank you :) \"@Clicks_SA: Tweenie_Fox Hi, please click here for a list of our hair accessories &amp; products http://t.co/dunT1DuopC\"', \"Sometimes you're just tamang hinala. :) https://t.co/blnolTbXEY\", \"@RoyalMail I'm following now :)\", '@wonkASSLILO hello babe, you got Niam access?? Could I give you something for a ship dm with them ? :)', 'Selfieeeee :) https://t.co/R9soIqZXYZ', 'Especially for three of you, LASS :) w/ Aling http://t.co/aRwmTLsFZr', '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', \"@Linduhhh9 @doloresssvee there it is haha hope I don't got work tho.. Bout to quit if I do :p\", \"@77kaylee77 goodbye, don't forget that it was feminists that fought for your right to act like a snobby little bitch :-) goodnight!!!!\", '@JamieForevs  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"CAROLINE, Caroline all the guys say she's mighty fine 🔥 I threw up a little making this :-)) HBD ❤️ @Carolineking0 http://t.co/ttPeupXf44\", '@FC_TEAMJK3T follback :)', 'Time for jogging :p', '@GET_TUDA_CHOPPA from all over the place I hope :) I’m a pro at remote work AND traveling ;)', 'Newly listed in my EBay store :-)... http://t.co/Ee1j2ohmgu', 'The new #disneyinfinity #starwars characters look amazing preorder the starter pack in store today :D http://t.co/sbbmbDR6us', \"@Parulcoolthougs I'm here if you want to talk :)\", 'I always tweet hit me or snap me... no one ever does but its worth a try :)', 'The homies bought me skins for my bday :D', '@awadkum - Just chant Jai Italy 100/times fast. :)) @BJP4India @AmitShahOffice @narendramodi', 'Heeeeyyy. Can all of you follow my fan account? @KINGT0MLINS0N \\n\\nThank you! :)', '@leonrestaurants in the UK :)', '@JEDIEV11 thank you!! :D', '@Blahkumaran woah! nice nice!! :-)', '@cuteHiddlesmile u are welcome :-) ♥', '@lucahollic good and you ? :)', \"And here's @mayankw14's ★★★★ review: http://t.co/wNVIPDDRe6 Phew! We're literally overwhelmed. :)\", \"@PatoFer222 Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", \"@Anaateresaa_ you &amp; the baby😊😊😊 next time , it's my house ! I have it whenever :)\", '@TfLWaystoPay got it, thanks g :)', '@jonathanhobbs71 Have you encouraged your employer on board (http://t.co/sczAWaxEW0) or stuck a poster up (http://t.co/J024E6Dwvk)? :)', '@MsKristinKreuk Hugs ang Kisses from the philippines :)', \"I've entered to WIN a huge @BlueMicrophones package from @CazuaLLUK &amp; @Marzbargaming :) ENTER HERE: https://t.co/yRlT7jltqP #Giveaway\", '@Jim_Edwards yes, it works now :)', '@reyes_reynaldoz  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'Hi @BridgeHouseThel , great to connect. We specialise in thermal imaging surveys – here if you need us :)', '@juanchavarin52 @taliagarcia__ yeah so you can bruise my rib again :-)', \"@PallaviRuhail @BhaktisBanter #FlipkartFashionFriday 😀😁😂😃😄😅😉 No No won't give dear don't worry :)\", '#TombRaider #hype thought you might like this @MelonieMac :D http://t.co/aXxprx1PRz', 'Oh Me Oh Me Oh my its #TheJuiceInTheMix @POTUS rela @talliaoyando in the building :) @HomeboyzRadio @DJBashKenya', 'Low priority match :) hahaha', '@dxuntlesslarry fback? :)', '@HelpingGroupDms I want Harry Dm bc I wanna give a surprise to my friend for her birthday. I just wanna make her happy :)', 'Is now not an opportune time 2 collapse chaotic Cosas? &lt;--- note the alliteration :-)  @NomalangaSA @barrybateman @AndileMlondo', \"@sungjookxm going well oppayaa! How's yours? :D\", '@khalidALSALEM @Azizsm_ we did our best, as you want body :)', \"#NatGeo new show U can't lick ur elbow. .seems interesting....:)\", 'Stats for the day have arrived. 7 new followers and NO unfollowers :) via http://t.co/C6u8lINDwD.', '“@MileyCyrus: Emu is stoked thank you :) http://t.co/l5Xyt9EM6G” @creampuffshinee', \"Woke up yo @trentowers fav' my tweet this made my day :))) now just @luketurner89 😂😂 http://t.co/oGw5sVij7G\", \"Remember, you don't need people's approval when you have God's approval. :-)\", 'and jisung is the kid sunshine :)  https://t.co/LBjXDWIAPE', '@TheLlamaverse mm okay thanks! :)', '@noodles78 Message us right here Nicola and we can forward this on :) Brighten up our day :D Helen', '@_dreyaniks  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@sunofsides CONGRATS :)', \"@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\", \"@JanPrince63 @AWonderBall was good fun at the time but the ol' bones are now a creaking :)\", '@Mokhenerale Eh abUtI, WelcOmE to TweetLand.....Lol :p', '@davidc79 thx! And Android support in by Xmas :)', '@phedran A great Skyblock stream too. :)', 'this is why im standing and always being a Belieber :) its all bcause of him @justinbieber 2009 until Die :)', '@BOHEffy I am streaming now on Twitch Join :D\\nhttp://www/twitch.tv/lockedbeast1', '@BRBCODY it was a.. sympathy laugh :)', '@huskar_nana who would you like? :) xo', '@DrtyChimichanga Awesome! :D', '@kimtaaeyeonss unnieeee!!!:)', 'Tonight is the Night ... :) #nuka #penacova #djset #free #EDM #kizomba #latinhouse #HouseMusic #portugal2015 #summer http://t.co/m5WqWKfqs3', \"@moonlight69 well you're in for a wild ride &gt;:D\", '@TokyoTantra Hahaha tell me anytime you wanna taste it! oh, with yer address to send it :)', '@mtnza @mtn8 thanks team yellow :) #MTN8', '@Acsxy Maganda. You look very pretty with short hair. cute. :D', '@MistressSaphire Good morning to you, gorgeous Mistress Saphire :)', \"@Aware_GinGi I'm at work and I'm busy, so I will help you once I finish and im at home :)\", 'Thanks to amazing 4000 Followers on Instagram\\nIf you´re not among them yet,\\nfeel free to connect :-)... http://t.co/ILy03AtJ83', 'Coconut Sambal Mussels Recipe :-) http://t.co/FSfkpOwTpS', 'Thanks Kalin :) http://t.co/ihELksfJjT', 'Follow @JaHz73 on Mixcloud :)\\n\\nhttps://t.co/HviVk8rMmp', '@L0MLHES fback? :)', '@implodingpika Thankyou ! Greetings from Australia :)', '@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.', '@IBePyari follow back :)', '@aubreysablan I come back next Thursday!! We can still hang out :-) hehe she said hi love u', '@shaunamanda2012 Benson is gorgeous!! Thank you so much for sharing him with us :) You can also enter on our Facebook too...', '@ItsLukeEv you look a solid 16/17 :)', 'Great night! :D', '@primavera_bella 30°C 😜\\xa0so we just should change for few days and all is good :)))', 'Add me on Snapchat - MaryHicks18 #snapchat #kikmeboys #photooftheday #fuck #chat #musicbiz #sheskindahot :) http://t.co/plFpD86iEq', '\"fleekile mbalula\", he said. i repeat, i love my south africa. :)', \"when your friend is making fun of the fact that your mexican so you hurt his feelings that'll leave him scarred for life :)\", \"@SophiaDelPizzo it's my office today :)\", '@jeremygutsche we like this amazing donut recipe! we share with #foiegras lovers! :)', 'Despite the weather today the wedding is going to be beautiful :)', 'Where Was Tony Stark? :) - From Incredible Tony Pictures http://t.co/uwhGYM0BWb http://t.co/pHp6OcHlXH', \"To sit and write poems or stories that's been bubbling in my head~ :)\", 'Last night :))) http://t.co/8EDHMc2tiJ', '@EmilySmith_91 Dale send a billion kiss to her :) Have a magical day!', '@mcllary That might work :) Have a great weekend. \\\\OP', \"Smile, it's #friday :) #TGIF #weekend http://t.co/L6KxKEAl75\", 'i will not cast my vote in next elections :) #JCReport', '@PebbleHelp Have done! Thank you for your tweet :)', '@JILLCLARK1808 @BigAl_lfc @SuePeace1 @michell47881905 @Bevanns @susanhorgan1 Oh piggin just go will yer, give us some peace :)', '@alElizabeth Appreciate the follow :) have you heard of our botanical soaps?', '@Ashton5SOS @5SOS love u 2 :-)', 'Late upload. Freshly done/3weeks old healed. :)', \"@Im_MsKittenns oh. I was in bed haha. I can't sleep though. My day was too exciting :)\", '@TOBMAST3R @inspchin @koeitecmoeurope @TanikoHorigome @GoldxFierce @Kronin1 @Addictrian @chako33 @MatthewRumple thx Tobi-bro! :D', '@nikimcglynn How good is that! I think it was my first ISP too! :)', \"@tessasmith4evr @BlueBellEMS we'll steel some from the @BlueBellEMS next Wednesday and see what it's like!:)\", 'hey there :)', \"@camerondallas definitely loves making people smile cause I swear since I met him earlier, I haven't stopped smiling :) i love you cam 😭❤️\", \"@SabihaMahmoud ... except for her Lord, masha'Allah :)\", '@NeilWhoreAnn some French fans made a movie about the WWAT in France last year with our videos and photos :)', '@max_pen1 It has been fixed, thanks for your feedback :)', 'Thanks to everyone who came to the stream :D Hope you guys enjoyed. Night all!', '@siddichan @Twitch YAAAAAAAAY thx :)', 'Looking forward to reviewing ours :-)  https://t.co/y8SUBXjqXk', 'Thank you Beiruting :)', '@coolkidsftnjh fback? :)', 'Thanks for updating your profile page @AlexaPoppe :-)  http://t.co/JK3NSXIRMe', 'Lovely coffee :) @CoffeesToGo1', \"Here's a cute panda to make your day! :) http://t.co/zCaWqrjSvr http://t.co/FuZNhjGWD7\", '@x0lovestephi thank you eonnie :))', '@stokebrisbane Hi! Saw who u follow and thought u might like \"Dark\" https://t.co/CFl0s5hwWw .Plz let us know what u think :)', '@Polished_teeth my favourite too! :) @ciatelondon Cream Soda :)', \"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.. 💓\", 'Rettweet :-) http://t.co/l6T0rx7bEf', '@DianaaOrtizz the real MVG (MOST VALUABLE GIRLFRIEND) for staying up with me till the Madrid game starts :-)', '@OLX_OHayoung96 sore ya :)', \"@tmhcuddly I'm so excited, we should definitely meet up :)\", \"@morriskid are you coming to Bergerac?  Have the first team left any u21's I'd know of? #checking for chants :-)\", '@rizwanism :) just a choice of food. Left to the individuals.', \"@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\", \"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\", '@GlenOcsko sounds good! Can you DM me your email address? Will suggest some dates for a coffee! :)', '@forlodge1 It is indeed - many thanks :-)', 'Just smile even your in Pain :) http://t.co/AxTiqf0xek', 'Hi happys!!:) http://t.co/AGiLlxJdbi', 'Funny. Intelligent, strong and funny. Just funny... :-) https://t.co/IqJwYRF52C', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @me1campbell', '@mokwepa no, other than it using Cs :)', \"you ever watch certain people's snapchat over and over again, bc i know i do :-)))\", \"@IbnNabih1 that's all ok I know your busy :)\", 'Last 2 exams :)', 'forgot u were up. :)))  https://t.co/Or6eATWDjm', 'Fun fact: I love meeting new people :)', '@jaseygalore I know the home-based office busy feeling :-) Pity about your knee - what happened?', 'SALE FLEUR DRESS CREAM #Readystock_hijabmart\\nIDR 325.000 ====&gt; IDR 200.000 :) http://t.co/AGp51NQMbS', '@pprabha014 Thankyou :)', '@fernandeznoemi4  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'Is Tompolo meeting aimed at stopping the sale of the oil that we cannot find buyers for? :D', \"@Centerfxld that's true, @johngreen doesn't disappoint! Looking forward to Paper Towns? :)\", \"That's all I need to know, is that everything is going to be okay :-)\", '@LTBeautyBlog @FDNCoffee I say less slacking &amp; getting cracking :)', \"@JulieWestern I don't know the name but it is particularly striking. Happy days :)\", \"@misshollylou Hey, here's your invite to join Scope as an influencer :)  http://t.co/ipJ2yOiGet\", '@DeewaniVeronica 31* My Bad Mam :p', '@FrancesBeeton Lovely looking cake, bet it tastes good too :-)', 'FeyTyaz Follback ya :)', '@dalenaha1 so I found this last night, lets just say there was an instant stiffening of my interest :) https://t.co/sw5O1Bz4y9', 'Rettweet :-) http://t.co/zBOvLw0y5S', '@CHUBANHES fback? :)', 'Rettweet :-) http://t.co/CGTjR664Kj', 'ricky_febs Follback ya :)', '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 :)', '@siaramelatienza  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@MyriadPhoto  thanks for retweeting @madsenjewellery orchard art show, have a super weekend :)', 'Karachi ka Venice after rains :) @rizz_javaid “@JaagAlerts: Several parts of Karachi witness accumulated rain water,http://t.co/Wionr1evBo”', 'maroon cocktail dresses http://t.co/Ioj5YzNRwu #MidiDresses for @filipinaniah :) http://t.co/Vj1U5fIzBw', '@IamPatmae_ fback po? :)', '0-100 real quick :)', '@Iron_Vein Morning! : ) Mine is 1100D. Usually auto-focus. I only use manual for  really close up like shooting veins on crackle glaze. :)', 'the new layout looks bomb! :-) \\n-g', \"Thanks for connecting @garrowlscq Hope you're having an Great Day!  Have a social/website question? Just ask :-)\", '@Tweetnesian pake :)', '@gabrielaliuw hi we made some changes in our design, hope you like it :) https://t.co/EXt098Yq1b', 'joim me while I feed the troops. :) https://t.co/ZlcsRuUpPY via @audioBoom', 'Any brands wanting me to review BEAUTY products on my blog? mail me at: ladolcevitainluxembourg@hotmail.com #prrequest #journorequest :)', 'The_MadStork Follback ya :)', '@SSalchli Good luck, Shaun! :)', '@madziucha_5 yes he is :)', 'Anyone who wants to be added to the bot just DM me!! :) #bot', '@ChloeGMoretz Chloe I watched \"Let me in\" yesterday and you were really awesome! Really talented and intelligent actress, beautiful too! :)', '@hesfallenangel could i get some free solo  dms? Any to give away? :) xoxo', '@TripVerse @outboundapp thanks for sharing! Wishing you a wicked weekend :)', \"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\", '@padaleckbye. No prob.nice choker btw :)', '@seoulsjin @seouljins seouljins :) both are fine tbh', 'Photoset: sadomasochistsparadise: Wynter bottoms- and an outtake :) Sadomasochist’s Paradise Cuties http://t.co/GNW1lwjFK1', 'You make my day by just smiling :)', '@ghostkidluke fback? :)', '@itsRebeccaRayne :D ty bby!', 'Please enjoy this clip of me losing my shit during cypher :) http://t.co/8FIyPQ6kkn', '@athrawestokio @AdeccoWaytoWork @AdeccoJapan next week, i will be at my office ! so lets go :)', '@DanielCWest thank you for following me :D', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/e644DJI0zw.', '@purehaire Amen. Thanks :)', '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', '@shyayen  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@DrenchinWine @2fai @Chompu_Kusuma paper girl :D', '@gculloty87 I know would of been lovely to have her in that pic :)) x', '@adnanCad Planted people are allowed to do any thing and every thing :p', '@mRpOrTeR7 \"This Corner\" is so fucking Dope!! Getting addicted to it..\\nGreat Job :D', 'My bby gurl :) http://t.co/S0IiU35MWw', 'Hey hey :D', '@NickTheBullsFan @CashNastyGaming still suck at editing but if this turns into something special I owe it to you guys :)', '@ayokejkt Visit my blog http://t.co/UzOAqroWKx thanks :D', \"@daannymoncada @breannelaflare YOU'RE UGLY DANIEL, is it good ape?:)\", 'Happy bday @Cinemainmygenes  Saar....\\nHave a great year ahead... :)', '@LucyLu_xx Thought you might! I saw it and I loved the verse. The butterfly part was just a bonus :).', 'Thank you :-))) OK \\nHave fun!!\\n@anvy2446 @4HUMANITEEs @SexyAF12 @kikbella @adasamper @RachelLFilsoof\\nEnjoy day u all\\nhttp://t.co/5Y5OAESAzv', 'well. good morning. :D', '@palakspatel would you follow me?:)', 'Busy, productive day filled with a few tears, but hours and hours of laughter. Today was a good day. :)', '@17bljpk hi. You have 5sos tickets?? Dm me :)', 'Yummmyyy.... :-) — eating dosa', '@bbcdoctorwho so do I :D', '@MegLovesGames its probably easier to meet at the station? Unless you particularly want to show me your house? :)', 'A Huge &amp; Warm Welcome to @VodkaBlond :-))', 'ACHI!!!! Im busy next week because of our exams. Hope you understand that I cant tweet youuu, Bawi ako queenesther! :) @esthercarodan', '@LeeMcKenzieTV Looking sharp :-)', '@xWinnerMino yess im 1 year younger than u :-) no wonder youre huge boy', \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/ilDzDRHf9d http://t.co/VTXNFCPFuI\", 'Ha! All in one picture :-) http://t.co/IgLPwLvSfz', '@Galatasaray @Podolski10 is ready :) #Poldi #Cimbom', '@LuvSocial_Media Thanks for the share :)', '@LOSTCHILLHORAN fback? :)', '@24f567234e3c410  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@graphure Happy birthday buddy! :D', '@waterrat77 Thank you :-)', '*sigh* \"@Whykaysbeauty: Bruhhh“@Dopjones: Call me daddy one more time :)”\"', '@ArianeBeeston Communal knowledge! :)', 'probably gonna be some @playrust though :D', '@mdokha Thanks for bringing it to our attention. Let us know if you have any questions :) 1TB would be amazing!', '@AdeptGroupLtd @TWBC_Business @TechLystics @TLB73 @SynergeeLtd @PerkPearl Many thanks. Happy Friday everyone :)', 'You are very welcome! :-) https://t.co/XsZ9MciY2r', \"As if bank credit departments weren't bad enough, ANZ has gone to the extreme of offshoring theirs!!! Absolutely classic :-)\\n#gottolovebanks\", '@DrRamcharan55 :) &amp; yup will In-shaa-Allah make dua for u &amp; fr all of us to see thru the hatreds &amp; move towards truth. Aameen\\nAll the (4/5)', 'I Like Coca Cola , I Love Fanta , I dream about Pepsi and Die for Sprite they alls very sweeeeeeeety ♡♥♡♥ :-) ;-) :-D http://t.co/gUUlxAs9En', '@SlightlySalty_ is a good witness :-)', '#welcomeTweet @VortexiK13 @urbndictionaryy @noralewis25 hi! thanks for following! just ask for a follow back :-) via http://t.co/ubXKOjpBez', '#PSYGustoKita good afternoon :)', 'The dream gaming setup part 2 is finished :D http://t.co/dEHgEeUIEm', '@BarbaraNadel @KirkdaleBooks Definitely :)', '@superkrispydj thanks :-)', '@beamillerqs make ur dms open pls !! i have some questions to ask hehe :)', 'Wet feet welcome @IOWOpenStudios no carpet to,worry about :) http://t.co/q1zK66SmNi', \"You're a judgmental hypocritical narcissist :-)\", '@BhaktisBanter @PallaviRuhail Another jumpsuit... bt in denims...:) #FlipkartFashionFriday http://t.co/gMfG27Hmrt', '@RX931 Verge by Owl City! Thanks :D', '@NECCMatthew also, sometimes a nice break from seeing constant tweets about one subject is welcomed :)', '#ff @CapeLondonWine @stanstedchamber @iconic_pr @Its_an_airline @Martelsbusvill Have a great day everyone :-)', '@jefhong12_21  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'hey mom i hit a home run :)', '@siavashhnr haha :) How are you, Sia?', \"@kath_patel We're counting on it! :) ^MM\", '@begbie4017 @heathersmusical What a brilliant parent teacher interview!! Finding out those wonderful things about your talented girl!! :))', '.@FileClickPrint Thanks for following us! Have a wonderful Friday :) #FF', '@DrRamcharan55 u started the comparative religion rant as well :) after all ur a STUDENT of it. I guess the last benchers probably (1/5)', 'In the Porsche paddock at #BudapestGP and I found out #JohnyHerbert from @SkySportsF1 is rolling with us this weekend! :) #PorscheSuperCup', \"Waking up to nice weather, Koyal 's melodies\\nAn unexpected surprise to create memories!\\n\\n@blogadda 'Freshness' makes my day :)\\n#MaxFreshMove\", '17 science students this side please :)', '35 more eps until I catch up wirh arc v!!! : )', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x31', \"@iMartyn Happy birthday! Didn't know wolves had birthdays :)\", '@TeknoGadyet Thanks for sharing this! :)', '@RefSRK18 May Allah fulfill our one n only desire....ameen :)', \"#KCA #VoteJKT48ID HelpingGroupDms: quote tweet with a dm you really want and I'll surprise a few of you :)\", '@marshyymiullow you have a weird DP, you know? :p', '@alphatecheating @GasManGod wife and 2 kids? Poor you. :-)', '@BANGMELIAMM fback? :)', 'I NEED A LIFE :)', '@Jeandysanglay  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@tracychua16 @xaaanshine  chicks :)', '@Ripap70 Hi ;-) If you want a free guide use the ZonzoFox App using this link http://t.co/PSbF2rELHn Have a nice stay :-)', 'Thank You @yadavakhilesh Bhaiya. :-) https://t.co/GZoWXWxEEN', '@tehreemabbas13 \\nThank you brother :)', '@Candiferslaw Lucky dog I hate you....    :)', '@Author_Patty @dhinakaranjbraj Patty! :-)', \"@xwing_t65 I will definitely post about it in my blog! :) It's such an elaborate project and I am doing thing I never did before.\", 'Planning a trip to Kuching? Enjoy special room rate only at Merdeka Palace Hotel &amp; Suites with PLUSMiles card! :) http://t.co/KwlZtWSREM', \"@vedahhh glad to be of service it's kinda what I do :) hahahaa\", '@FroudRS @Mini_Marm  i mean New,  Nex still safe in GWD  :D', 'Whom do you really love? — i love all who did the same thing to me :) http://t.co/qpSlKbIHio', 'shes not a nice girl trust me :) — okok i trust u &lt;3333 http://t.co/37yWMi8TES', 'cause u know ur wrong :) fucking idiot https://t.co/HQl4NjOeSh', 'Chaerin unnie : )', \"@ParentingWT It's great that we have that as a very viable alternative nowadays. :)\", '@ryancavalier glad we could help, I will make sure to pass your comments on and thank you for the lovely tweet :) - IP', 'The Tombow ABT has arrived :) https://t.co/LD6CXQyKwI', \"@IRagunton Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", 'happy FriYAY, happy followers :-) xxx ♥', '@KayOddone Kinda smug to know we were doing all that stuff at Marrickville Public over ten years ago :-)', 'I have loved you since we were eighteen @iqbaale :)', 'A perfect triangle will win the ball game. :) #AUvsSSCR  #NCAASeason91', '@TravelWTheSmile thanks for sharing! Wishing you a wicked weekend :)', 'Morning :)\\nThe Kills - Future Starts Slow http://t.co/KS7bml93WH', \"I'm Trying to make ice chocolate coffee popsicles, it's so soft that will melt in your mouth :) perfect for hot day\", 'Thankyouuu Dianna :D', '\"ngga usah dipikirin elah\" you can\\'t easily say that to someone who\\'s an entp :) the T is there for a reason', 'Smile every day :)', '@iamValC @keodancer @SashaFarber killin it! Meme worthy @EmmaSlaterDance? @Dance10Jenna :) Cool shot of @Dance10Alan! http://t.co/hK74TOBM1u', '@fynemo emon : )', \"What is it with this country, first sign of a decent outdoor rave and it pisses down all day :)\\nI've had to pack... http://t.co/22zYFK8doG\", '@Stacyyy24 Happy Birthday :)', \"@akijuneja I'm glad you like our services. Happy shopping with us :) ^DV\", '@LARRYNGTONDO fback? :)', 'wow finally aku bakal liat kak merry di tv for the first time :D', '@patrenganneng  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'Post a pic of your outfit for today with the hashtag---&gt; #FashionFriday :) will be uploading them later today on my blog, join in on the fun', '@KuljuTommi @nathaliea1010 Thank you. I always wanted to see it from that angle.Nelson would be proud :)', \"@silvslee lol go! It's cheap right now :)\", '@FeistyPixxi me too :)', 'Enjoy a cute baby panda! :) http://t.co/jR8aDEjWf8 http://t.co/s03QS5q4l7', '@TheBodyShopIND #MyMonsoonStory TEA TREE SKIN CLEARING LOTION - as Moisturizing the skin is very important during monsoon :)', '@chelsea_acker WHOOP WHOOP! :-) #quacketyquack http://t.co/Or9w6eqCiM', '\"@Real_Liam_Payne yeah thanks @zaynmalik for being so romantic and I love you too baby ! :)\"', 'Are you in #Valencia this #weekend?\\nEnjoy it!! :)\\nhttps://t.co/U3EFde4xuH http://t.co/7R0UYDariZ', '@bwoyblunder @rajudasonline Sorted :). Thanks. Daaru party in my chaddi, bros.', 'Beginning of Line-up :)\\nIt is left for the line-up (y)\\nhttps://t.co/aYaCd8aIPb http://t.co/APoKT3tTnA', \"i don't know how you feel about me which means means i don't know how to act around you :))((\", '@write2kill Ha ha :-) I guess I was being polite.', '@thatbrooke thanks so much :-)', 'no sleep tx :)', '@tschelseamarie Looking wonderful.Great body. Love your really closely trimmed pubes :) xx', \"@its_jaylin es mi tio :) you know its a must to follow him since I'm from Sinaloa.. Arre!\", '@JSHUGI we must!!! Hahaha :p', '@kimcanhomes Really very stylish &amp; trendy! Good going Kim, Keep it up :)', '@Opera_North love it! Have a #FabFriday :)', 'FaceTime with Calum on the weekend while constantly messaging Luke :) https://t.co/UTosEIoktF', '@FetusJuju  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"@jellybrations well thanks guys, we will be sure to do all of those things! Hope you're ok :)\", \"@vltrdlcrz No info yet. We'll announce as soon as we get them, #Filbarbarian! :)\", \"@yeastieboys I've not been to your beer talks but I'd say that having 2 broken arms is more of a issue than being being 1 testicle light :)\", 'So proud!! :D :D Night Social App by Katerina Maniataki - Design Ideas http://t.co/WIsq6iBxv8 via @designideaspics', \"@AvishkarPanday Ahh, alright :) Just wanna know if it's worthwhile. Judging by some tech reviews, it's better than Windows 8\", '@jlmakes found that later, sorry for asking a stupid question. Loving the plugin so far! Also loved your bass slap on IG, I play too! :)', '@onlytheshelley 6pm is when the doors open for everyone with  (VIP/general) tickets to get there seats early and watch support acts!!:)', '@liamsmyteddy fback? :)', 'LONDON Baby!:)) #toptravelcentar #ttctop #lux #luxurytravel #beograd #srbija #travel #putovanja… https://t.co/HJYBWA0N22', '@WendyFigueira Thank you Wendy. We provide the fresh water for the area, @AnglianWater provide the drainage service. Amy :)', 'Homebound. :D HAHAHAYS.', '@zaynahoranpayno Your Welcome! :D', 'Yeeeeah ! :D …', '@Uruk_Hai2222 moar kittehs will be incoming :D', 'Looking forward to meeting @nicklevine at @sift towers today! :)', '@kerryjackson201 Yippeee! We hope you + your little one enjoy some scrummy recipes :)', '@KillaEarth ur bio. I moved from MCPE -&gt; Vainglory :) u with me?', \"@czagnzls It's one of those days I wish @ibetreyes was here :))\", '@metrotrains thanks :)', 'Awesome @metrotrains driver on the 6:01 Lilydale from FSS.  Give that man a raise :-) #magicalmysterytour', '@neskaife chek the rules and  how to join :D \\nyou can chek our weebly', '@EdwinaAlexander Good luck in London this weekend! Have a super results! Great support from Donetsk :)) ;)) ;)))', '@SkyscannerUSA thanks! London is my favorite city on earth! Wishing you a wicked weekend :)', 'Thanks for the follows @rosbailey2_ros @CircuitElec :)', '@rolly2416  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@Tanyawarren Thanks for following!\\nIf you need anything printed; from personalised gift wrap to business cards/stationery- get in touch :)', '@zXw0lfXz Hi Adrian, you should have this parcel on Monday or Tuesday :) -Pris', \"@TheLuckyHand @neonblaze72 Back in 80s I wz pattern cutting/making &amp; buttonhole finishing 4my designer friend's famous clients :)\", 'I have to get up in three and a half hours :)', '\"P\" keeps me alive :p :p', 'Trial spm be nice :)', '@Diekno26 Happy birthdaaaaayyyy dinooo!!! :D', 'Cardio done! STEAK on the go this time. Cue the photo. :p At my laptop putting things together! EXCITING :D http://t.co/xfv9CElbNH', 'fav if ur up &amp; u like guinea pigs :-)&lt;3 http://t.co/e8ffJ2a5ro', '@otraclace where you live in the summer :D', 'Hi to all my bestfriends/friends out there! :\"&gt; salamat sa mga nag.greet! :) Really Appreciated guise :-* Godbless y\\'all :)&lt;3', '@applewriter you can do it! :D', 'Dear Crush, You\\'re the \"Apple of my eye\" :)', \"@CorstianBoerman it ain't bad :)\", '@GadgetAddictsUK @YouTube Thanks GA!  :D', '@charliebateman4 @BMA_Models You deserve it for all your fab work :) Good work Charles #workhard #models', 'Follow my instagram @aufazatin :D', 'Done :) @fannyelf7 @dhilaelf2 @gheolya @ks_ys3424 @seevia_1524 @sulpa_aiden', 'Ain\\'t it too early forrit!!..wah happened to tea,bread and bacon/butter @Alpacino_jay: Done with the Afang soup, making semo is next :D\"', 'One word? :p https://t.co/pfxsm8w3eT', 'brb going somewhere im forced to go :-)', 'Check out my #blog!! http://t.co/yJxIrWiMZ1. Let me know what you want to see :) #lbloggers #pbloggers #recipes #bookreview #toddlerlife', '@TommoLouisSmile done too :)', '@waddoboro - doesnt it just, but where do they go from here, thats the question :)', 'Tato bulat :D https://t.co/GTgsmxNjng', '@babypuffinator cause i have no problem discussing these things, you know that :p', '@edzelcastillo  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@MatthiasLissner @CarlHamlet Gosh this is so true! :D', '@ankitsri24 Sure thing :) We have shared your suggestion with the concerned team, we are sure to get them back pretty soon.', '@surfboyliam fback? :)', '\"@macykatemusic: You Know You Like It - DJ Snake - performed it at vid con todayyyyy :) https://t.co/ddaXAxtknE\"', \"@MaxBlumenthal Hi Max, I was filming in Gaza a few months back. Would love retweet if you think it's good enough! :) https://t.co/l38a8bAd4z\", '@Diane_Delsigthis is what I see after logging into my game this morning ;) I will always remember your trip to BBB :) http://t.co/1gSi2Ntav7', 'I think I need to rest, goodnight :) xx', '@lalatenduM have you tried turning it off and on? :)', 'hi everyone, i love u all :-)', '@CodyLatimerAunt i will :-)', 'I got both videos ready for tomorrow. I can sleep peacefully tonight! Goodnight everyone! :)', '@TheColorRunUK Thank you :-)', 'Pc HOtel :) &lt;# :D http://t.co/69DmYEjBgK', \"@2min4roughing No, I'm 22! :) 18's legal age here. I don't drink that much at all really.\", \"@IronMillTech Also, what is it you want me to do with this info? I shan't be ditching @ecotricity! And I'll die before I vote Tory...:)\", '@Beingsherry27 @shabnam2824 @kanchan789 @YoanSkAngel @MentionTo love u sis :))  #BajrangiBhaijaanHighestWeek1', \"@amcyoung @peasbloss \\nAh, S'okay Andy!\\nThank you-and yours! :)\", '@LampeLois Please follow me, I will return it soon follow :) #TuitUtil http://t.co/Fw5JKPrVxt', '@SimonVictor87 Aww cheers bud. Yeah would have been good to see everyone, hope you are well :) x', '@JonicaYacap  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@cliffords_ass @Michael5SOS awww... dont worry dear, you will get used to it :)', \"@tomfooled @ReadingLibDems Great! I've got a lot to learn so I'll have lots of questions for you :D\", '@santhanaram You look like you are having lots of fun! We hope you had many good takeaways today :)', 'Your smile makes me smile :).', '@94arrestinghes fback? :)', 'Slept like a baby last night. Instead of waking up every 1hr :D', 'genial :-) http://t.co/cMehv4MT2w', '@VisitLancashire @StAnnesBeachHut @LMuseums fab competition :)', '@Seventh_Naruto yosh :)', '@MrsPandP Thank you :)', 'I know I should be packing. But procrastinating is so much more fun. :) Plus I need some outfit sorting... http://t.co/ep39uOZsoM', '@ron_boll Hi! Saw who u follow and thought u might like \"Dark\" https://t.co/ZGFwvC5IxT .Plz let us know what u think :)', 'Telling people at KFC to go buy \"she\\'s kinda hot\" on iTunes :))) #dedicatedfan\\n@5SOS 💜💜💜💜', \"@RealCrimeMag Don't be daft.  Teething troubles.  You're allowed :-)\", '@thestylebox Huxley looks so cool with his basket. Good choice of favourite shop too. :) Ben.', \"@RaruShopping Thank you, I've sent them an email :)\", 'Gamer Follow Train!\\nFollow Me\\nRetweet this\\nFollow all who retweeted\\nGain active followers :) 120', '@S0N0S_ Happy Birthday :)', \"Given Kepler 452b distance I propose  'Far Away' as a suitable name. Perhaps @PeterFHamilton1 fans can comment or suggest alternatives? :-)\", '@AnneHole @YouTube love using this :)', '@gitawnchstr we made some changes in our final design, hope you like it :) https://t.co/EXt098GP9D', '@ilian428cade Thanks for the retweet :)', '#TGIF.......Happy Friday :) http://t.co/YUoHs2ZUYe', 'Off to Stockholm to see @EllinorKronsell tonight :) :*', '@MyMusicPL super :D', 'alright &amp; last winner will be @bizzleftdemi :) dm me ur email', '@Immanu3 thank you :)', '@CFCDianaMonkey brilliant thanks for all the advice :-)', 'Suite life of zack and Cody :-)', 'S/o to my cat for destroying the back of my heel with his claws :-)', '@njhornylou fback? :)', '@KhushbooZG I heard lot of good things about this movie..will definitely watch it :)', '@akocjermy19  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'Q. What does a blonde see when she looks into a box of cheerios? A. Donut seeds. :-)', \"I'm back :) sorry I had many problems :) http://t.co/BskkttBzSn\", '@AliciaTan95 thanks! I know, they are the cutest! Love them! :-)', 'Thanks @Stn_Ang :) ! #FFBack @SebIscariote @Ninoiudi @IR5_Cooder @twhiitney @pirlouit_be @Montishow @katiaely @EnglebertKo', '@JackJackJohnson please put it on spotify too please? :)', \"We've got the #FridayFeeling here in the VC Careers team today :) And we have a new #job to share too: http://t.co/0q92YpovkQ ^G\", 'goodnight, fuck :)', '@serxndipityrp done :)', 'See you tonight for our #TGP1 test races! :)', 'What about us? \"@__KaraboM: 10 loners this side please :)\"', \"Hey @DeVoTrAv do you follow back average joe's that love the #BlueJays :)\", 'Some #vinylbear ice cream being made ready for the party :) https://t.co/YLmavlZPM2', '#FF my BEST PALS &amp; FURBABY’S Luffs &amp; Hugs 4 the Weekend :) x \\n@lancswitch3\\n@ILuvsScarlet\\n@LavenderPinks\\n@smartsog http://t.co/fIYPR3t2Ai', \"@dansmith89 Glad to hear it, Dan! We're mega excited about our retail launch :) Don't forget to look for us in Boots and WHSmith, too!\", \"@ZackAkihito if your ps3 was still good I'd say keep it but it's no use keeping it now though. Your choice :)\", \"It's still so nice out right now, I 💜 it! :) :) :)\", '@Shenanigen5280 So are we, Shannon! Woohoo :)', '@5SOS_FAHUpdates @x123456789tine haha i got it dont worry! :D', '@BeSameerKapoor all awesome :D you okay na ? :D', 'In two weeks we will be closing for a few days to redecorate.  Expect something a little different, ready for our second Birthday. :)', \"@bobwinder Thanks Bob! I'll be sure to pass that on to Ellie and Mairi for you :)\", 'That pain from workouts i love but the pain when it impairs me from getting up uggghhhh dam does it fuck up a day of shit not getting dun :)', '@EczemaNoMore Thanks for the follow :) our soaps are perfect for #eczema sufferers', 'We r back :) http://t.co/cNNt8ODtO3', \"@BerKirby Yay! We're mega excited about our retail launch, so it's great to know that you feel the same :)\", '@liamwaved Aww congrats! :)', '@SF_Umji followed ndee :))', '@JuniorStyleLDN @Cricketlabelle @MelanieMse @GambadoChelsea @baby_bargainsUK @barbelinekids @TendreDeal A pleasure as always! :-)', 'Publilius Syrus The fear of death is more to be dreaded than death itself. :-)', '@leomanaids_ look here u little shit :-) I fell asleep &amp; then woke up &amp; thought u were asleep :-) PLUS this was earlier :-) so fuk u dude', 'How do I check all the people i wanna unblock everyone :p', \"@FridaybMaria Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", \"@walkyourcamera you'll need to manually tweak some php, but yeah :)\", 'Would be cool to fall asleep on the phone with oomf :-)', '@PippaLov @twinesocial Thank you very much Pippa :-)', \"but wait! it's the 2nd year soon :) they get to go on the trip like all hschool 2nd years\", '@Ramya0212 amen :) #WSaleLove', \"The bus girl who uses long cardi almost everyday, everytime I see u, you'll be laughing/smiling :) you have a cute smile!\", '@bunbun78 great shot - safe trip back to HK - love that place :-)', \"@DavidBraben Why'd you program it for Acorn originally by the way, since C64 was (apart from the CPU) considerably more advanced? :)\", '#ONAIR! James Bay - Hold Back the River | 0878 0388 1033 | 0272 330670 :) :D', '@aldriannetabang  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'Happiness is ... Seeing a photo of rescue mutt on twitter :) @Vivienneclore', '@mappingmegan absolutely. Waiting for that day :)', '@Bhoxzniall fback? :)', '@ArgosHelpers hi :) I wondered if I sent you my order number if you could confirm for me that my delivery is definitely set for tomorrow?', 'You are very very okay... love does not ask why... :-) https://t.co/3RKmJ4LubB', '@Malan_Sanjaya yes switched back :) my lap is optimized for windows 7 Lu :|', 'OMG :D #TweetOfTheDecade :Pa https://t.co/jBoixkQj2h', 'final grade for my class :-) http://t.co/YRytmftXPv', '@LouosaurusRex happiest of Fridays to you! have a great weekend :D', '@WOMADCHARLTONPK Thank you. See you later :-)', '#BBMme PIN:7DF9E60A , someone add my bbm pin, okayy :) ##bbmme #BBMpin #addmeonbbm ADD ME ON BBM ##bbmme #BBMpin  #addme MI PIN', \"Today's #FF - @CurlysCooking @beerandbaking @kneadtodough @vixyvonshock @mariannasbakery @collinscakery @sammiefeasting @NinaVictoriaCup :)\", \"@alive_madness tell me if it's better than normal menu :)\", '@1ResilientSoul enjoy :)', 'A year ago I married my first love and my best friend.  Thanks for an amazing year Glenn!  I love being your wife! :) http://t.co/CbiP1LHLuc', '@leanna_decker whats ur height??? :))', '@LampShopOnline Ha ha love it! Thank you, same to you :-) any exciting plans? #TGIF', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/kjV6NWyPKo.', '@Yayeahyeah @weimingkam You did a fab job! :)', \"The Sculptor's Pillar 2015 is now available in @DOTA2 store!\\nGood thing they released it in store. :) #TI5 #dota2 http://t.co/KBM0p9jyZJ\", '@itsjrmr  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'Thanks for the follows @IPSroofing @FireDoorsDirect @HargreavesInfo @SDSLondon @ForestrallTimbr @stairsupplies @glazingtools @NORclad :)', '@ontrackplant Awesome find, if only Twitter did image mentions. Give us a nudge if you spot any more tasty plant pics :)', '@eugenemcsorley  Enjoy your short - but hilly - cycle. Last day in England on this trip.  #scotlandismassive :)', 'Thanks @TweetsbyHarold he is just amazing. You will have to come and meet him :) @sdchap8', '@lazycrazygen Thank you Gen! Miss you! :D', '@VikkFollows #StarSquad ⭐ Can I get a follow? Please Vikk I fna :)', 'What Mombasa feels like :-) #TukutaneMombasa #100ReasonsToVisitMombasa #KaribuMombasa http://t.co/XMVIKx9ERj', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/5EcILL2Mf7.', '@triciadzn thanks :)', '@iKONBI22 hello hanbin :D\\nseems its my first time talk with you', '@rainbowdustyles fback? :)', 'im giving u something that u deserve , now take it :)', '@Scottish_Banner they certainly are! :)', 'goosnight again everyone i love u all :)', '@BiancaAnsems  cheers :-) all for the cause ! haha - maybe @PennyNevilleLee might let me do it again one day :-) thanks most kindly !', '@alpstart ha ha now that sounds familiar  :)', '@BrigetteManie My pleasure :-)', \"I was jealous because you're my bestfriend and you're so close to her. :))\", 'waking up to the sound of rain hitting the tent :) yay', '@AlissaVI yea I want my cozy, warm bed back! x Thx dear! May your work day be chilled and short :)', '@celestinesofie  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@EricAguigam @taylorswift13 Phenomenal bro! I would love to collab with you and your friends asap :)', '\"Who\\'s the mom?\" The girl that gave birth :-) 😂', '@ThreeStrypes Yay new vid!!! :D', 'See you again my friend. :)', \"@misslescaut he behaves like a monster (he doesn't) :)\", 'some rt spree atm :)', '$10,000 for Tank! :D OUTSTANDING! Thankyou to every single donation from all of you, that got us h... http://t.co/PLQRn4fDRN', '@ContestKiDuniya ready #ContestKiDuniya :)', 'I am I hope you are too. Thanks Mfundo :) @SpexMfanaMan', '@oche_balboa Cheers oche hun :) xxx', '@EvaSpying My inner nerd shall not be tamed by your insidious logic. :D http://t.co/iS8BxMseYj', 'OMG so I did some math and if my channel continues like this (i doubt  it) I will get 2 300 subs when my 200 subs video comes out :) :/', \"@Sy_TEOH forgiven. WonderFuls are MannerFuls, aren't we? :)\", 'Yhoooooo ngi happy today. Nothing can ruin my mood hey :) :) :)', '@TisoyPeter  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@almightyniaz fback? :)', \"@AprilHV Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", '@OBiiE__ Always pushing the limits hey Obakeng? :) \\\\OP', \"Who Wouldn't Love These Big....Juicy....Selfies :) http://t.co/RpE0HsCtDQ http://t.co/SGKbE2jWRh\", '@iangelidaki @CarlHamlet Haha nothing can stop the goats! :D', '@jusxhemmo morning :)', '@Ntwenty2 @brasso77 Looking good guys. :-)', '@iTuaha haha no. Alhamdullilah everything good. But im here for you if you need to talk?:)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/wR72Pq6tp2.', \"Good morning! And happy Friday! :-) Thought I'd quickly say hello while my little pebble is engrossed in Bing... http://t.co/u73W4nOsjt\", \"@TomParker Gorgeous!! Have fun y'all!! :)\", 'SCREAMING happy bday to my fav boy in the whole wide world!! 🌎🌎❤️❤️❤️ I love you!! :) @ the big 18 😧 https://t.co/SYqtgaq21I', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/Tq3MQ9GIKG.', '@Ileana_Official reallY hAppY tOdaY ..... WaT u DonE fOr Us muahhh :)\\n\\nMay God BlEss U :)', 'PauseTime is always nice :-)', '@SilverArrowsHAM Are you seeing the cars drifting around the corner ... ? Looking a bit loose :-)', 'Appreciate your recent Retweets ! @montblancforum @Les_Scop_idf @MiroirSocial @thomasdeysieux @EMauFouX Have a great Friday :)', \"@ArakinUK @Huskyteer you don't pay until the end of the campaign, it's kickstarter :)\", '@JdrqRicah  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@dhimant Thanks for the sharing the article D :) @thebetterindia', '@jackiHS What an absolute cutie - congratulations! :)', '@funnyjoke hi jenna. :-) can I ask is your #BellyButton an #Innie or an #Outie?', '@DJTiny_Sam  i will :) havent been on vacation for 8 months xD', '@SarahThomas49 Hi Sarah, all our delish ranges are online at http://t.co/P8zAQddn3H :) Which supermarkets have you been looking in?', 'Congrats again Joselito &amp; Freya for the \"nth\" time :) #latepost lupet mo Eric! http://t.co/2DtLrSnvB1', '#AskAMan in few :-)', '@gregols09 They really are helpful :) Alternatively, give us a call on 150 / 0345 454 1111 and we can help there. MKa', 'when u r not smart in real life so u have to act smart on the webz :-)', '@chaebe71 Oh great :)', '@ContestKiDuniya #ContestKiDuniya hope to win :)', \"@xopriyaox oops! Well at least they'll realise it doesnt work anymore :)\", '@CarmelSepuloni v. cute, Carmel. Thanks for all your great work :)', \"@Si_kKo I'm a big boy who can make his own decisions :)\", '@dirtbaglou thanks :D', '@_nicapapa  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@Nickalaws do you think you &amp; Matt will ever get back together? Or stay friends? :)', '@ChrisBourne see you later :)', '@Jadejessicax no probs :-) ill message you xx', \"@commonculture@connorfranta honestly I've no idea about what this thing is, could you explain me ? :)\", 'Throwback :-)))) http://t.co/Tf4pHYRUDB', 'I love my relationship :-) http://t.co/pVd5n3deoS', 'PICK ME PLEASE EMPLOYERS! :) http://t.co/LS2arHmmUY', '@UrbanKarizma alright sleep well!:)', 'tessnzach//\\ncute account :)!!!', \"Dear @SuttonObserver. Please can you ask your paperboys to keep the papers out of the rain today? It's a very special issue :-)\", '@zoharrm Thank you. To be honest I needed to be reassured a bit... But please do enjoy the game as I know I will :) and happy Friday!', 'if you wanna follow my personal is @thaiees !!!! bye guysss :))))', \"@VMolapisi problem is, you want to do what's not suppose to happen on a Friday. FRIDAY will always win. TGIF! :)\", '@unicornsftnjh fback? :)', \"i thought they won at mubank.. lol \\nbecause dongwoo's unexpected tweet.. :D\", \"Very bright weather today! Hope London is this hot tommorow! Can't wait to go there tommorow! :D\", '@savannahx___ feel better :)', 'lots of fun!!! :)))) newyork magic? lollll', 'I am the first person to make twinx cry as a 16 year old :)))', 'Find me on Path : Firmansyahbl :)', '@SgtRumpel Super :D', 'This Sunday Morning stream will also be a birthday stream, so I will follow my usual birthday procedure and play Grim Fandango! :D', 'Sometimes the most ordinary things can be made extraordinary by doing them with the right people :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/YuKWG0fjm9.', '@MDWidlake @mnorgaard We have BOS, \"Birmingham Oracle Samosas\" at @OracleMidlands :)', 'I need to find a boy that loves fireball just as much as I do :)', 'There should be a shoe store that serves sushi while you shop. A Shoeshi Shop. Ok not all my ideas change the world.  :) �S', '@TAKE_designer @AR72014 Looks pretty nice. :) Love the flat looks.', \"Don't forget @APC_UK @KikkomanMasters @PastryTeamUK @AcadCulArts :) https://t.co/WhdAeATOe6\", \"@cischafer @DunnettCentral :) I love Lymond. And Philippa. I have someone who's a bit like Philippa in my novel, but not like him\", \".@kitchtablepro here's that selfie Tara! Thanks again for another great event . . . #HappyFriday #ff :) http://t.co/a4zUxwEsV7\", '@CjayBlanco  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@Awaishooo aur han Imran Khan . 63 but still younger than many. :)', '@TheGoFever @AzharSaleem59 awww thanks guys!! Wishing you both a wicked weekend :) Travel safe! X', 'Thank you @platform4prose :)', '@aerelchris welcome to twitter world agaaaain sir :)', 'Doli Siregar (@doliphoto) retweeted your Tweet! &gt; Many thanks! Cheers, Ninh. :) #Inspire', '#welcomeTweet @aazem27 Thanks for following me.. :-) via http://t.co/adB1usrDwV', \"@djdarrenjones :) It's a shoe box size of a shop, but the gems in there makes the geekiest of geeks cry at their wallets.\", '@LauraAlyceH @weimingkam And by turning up, to be fair! It meant a lot that people came. :)', 'Early birds are gone already das nice :)', '@RohitBJP @DrShobha i request those media Persons covering \"Rally\" please rotate their camera just once. :)', '@tommosdenim OMG THAT SUCKS BUT AT LEAST YOU SEE ONE DIRECTION!:)', '@JhMarkotsis am driving up tomorrow if you still wanted to come? :)', '@mullingfrackle fback? :)', 'Eek! Its all got to go in the red suitcase.\\nBeijing and China festival of science here I come :)\\n@scimadesimple http://t.co/yaqcj4Ifa3', '@Rebellionx2 Visit my blog http://t.co/UzOAqroWKx thanks :D', '@grlwthdragontat @leokalyan awesome! :)', 'Twitter meni tebrik etdi :))\\nCongratulations, you have over 700 followers', 'Tomorrow back to school :D', 'Someone bring me &amp; sunshine a bob will love you forever?💗 :-)', '@rodtamepoet  \"Rod Tame is embracing his inner actor with aplomb\" :-) Congratulations mate', \"@dreesti doesn't matter have to pay bill always.. #foreveralone :D :D\", 'Last day at work! This time for real :D No more summer jobs! But school starts in three weeks :/ #mysummer #happy', '#HappyFriday! Is there anything IT related that you needed help with? If so, give us a call on 01482 333505 :)', '@svaertathel HAHAHAHA no way :p what must we wear there ah? school uniform?', '@ArianeBeeston Thank you! But evil. :)', 'Owwww.\\nChoo chweet..... love u :-* :-) http://t.co/alshfDVauB', 'Test :)', '@tis_cake Bless them :) the shorthaired one looks a lot like my Oscar :)', \"every dog has its day :) I can't stress that enough !\", '@alIthingsluke thank you!! omg i just realized this is your video awww its so cute congrats :D', \"Worth It - Fifth Harmony, don't judge :)\", 'MY kik : denerivery506 #kik #kiksexting #FaceTime #kikmenow #talk #housemusic #kikkomansabor :) http://t.co/T6lOMDaFCz', \"Don't I look like a killer? :)) #HenessyDiaries http://t.co/aTTJJ0JFm2\", '@parapluieverte Glad you enjoyed your journey!! have a nice day :)', '@SAVEREUX1 @TheRoofGardens The band were great! Thank you for coming, was lovely to see you :)', 'can someone plz have a convo w me bc I can never sleep :):', 'WE DID IT! ONLY TOOK 11 HOURS! :D http://t.co/soYERf64cz', 'My vault is expanding :D @Bethblog http://t.co/jQyErRt4g5', '@lapisIazui WELL,, I MEAN UR THE ONLY VINNY I KNOW SO :)) AND NO U DONT HAVE MONEY AT ALL HAHAHAHAHA ONLY 50CENTS TO REPAY UR DEBT', '\"Keep smiling because life is a beautiful thing and there is so much to smile about :)\\nI have many… https://t.co/h9gtZ0Y99u', '@1sari_kirmizi / evet :)', 'Agree?? :)  #Phone #WiFi #LifeStyle \\n\\n#QatarDay http://t.co/VnItXo8eZ0', \"@Nkour34Dil you're always welcome dear. .   :-) Good afternoon. ..:-)\", '🌞🌞🌞 - :)))))))) stay perfect girly', '@FOOLISHTEENLOU fback? :)', '@fhatiegeeeee  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"Brilliant.. this! They said India doesn't innovate... https://t.co/J7ynGlNfJf  by @makersofthings \\nThank you for introducing @19am81 :)\", 'Follow me on Facebook on https://t.co/Z9enl5nJdE :) http://t.co/gK0xyuMJIG', \"@neut_ Yes! Of course. It's lovely, and I talked to them about volunteering there, and maybe even in time getting a job. :)\", '@GitiOkvianti done :)', '#am saran drama genre romance comedy??:)', 'Looking for fun? SNAPCHAT : LeanneRiner19 #snapchat #kiksexting #porno #selfies #l4l #weloveyounamjoon #kiksexting :) http://t.co/20pODm7d8j', \"don't worry, we r still doing :) http://t.co/pQ6h7jEKvk\", 'Homey :)', \"Had an absolutely amazing time in Kenya! It was a emotional roller coaster but an experience I'm glad I had :) http://t.co/EPsQflEctx\", 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/Smqz6YKvEc.', '@TheMattEspinosa you make me happy :)', 'Thank you :) https://t.co/kMXgAZSAjh', '@Tabinda_Samar the most funny aspect was Najam sethi`s confession ad still...  \":D', '@GromKath happy birthday.... #pricelessantique #takesonetoknowone \\n:-)', 'Hey @FitbitSupport @FitbitUK  all working now :-)', 'Need some extra #UCount points to make it worth it! tweet it for fun :)', \"@EunjiJeji I'm okay ji :)\", 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @lzethu01', \"@KirkdaleBooks I love his books. He's a big credit to Turkish literature. My favourite book is My Name is Red :)\", \"@blackreign8 i knew you'd give me crap about it lol. Need to burn it :p\", \"Hi @StefanieScott i hope you're having a great time full of happiness :)\\nI Love you ... 80x\", 'they love you too :)  https://t.co/FePD5DUbNk', '@NATSPressOffice @British_Airways Trusting that my favourite airline will deliver as always :):) , Good Luck', 'What could be more fun than a sexy girl? TWO sexy girls :) 👉 http://t.co/1n5ZfAqYYZ 👈💓 http://t.co/kZwz5i3PYN', '@eonnicchi ah thank you, she has a reason to do it right? :)', '@jrxmrcd  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"Hello :) Now Playing ''Yello - The Race'' on http://t.co/XspzQRmRVl\", 'for gail :) http://t.co/MnYKjgxBpA', '@NiallHoran hello :) how are you? xx', '@RousseyAudrey @NBCUniversal @nbc \\nVery cool :)', \"@scoobs1969 Thank you very much for your kind words, I'll be sure to pass them on to the team! :)\", '@YaelAPeer @MatthiasLissner @CarlHamlet @NikkiElizDemere @KikiSchirr @preslavrachev Nice to connect with you Yael :)', \"first driving lesson in 10 months - let's see if i'm still shit :)\", '@clairyworld4  EN MIS MANOS. holding it in my hands :)', '@zoyaashk true that :)', 'When the managers at your job tell you and your friend that you are the two prettiest girls there :) :) :) :) :) :) :)', '@rosehut1 And thank you to wonderful readers like you, Rose, who make it all worthwhile. Have a lovely weekend. :)', '@extinctlwt fback? :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/0s8GQYOeus.', 'U cant change how people feel about u so dnt try , just live ur life and  be happy :)', \"@Wanli_Minho he said i'm his ideal type in weekly idol and make a love pose for me &gt;&lt; i will tell him if i meet him. Don't worry :)\", '@studiomister Thanks. Going to take me some time to create a shortlist out of that :) Much appreciated', 'Great to have him as part of the awesome #Dominion family :) https://t.co/sLmo2Voxzx', \"I'm really excited for our picnic tmrw :-)\", 'Nobody :) likes :) me :)', '#JummaMubarak To every one :) \\nTake a shower, wear good #ShalwarKameez have a #Itter on it Offer #JummaPrayer,... http://t.co/AuRAAMlpji', \"@cl_aus is this on the back of the camera? If so you have AF point display enabled. @glyndewis's company car :-) http://t.co/pJltRVVBHn\", '@DiongzonS  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"I'm breaking out but what's new :-)\", '@jaimestein @nicolevanzanten @amberturnau woot!! Cool peeps :)', 'Hey Tweeps Join #FlipkartFashionFriday and Folow @BhaktisBanter and win 2K :)', '@kassi_grace Ohhh, got it :p', 'Here\\'s a teaser of the upcoming AIRecs 009 release \"Acid Mouse EP\" out 31st of August, including Red Robin &amp; Rough Control remixes :))', '@Gurmeetramrahim #MyPapaMyPride #OurDaughtersOurPride your love n encourage changing the life of everyone :)', '@GaryKeywood @DIY_OE @travelshopgirl @2wksinCR @constantramble @bizarreglobehop Happy Friday all and thanks for the recent RTs &amp; faves! :)', 'Toss ladies! :)) @mulanbilqis @NK_Asmita', '@TheUwagaPies @SharlaInJapan welcome🐑 :)', \"@MonicaTerryEM I'll have a look in the library and book stores first anyway! :)\", '@MizzChuff Mr2 climbed up to give me a cuddle. :)', '#Jilla Decent Opening &amp; Reviews :))', '@NoraFrost the @therevnate is headlining in 2017 :)', 'Jumma Mubarik to all of you :) Stay Happy and Blessed :)', '@vespera9 @moirae_ @nbhdmadi @akpayne15 @caitiiiii @tiffanymichels  I spent a half hour total on this.:-)', 'Such a great news! Congratz Guys! :) https://t.co/zHq6qQqrIz', 'Good night :) http://t.co/6JdSbTSeK5', '@MikeyyGee_562 @thatdudegalvan_ atleast you honest .. Still get the bitches tho :)', '@Blessings2050 Thanks for your contribution and kind comment! :-)', 'THERE IS AN EARTH 2.0...\\nyuppiieee\\n:)\\n#AlienThought\\n#HappyAlien', '@hanpdf like me :)', '@lorainekateyumi  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"I love it how you tell every crowd that they're the loudest. We all are the loudest fans in the world aren't we? :) x @Real_Liam_Payne\", '@amerz ah, the memories. :)', '@gazza2209 Hi Gary!Did you have a particular attraction in mind? And a travel date? I can pass your Q onto our supprt team :-) Thanks, Ellie', '@britishankles fback? :)', '@The_Zyrophobia they do call me the savage god :p', 'No he is junior 2 me :p https://t.co/V4Jk5HsID1', '@Vladimir_EShop @VladimirBank thanks :)', 'To cleanse the scam ridden body Vyapam going to be renamed.\\nWhat an idea!!! :D:D', \"@TobyJWilkinson I'm pleased to hear :) - Sarah\", '@ValleyAllBlack hello hello :) *waves from D couch*', '@WaterfordTIO Thanks to the team for the Retweet! :-)', '@ironmima @fruitpreserve okay :)', '@louiseminchin @Phase_Eight ohhh well i was wondering :D x', '@novocainecolby completely dodged the explanation opportunity because you have no explanation. Thanks for proving my point. Grow up :-))', '@Sanza_T @LeratoTmohale Does the bag do the job Sanza?  :-)', '@mcjen thank you :-)', '@MrMearsDT @kerry_truman @Kitronik. Check out http://t.co/TunCUXXIXX; other places available :-). Coloured aggregates work but tend to fade.', '@sistards93 sore yaa slr som :)', '@jitenkumargupta Thanks for the sharing the article :) @thebetterindia', \"@lalochezic @paulwiggins I'm honoured :D\", '@abcderza im following you too hehehe :)', \"@DMC1982Nice at least there's a view of the hills :)\", '@laineyni @s_geary1 @susie22784334 @sharont2501 @britvix @vanessaclark11 @Wils21568249 @wolfenskjerven Same to you and everyone else.:-) xx', \"@TheBookwormBaby Thank you! that's very kind.  I just finished working on more Little Explorers books btw which will be out next year.. :)\", 'our national bird in Wayanadan forests.. :)\\n#Wayanad\\n\\nPhoto: Srijith V\\nvisit his website - http://t.co/ASE1uj9byB http://t.co/RNQP0i8gKS', 'I\\'ve whispered to myself \"today is the day\" four times this week and I\\'m still lying in bed laying Pokemon :))))', '@OfficialKeanu..Awesome! :)', '@520f6ed5dd4c4d3  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@BhaktisBanter  #FlipkartFashionFriday\\n\\nHey Dazzle urself with this Double Flared Red and Black Dress :)\\n\\nhttp://t.co/Ri8cSxz6Uq', '@stuck_for_ideas Thanks for the shout out guys :)', 'In this last 9 hours, our channel has got 51 Views, that`s so incredible, thanks so much! :)', 'Browse our funny facts if you are bored :) http://t.co/6WLyQMJ2nl', 'Hey @GoGirlsMusic would you help me share my project \"Becoming a Female Tour Manager\" http://t.co/d3AFRhhgP6 :)', \"@TotalPolicing We won't delve in to that here :)\", '@Jiaqiwoo \\nThank you so muchhh :) see u tmr maybe ?', 'Well, this was an interesting breakfast… back to our holidays now :)', \"@TheRainBro also, GL for tonight's show! :D\", 'u can always count on alice to make u feel better when ur ill :))):):) http://t.co/JYMVSLDfQX', '@SR15BLTY sore litey :p', '\"@Manuellatchgn: Goodbye twitter. I will not be there for a long time. :)\" Goodbye Manuella', \"@myabumygod @ianadritaranbir Maine Abhi tak Ye movie nhi dekhi but promos se hi i knew that it's his best movie till date :)\", \"@mhdzhdawr You're most welcomed! We look forward to welcoming you to Xpax ;) Have a lovely Friday! :)\", '@sundawnjh fback? :)', '@goldennotebook @JohnEMichel @kellyalovell Thanks Lisa :)', '@babagby thanks. I appreciate :)', '@MattTreby welcome aboard Matt! Thanks for the feedback :)', \"@Michael37311757 @royjohnwatts @LBC @darrenadam I can blog a story about the institution, i'm in France :)\", '#FF @Raj_Poot_  follow Him Nc Guy :-)', \"Solo 7 cheese overload pizza • Mcfloat • hot fudge sandae &amp; munchkins of d'd ♥ atm :))\", '@AlxznDr19 Oh hey Granny :D How are you.', 'Cant wait to get my Baller G Lil Faded chain :)\\nWhat Everybody Ought To Know', \"@JayHorwell Hi Jay, if you haven't received it yet please email our events team at events@breastcancernow.org and they'll sort it :)\", \"Hi @StefanieScott i hope you're having a great time full of happiness :)\\nI Love you ...79x\", '@HeyItsTrisha01  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'Breakfast for champions :) http://t.co/zhYoBmNkWr', '@raydio2 You might like this :)  https://t.co/CUMO6EyiyQ', '@jaynehh_ you just need a job and get a letter from your work place saying you work there and a letter from your parents approving :-)', 'You are unique. :) http://t.co/cY5cBHOeVQ', '@dafruk1 I sent to both to try and make sure to catch you :-)', '\"@Nyesekkinn: Don\\'t be affaraid, I\\'ll Be there For You :)\"', '#DearSlim You did not play the role of Billy Hope but you would have liked to play the role of another character? :) @Eminem', '@runabove Sad to see you become \"LABS\" and your place will take OVH. Nothing against OVH but their support suck so much :-)', '@BhaktisBanter this lovely black &amp; red Maxi dress :) \\n#FlipkartFashionFriday http://t.co/aNUBjZs98p', 'I follow bunch of Acc. just now .\\nHope they follow me back :)', \"He's really on his way guys :-) https://t.co/yyOUEKgCFM\", \"Hey @Kaineofoeme have fun today :) wish I could be there but I'll be there in sprit! @WeAreMicLowry love yous\", '3 days til I start work, getting quite excited now :)', '@OriofAshes @CityofAshes you guys were great last night :) http://t.co/3s3XF5q21N', \"@BOOM_Cycle Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", 'YES! A very big yes, finally got home from this severe rain thanks @sgtnicolai1 :)', '@rsilver710 I love you and miss those hammies thank you :)', '@Pedro7241cw @xolanimvulana GOOD! And even better to \"see you around\" :)\\nYep. It\\'s the only way to live.\\n#freedom from #Pistols\\nGood move.', 'Find myself quite cool as I unlocked #bemeapp by myself :)\\n@CaseyNeistat Thumbs up 4 what u do! #beme Figured out my #bemecode #proudtobeme', \"@orbette see you there. I'll get the first round. :-)\", '@Lachdog_AU @Posica all good, thanks anyway :)', 'KEEP CALM AND STAY KEPO :) :D', '@AidanMcGlynn Haha! Almost certainly true, for all names. :)', '@Matt_Dominguez Appreciate the follow :) have you heard of our botanical soaps? :)', 'no look :)', '@ayashiibaby  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', \"@Andrew_Spence Thanks again! Hope you're having a great Friday morning so far :)\", '@MarkoLauhiala Luckily that is just one out of many! :)', '@nattan23 hahahaha i remember it so clearly :p', 'Oh I get it now. Second quote tweet, but maybe could I please have a Louis dm, :) please, if you can.  https://t.co/OLfiC333Yr', '@AlamiHasson #دعمم للعودة للحياة, Heiyo, visit my website for FREE 50.000 Coins in 8 BALL POOL now! Thanks :D', 'Dudaftie...:-)\\n\\n#breaktym', \"@Marianela707 @theohurts it is not fatal but more dangerous in terms of health :) I don't understand why everyone is so outraged XD\", 'Almost 645k views. Watch muna while waiting na magstart ang twitter party. :)\\nSALUTE! → https://t.co/JqgcPeXdQL', 'Thq a lot for Ur continous support @actor_jayamravi to Thalaivar @dhanushkraja bro:):):)', '@uptownctw P£T£, Heiya, visit my site if u wanna grab a FREE 30.000 8 Ball Pool Coins. Thank you :)', '@mallynic @Gspaepen @jett_uk @GhostOfTrafford @FD_ManUtdNews @Cantona_20 @RisingTrend @RosaCrowee ty :)) av gd wknd u n all in tweet \\\\m/', '@QueenBiankee hehe :-) (Smiling from ear to ear- ME) :-D', '@DutchM882 Morning my friend :) Yesss thats just the way we roll ;))) here on #cam4', \"watched the match till late night y'day.. :D https://t.co/ZhHZOzHBEN\", '@Guillaume351 If its full is because you did a really great job! Congrats :)', \"i cant watch hxh in this place besides youtube vids like 'top 10 badass killua scenes :)' im suffering\", \"I'm appreciating my body for what it does and feeding it what it needs :-)\", '@1dfamily_d check our final design, hope you like it :) https://t.co/EXt098Yq1b', \"Hi @StefanieScott i hope you're having a great time full of happiness :)\\nI Love you ...78x\", \"Hope you will like it ;) #JabongatPumaUrbanStampede @JabongIndia http://t.co/tB34wIraCs hope you're noticing my efforts :D\", 'Kind words never go unappreciated (this is even mentioned on our site :) ). A very gracious thank you for your feedback @MaltiBhojwani', '@httpsguitarist fback? :)', \"@Deltsoulman @JohnVignocchi @allisonpetrek Yeah, I'm pretty proud of myself :D #NailedIt #OurDisneyInfinity\", '@dracan Hope you had a lovely sleep! :)  -Mary', '@nicoledyosa1  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'MY snapchat - JillMill19 #snapchat #kikmeboys #hot #webcam #teens #elfindelmundo #sexi :) http://t.co/HFYIeohQZv', \"@amy14_x @AstonMerrygold will do :D it's mainly my mother who wants it right now haha the others can wait they said 😂 x\", \"Don't even think about it :)))\", '@michaelmoor_mt You are most welcome Michael, Do me a favour &amp; have yourself a #Dancetastic day :-)', \"@kaushikcbasu @karunanundy Its a perfect Satyajit Ray's movie 'Porosh Pathor' situation\\n#GoldBugs Run for cover :-)) https://t.co/hk0RMiZpR4\", 'only I would drop 10 wine bottles &amp; spill some of the wine all over myself @ work :-)', '@jazminbonilla77 jazmin Bonilla :), We Share the Latest Secret on 15000 Stars Kim Hollywood, Check the only secret on my Bio', '@brigserman thanks for sharing! Wishing you a wicked weekend :)', 'ROFL! Shades of Grey - netsec edition :-) https://t.co/PHpzRakSgU', \"Let's enjoy this day! :)\", '@DayHWStoodStill oh will certainly be watching it anyway!! :D', '@reginevalcasid hi ate.  :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/wlSz27qizK.', '@Kritters_ whenever we have another movie night :)', '@theroiceorven  follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', '@turquoiselwt fback? :)', '@team_ne29 another amazing video Kev :) we are so proud to have such wonderful support from such a wonderful person :) @daftasabrushcc', 'Been listening to these two  on repeat. :D @migzhaleco and @nefmedina_ More collab please? https://t.co/jRfJTDSeqc', 'I kinda wanna fangirl over not an apology again even tho i already fangirled a lot when i first heard it :D', '@CultureTrip @FoodTravelLove Yummy :D', '@VulturesDare why thank you kind sir :)', '@_cruuzzy we are all good here. :) My sisters told me that they misses you.n', 'remember that unlisted one where he had a hickey :))) http://t.co/xPhswFUKfv', 'So ready for the weekend. Race track Saturday and dads work picnic Sunday then Monday hocking hills with mamma :))))', '@somanygods human beings ARE NOT mere brain...u need a more holistic cosmovision...too narrow-minded :)', \"My phone isn't charging it's been at 1% forever :)))\", '@Prinsesandreya happy birthday, Cess! :)', '@Alixharrow Hi Alix! Thank you for connecting, I look forward to tweeting with you! Have a great day :)', \"@lucazi1214 @Bearclxw_ @Yomi_Gaming im happy meeting anyone that wants to meet me. I'll even throw some quan tips your way.  :)\", 'Please :) stop :) shouting :) at :) me :)', 'Surprise visit? Naaahhh :D', 'duh emesh :p https://t.co/FtiAVocFll', '@goldenpaulson thank you :)', 'Good morning :)', '@Daniel_O_16 Yes, that was hilarious :)', '@ASAPOFFICIAL Kath :)', '@serhatahmet You are very welcome. I hope you have a lovely day also :) Kia@VAUK', 'Start your day with some Tango :-) https://t.co/q352NTLbXH', '#tracerequest with my homie dassy! Fwm! :D', 'With them :)', \"@FUDGEMCCANN I won't :)\", '@liansuryanii selamat sore,like model :)', '@nicholin90 Sorry about this Nichola! Glad its back working now :) Always here if you need us. MKa', 'Found someone I met long ago in Malta to come to @tomorrowland with me with the extra ticket I had :) #GTO #Tomorrowland #incall', '\"@justinbieber: :)\"why baby?😘😘😘', '@knhillrocks HA yes, make it quick tho :D', 'Shobs incomplete :))\\n#friends #barkada #buddy https://t.co/xcRr0Ortvo', '@Inkymole Thanks for being with us for so long :)', '@SpazzyTsukihara i was :p', '@ashtonboyf hey i hope u have / are having a good day :)', '@PaupaPaupau follow @jnlazts &amp; http://t.co/RCvcYYO0Iq follow u back :)', 'What a great day to be at Silverstone today! @Silverclassic Beautiful Classic cars - and BONUS! We are there too! :D https://t.co/vwPuJj39QX', '@YayoBruh Im streaming now dude i pull about 300 views all the time :)', \"Mum asked me if I wanted to go to the bookstore? Not sure if she knows me at all :) I'm off book shopping\", '@IrlyanaVL mind to follow back? :)', \"I feel like I haven't been keeping up with my friends lately like I should be smh. Ganna text them to see if they're all doing good :-)\", '@fromislet @_tmazur YEP - I would vote for her if I could ;-)) Just imagine Hillary Clinton as first female US president :-))', '@parsnip45 thanks :)', '@memorablezayn fback? :)', 'Every time I visit a court I notice something funny and slice of life-so many stories hidden there untapped :)', '\"@zaynmalik just had a dinner with my love @Real_Liam_Payne love you babe ! :) x\"', '@ThisOneNerd thank you! :D', '@youmustbeborn thank you I really appreciate you taking the time to watch the video :)', 'lmaoo me and my mca team gettin HELLA money dm me now if u wana make FAST bandz ASAP!!!!:) http://t.co/JJK9zdfByc', '@DebbyRyan_06 thank you so much :) #FF to you too', '@sambirdracing Hell yes!! Will be at Donington Park on 24/25 hoping to see you and the team again! Season 2 is OURS :D @VirginRacingFE', '@liamsmurs @ollyofficial thank you very very much it means everything even if I know he will never follow me back :)', '@daissytolentino yea he drives people :)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x30', 'Merci bien! Happy Friday mon amie :) https://t.co/7p76oJswBV', 'Home from vacation!:)', \"I'm a fan account for pitbull :)\", \"Hi @StefanieScott i hope you're having a great time full of happiness :)\\nI Love you ...777x\", '@pauarmst @TranceAttack classic man good start to a Fri :)', \"@Siwon407 Annyeong oppa ^_^ i'm Indonesian ELF .. I'm so happy if u follback me :) please be my first follower :-D\", '@unborngirl I promise...  :p', '@jakface_mcgee Thank you! :D :D', '@narrhallamarsch Good Flight! :)', 'my bf is mean :)', 'My SNAPCHAT - jennyjean22 #snapchat #kikmeboys #model #french #kikchat #sabadodeganarseguidores #sexysasunday :) http://t.co/4zfuqqaLsW', \"@__GiveawayDMs_ it's actually 1 AM here hehe :) where do you live? It's strange to imagine...\", '@letsvillas Hi, greetings from Marseille :). Have a nice day !', 'Yummy! :) @jarpad @JensenAckles ^_^ https://t.co/4ZlpAdyfZL', '@jerirecuenco you need help ganda? :)', '10 loners this side please :)', \"@jadegordon @mc_frontalot I'm so glad you got to go! :)\", '#ff @WomenEd @Miss_Wilsey @EquitableEd @LCLL_Director @nataliehscott @HelenaMarsh81 @BLC_Head34 \\n\\nExcited to meet with you all (or Skype) :)', '#FNAF4 has officially been released on steam! Definitely excited to watch people play it! :D', '@Mehdi_Mustafa @Ali_SyedRaza \\nROFL not going to happen, rest assured :D', 'CURRENT MOOD AF :-) http://t.co/yyoby5gBJq', 'just know I know :-)', '@Gardener_John Ah. Keep goin sweety! :-) :-) big hugs!x', \"@chelsea_acker THAT'S what we like to hear! Lots of bubbles please! :-) #quacketyquack http://t.co/tucq8X8Nye\", 'CURRENT MOOD AF :-) http://t.co/TYzKvdkHqM', '@staybubbly69 yes! Your amazing. Keep going strong! Your the strongest person I know! So proud of you! :)', \"@LiamJenkins21 Hey Liam, know of any sweet spot's around the Barnstaple/Bideford to stay for a few days? Planning abit of a road trip :)\", '@Dued1_Roblox  credits to Rocro13glodyysbro :p', \"@rickoshea we're hiring - maybe some of your public would like a job? :-) http://t.co/CGCCBS1e6o\", '@gang_ree my day was beautiful :D you? 2NE1 is good too ^^', '@cericneesh Aspetti is good! I was boring and had chicken and chips for tea because my cupboards are empty. :D', '@room9271 thanks... I post 1 every night... usually Jamie and Ian are there...  :)', '\"@fireddestiny21: #PSYGustoKita I\\'m a huge fan of Latin beauties :-) and QUEEN KATH is the ASIAN Latin version :-) http://t.co/BF7YfuQrPi\"', '@CEISOFT Thanks for the fave :)', 'Looking for fun? KIK : vaing642 #kik #kikgirl #french #model #orgasm #hannibal #phonesex :) http://t.co/n9lBW0OKb1', 'About ready to rip these spacers out. :):):)', '@sshinhyex see you never ya :)))', '@scottwindsor22 same :)', 'Happy Bday @EmilyBett! You are awesome. And Thank you for the Amazing Felicity Smoak! :) ❤👓💘', '1 in 100 children are psychopaths :)', '@mexeeN @FRSkyRRoZ spoile :)', 'Awesome :-)', '@ilanconscious My pleasure  :)', 'Girls with dimples. :) http://t.co/nL6lkRIE26 &gt;&gt; http://t.co/nZLj6SWgij http://t.co/BMPfRjAb2d', '@heatherbwriter yes am still contemplating indie route :-)', '@JockSafari Another reason to love JSL :) See you there soon ;)', \"@drewharley67 @GerardButler Aren't you suppose to sleep by now? :-)\", \"Hi @StefanieScott i hope you're having a great time full of happiness :)\\nI Love you ...76x\", '@GzaDaRambler Gotcha :)', '@kinagrannis @lawyermomIowa Kina.  YOU are the best.. loves.  :) Hi Donna! :)\\n\\nSo great seeing you tonight!', '@zachatrocity the Reachability + NC bug is still very much there!:p http://t.co/zVX09gx1K3', '@paradisecreated yup! Should be really cool :)', 'Thanks to everyone who came to the show and tipped :) http://t.co/fZHtA3JEnq', 'Jk I have lots of people to chat with so ha :-)))))', 'bitter is the waiting till S02E04 airs  #Dominion :) https://t.co/gymItbEIAC', \"@aboelhassan_ you mean the naggy anal child? You don't want to keep that :p\\nHappy birthday buddy\", 'it was nice seeing @goehringlet today at vidcon :)', 'i was so anxious i was shaking and my dad was like calm down and then well apparently only 10:30 right :)', '@brook_food @LisaBrookFood @FlourPowerCity1 @PhilpottsLtd Kinda wish it was \"tipping down\" here in the smoke... but...GOOD MORNING! :-)', \"Can't date someone white. sorry. Yo grandpa prolly wanna burn me. :)\", 'I will fulfil all your fantasies :) 👉 http://t.co/WhkcOoWh39 👈🔥 http://t.co/Ubl93YSSxf', '@Eric_Yeomans I stashed 3 of your closer-chasing specs in a league I am chasing saves...so yes...the walls have ears! :-)', '@flacqua time for a bracelet? :)', 'Hi Dark Angel : MochaMichelle :) Wanna get iPh0ne 6 for FREE? Simply go check my bi0. Thx https://t.co/mVPyDn1FYy', '@axlrose995 @HikersHell @Tricia701 @ShiningJudgment Hope You Have A Happy Friday !! :-)', \"@tracysharpy3 @Debbeedale Thank you for coming ladies, so lovely to see you both :) We don't know either!!\", 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x29', '@rachelmoonyy theres about 5 more hours till im prob gonna fall asleep :)', 'Only the good things :)', '@salty_tamaki Ty :D I love it too :D Used to be my background, till they removed backgrounds :&lt;', 'Your love, O Lord, is better than life. :) &lt;3 https://t.co/KPCeYJqKLM', 'Morning All :)', '@malgotoja hi Maggie- afraid my knowledge of Mull is limited (nil!:)). Have a look at @walkhighlands web page- definitely best place to look', 'We at Glasgow Netball wish the @NetballScotland #thistles all the best in their @netballworldcup  journey!! Good luck girls :-) #thistlelove', '@BhaktisBanter We call it the #FlipkartFashionFriday effect! :) \\n@PallaviRuhail', 'hi baby @shfly3424 I love you :)', \"@KtSheeps Minecraft is pretty boring when talking to people\\n\\nIt's even more boring when not talking to people :p\", 'Drew :) pls:)', '@WorldPerceived Thanks for the sharing the article :) @thebetterindia', '@shikha123poddar yes mam :) #WSaleLove', 'Goodbye twitter. I will not be there for a long time. :)', \"Thanks @valeriecafe for my amazing birthday cake! It was so delicious, I didn't want to share haha :-) http://t.co/i02mJIWSr2\", \"@Simonds_Stadium @jcowan_18 @nvardy30 @DanielMenzel10 @GeelongVFL Oops got my days muddled up. I'll be there  tomorrow :)\", 'These girls know how to hold a racket :) http://t.co/qubzNJbu1L http://t.co/wMvhbmp7um', \"@Mattys123 we're isolating Fas :p\", \"@Anant10486 @Uber_Pune Share with us the experience of your #Icecream. Also don't forget to participate in #IcecreamMaster. :) Stay Tuned!\", 'Come and check out the new group I made on Facebook https://t.co/6Uu1cf109G for small channels wanting to be big #LetItGrow &lt;3 :)', '@0430alexu HUHU SHET :)))))))) Huhu I left my desk then when I got back, I saw that tweet. O_o orz', '@2560chez thank you :) x', '@goldskiesperrie @honestfandom oh my god hiii !!! :D', \"I'm high again :-) I love my stash :'-)\", '@nekonyoung no problemmmmmmm :D', \"Hi @StefanieScott i hope you're having a great time full of happiness :)\\nI Love you ...75x\", '@jb_jaebumjb you have to write in English :))', \"hahaha.. yeeaayy. .. today i'm so HAPPY! !!! .. alhamdulillah God :)\", '@AlexandraTirziu Hey! I saw that you did a lot of sport - which did you like the most?:) #CEO1Month #SandroForCEO @AdeccoWaytoWork #happy', 'Lucky shot :)', 'like back :) — Done 😊 http://t.co/DTcpMEE0mD', \"@aepfel our pleasure! Let us know if there's anything else you need :)\", 'Amin :) https://t.co/1FOMQssXzk', \"@TessaPearsonArt @VenetiaNorris - agree! What is a 'weed' anyway? I like definition of 'a plant growing in the wrong place' :-)\", 'Going Home :)', 'Here it is, our #crowdfunding campaign! If we get our goal, we can walk on with this dream. Will you help us? :) http://t.co/tY9qr7g4my', '@KSGPSD sounds romantic. :)', 'Hellooooooooo Friday! We meet again! :) Almost the weekend! :)', '@AldiUSA love your store!!! Best chocolate selections :)', 'Thank you for the follow @RuthJackBBO, have a great day :)', '@SupportOrganize Hey Lynne, on FB the Buffer button will bring up your composer and you can Buffer an FB share. :)  -Mary', '@ParkTheatre @NoBillington Thanks! :)', 'If you are looking to find out more about @VirtualUmbrella give me a shout, sending out lots of emails today :) #fridayfun', \"@ejay21falcon I'm a non-Filipina fan. :D #ejayster in the United States haha\", 'Le Smile :) https://t.co/3thVpLwLMw', '@Independent_ie OMG! I thought that was Stan Lee for a second there ❤️❤️ :)', '@lorrybus Thank you! Was an amazing day :-)', 'Discovery of cousin Earth Kepler-452b at 1400 light yrs away, teleportation is the only possible way we arrive :-)  http://t.co/7MKOJIndxF', '@Awaishooo Shahid Afridi tou young hi hai na abhi. talk about Mahnor baloch. she will never going to be old. :)', '@NikkiFederer goodnight Nikki have a good one :) x', '@Irenegilmour  Thanks for the flowers :) \\n#flowers http://t.co/fh9a7oArCT', '@FranchiSeedsUK beautiful :) got blackfly on my courgette flowers this year .. any ideas? hopefully it wont affect the fruit', 'Appreciate your work a lot. You go! An Italian fan. :D @mrharrymelling', 'Never forget who was with you from the start.. :-)', 'got netfilx today! whoop whoop! :D', '*on ma knees* Plz Be Mine @D_diva72: @KingDavid_d1st im unmarried...*checks my finger*...there\\'s no rock on it :)\"', \"@sunpandey It will be put up here as and when it's due to release :)\", 'wiellys Follback ya :)', \"@paulbeavers8 Hiya Paul can you send me the barcode number and we'll take a look :) - Charlotte\", '@CG_Rated thtas what I asked :)', '@martyabbott936 @HomewoodSteve @Dazz747 @Eddie_Aviation @plane_spotters @pilotsimon208 @NicolaNeyhaul @thispiggy Thanks Marty. Gd weekend :)', 'New old pic from #trailblazerhonors \\n:) http://t.co/RiEjJqgulF', '@GoodMovesL25 @WWhimsicals @_Megan_H @Andrew_Murray91 @sonjaclarkuk @Epic_Liverpool @JusSweetEnough Good morning :-)', 'The last thing Labour needs is a leader people want to vote for http://t.co/7zicZ1G0mb #jeremy4leader #jezwecan Do read - brilliant! :-)', '@joohyunvrl definitely :D', 'Wanted sleep at that time,guess i got it...Morning :) @LADE_KRANE', '\"@divarh15: @GraceGithakwa Seems like you go out alot\" something like that..:)', 'agayhippiehippy Follback ya :)', '@carondeslut I loved the song! Keep up the good work :)', '@onlynewfaces hi check our final design :) https://t.co/EXt098Yq1b', 'I don’t care that I have to force myself to exercise even when my body is screaming with pain :)', '@FlowersandCards @katerina7711 hard to better a good ginger cat :))', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x28', \"@marypcbuk I don't see things as theres only one way to teach someone and raise awareness. anyway .. time for some real work ::) @aral\", '@IQAEuroGames GO GO FRANCE GO ! :)', '@americascup Do you have stage times for Portsmouth live? :) x', '@LivingLifeNottm @MummyandMonkeys thanks for linking :) x', \"@ArtForCause So glad you did Sonal. :) Are you on instagram? What's your id?\", '@WomenRAngels hungry!:-)', '@chingyapp hmmm, i think night better :)', '@P_Collin just a bit of fun......... Pedant\\n\\n:-)', '@Windows All my life :) Starting from Windows 98.', 'PICK ME PLEASE EMPLOYERS! :) http://t.co/AhbhLTjYzY', 'That new Real Madrid away kit looks like a night dress tho...But I like it :D', '@_KatKennedy Ack! I do think you should read it :) I have heard only good things so far. It just seems.. awesome, hih :)', 'Getting ready for being a choir member :-)', 'rosidbinr Follback ya :)', '@HamHamHammu @sterlingburd :c can i at least be a duke? Or an earl? :D', 'Take a good care of him tau awak :)', '@thespringsteens looks like great fun! :)', '@thalasalupa orayt! rock and roll to the world! :D', '@ArpitaBaranwal1 @perfection_srj so sweet :) but u knw I tried to open but block dikha reh h ..', \"You know.. I'm doing alright :)\", \"@TraumaJunkie50 Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", 'Adolf Hitler ...obstacles do not exist to be surrendered to but only to be broken. :-)', '@hwsoh thanks bro :D', '@emmestandsfor You should check the new article on our blog! @meet_roger is here :) This app is terrific!', '@oldbirdxatu I know you would :)', 'AdvAddict_15 Follback ya :)', 'why did i see this again :) my baby jimin http://t.co/sCwipJCrMj', '@avonfvcks ID BE SO GRATEFUL IF YOU GIFTED ME #NotAnApology :-))', '@seeyouelsewhere I hit the Map of The Googles and now I am more informed. Looks like quite a pretty little place :)', '@ilkkalaukkanen ok, nice :) Btw 0.7.1 is coming today.. we try to fix those package dependencies there.', \"I'm motherfucking happy and that's all that matters. :-)\", '@MikhailReptar will listen to your life later :)', 'I read David\\'s tweet thinking \"damn only one month of summer left? That sucks\" but then I realized I start college August 24th too :))', 'Wifi on steroids today! :D', '@sculptorfred Ha! I thought I had, so made sure I did! :)', 'alansmithpart2 Follback ya :)', '@Beverleyward Yay! Happy Publication month! I will ask @bookcasehebden to order it for me :)', \"Servus Alice Bonasio! Happy to have you in our doido's family :) Tell me   what task do you want to delegate today? http://t.co/MquO7QcVqq\", '@daisychaindream Thanks lovely! #FF right back at you, have a lovely day :)', '@MDWidlake @mnorgaard Aaahhh! I see... :)', '@IleneVillanueva and you go and tell the whole world to touch them :-)', 'Thanks Jen...top weekend everyone! :) https://t.co/FjeTSJkmdq', '@chruIlo I have to add that to my information :) to be virgin it means that I have to bleed until I die right!! is that what virgin means 😊', '@badoinkofficial i can volunteer as one :p', '@Mapbox Nice! Can we use it on non-Mapbox maps or is still restricted to be used only with Mapbox basemaps? (contractually speaking :))', \"@Anna_Colom @UCLGlobalHealth @bbcmediaaction thanks for this. We'll get this added to our student and researchers job board :)\", '@wiquot Visit my blog http://t.co/UzOAqroWKx thanks :D', '@janpaul love me just a little bit more :-)', '@mmatto72 @Sandy_Toes75  I do love seafood :-)', '@VJAdeel \\nWeltum he teh dety :p Huh =D', '@tamrinm_sings oh okay, I am sure we will soon enough :)', \"10 followers who aren't part of that annoying twitter group this side please :)\", 'Photoset: katmtan: For the Swan Queen fandom :) Sorry the others are blurry! I was so far away and was... http://t.co/uVAZ6cA1Ig', 'Half 10 start :D', '@syukribinahmad have fun besok.. :)', 'Sighs\"@dcodedboii: Dont b stupid @sleekyskillz: Head Needed urgently ... pls apply within! :-)\"\"', '@jamestheeight Hey James, thanks for the tweet. Not currently, no :). Let us know if we can help with anything else. -AL', '@MyGardenCoachUK Appreciate the follow. Like your tweets :) Dorset is a beautiful place!', '@joohyunvrl you are a goddess :D', 'I honestly had a blast getting shitfaced with the chat and with all you kind souls donating over 70$ tonight, singing disney songs was :D', '@derabbie Hi Doug, how are you today? Thanks a lot for the follow, I look forward to tweeting with you :)', '@The_Witty_SRK @DeewaniVeronica Counted it too :p 28* Bnte hain ;p', 'Shiiiitt :)', '@AtushaAvarus..Yes, we all do sometimes. It will pass :)', '@readin_glasses in that case, cat videos are for all moods. I swear by them. :D', '@SyasyaSodikin rm35 but still can negooo, male :)', '@gfcuppatea Just like our sister show just said to you. Morning and welcome. :-)\\nHave a good day', '@akeihito @jongdeism madeline was in a little school run by nuns with a group of other little girls :-)', \"@Khaled_Moualdi I don't have anything I need to wake up for :)\", 'Good mornin my beautiful yapsters :-) Happy Friday and all that to you :-) xx', '@grim_tenmiles Finally got to ply my copy at ICON, so happy about that. And yes, I LOVE Alchemists :D @SilentiSonas @nxtrms', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x27', '@iocat Yes. Thats very good!:) Hope some news for dayz in game preview :)', 'Thug :)', '@mindwiped but tomorrow lmao hehe :D', '#ShareTheLove @hotwifecleo @_PetPuK_ @omaro22omaro for being top HighValue members this week :)', '@ReviewResorts @outboundapp thanks for sharing! Enjoy the app! Wishing you a wicked weekend :)', '@taemihns halsey : )', '@Manavparekh @BhaktisBanter pretty but not for a holiday :) #FlipkartFashionFriday', 'Happy 30th wedding anniversary to my folks :)', 'Just in case Bae acts brand new :)💘', \"@doublefall i'll have to ask first &gt;.&lt; i'll tell you in a few when she replies? :)\", \"@Condor_Ferries how's things looking for tomorrow? Does anything look like it will go wrong? :)\", 'When you complain to someone about something and in the middle of your conversation they ask to go to sleep. Wtf. Rude :)', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/IGc54dj3fJ.', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @Teny101', 'Jgh bonding with ma niggs :))\\n@_bonakid @Vernicks @glnntbngy @fafaarbiee_ http://t.co/7uiVxbZNMp', '@WforWoman \\nBring it on :))\\n#WSaleLove', 'Linking up with ReadingRes for #wordoftheweek #WotW http://t.co/2qdM3SDbMq Happy place!!! :-)', \"4:18am US EST... yeah, I earn money while I sleep....\\n\\nThe thing about me is... I don't sleep :-)... http://t.co/LdArqsrqa9\", '@JessLarum @mdoyle08 haha WHATEVS, JESS! we all know you thought surry hills was near botany! :)', '@LilPinkN1NjA Awwwww cute :D', \"@kungfuman316\\nWell, Gel didn't know, I think... but yeah Alison might. :p\", '@Faakh Lsa :D :D :D unexpected response fron unexpected person ;)', \"Another #ThankYou! for Debbie &amp; Carol :) “Thanks for seeing a record number of patients in the discharge lounge yesterday.  You're great!”\", 'Hi -@imrizzagaddi here :)', '@BillyAshworth93 Wrong Turn 6 it was amazing movie bro :))', 'Just got back from Walmart :-)', \"@angel_mahiyaa @apki_jasmine @pagallarkee @sweet_heena ok try to balance both twitter n studies.. but don't take a leave :)\", '@hayleybrown750 morning Hayley :-)', 'With the shoulder pads mounted my Inquisitor is finished... for now :)\\n#Cosplay #cosplayprogress… https://t.co/LrmYdhJRBF', '@gamewriterMike no problem Mike. :)', '@cshottubhire @whittakerdesig1 @GEM_Business67 @Oldham_Hour Tank u, have a great one hope ur busy :)', '@sunny_hundal is that an issue? I dunno. Housing. Low pay. Job insecurity. NHS. Devolution. Dress that up in patriotism if you like :-)', '@sweettoothmarti Thanks :)', \"@hallasdt hey halla, i love your group, the ark! Its nice to meet you too, jiyeon's the name :)\", 'Here if you want the full thing @SoaRJect :) https://t.co/Rgw0QCJ0Mo', '@BurntBrian352 Awesome Catch A Buzz video,Burnt Brian! That smoke mist is cool to the extreme!!! :D', 'OPI Avoplex Nail and Cuticle Replenishing Oil 15ml \\n\\nIdeal for rough heels and elbows too :) http://t.co/heuCtQaFlK', \"@timbudgen I'm serious - each one of those where an amazing submission in themselves. You've done well these weeks :)\", \"@LiamMitch99 Really glad to hear it. :) If you have anymore problems or need us we're only a tweet away. ^LB\", '@Aas2727 But living in good memories always cherish you as well :)', 'Last night was flipping great fun! Learnt how to do a backflip :D\\n\\n#JumpGiants #Backflip #FoamPit… https://t.co/sYYEwHxr5l', 'I just made a song :D :D Plz give me some feedback Link:: …', '@ejay21falcon I LOVE YOU!! From the USA. :)', '@meliefluous pamer? :)', \"@RyDemps89 Here's your invite to become a Scope influencer :) Details here: http://t.co/rrIFS8s3EK\", '@TonuvaCoaching @CoachLee @AnnieLN @marshawright @raybebaby781 @StefanPowell @OpenUniversity @prospect_uk @DrVictoriaG most kind thks -:)', '@zachbraff @torixoxx this is kind of true :p #ActuallyThough', \"Today's Arts and crafts session with Mehtab Aunty :)\", 'Just landed in GC!! Yeeew of to pre LAN :)', '@LuiisaAmadoo yeey :D', \"@korsikoff Strangely enough, the number of points you'll get all year too :))))\", '@ZedDBA No idea. I have to phone up and arrange. :)', 'Morning Twitter People :D', 'A little doodle of the star of my comic, Summoner, which will be back up soon :) #art #doodle http://t.co/7bgF2Y1Zc2', '@DatArabKiid none for you :) 🙅 http://t.co/M0M7ozhbxB', '@winnerdumb_ mind to follback? :)', '@LondonLycra can I see legs in lycra :p', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @Motlakasello', \"@VincentNewen Yes Vincent. We'll definitely do something about it.  :)\", '@ScottReevesFans where s his official account? :) couldnt find one.', '@sweettoothmarti should keep you going for a few mins lol :-)))))', '@composurs listen :-) buddy :-) u wanna play it like this :-)', \"@JoelSuthesh You're welcome :)\", '@CoolBlindTech Thanks for the follow! :)', '@RoySangwooKim congrats, Roy! :D', '@banouuu what ???:p', 'Agree great advice for all here :)  https://t.co/uKtJ8epz17', '@gloomyhome when you have time, need \\nno bg img\\ncircle crops of our heads\\nhelp with font? :D\\nthanks!\\nhttp://t.co/KQ8pICkSlC', '@TheSYLEPress @SciFiNow Great! I regret not getting a signed copy of #DeathOfGrass. John added \"thanks for loan of the lawnmower\" :-)', '@FraserNelson @Telegraph not a popular,or charismatic man.he will thrive long as the economy does,n when bubbles bursts so will Georgie :)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x26', 'This is great! :) https://t.co/deNyWenYXW', \"@dayordonez_ I'll save you some :)\", \"@ealilovic Don't get your hope up, you must travel a million years to get there in the first place :) #fls #sorry\", '@AndyHarker1 I will do. You too!! :) xx', '@joohyunvrl you have the kindest heart I ever know :D', 'Hey @SydHillsChamber welcome to our building. :) will drop in and say hello sometime next week.', '@spencerspellman thanks! ICeland was amazing! Crazy landscapes - hope you can get there soon! :)', '@zid_1899 yok lah.. see you :p', '@smitty6253 @Banks @Fintech @Pgelis @DuenaBlomstrom @StuartHeyworth going to be alot easier one way than the other is my view :)', '@8eff @OrangeKenya Why? i like it :)', '@labelsforlunch such a cute bag! :) #freebiefriday', 'Beautiful front view of La Concordia College visited and reunited with my friend xxxibmchll :)… https://t.co/icDEqKNMP6', 'Views from our office are pretty awesome and this is the ugly side! The sea side is even prettier :) http://t.co/c3dDU2rxnv', 'Hello this is not Imitatia oe Michelle, leave a mention :) #bot', '@0lliebudz I was waiting for a comeback  about how gross I am :-)', \"“ To treat two different things as equal is a form of injustice ” \\n\\n#feminism #ineedfeminismbecause .. actually we don't :p\", \"Soon... we haven't forgotten about our people from PTA :-) http://t.co/RXceUxbGY5\", '@GrahamTownsend wait... is EVERYONE in that photo on the phone? I wonder if they are talking to each other lol :D', \"@MrBoltonPTpage Why thank you James! If you're stuck for which cocktail to try next I definitely recommend the Virgin Redhead :) ^J\", '@rosehut1 Thanks for your RTs Rose, much appreciated. :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/lrUwXe378i.', 'Wacky :D https://t.co/UThCcBQnKD', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/CcAoyyAGJ7.', 'U should rather be finding the \"BESTS\" of a person than finding WORSTS, this makes ur life easy n the others too\\n#WayToLiveAHappyLife :)', \"@Kandelamison You're welcome - thanks for following back! :-)\", 'Awesome - looks a lot like the Hoxton in Holborn :) @TheHospitalClub  https://t.co/FJoaQ40aKz', '@thefrfamily @thenthefunbegan @larabee @3princess_1dude @LuminaraKing Thanks so much :) xx', 'http://t.co/FLVKMeaL1i TODAY IN TEE TOURNAMENT!! #EqualityAct GET YOURS FOR ONLY 11$!! :D http://t.co/7lwnbd1KvJ', \"@KBaitup oh no.....hope he's okay Karen. If he's like my old dog was he'll just start wagging his bum instead :)\", 'wwoooo late nite drawings everyone come watch :) https://t.co/iWTWzRFrKt', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @Thabang53214134', \"@Laiten1 @Kirst_Barrett That's ok :) Laiten - that's interesting, would you be able to tell us what the card looks like....?\", '@AndreyRussia33 I fell asleep arond 1:30 but it was really late considering I was working before and should have been exhausted :)', 'Oh its mean, i am mature :) http://t.co/dHZqvQ9YFq', '#FF keeping me busy :) @BrightGroup_USA @Bright_Group @FL_Childrens @FaberChildrens @AnimalStudio1 @HMHKids @bedfordcollege @Candlewick xx', '@MottFree Thanks for playing #JourneyPS4!  :D', \"The foam inside some lady's bra can mob a river!!!!:D=D. True or false?\", '@GeoffCrowther1 @Goldenorfephoto just about send an all persons bulletin.. well.. tweet. Folk on here are fantastic!  :)', 'Spring Fiesta 2015 \\n\\nMake Some Noise, Awuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuu!!!!!!!!! Aich :)', 'Its Sept 4th #rudramadevi #anushka @RanaDaggubati #Gunashekar Sir :) http://t.co/T0WI8giNeb', \"harryxhood you're really pretty and I love the feel of your account so yaya that's nice :) we don't talk at all which is upsetting\", \"@RyanGage Ooh what's that you're reading? New Humanist, that sounds interesting. Have you seen The Happy Reader magazine? :)\", 'Username Changed! :D', 'Rape time at it’s best :D http://t.co/fC5U1TusUk &gt;&gt; http://t.co/GBxQmizM7O http://t.co/0Um6xgpsAn', 'school in 5 weeks :)', 'Check out my ride in #CSRRacing for Android! Try it for FREE!\\nhttp://t.co/XVIgThe1j3 a new one :) http://t.co/fLbjhBYcEY', '@Nutsflipped_z_1 @Medina9996 :D absolutely. &amp; by the way, not 2 mention the lack of hygiene of tose very long clothes during hot temperature', 'you have changed so many lives too :) We love you so much! Best idols on the planet ♥  https://t.co/TmbsVgkBGw', '@mattturner102 Thanks as always for sharing the @NTYorkshire love Matt :) Will you be braving the weather this weekend?', 'Ready for the #GES2015Kenya :-) http://t.co/8kFb2ZjDPd', '@r77ank Great work Ryan!, super tidy! DM us your size &amp; address and we will post your #HagerGang t-shirt to you! :D', '@hunnest12 My bad :D ChanHun already have individual photoshoot afterall~', '@NKWarraich Sadkaay,,, Tharkness at peak :)', \"@F_O_R_E_S_TBOY WEll if that was a heatwave, we've lowered our standards. :-)\", 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x25', 'No Exams Today :-)', \"@jayyycgee Well you're about to get recruited to Team Doom. So The Nasty Crew is going to be affiliated. &gt;:)\", '@jazminbonilla77 jazmin Bonilla :), Wanna Secret guide to get Free Stars Kim Hollywood? Should check it now before you missed on my Bio', 'After Earth! :)) http://t.co/nrqNiBm7Ks', ':) where are you situated? @Hijay09', '@yamunakrish3 Cool :-)', '@oppentrapp Cool :D', '@JCMag82 Hi John, please call +33 1 64 74 40 00 or go to City Hall to know if someone found Ted. Have a lovely day :)', 'Pixgram is an app to have a creative slideshow with photos and music you love. Download Pixgram for free :) https://t.co/iiqnFeiB5s 😒🌚', 'Today is a Happy Day :)) .', '@rhutapatil Yeah sure. :)', '@CptFrantastic tentatively nibbling an apple and it seems okay :) xxx', '@davidwarner31 Awwww! Ivy,I love her so much,more than you I wanna meet her! ^-^ Sho cute and sweet. :D #Angel :)', '@shraddhaa9 btw will you remember... :)', '@Yolandy @Veho Post the vid! :)', \"@sweetnuskie i just did, i don't get it tbh :p but Ellie with superpowers is what i live for so i'm happy :p\", 'when u r obsessed with OTH and watching the whole show for a third time  :)))) 💗', 'when he thanked liam this year :)))))))) https://t.co/teLnqw7vMR', '@RSkrillex @kiranmanral @TurkeyIndia @TurkishAirlines @TK_INDIA @sid_travel thanks :)', 'I love @NabilahJKT48 ,Problem? :)\\n#NgarepFollbackDariNabilahJKT48', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/OE2D7PDVx4.', '@kentonchristina Lol! Big is beautiful and that applies to sunglasses too. Jackie O sunnies never go out of style :)))', \"@johnsonef184562  You're very welcome and than You :)\", \"@DMedibot (( its okay, now they're even! :D goodnight ))\", '@vinitneo great :), what did you think of it?', '@CoralKeers @CharlieL87 will do thanks. :)', '@JLo Happy Birthday Jlo  :D Forever JLovers &lt;3 I love you :)) Come to Turkey, Please :)', '#Goodafternoon &lt;3 Thanks for the collage &lt;3 Loved it :) http://t.co/WHa6yK5sWp', '@GoodwynsPetFood I would love some treats for my little furry friend Bruce :) x', '@natsu1725 @AdeccoWaytoWork \\nI did it ! I read all of it :) \\n\\n#KunoriforCEO #CEO1Month', \"@zakky12345 @kajen_bhavya Imagine News aayegi K is doing 3 Timming wiw Bips, Zareen &amp; Daisy.. B'coz 2 timming normal karte hai.. :p\", '@annisast okay. Thank you mak ∗lega∗ :))', 'They has a point! :) #marketing #branding http://t.co/DNL7f9WtXc', 'I really really really really really really like you :) :)\\n\\n#PSYGustoKita http://t.co/0fRd6bgkjE', '@nikkiaston Thank you very much for sharing, we are delighted that you enjoyed your day with us! :-)', '@DonnaMatton working it out, keep smiling :)', 'Lucky me! ~ Thanks sa spag and cake!! :)) &lt;3', '@RolfeW Thanks for the follow back! :)', '@ocecad34 hello :)', 'In the boat business maybe it\\'s \"outboarding\" too;)) coming back from a spell, reboarding?:) firing=offboarding! #HR https://t.co/l2Mcd1bW3w', '@Lee_Chetwynd Good morning! SN16 9DG but stop following and follow signs instead as soon as you see them :)', \"I'm playing Brain Dots : ) #BrainDots http://t.co/pM64zaogPN http://t.co/IGg9sNMM1O\", 'Why not :-) http://t.co/fhHCzktuxM', \"@shawill73 Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", 'Time to Fly :D', '@yashjejani he has a very good system, he trades bnf for 50 points. :) @TraderAdda', \"@Omundson If you got nothing to do tonight,there's a concert of @PaulCarella (he joined Jason&amp;Rob in Feb at their tour) at @theborderline :)\", '#VictoriaSecret #store is #open in #Finland #Helsinki #airport . Got to get a plane ticket to somewhere :)', '@OFCPangakoSayo So SWEET... Both of you are THE BEST. :)', 'Beyond excited for LA :-)', \"@nixdeedavid onting tiis lng yan Nikki :) ;) u'll get better anytime soon!\", '@PrinSlays you good lol I see how you feeling at nights :p', '@samloughlin40 @MyRhodia no problem :)', 'Steve Bell on John Prescott and the Labour leadership contest – cartoon http://t.co/RL68MFPtev Let loose the dog! :)', 'Upside down :D http://t.co/TPwmADzibD', 'Thanks for your favorite @forcommoncause! You are so appreciated. :)', '@AyaiZafri so next time you should get your fact right before making such a statement..:-)\\n#SelamatHariRaya http://t.co/xR1W7ZijCk', 'My running track this morning :) #lovesummertime Duke Dumont - I Got U (Official video) ft. Jax Jones https://t.co/WYD2wjFwN9 via @YouTube', '@smilebcbye :) awesomeee', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x24', '@scorp84 Perfect! It makes us so happy when you guys are content :)', 'Thanks Geoff :) @GPAssetFinance @BuyLocalVoucher @BeckettandCo @FrankHuntLondon @ellisonprinting @TheGastroClub @elitecleaning08', 'Update: just finished packing and now the fly is stuck in my room :))))))))', '@GetOutKids This is brilliant :)', '@Amm_Kelly Hey and thank you for following :)', 'Happy Birthday to the amazingly talanted @mitchgrassi Hope this year brings you happiness and success because you deserve it all. Cheers :)', 'Enjoy the pics!!!! :D', 'FNAF 4 dropped...looks like no sleep 4 me : )))))', \"@ImJustKindle I'll just be sitting over here with an android phone like :)\", 'follow my vsco :-) http://t.co/mrOzcRmNgO', \"@NautiPawz Thankies! :D It's fucking hot! :D xx\", '#FF @UltimateWedMag @wimagazine @weddinghelperuk @W_W_WeddingBlog @WeddingIdeas_TV @thewedcommunity our shoot Mon :) http://t.co/LMK5AEV1EK', \"@KnowledgeMagIND \\nYes I'm in &lt;3\\nBTW good hash tag :D\\n#IfIMeetAnAlien\", 'Yaaay I get to see my bff tomorrow :)', '@glitchfish looks gorgeous :)', '@RosieTheRunt @InokumaT You poor little thing! But what a cutie! :))', 'Have a happy weekend everyone and smile a lot. :)', \"@morrisblitz @sidmouthfolk if you want to catch up on last year's go to @MadJacksMorris YouTube page and go to the players section :-)\", '@real_liam_payne can u follbaaack me? :)', \"@KrisWilliams81 really? That's great. Once it cools down a bit here in AZ, i might give this &amp; the cauliflower one an attempt. Thanks :)\", '@soKRISme enjoy :) prinsesa', '@toots069 Yaaah both families, ours and sa side ng brother in law ko, back home are so happy and with peace of mind na. :)', '@StepintolifeYvl Amazing news! Enjoy your toy :)', '@imvnaj @bahetiridham @cinghh @sonamtillani Yesss!!! Sonaaaaaaa\\n is so beautifull :))))', 'ribs :)', '@truemuscle @SwallowUsDaily think in could get a sponsor :)', \"Oops, here's another one. Josephine's mirror. :) http://t.co/qwQOdEGPnS\", '@GuyLongworth yours too :))', '@HyundaiIndia #CretaPerfect4Me #CRETAperfectSUV Creta Has Won Loads Of Hearts In Some Days, Many More Hearts To Be Won :)', '@IRMUK  thanks for following @theWordCardiff #telecoms Happy Friday :)', '@judyetmkmma Thanks again for the retweet Judy :)', '.@TraveleadsUK Thanks for following us! Have a superb Friday :) #ff', \"@NightingaleMCPE Wait, we're not in the YouTube comment section of a video that slightly mentions science, are we? :)\", 'Meet Rakna :-) already love this little guy so much http://t.co/L8KX8flvcl', 'We r with u :-) http://t.co/mFIfaWQj3H', '@GallearBecca ew whose playing fifa ? And wow sounds like a good lineup :))', \"@74369slacker thank you :) I wouldn't survive P90x either, I'm only doing the P90, that's the easy version :)\", '#Dishoom Make way for #Rajnigandha :) Only 3 days to go before I share with u all my version of this beautiful #song http://t.co/Tl4Hj7Pb8u', '@eonnicchi the leader is Minju, the rapper is Yuna, the lead vocal is Yujin, i am Visual, maknae is Jane :)', 'i was literally just about to give up and just get general tickets but i tried one more time and i finally got m&amp;g :-)', '@LukeDAnello Hah, given Hawk fans are saying they are the greatest side in history along with their team of the 80s, talkback will be fun :D', \"@goldfrapp I'm sure it will be worth the wait. How exciting :-) x\", \"@himma85 We are in process of listing this feature mostly for all the cinema's. :)\", 'Also, went driving for an hour today, and on more main roads to the shops, and it went quite well :) thanks @ThatJessGirl92 😘😘', 'Waiting for @sugarblaster to defend this new fashion atrocity :p', 'I�m a Pandimensional being, you should see my other manifestations :)', '@cyrilthecynic Hey, for any further information you can give Argos card a ring on 0345 640 70 70 :)\\n\\nNad', \"@_kimikoo you're jealous of me :) and yes plezzzz😭 im so hungry rn\", '\"Hey I think I\\'m gonna have an asthma attack I don\\'t have my inhaler\" \\n\\n\"omg r u gonna be ok???\" \\n\\n\"Yeah u just took my breathe away :)\"', \"@Bluegirl200345 We're always here if you want to talk :)\\n~😊\", \"left @TheColtRising wasn't a good fit for the team, goodluck in the future guys! :)\", '@ClaireGibbsUK fantastic!!! Brilliant news :)', 'Blog Post &gt; THE HUNGER GAMES: MOCKINGJAY - PART 2 (2015): No More Teasers :-) http://t.co/QGsQkvrDIi \\n#TheHungerGames http://t.co/yOTeNaX7yR', '@unwoman EVERYONE adored you. Talking about it long after you left. New fans. I knew that would be the case. :-)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x23', \"@Troylr5ever hey, it's Reina :)\\nSorry for sounding weird, I felt like crying. http://t.co/ixPpsNWiQG\", 'I blogged, here it is :) Any excuse will not do!  Problem attenders http://t.co/qat0oRRfvY via @Michelle_mvhr', \"John is my fav too! :) and I also can't wait to see it!! https://t.co/KDb3D37RnI\", '@saritray2001 @ShiladityaBora Thank you! :)', '@MariaMoreroa #happy friday whn is u birthday all u younger sisters :D:))', '@andrekutyan Good going Andre! Keep it up :)', '@annneeee06 Mamayang 11pm part 2 something about 1D magic 89.9 radio :)', '@veijayen hahaha agreed with you sir ...:D @nair_rinku', '@alpstart Powys, close to the Shropshire border  :)', '@BBCNews @David_Cameron PICK ME PLEASE EMPLOYERS! :) http://t.co/vkKit1XOnT', \"School's finally out, and only three weeks left until I'm back in San Diego. :)\", '@PriestClass I jump all the time :p', \"@sambirdracing Me!! You'll have my support! :D\", '@ungiftedfuck thanks :)', '@985_6097 LOL :) Thank you. He is definitely a source of appeasement...', '@ShadEO9 No worries! Let us know how it goes :) ¦ AJ', '@EndresErik Ever been in this situation? https://t.co/FlhnHFZlSW - Thanks for the favourite :)', '@EndresErik My kid has this certain action when he does his little grunt - http://t.co/ACVMP4xiDw - Thanks for favouriting :)', 'Then sc me :)', '@Barrastinian @chunkymark they would call it the Anti-Christ m8 :D', '@BergsonSandra Its getting big! :-)', '@JaHz73 Thanks for the share Ju :D', 'Yes, He does :) [pic] — https://t.co/WDgaxar1T7', '@UrTypicalDragon @MC_Lindseyy yes jack i fucking am :) thanks.', '@PrinceOfRnbZJM please read and reply my dm please.. :)', '@spike_osullivan @ssearena @TheXFactor Brilliant :-)', '@PopsRamjet come one, every now and then is not so bad :)', \"Halfway around the world and you've got nothing better to do, but to go after your ex best friend who's forgotten all about you :-)\", \"@EnRoute2BeFit If people don't have anything postive to say they should keep their opinions to themselves :) Looking good / strong as always\", '@GUCCIGiRRL_ I luv ur avi :)))', 'Happy Friday lovelies! Have a great day and a lovely weekend :)  #friday #smile #weekend #fridayfeeling http://t.co/3ZEfQHXe4y', '@steer_michael Dare you to run in the corridor :-)', \"@llMGWVll Thank you so much for the mention! You're Awesome!! :)\", '@THEINFORMINE Hello :) and #FFBack !', 'Close enough? 👯 hmmmm :)))) https://t.co/liow4bIzI7', '@Alex_OllyM_NH me neither :) excited!!!!! 🎉🎉🎉 xxx', \"@tammysoffices You can! :) Here's a quick rundown: https://t.co/ajnqMJww1e -Mary\", '@vyroh20_  done yah :)', 'Get the amazing leviboard! This thing is the future of travel! Buy now and get 20% off :) Go to… https://t.co/xItDPKMSzn', 'Black and blue :) https://t.co/v3jnKWMxCM', 'Welcome to Kleper-452b!!  \\n:) https://t.co/KaTMAjqaTH', '@ellekagaoan @chinmarquez Catch up once in a while :( &gt;:D&lt; @aditriphosphate @ErinMonzon', \"It's my birthday and once again @RebeccaMorse10 proves why she is my favourite news reader with her impeccable fashion sense :)\", \"@_ridabot let's talk about setokido :D\", '@binkle yeah really I shoulda had my hippo ones on :)', '@oxyoshi_ done :)', 'Help me be materialistic and enter this showpo giveaway :D *cough*@Artofsleepingin*cough* http://t.co/InF1DVKHZk', '@_kairoline i asked @dll_fshoppe if she can open :)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x22', '@schangmine follow me back? thankyou! :)', '@ArakinUK @Huskyteer I trust you backed it then :)', '@crinklysmilelou thank you! :D', '@Clevelandpro65 Thanks.:)☺️', '@justinbieber it makesme happy to see this :) keep smiling we love u', '@Shovz92 @Meli_bytes Sorted :D Santorini here we come #Escape', '@beatport to team up with @Spotify . Hoping to find the Beatport collection via Spotify soon! :) http://t.co/Lvycav0kNH', 'HELLO! 👊🏻“@YayanijadeEpal: Hi :) \\n#TRMDHesitant”', '@Merinpinpin Manuel Valls, King of the Seven Kingdoms, King of the Andals and the First Men :D', \"@CurlyWhirleez Hi guys, how's it going? Thanks for the follow! Have a great day :)\", \"Someone more mature than me taught me once how to hide your privacy. He was wise. :) Now it's time to me to grow up in some ways.\", '@DancingSakura Natsuki often writes really catchy songs :D', 'Coughed myself awake :-)', \"@arsenalnewsasit You're welcome Neil :). What's the next match in Emirates?\", '@HolmesdaleCC Brill let us know when will have camera ready :)', '@stumac1974 Urquhart Castle: http://t.co/bSgiJFpICc Find all events here: http://t.co/cCS5QGfkk7 Hope that helps :)', '@TetrologyGaming @Adobe @ZynovFTW @MrProWestie @TwoScotsmen simple is generally better. But I like the glass shatter one. Nice contrast :)', \"Anyone need a ride to #educampAKL tomorrow? Am leaving Rotorua early in the morning. Can pick people up on the way if you'd like to come! :)\", '@Humna__Khan pehly gold phir old... :D', \"somi is definitely so much more beautiful and better than you will ever be so i guess you people are just jealous bc you ain't her :-)\", 'Happy burfday to me :D', \"Here's a cute panda to make your day! :) http://t.co/jeVWqXIK1r http://t.co/DIL4YjCadQ\", 'I Need You :)\\nMy #TeenChoice for #ChoiceInternationalArtist is #SuperJunior!', '@LukePolistena Glad to hear that they solved it Luke :) What was the name of the store so we can pass on your kind words? Gen', 'Late Lunch :) #KFC @ University of Santo Tomas https://t.co/j21mgszCC8', '@NefariousBella9 @laurenkatebooks @Fallen_Series @FallenSagaEn @Fallenatics17 @Addijay love it! :)', \"@Author_Swati I'm so proud to have worked on it, I hope you enjoy it. Let me know you're views once you do :)\", '@clmazin @johnaugust Norhing but the Dialogue was so helpful! More like this please! Love you guys :)', '@siany30 Thank you for coming last night! Was great to see you :)', '@flowersandcards Have a lovely time! If you get a chance, come say hello to us in the Garden &amp; Home Area, really hope you enjoy the show :)', 'You call me anything along the lines of \"Jojo\" and I will chainsaw you. :-)', \"All I'm just gonna do is laugh and shake my head - Life is filled with a lot amusement :) Lol\", '@Shenali_t sure will! :))', '@TheHouseOfMan Appreciate the follow :) have a lovely weekend!', 'Sense Of Awe :) http://t.co/JTjojcdhWG via @Dilbert_Daily', \"She's nice. :-)\", \"Here's a cute panda to make your day! :) http://t.co/WRhMpnLpq3 http://t.co/RsCxtwKaeI\", 'Not strong at moment... but me get better so can protect! :D', 'Need a shower and food first though :)', \"@mundeduk may well pop round 2ish. It's the school holidays :)\", '@thefahadmustafa.waiting fahad bhai... :-) and please invite #iqrar and #waseem bhai in your show', '@ileana_official Its not fair...... what about us??? Fans like us from Abroad will get hurt..... :)', '@envydanneh need to put me in that rotation lol :)', '@sculptorfred very welcome :)', '@debcridland hey you survived the train :D', 'Delicious moviee :D ★ Chef (at Grogol) — https://t.co/LjtolXzqe3', 'Thank you :) \"@khuzy_k: @Miss_Sejeng Happy birthday!\"', '[ Singles &amp; Dating ] Open Question : How can I start and keep a long and happy long-distance relationship?: Hi :) last week I was in a…', '@DrJonesWales no problem Rhys, have a good day. :)', \"@elliegoulding just wanted 2 let u know that the music video for pwrfl didn't make sense but u having superpowers was hot :)\", '@jalilshop Visit my blog http://t.co/UzOAqroWKx thanks :D', '\"That\\'s a different department :D This is the #1 benefit of B2B vs B2C. It\\'s someone else\\'s money.\" Not soo funny enterprison ideas.', '@CattibrieShelly @MolyneuxAssoc @twiskerIFA @BradsPR @CHSW @SouthWestBiz @LAGTC @Littlehempston @falmouthbiz @LeadingWomenUK thank you :)', '#schoolsoutforsummer Good luck all those fellow #parents who juggle work and the children :-) xx', '@catameringue @VivianBloom Purrthos, Cathos and Catamis :D', 'Give it all. :D', '@Cryspp_ Hi! I see u like FourFiveSeconds and think u might like \"Deaf Ears\" https://t.co/T0SBDozPFj .Plz let me know what u think :)', \"@Moorgard I'm more for the drugs and alcohol Apexis Crystal Meth and Apexis Crystal Champagne while watching Apexis Crystal Palace FC :)\", 'made some stuff tonight for a streamer :) it felt really nice getting the creative juices flowing again. havent done that in a while', '😂😂thank you! :D https://t.co/V6aV6doasy', '@DrChauhanKS Great response! The correct hashtag is #CRETAperfectSUV :) #CretaPerfect4Me', 'New @DeirdreOKane1 portrait by Izumi Fugiwara at @ShowgroundsSC Clonmel! \\nSo refreshing and vibrant : ) http://t.co/gkyDGT1DEH', '@bravefrontiergl Do you guys have an estimated time when the server would be up? :)', \"@OMFGitsGEENA nope nope, it's better to keep quiet :)\", 'Done! Yey :)', \"@sabah_cenatic insha'allah.. It wil.. :)\", '#@TheWineSociety: .@Vin_dourthe will be very pleased to here it! :)… http://t.co/i9zotnyyec', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x21', 'awww lovely trend!!!\\n\\nno doubt in that :)\\n\\n#AkshayMostLovedSuperstarEver', '@alIthingsluke haha just indirecting my best friend on here :))', \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/5Z4aDMu7tx http://t.co/qhhOGhM97S\", \"things are not looking great but it's alright :-)\", '#AskUrban. Ask us any question. :)', '@BarbieDevotees lyka follow back na :)', '@jackieECOSSE perfect evening light helped, have a good one Jackie :)', 'BEAT DA BEAT sits well with @slashgear (includes new video) :-) http://t.co/lFm9Zq4Tj2 #mobilegames #ios8 #Android http://t.co/3xo8zsLtVX', \"I always tell myself to not take that nap because I won't be able to sleep at night but like I always take that nap :-)\", 'my aff uname id jonginuh, feel free to add me :)', 'Billie :-)  But what happened to his arm???', \"TGIF! Forecast is rain from 10am to 5am :D In a weird way, I don't mind! I'm in work anyway and the rain can be kinda soothing in Summer ^^\", '@GrevinJeanOM @TiiiTou76 Final Fantasy VII :)', '@OlicityLF @xsupersarah You sweetheart! Thank you! :)', \"@Formation_media We can't, it's going to be great :D\", \"@ericszmanda The happiest birthday to you! I hope you'll have a wonderful day! :)\", '@Hre_Krsna thank you. ..:-)', 'Get your party shoes ready - only 8 days to go till the next Keep Calm Jump On party :) Special party ticket... http://t.co/4mmDQLpEA6', \"@dylanobrien @MazeRunnerMovie IT IS JUST BEYOND WORDS, sooooooo freaking good! I'm going to die before it comes out!! :D\", '@square_rest we like this wonderful and original recipe! we share with #foiegras lovers! :)', '@Real_Liam_Payne :))) and zayn :)))', '@seb_grant Woah. Okay. Expect tweets when this fucker dies again! :)', 'it was a really good stream @radiosilents! thank you! :)', '@mbukmagazine Pet Mouse has to be the winner, thanks :)', 'New story illustration for your visual pleasure. Thanks for looking :) https://t.co/zIITPKlIPz', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/yJz224nLXb.', '@cthblink182 :) yeah no problem!', '@pulkitpoddar1 wohoo...you are colour perfect :) #WSaleLove', 'Thanks for the follow and back at ya :) @DANCEFORCE3', '@H20akes \"Gleam of Jazz\" is my original painting. Thanks a lot for the Retweet! :) x', 'Just 5 mins can do so much :) http://t.co/7QzgHrnGNq', \"@clarelea101 Deal. I'm great with kids :)\", '@WOMADCHARLTONPK HERE WE COME!! Hope it stops raining at some point :D', 'Google has made @narendramodi really very sad about @ImranKhanPTI not becoming Prime Minister. :p @PTIofficial @pmln_org', \"have an idea :D for the #sunjam!!! hope i don't rip off people in the process *cough cough*\", '@bull I think I was the only designer in the industry not present :)', 'We like to keep students busy with practicing and using English in proactive environment. :)', '@MikeDuffy_20 Thanks - nice to finally see the end of the works (nearly...) :)', \"@egaroo You're welcome, I'm glad you liked it :)\", 'Unreal training boys!\\nAwesome work Zaine, Zac and Isaac! :)\\nOss! http://t.co/jisayDDWve', 'I just remembered my \"Oh my God Frank Iero\" phase. :D', '@koshisojha Thankyou bro :)', '@davidwarner31 Lol. One word, David. :)', \"@sculptorfred You're doing well for a beginner then! Thanks for the follow too. Have a good weekend :)\", 'The sun may not be shining here, but at least its nearly the weekend!!! Happy Friday People :-) http://t.co/T1x9Cl7NE8', '.@UnityCSGOTeam tomorrow morning mate :)', 'My beautiful sunflowers on a sunny Friday morning off :) #sunflowers #favourites #happy #Friday off… https://t.co/3tfYom0N1i', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @AlettaPetros', \"Who trying to go to the movies tommarow I'll pay :)\", '@HollyyLive yo yall should invite me for ranked :))))', '@HungryLionSA TV Game as a kid :) #BirthdayMonth', \"since no ones up &amp; I'm bored :) add me http://t.co/mzrlwm2WuT\", '@effinoreos HAPPY 15th BIRTHDAY VIANEY!!! (a.k.a BFF) :) #bffs #youre15 #july24th #birthdaygirl :D', \"@ArcaneToaster My town's sister town :D\", '@MTVDancer @periscopeco @SingOutRuiz all fixed! :-) Thanks Andrew!', '@GarryKGraham @Jacedafaceis Yeah I had 2 keys too.  You can guess who I gave mine too :D', \"Time for an awwww with Connie &amp; Don't forget to checkout her #brilliant music vids on #YouTube &amp; follow with us :-) https://t.co/ISUv4xvNtD\", 'We love #Friday :)', 'OTWOL shooting awhile ago! :) -G\\n\\n#OTWOLGrandTrailer http://t.co/CzzCXsfjiP', 'Single Man :) :* http://t.co/XH4o3z1mwt', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x20', '\"I am just a girl, standing in front of a boy, asking him to love her\" my all-time favorite quote from a Julia Robert movie, haha! :)', 'Awwhh #cute #bulldog #Friday #happy \\nHave a good friday everyone :) x http://t.co/cJ1t3JPqvE', \"@KishanU14 that's unfortunate! Our best advice is to call our support team on: 02079 490 132. Let us know how you get on :)\", 'I was just watching \"A baby is born!\" Episode and I can\\'t help but think @katilette is sweet, kind, caring and has had 5 kids. Keep it up :)', '@MarkMan23 someone say @madcatz? :p  #FightStickFriday http://t.co/UdzZZaJkBU', '@yildotweets @_uzumce \\nand eat and drink and be not extravagant; \\nsurely He does not love the extravagant.\\n:))\\nw', '@clairebearbunch @BeeRummie @racheyra @greigo_uk @phillipross11 @janesgrapevine @LeinadDOP80 morning! Have a lucky Friday folks :)', '9am tearout selektion with the yoot! :) http://t.co/j6ygzWYc4q', '@BeingAv13 fingers crossed :-) #BajrangiBhaijaanHighestWeek1', \"@justrena then I'll try to write something about dead people today :)\", \"Congratulations and well deserved @mysightnotts! We're buzzing for you! :) https://t.co/pm9Cu3zoEe\", 'Was drawing for fun, subject is a friend :) http://t.co/FbVXnpNoo8', 'Goodafternoon :)) Gudday~', \"@Davealwalker  Hey Dave, I'd like to help! Could you DM me your full address and drop me a tweet once you have please? :) #HaileyHelps\", '@emis_nug Indeed. Thanks for link to article :)', '@_Floydian Happy Eid Mubarak brotheeeeerrrr :D', '@paulsouthcott Hey Paul, have a great day :)', '@OfficialKatzD Great photos, thank you very much for sharing your adventure with us! :-)', '@natsu1725 @AdeccoWaytoWork \\nWent to Tokyo station for dinner :) \\nits good to see someone from Kansai area !\\n#KunoriforCEO #CEO1Month', '@Fearnecotton good luck and cherish what you have an amazing gift of life :)', 'Going on a follow spree!! And l took this selfie :) http://t.co/YjGw3Rbmf9', '@avonfvcks ID BE SO GRATEFUL IF YOU GIFTED ME #NotAnApology :-)', 'I Love You :)\\nMy #TeenChoice for #ChoiceInternationalArtist is #SuperJunior!', '@safirahasnaerdy follback?:)) x', '\"Day In Life\"-video uppe om 60 minuter! :D', '@niftyplayer @greyfool Sir I wish such detailed data was available in India :-)', \"@sophieb666 I couldn't agree more :-)\", 'Soooo pretty :D https://t.co/QKGhVfeL6o', '@gothsirius @vltraviolet my main man jesus just looking out for me :)', \"@halfmoonrun Got my ticket for Amsterdam! Can't wait to see you guys perform for the 3rd time :)\", \"@SuperEezy lets do it. You drink again? If not I'll both your drinks and mine :)\", 'Nextweek :) @zfzar', 'sends booty pics 2 my bestfriend bcuz what is a bae :-)', '@Saeek Step is good option in that case ... I use that a lot . Stable and sturdy :) \\n@Ktens @vindee', \"@KingRappaDZappa Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", '@ollyofficial how are you Olly? :)', 'lukkkee my birthday is in 3 days it would be an awesome birthday present to get your follow !!:) @Luke5SOS', '@priyashaki93 hehe..ok da..am leaving now..see u again.ensoi lunch and day..keep smiles n tc madam :))', '@montague_web  thanks for following @evolvetelecom #telecoms Happy Friday :)', 'AMAZING, you all deserve it siddi :D https://t.co/2bf3PInklo', '@Matttubbb thank you and thanks for watching :)', 'Leader ulit. :) http://t.co/upkfI1udbz', 'I had a good dream. Its a sign that Im going to get along with my unknown roomie. :)', 'Hi @dluxjed, thanks for connecting. We specialise in thermal imaging surveys – here if you need us :)', 'Gn :) Jesus loves u all', '@spreecoza Awesome, thanks so much for helping me :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/hiacH6jXzR.', 'http://t.co/dpf5i2xYs9 &lt;&lt; Make sure you have a look &amp; leave a comment on our articles :) http://t.co/gZdJJ0tKrk', '@medinitalopez I will ^^ thanks bae :)', '@josephcaptures did u know that in some places thats ok as long ur gf gives consent and so does her family :)', 'Hey @AlexAllTimeLow , is it you? :D http://t.co/VvX86aPLwA', 'My mister is the best mister :) supportive, kind, and absolutely amazing :3 http://t.co/dyvOozCwRN', '@spencerlist Yay another vine I love it. PLEASE can you do more vines?With peyton too :)', '@SAnneLloyd I will thanks. :)', 'I am actually enjoying Nagato Yuki-chan no Shoushitsu more than I thought I would :D', '@TheBlazeHotList \\nI blocked him too. Because I can :)', '@KandelRamesh1 Thankyou so much :)', '@MikeyyGee_562 @thatdudegalvan_ You would know huh , looking in the mirror every day :)', 'ArchdBanterbury ArchdBanterbury ArchdBanterbury ExpertTradesmen So who is feeling sharp this #friday #morning :) #banter #quiz #tradetalk ……', '@skyfurry big floofs in your face muahah &gt;:)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x19', 'goodnight :))', '@alicecrumbs @elbow @meatbingo @govindajeggy Thank you Alice :)', \"@dandyxpandy I think it's well past that :D and gives me so much anticipation for the future!!!\", 'JDs! Laro tayo :) Tag your answers to us with our ht :)\\n\\nangElica - \"anghel\" :---))\\n\\n#OTWOLGrandTrailer -AA http://t.co/88Z4dcqJSf', '@fellagenshit Thank you kkk :)', '@gculloty87 @linda_regan @retrodramafans Yeah! She plays the pretty girl at the bus stop :) X', '@Miangeorges ok good :)', '@phoenixtail26 is it a macbook? https://t.co/liUXCEF1gs :p', '@JediOMG Id like to think people know who I am :)', \"Took leave to rehearse for @MOEsg's #YouthCelebrate at @SGSportsHub. Keep my bro @GeraldKoh987 company on @987fm! :) http://t.co/Ajk6gD0Hdn\", 'muted :-)', \"it's not okay now, but i will be okay :)\", '@WindowsInd waiting for 29th July :D', '@magicbricks will be coming tomorrow team ;) Count me in :) #GOHF', '@SpazzyTsukihara link plz :p', '@kyusicwon done :)', 'First time buyers your invited :-)\\n@love_belfast @TheDevenish @FailteFeirste @TheParlourH_B @tonyandjens @WHBelfast http://t.co/yYoX1ZKUdM', 'new still :) http://t.co/hvs9S8zBIb', \"@clarkkrm I'll be living with a vegetarian too so I'm sure she'll help me :)\", '@davey_steven good morning Steve ...have a gooday! #ff :)', '@JJSmith_xXx Hi Jack, best thing to do would be to call 101 :)', 'amazing when I answer the door to the mail man and he tells me I look rough, yep thanks :)', '@jazminbonilla77 jazmin Bonilla :), I just want to info you there is a Secret to get 12000 Stars Kim HOllywood, Check them on my Bio', '@IsmailHasan19  a mail follback :)', 'Thanks for Sharing Dear Oshieer! :)\\n\\n#realreviews #happycustomers #realoshi #dealsuthaonotebachao http://t.co/kskcAhbmEu', 'Found this little guy at my store. no bigger then a dime. :) http://t.co/Rp4jrbK9eS', 'Thanks a lot Carol, the same to you! :-) #FF @Carol1MY  https://t.co/eiKOuPV2ki', '@MikeJack1976 Thankyou very much. We are happy to hear you enjoyed your tour! :)', '@izblariana baby Im worth it uhuh :) 🎵🎵🎵🎵', '@iarunsb waiting for the code now :)', '@ydirikk welcome on board :)', '@Raheelk We wish you a pleasant time on-board, Raheel :) #FlyHigh', \"Let's do this again :) http://t.co/fa56o6DOlq\", '@Real_Liam_Payne a little suggestion that we do another 1D Day :)', \"@ManhattanMango or if they're even familiar with the idea if snapchat. Im sure they have phones but question is are they bothered enough? :p\", 'Thanks Everette Taylor for the follow! We appreciate the support! Be sure to like us on Facebook :) http://t.co/G7n0T1vB6W', '@TheVan @SenorRajD Fair enough :-)', 'Done :)', '@WforWoman \\nHa-ha, But Only of Couple of Girls :)\\n#WSaleLove', '@Movieespeech Hey and thank you for following :)', '@PeachyLoans yes please would be great for work :D #Peachyloans #FridayFreebie  xx', '@madness_Noeli Thanks for the retweet Noe :)', \"@carmelaaacuenco Just kidding . I'm 20 :)\", 'Work today for a better tomorrow. :)', 'wow i like ur tattoos — Thank you :) I love them too! http://t.co/PGWyJGtp0u', 'Yisss! #bindingofissac ! Been waiting for #xboxone release :) Well done on the console release! @EdmundMcMillenn  https://t.co/DzIj2QfEJp', \"If you want a dm to justin let me know and I'll gladly give it to you :)\", 'My gorgeous son &amp; I in #Morocco last year with @gadventures . What a special #holiday that was. Peru nxt year! :) http://t.co/sRRNYTas7b', '@Tyrmack4 all BPs to the snap :)', 'Up early for work. :)', '@MariaSharapova @RalphLauren resort right? :)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x18', '@sugarplumsteve or she can just win bob :) :)', '@LinnJennie :) HavuuuuuLoveYou♥uuuuuuuu:) http://t.co/FMGFgsl2uY', '@Osphate I just started using mine a few weeks ago :) After a long break.', '@HowieNatasha Try to stay possitve hun :) Sending hugs :) Hopeyou are as ok as you can be sweetie xxxx', '@KageYashsa Have fun :p', 'but look forward to joining the conversation! :)\\n@ArmonRaE @lordcropes no movie has but books', \"@FTlove4good One more 'thank you' to FT fandom from my side too :)\", 'Now this is what I call #ThrowbackFriday !! Christen ki yaad aa Gayi :D  https://t.co/RHTce9ByRd', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/6LyskBfqFG.', \"@davey_steven and you! Hope it's a great one :)\", \"The one time I went outside to look at stars and be peaceful I saw a opossum running thru my bushes so that shit ain't for me :-)\", '@putriisabrina ok no worries :)', 'Have a nice day queen! :) @esthercarodan', '@ScreamingJoypad A belated good morning to you, sir :D', '@srcglide Yeahh 100% &amp; have a good day too :)', '@UmmJihad1 funny how you use \"kuffar\" computers, cell phones and social media to spread your diarrhea though. Immigrant lice :D', 'Looking for fun? KIK - goictived70685 #kik #kikmeguys #xxx #tagsforlikes #webcam #trapmusic #hotmusicdelocos :) http://t.co/45Rc6ZgQ2Z', \"@gfcuppatea Morning.  Hope you're keeping well.\\nGot anything nice planed for the weekend?\\nThanks for the follow as well.  :-)\", '@kkkdave keeps asking me to show him my kinickers Miss. Next time you see him, can you beat him extra hard please? Very kind of u :)', 'Best night of my life!!!:)', 'Happy Friday all :-)\\n\\nYou can catch us on 01282 452096 if you want a chat :-) http://t.co/kFxVLYxPsW', '@btstwit_ shady af lol the management said no reservation on 11 sept :)  https://t.co/9QW1TJcnzD', '@Jenbag @dowsingforsound @camideasfest @ADFofficial @CambLiveTrust happy days, will get tkts too :)', '@DrakesRest likewise on the incredible food folks - keep up the great work! :D', 'Have a good day/ good night\\nEnjoy :) http://t.co/uj2nwuQTby', \"@KarlreMarks Say hello to 'overgeneralization'! :-)\", '@gabanna_21 yeah I will :) and Ikr 😍 I like the pic', \"@wuthering_alice I like that it doesn't have to be about consumerism :) Treat Yo Soul\", \"@oconnor_max YAY! Can't wait! Hope I can keep up - been swimming more than riding recently, but will do my best :)\", 'Feeling like shit :-)', \"i'll add more fics tomorrow :D\", '#ouch slip disc is sore today\\nbring on thw swimming and chutes :)', 'Morning everyone! :D', 'Great way to start the day!  :D http://t.co/N5nOp3FfnX', '@UnMondeHistoire chalut :)', \"@HugeFormula1Fan Give me a minute. I'll take a look. :)\", 'http://t.co/2GnmiplU4B listen live! :) :) :)', \"This dog guy is hilarious @BBC3CR @jvsshow brilliant interview - replay on iplayer later it's so funny :)\", 'Stats for the day have arrived. 4 new followers and NO unfollowers :) via http://t.co/Hk8VpyVCu6.', 'Making me come at 10am when the test is at 11am, thanks for the unneeded stress :)', '@Dinnerbone *Future MegaMoh in 7/29/2015* Happy Birthday to me :)', 'Lol, Happy Friday peeps! :D http://t.co/cOwsS5v5oY', 'Men are like power tools. They make a lot of noise but its hard to get them to work. :)', '@otraclace well I travel all around New Zealand in the holidays so hopefully we could meet up? :D', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/C5WupnoeRn.', \"@michael_lavro yeah and when everyone wakes up in the morning they'll see your big pile of dump :) cool\", \"@claralikesarah actually, gf couscous is not as bad as I thought it would be. I'll send you some links :)\", '@trevorbeatsdrum nice! It sounds awesome! :)', \"@JackieYunTweets More about things I know... Women's Fiction :)\", \"@ManiMint_ you're welcome :)\", '@fouraroundworld thanks for sharing! Wishing you a wicked weekend :)', '@nickgerig Wahahaah. If only :p', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x17', \"@SazzylSquires Thank you very much lovely, I'm really pleased you did :)\", 'When people tell me I have good taste in music :D ^.^', '@bng_ynggk he looks different??? :)))', 'I want to read that @KirkdaleBooks. Orhan Pamuk is my hero :)', '@DAlmendary @mimoha22 @iamsrk @AsmaMnh16 @DoaaAhmed001 good morning :-) http://t.co/PTI3r1rLDg', 'Fall in love under a canopy of maple leaves! Secrets at Maple Syrup Farm is out now :) Happy Friday, all! xx http://t.co/fQeQlpk32A', '@stephbichard thank you Stephanie! Ily2 💖💖:)', '@magicbricks @iamKaranB congrtaualtions :)', \"@InspectorsClews Oh of course, that's how I understand it. I noticed the issue as well. And Phileas Club inc tomorrow! :)\", '@justinbieber when you smile, I smile :)', '@simonxxx_ follback :)', \"I'm not a photographs. just Phonegraphs :)\", 'Srsly today was like the best day ever :))', '@PacketSmuggler haha, no not at all; 10:17 here :D', '@arifa_pwincess happy birthday ripaaaaa ❤ :)', 'Guys with blue eyes :D', '@socio_foodie ye banate hain :D', 'Good morning :) I hope Friday is off to a great start for you! x', '@CV_UHB the patients. Children crying in x ray dept...not to leave lol. Must say its a lovely, very pleasant hospital. Have a grt weekend :)', \"@rusmexuswriters I have seen some of the new features, but I've not tried the infographic yet, sounds like good stuff :D\", '#ShareTheLove @oymgroup @musicartisthere for being top HighValue members this week :) @nataliavas http://t.co/IWSDMtcayt', \"The four o'clock coffee habit. :-)\", '#ThankYou1Dfor a great roadtrip during the WWAT :)', \"@rusintez @mafintosh Ok, 19:30 at the Apple store at IFC. Then we'll pick a place to go to :-)\", \"I didn't changed, you just didn't know who I really am :) #credits\", \"Yes! Bath Bombs are back two great new products! I can't wait to order mine :) Whip me up Bag of Bombs... http://t.co/lvWKZFdFW8\", 'please throw your awesome smile lilsisbro @nabilahJKT48 @difaryansyah @maddijanemusic :) hopefully your career is always SUCCESS.!!.', 'New phone, today was cool :)', \"Just pre-ordered Pixar's Inside Out steelbook! :D http://t.co/SnV316MfAH\", '@chanhun4exo welcome :)', '@ForYourKindInfo hmm thanks :)', '@BhaktisBanter @PallaviRuhail #FlipkartFashionFriday \\nI just loved this...Hope U love it too :) http://t.co/SCwIVZmIWb', '@ChantraNan I hope your okay! *super big smiles and hugs* :)\\\\(^.^)/', '@glowypanda @Beakmoo @Pani_Bufetowa It made me happy, too. :-)', 'Pegell, lemess (n) :D', 'I Miss You :)\\nMy #TeenChoice for #ChoiceInternationalArtist is #SuperJunior!', '@khenderson004 @Sting Kyle, we wont be sending emails right now but ur paypal confirmation is all you need on the night :) See u in Oct!', '@abejz_no tud jst :D', \"@MrsFarmerCookie They're so addictive aren't they! Beautiful flowers :) and Humphrey is very cute!\", '@Tulki Any help / advice / info you need - just yell :) You can normally catch us on here, erm, all the time ;)', 'Walk Back From The Breach .... :))) http://t.co/iZHXKoABi8', 'Happy Birthday for July 24th! :) http://t.co/0YwJ3Efsjg #superheroes #scififan @RealLyndaCarter @AnnaPaquin @EmilyBett', '@Nigella_Lawson Lemons  bought for yogurt pot cake. Discovered yogurt out of date!  lemon version of liquorice pud possible do you think? :)', '@concertina226 I am trusting enough to believe you and I salute you! :)', \"@robinrimbaud I'm also moving tomorrow. Good luck with it all :-)\", \"@simonwaugh You're welcome :)\", \"Tell him that I'm here. :) http://t.co/IDT0YCr8NP\", 'Made Cajun chicken with spiced Couscous for dinner! So yum :)\\n#cajunchicken #couscous #food #dinner… https://t.co/kkTgTf0qVG', '@Hell_enaDaVex true shit :)', '@cultofengineer Glad :D', \"congratulation once again... INFINITE deserved it... :D fighting for Mubank today. I'll always support INFINITE ^^ https://t.co/9ZkFNrObsC\", '@3F_Bildideen gern :) @UllaNeuhaus @HeimlichUte @LRVertriebspart @vivadihotel @wellpresso @IhrWellnessTipp @bad_deluxe @Zaubermaus57', '@JessicaTM23 happy belated birthday cikaaa☺wish you all the best o:) maaf telat ngucapinnya :D', '@zavvi @b9scottuk @gkm86 maaaaaay have just pre-ordered :D', '@stelcoco Larry is real :)', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/a7adI6uFtX.', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x16', '@kawaiinekolaura tuesday :))))))', 'After a long day/week, #Viparita #Karani (#LegsUpTheWall) is the perfect pose to unwind... EnJOY!!! :-) http://t.co/VGoOFhLeqr', '@marilynemy_ good night :)', '@DeMusliM jesus :D what is going on ? first you get robbed and now this ....', 'This is Coco, she does like to be comfy :) http://t.co/1hQv6UiOe8', 'Oh, the beauty of the world under water :)\\n\\nhttp://t.co/JruoM8s53X', 'But yeah if you call me \"jalulu\" don\\'t even continue to talk to me @ all cause I hate you :D', 'Off to the USA! Rosh and I on our travels again :) (@ Glasgow International Airport (GLA) - @gla_airport) https://t.co/FS71kc8FZe', '@neskaife yes he is avail here :D\\nwanna join?', \"@xlaurajaynex I am :) also, I'm super late sending your presents but it's going out next day delivery today! x\", '@BhaktisBanter #FlipkartFashionFriday Im Sure This Dress Will Suit Perfect To Pallavi :) http://t.co/u2V5zAzKdE', 'Welcome :) \"@miss__rizzy: In Nairobi for #HRDsTellObama a regional civil society dialogue on human rights in the region.\"', \"To all our students around the globe,\\n\\nWE MISS YOU!! \\n\\nEnjoy your summer and we'll see you soon!  :-)\", '@mixbad Happy birthday hajur :) :)', '@magicbricks Yayy! :D Thanks ;) #GOHF', \"@savkra wow. So much hate came your way for speaking truth. Must've hit a nerve. :) keep speaking out.\", 'prelims exam tomorrow :-) #costacc  @AcctncyProblems http://t.co/DF1aXAAzg2', 'Goodnight :D', 'Well I made it 13 weeks NWB is officially over today!! :D Now I just have to wait till Monday so I can start the long road to walking again.', '@mrslatrisha @KFerrellWriter http://t.co/KmhdqcIWdm :)  -Mary', 'How every day off shud begin :-) https://t.co/KjAfQo0Swq', '@alxh enjoy :)', '@Miss_Wisconsin That was cold. :)', 'In glad that lasted ONE day :)', '@Its__Tatiii You too girl hmu sometime :)', '@liftingcoolstuf @LUCYLucyprior @acosta_uk No worries. Thanks too for the follow. We hope you have a great day, not long till the weekend :)', '@ArrieBar @BBlogRT @FemaleBloggerRT Love it all :) wow!! Picked up a Cala brush myself the other day!', \"Sometimes it's all about choosing between your ego and your relationship. :)\", \"Wherever you are I'll always make you smile :)\", 'Sooooooooo happy for my grades :D', '@lovingjeonboram I really like their interaction. How Sunny offers her help to her dongsaeng, Chorong. And the friendship among idols. :)', '@fivedorkz thanks for the ffs :) x', 'Many thanks to all :) via @ManoharRpm', \"Most Impressive...........what were you doing when you were 13? Now don't you feel bad about yourself? :) https://t.co/P14278cGy8\", '@MaxivisionEye Many thanks to all :)', '@SpazzyTsukihara awww but i was going to ask for a dragon duck with mix of a cheetah :p', 'WAGGA WAGGA FOR PHASE 2 COURSEWORK - COMING AT YOU @UNSWRCS  !!! :D', '@Taaliah76 No problem at all, you too :) Lorna', 'Just a bit to big to scan so will add them to the pile :)\\nEye 10\"x12\" Oil on Canvas pad.\\n#painting #canvas http://t.co/SEdkSLbZPH', '@MhmmdIqbale Happy Birthday Iqbal, Wish You All The Best :)', 'ima leave this. right. here. :-) http://t.co/VlGObizVhd', '@altournative it was nice knowing you :)', '#ff Likewise ur hon :)@whittakerdesig1 @HackOldham @CllrJimMcMahon @FPharmacyUK @PB_Furniture @abcdiagnosis', '@Skye5SOS we are friends again now :) hahaha', \"I'm playing Brain Dots : ) #BrainDots http://t.co/Y8LKMKSABv http://t.co/DWFUfPcfrb\", '@needledesign Great work Matt :)', 'That \"@Real_Liam_Payne thanks bro ! 😀 x\" is my everything :-)', '@nidhi_budha Aja besi chati phulani swasa bahari jiba !! :p But Congrats :) Keep spreading the smiles like you always do with you tweets !!', 'Mumbai &amp; gujarat rain distrubed collection otherwise BB week should have been 190cr+ inspite of that BB is highest record holder till now :)', '@froggydarren lol my whole family threatens to do that on a daily basis :D', \"Happy Friday everyone! Don't let the rain get you down, why not escape to the beach in #VR @RelaxationVR we need you today :)\", '@OrbaniDiana ok good to hear. Keep it up! :-)', 'pamper day :) (@ Great Cuts Angelo Justin in Quezon City) https://t.co/pWvwQ8xg1C', \"I've gotta go home and put on my sweatpants and hold my breath until I die :)\", \"@sothcott @realmartinkemp lovely guy, isn't he? :-) ...and he looks like James Bond in @AgeofKill!\", '@Stijneman happy tripping, Farbridges! :-)', 'Smile like you mean it :) ##SegalaKataKata', 'The Nixus adventure has begun :-) time to make some flint tools haha', '@niamhie_c Hi! I see u like FourFiveSeconds and think u might like \"Deaf Ears\" https://t.co/hQZ1o7s7dk .Plz let me know what u think :)', '@bbc PICK ME PLEASE! :) http://t.co/SOv2AdwnBd', '@JellyBabyMom2 haha! Thank you! :) 🍰', \"@EmmaJayneHall @DarkCorb77 oh right. That's a good idea, instead of having to do them separately :)\", '@SimoneWarner ... he´s attacked, criticised for every gesture, word, pedal stroke. one must be attentive and notice little things :)', '@peter_osoro me too :-) ^Caro', '@angie_1D_95 THANK YOU!:) http://t.co/77HK8SVBFh', '@RichyCee93 £20 deposit to secure one :)', '@niikkooyy I love you more! :)', '@HelenAnderz travel in style :-)', \"i don't know what helped me more to get awake ... the shock when i spilled my coffe or the rest of the coffe :D\", '@lDreeriksenl  happy birthday with chocolate lovers cake.....tenerina!!!! Auguri from Italy :) best wishes :) http://t.co/AkNaojdLJJ', '@Pri_More @jemappelleallie @MonicaBouma @bettyaz @Carlsss82 @gizmo197654 @MichaelKilbey @MajaPastora Ohh I hope so :) Till then... #hugs', '@WeAlwaysChillin This sounds nice :D', 'Vyapam received ISO certification :D', 'me: knows exactly what i want and how to get it\\nme: is paralyzed by my anxiety and sadness\\nme: lol :)', 'Get more at http://t.co/aady6CDfB2 :) http://t.co/aXu8Gidwv3', '@Okami_Kai @SlyCat Yup, got about 12 of the books so far :D', 'so cool :) http://t.co/tLYxMxe8J6', '@MegAnDrewsGlobe @outboundapp thanks for sharing! Enjoy the app! Wishing you a wicked weekend :)', '#PBB737Gold ONE DIRECTION :)', '@GL_Advocaten Visit my blog http://t.co/UzOAqroWKx thanks :D', \"@WickedPill @jimmyurine you're welcome :)\", 'Follow me, follow back mention ! :)', \"@OTRADaily Hey it'd be great if you share my blog.. I started writing blogs :) check it out and let me know how's it https://t.co/gGs070b6BH\", 'Finished our development testing out in Spain , next up are the official tests. Who is excited for season 2 ??:) http://t.co/FxQ4P0bMH7', '@natsu1725 @co_media_ \\nI want to make someone happy. thats my def for Happiness :) \\n\\n@AdeccoWaytoWork #KunoriforCEO #CEO1Month', 'Bantime: -1 :) #fail2ban', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x15', \"That awkward moment when you feel that you got abs Because you can't stop laughing reading @ExcuseThePuns_ 's tweets :D\", 'Galing ni founder ♥ loveyaaaah ⅛ :))\\n-⅞ ∞', \"@paulmaxey If you don't as you don't get! Just follow this link to find the code  http://t.co/paVK9szuWU  :) Enjoy! -Tom\", '@NiallOfficial gn love u see u in 2 days :)', '@ARNS_UK thank you lovely specialist breathing people :))', '@tylergarposeys done bb :) aw this is so sweet thank you babyyy', 'Fav for a Dm :)', '@usher ... please follback :) I love ur voice .. and all about u ... :) hehehehe &lt;3', '@AcneSkinSite It always amazes me how people forget to drink water! Drink water people :)', \"@LowBatteryDC #DJStruthMate Re-cap show starts at 11am UK time today. http://t.co/Dg3wJiZdLP Featuring y'all :) #URock !\", '@86_Siwonie thank you oppa :)', '@BeSameerKapoor Same here Sunny :)', 'I see Flickr Pro is back :-)', '@stylesrose94 thanks :)', '@sheeraulo94 sure :)', '@JosefinUtas tack! :-)', 'If you see #ZephBot , this is a bot :p', 'Hhahahahaha!!!!!!!! Just blew upp the entire The las Vegas strip!!!!!!!!!! :D :D :D :D Fuck Youuuuuuu, VEGAS!!!! hahahaHahhaha', '@cpeluso wishing you a happy Friday :) xxx', '@moiraP47 @PloppiPlop Thanks for the retweets - have a cool weekend :)', \"@celinaadame probs still wondering around Callie's bc the poor puppy had a terrible owner :-) #callinganimalabusehotlineasap\", '@septiancina look we made our final design, hope you like it :) https://t.co/EXt098Yq1b', 'And number two of the week done, Gorefiend Mythic live :) https://t.co/92qDj6GfJy', '@THExDOGFATHERx YOU ROCK! Thank you so much for the mention :)', '@TheWestSamurai Ok! Your reminder is set for 9:00am. Reply to this if you want to change the time :)', 'Have to be up in 4 hours :))))))', '▪️bea miller lockscreen▪️\\nrt/fav if you want it\\nmbf so we can dm it to you :)\\n-keesh http://t.co/Eh5pSfOOYJ', \"yesterday's groupie with bebe &amp; sizams :) @raraloqz @cLaudineSimple http://t.co/1yEMP1F5VI\", 'Sore :D', '@WforWoman \\nA4. I would love to Gift My Sis this Blue KURTA as Blue is Her Fav. Color :))\\n#WSaleLove http://t.co/Y5Vhh0GMZX', 'Thanks for following @jabawack! You are most welcome. :)', 'Thanks #TopNewFollowers @abnerdacon @Ellynedesign @carecontour Happy to connect :)', 'Dont b stupid @sleekyskillz: Head Needed urgently ... pls apply within! :-)\"', \"@IsaiahPander I'd like that! :D\", \"@Selinabelly Kindly check your email. We're done sending invoices since kanina pong umaga :)\", '@UrAPeasant @TweetDeck Hey Jay! What browser do you typically use? :)  -Mary', '@ForTaoBR follow back me pleasse :)', '@FnaticYellOwStR thank you for making a dream come true. Saturday sushi? ;) :D http://t.co/bbm7A6FlXd', 'Leeteuk Oppa,Miss You :)\\nMy #TeenChoice for #ChoiceInternationalArtist is #SuperJunior!', 'Pearl Thusi :) https://t.co/hqiYij5IOs', \"@niggalipsbrina that's what u get for pouring milk first :-))))))))\", '@charloc71 You can get the TGV from Paris Austerlitz down to Blois which is 12 miles away from Chateau des Marais and then get a taxi :)', \"@bekazt :-) i read about today and I'm so excited !!\", '@yayanijadeepal hello yaya. :) #TRMDHesitant', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x14', 'Hmmmm delicious chicken curry this Friday - thanks noms :) http://t.co/vVmvfFOJa7', '@EnjiNight  Nice Enji..... good job    :-)', 'dear haters :) https://t.co/BxqZP6MXgr', 'hi! @sisoment to enter, purchase a specially-marked First Choice Custard pack &amp; enter via SMS through on-pack instructions :) good luck!', \"@stephbranton..That's the best one... :)♡\", '@TnmntTiles Our tiles, while a nice green, are boring - but I love the original glass door the guy downstairs has :) http://t.co/fxgpk8hNiC', \"@wishinguponstar We couldn't have said it better ourselves, Kelly! So glad you're enjoying your nibbles :)\", '@paulsouthcott Morning! :) @mikesouthcott @JSouthcott1994 @GrahamTownsend @MrLePoullain @DSouthcott @mattwalsh91', '@VisitJordan I will visit the Greek ruins in Petra, When you have my back. :)', \"shadowplaylouis we recently got this mutual and I'm really loving your tweets and everything your about so yay that's exciting :)\", 'Hey @thebeautyjo r u a camera? cuz everytime I look @ u I smile :) #liveonstreamate http://t.co/gHeHG8X8ij', '@BoltonLani Woohoo! Welcome aboard, Lani - great to have you grazing with us :)', 'Ah it looks fab @mrsekj - Pride of place! #BristolArt :) https://t.co/kbSyqYwKEF', \"Well apparently i'm not sleeping seeing as it's already starting to get light out ha ha ha :-)\", '@adventurein_you thank you for the follow :)', '@DaveHShaw Hi Dave, please contact our in-App support chat so that we can ensure you get it on time! :)', '@PentonLibrary Was your first item to edit your list? :)', '@sodakite well... screw those guys! u keep smiling :)', \"@endangered2 You're welcome, Amber! Hope you're enjoying them :)\", '@J_PopCultureFan thank you! I do several steps on them so I appreciate you noticing :)', \"They didn't deserve that shit :)))))\", '@JillyBeanYarns Morning! Thank you for RTs.  : )', \"@LAtles49 @HP_Community our exciting news is that it's only 43 days till Hpc party :) x\", 'i drew @JustinNFJK :))\\n#WIP #SWS #crush @SWStheband http://t.co/DGiqiOR63a', '@IrinaGreenVoice Thank you for Following! :)', 'Talk to me :-)', '@Cupacoco @CBBCTV @CBBCNews Interview with the Newsround News Hounds at 7:40 today :)', '@Adacampbell thank you Ada :D. Long time no see', 'We all know a racist called \"hulk\" :D', 'Sleep tight world :) Say your prayers.', '@EloVzt @emericskyrock @SkyrockFM pardon ? :))))', '@donnaledesma_ from PHL to Abu Dhabi, with love and blessing hihihi. :) #TeamJanuaryCLaims100 #GoDonna http://t.co/ayIMB6aITD', '@miabellasesso msg me where you play fantasy... maybe we can get in same league :)  #bowwowchicawowwow', 'Settle main air dkt porch :p', '@ayanc_99 Download the Uber Mobile Application and then you can place the order from the same. :) #enjoy', \"@AnthonyALopez Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", \"the sun is shining so I'm gonna make the most of it :)\", 'Thankyou x :)  https://t.co/Y21tv7APVO', '@SoLmaoPics Welcome to @123GreetingsCom Family..:)\\nSending some laughter &amp; giggles your way http://t.co/YlTyDAhAtJ 😃 http://t.co/7huIeBsvZK', '@carli_buns thank u :) being happy, who knew?!', 'And forget not that the earth delights to feel your bare feet and the winds long to play with your hair. Kahlil Gibran :)', 'The Flash... All day long :)', '@Mspecservices @Cornerwayer @darrencrannis @popeynpelec @RobertsCoElec @Bickerelecserv @MayhewElec @neselec Sounds fun. :)', '@Joel_Boon @ChairmanHuntJnr i think its that good old stiff upper lip which is the reason we were called great britain :D', \"but it's okay :)\", ':)\\n-Latmon\\nhttps://t.co/bycJFFA1sg http://t.co/ITjN5MwDJf', 'im good :)', \"@briannee__ I'll stay dry :) I would do that...just to end the pain :)\", '@asoberme08 thank you for the follow! :)', '@manxclaire @NorthPoleJJ might be a worthwhile endeavour then :-) excuse for a weekend away', '@BsquaredGaming like :-)', '@ParentingWT Well good luck Anne. You can always go the Indie route if you have no joy. :)', \"@hanpdf it's you :)\", '5 more days until everyone experiences OS exploits in windows and everyone has to get new computers :)', 'IGN :) IGN AU Pubcast 120: The Hero We Deserve, Tengaman: Tuesday, July 21 was a celebratio... http://t.co/1KBdSVNnnL #LetsProcrastinate', \"I need something to do on Tuesday.  I've got the whole day off :D\", '@maryammirxa @ayeeshamirza Same here :D', '@gpeasey @brayden_jh42 @Drake_Heuertz learn how to spell ::))', \"@donnamaudmarsh @Telegraph @TelegraphNews wow, thanks Donna! Determined to get more women cycling - it's amazing &amp; changed my life :)\", '@voldenuit_do follow back me pleasse :)', '@dhwanidamani All set then. We just have to wait for the notification to install Windows 10 on your PC. :) ^MM', 'Glorify in your infirmities! Realizing how silly we are makes us realize how suave and gentlemen our God is :)', \"In other news, I'm just 34 miles from hitting my monthly mileage target, with a week to go yet :-)\", 'I want an iphone!!! So i could facetime people and take nice pictures cuz this samsung quality sucks  :p', '@PREMIERHOMESTX Thanks for sharing :-)', \"ey you've got a message from Beth :) x @BoyBruised\", \"watched shes dating the gangster for the 2nd time and i realized something\\n\\ni love athena's style :-)\", 'Current playlist :D http://t.co/PYKQLD4KHr', 'More I look at that, the more I rather fancy @tacobell right now.\\n:-)', \"Bye Wellington, you've been awesome, I hope we meet again. :) http://t.co/m7p3IvKggR\", '@QFYvonne @chipobangach *fellow woman proud moment*...i wanna b rich so i can move there :-)', '@X_Tina90 Keep your eyes peeled soon Christina! Have you signed up to our newsletter? Most offers go there first! :)', \"@zysuzyy Thanks zy, let's be friend yaa :)\", '@Thomoli You are welcome. Hope it helps :)', '@AtmacaMert he doesnt olur :D', '@Joey_Shreds say hi :)', 'https://t.co/85JGM6Oj6Q new video people, check it out :)', '@occeaneweb thanks for following :)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x13', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @prettylichu', '@VikkFollows #StarSquad ⭐ Can I please get a follow? :)', '@AstFtMarv @AstonMerrygold see you soon :) the things we do for him 😂', \"@AmyyTheRebel :) It's from Flawless remix\", 'Thank you guys, really. :) I am happy to see so many good reactions. Makes me wanna draw more and more', 'Yes DAD :) https://t.co/edjdMZ78fx', '@Korku_3 thanks bro :)', \"@theprovidores OMG! I'm sooo jealous :)\", '@manaskotru @ZomatoIN Thank you for a wonderful feedback sir, We hope to see you soon again :)', '@Humna__Khan hmm but gold is... :p', 'not everyone will stay with you through out your life my dear :-)', '@victoriaskyful @EXO_FANBASE he is being so damn cute :)', '@vie_vanda follback :)', '@HayliNic Goodnight Hayli :)', 'Look what arrived for me today... Super thanks Edwin Elvena and EMC. Much appreciated :D', '@lorettaramos @BryanFuller @LACMA @filmindependent @NBCHannibal it was great watching with fellow fans :D', \"@tanjalakic_ It's NEVER a bad time for a bath, if you have us Rubber Ducks with you! :-) #quacketyquack\", \"@JWGrieve I've sent you an email full of swearwords. :-)\", \"Pixar's Inside Out is out today. I asked 5 @EdinUniNeuro members what's their favourite subject about the brain :) http://t.co/q404E06zET\", \"@1Erre I'll take the infection :)\", \"@_Ms_R lol. it's 10:16 right now. when you just wrote. :D\", '@Brandon30_ come over :)', \"@luckybsmith I'm dead...thank you for doing this to me :))\", \"@DawsePaul haha I guess I'm not a video game nerd. I do like Christophe Gans' other films though - check Brotherhood of the Wolf out :)\", 'I have no interest in speaking to you ever again. :-)', \"out of sleeping pills so I've just been nocturnal these past couple days :)\", 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/eqARyTYK60.', '...... and we have a special offer on this ! RRP £18.99, our price £13.99.....:)', '@corics24 @Ginebrakings Lol! Read the article first. :)', 'Thanks a million for keeping an eye on our tweets, always appreciated :) @lagganmountains @Yantilly http://t.co/liCJPzz21k', 'Jah Wobble and the band tour dates :D https://t.co/s2wLppEEVQ', '@FaZeMeerkatt Shout Out To Me For Being A Retard :D', '@sylar316 Nice :D', 'Waking up to that. :D #50notifications @EnverGjokaj @Dichenlachman @feliciaday @HwoodHitmen  @whedonesque http://t.co/r0UhqcyGAY', 'Eye check-up! :) https://t.co/RhCIc7URvG', 'I LIKE PUNS :D http://t.co/jPtWXGc4tg', \"@bnjmnbrstw You're part of an elite group :)\", 'camillus pleaseee? :)', '@MercedesBenzInd The only reason I would hand it back - spare tyre in the boot.. Otherwise it was true Star :-)', \"@DrCurlytek Cheers. Realised you weren't joking. :)\", 'Morning msgs :)\\n* love in the air * http://t.co/0OSByKav77', \"quote tweet with a dm you really want and I'll surprise a few of you :)\", \"@NickClark_1 Ahahah I'll do that too!!! :)\", \"@ElJefe409 That's a shame - I thought we were getting somewhere. Abandoning talk with those who disagree w. you gets us nowhere! :)\", 'contradict yourself continuously to create chaos contained in your cranium :)', 'Sneakers of the day :) #nike #nikeoriginal #nikeindonesia #pierojogger #skoy https://t.co/9Kt7dxxNYD', '@Calum5SOS  goodnight :)', 'Happy Friday :) \\n\\nDo you have exciting plans this weekend? \\n\\nThere is a winter ball here in the Falklands', \"@dylanobrien @PaperTownsMovie @natandalex @johngreen @wyckgodfrey  ME! Can't wait :)\", 'Follow :)', '@Wilma2207fWilma haha! Thank you! :) 🍰', '@AwesomeAngel40 Congratulations :-) x', \"@pritterpal No problem, I'll answer your DM soon :) Thanks, Jamie-Lee\", \"Be sure to check out my last edit if you haven't already. :) https://t.co/N88T6qrwpI\", '@_ESCN0016 @Onatsss @ljabasula @coracaronan @ANGELeeminho congraaats guysss :)', 'What an event it was :) @KFC_India #KFCkitchentours', '@Panasarizya23 hooh :)', '@AlyssaC_HK I use Chrome :)', '@5SOS_FAHUpdates thank you :) im glad to be a part of it!', '@robertcarlyle_ Hope for great success! Waiting to be released in Korea :)', '@Nada_Remah Good morning!!\\nAnd a very, very happy birthday to you! :) Have a good one!', 'Late night storms&gt;&gt; thunderstorms could put me to sleep every night.. :)', 'Made it to our Las Vegas Hotel! :D #CircusCircus', \"congrats omgg good job for today's race :) — thankie, good job for tdy race too ((-: http://t.co/cEcw6m9H5A\", '@stumpedgirl hi there we made our final design, please check it :) https://t.co/EXt098Yq1b', 'I LOVE YOU SO MUCH MA :)', '@PeterRaab Good going Peter ! Keep it up :)', '@OSWreview \"The Mega Powers Expelled\" :-)', 'just boughy @AaronSegaert EX kernel manager. Love the old version and the new one is even better. :) https://t.co/xgmaUZcYYf', 'over slept:):):)', 'I love how the second I fall asleep on my back I fall into sleep paralysis :)', '@ASAPOFFICIAL we love you Liza!:)😘', '@Erick_Mocha lol.Hook up :D', \"OMG, I can't believe @DanielNewman from The Vampire Diaries followed me! Thank you so much....Best day ever :)\", '@Xx_tequila twice daily if it were with you :)', 'ThanQ @CaterFor @AlanWPhotos @CrawleySparky @tweetmidland @FiMackinnon have a gooday! #ff :)', 'Found some goodwill gold today :-).', \"@carolak wonderful! &amp; re: your question about our #vandr workshop: https://t.co/DDpk2A4k7z I'll also send more info later today :)\", '@AshDawson147 @snookerfanatic @SnookerSnaps @Guillemenorca @snookermylove @SnookerFamily @SexySnooker @GrandSnookerFan Thanks Ash! :)', '@Smit_Meister @scotchism So this is debatable  :)', '@Prox_Tourney seed 3 beat seed 9 on solar 6-5 as shown thank you! :) http://t.co/jp3Wuu6zIK', 'Ek\"@YoKoKuali: I :)\"@Kreizi_: Who wants a #FF S/O??\"\"', '@brice_rivera I have both in love you so much :)', '@TacoSec An human that be like to eat many tacos here in Mexico. The taco is the best thing in my country! Viva México :D', 'Best Burger so far!do you agree? :) http://t.co/le5JAkjR4j #retweet #food #burger', 'same here :D #AlDub #TheBestAngKapuso @KGFikawna @elmobenguan @chaigurl07 @Acruz_siscon @ChanoMagbuhos  https://t.co/0Y142sp2nG', '@lovingjeonboram :) Lets take it lighter down, shall we? \\n\\nhttps://t.co/T74F2BtbRh\\n\\n:-)', '@Jon_Clifton78 awesome :)', 'Sweet tooth! :) http://t.co/2U0agbiaXs #retweet #icecream #food', 'Morning all... ITS BACON ROLL FRIDAY :D', 'Be patient :D \"@madeciyuu: Korean netizen are crueler than I thought. :o\"', '@WforWoman #WSaleLove thank you for your best wishes :)', '@Jux_Clerance elephants also enjoy the taste of the unique Marula fruit :)', '#TDIF! We will be doing our #FF shoutouts shortly! :)\\n- #itsamarvelthing\\n#Marvel http://t.co/vcDDh1ZQvV', \"When one of japan's pop artist become one of my follower on IG... Nice :)\", 'getting off 4 a while need to do homework. will probs upload tomorrow seeing i have the time 2 :)', \"@huggi77 Hi Marco, the fruits and herbs in our parks are for all to view, so we hope you'll just appreciate them with your eyes. Thanks! :)\", \"@SocialRMadrid it's actually gonna start at 1 pm for me so :))))\", 'Low self esteem \"@JennyBae_xiii: @thatothegreat I Don\\'t Know :)\"', \"@jesvineh @MadihaSobtian @BarunSobtiSays patience is something i don't have but still i m a #sobtian :p\", '@RehamKhan1 @UzmaDanish1 hahaha hope for ..:p', '@cuddlyyoongi my favorite account &lt;3 just too cute and aww :) thanks for making this account :) x', '@_donutbethers_ yeahh :-)', \"I'm giving my coworker four more minutes until i call him :)\", 'Hey! a lot of you write me about my Deathly Hallows as Supernatural so here you go! :) http://t.co/chjAquGBW5', '@shweta_hr definitely a good news... for the consultant...:)', 'Anytime @hopekapuka, anytime. :)', '@dazmoriarty nope. Up in himachal :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/T84tN7CzJr.', \"@Jamies_Universe 2.25k is nothing to be ashamed of dude not when you've just started :-)\", '@KikiG4733 lol omg duh. Well go win some money :)', \"Good or lucky, I don't care. :))\", \"@teylatte oh we're not in charge of that! our buyers just inform us that they joined the contest and won :)\", 'finished downloading more than 10 movies and one complete tv series from last night. Now… WHERE.DO.I.START. :)))))) #moviemarathon', '@boonearth Happy birthday then :D', 'Especially when your conversational skills sucks :D', '@bluemonki \"Keep your face to the sun and you will never see the shadows\" :)', \"@RobinAdamsZA @kalourd never been a fan and never owned a pair! If I'm gonna wear typical coloured shoes it'll be Cortez/Superstars! :)\", '@Digitalman1 @OliviaSu2 @LambyPhonics @Nick_Haigh @ReikiByKatie @garymillar @Othella_LLP @john_consult @HandDDiamonds Many Tthanks Colin :-)', \"@sellosekhobela Hello :) We offer internships in luxuous hotels worldwide, sure you'll find one for you &gt;&gt; http://t.co/ydq9krcVdd\", '@Rodarosexx sure babe :)', '@MorrisHub @sidmouthfolk Look forward to watching those! :)', \"@DesignThinkMake We're so glad you discovered us! :) Let us know if you have any questions!\", '@tazzy_7 @5SOS only a pleasure, Tarryn! Shot for listening :)', 'Humans basically dont want peace and calm... Otherwise they would be spreading and practicing Science and Goodness... :) :) :)', '@dealwithBARBIE Hello ate #HBDMe :-):-)', \"@hayashi_aoki if you'd answer of course. I understand completely if you would not like too :)\", 'See yah on Sunday @carmenkvarnen! :) https://t.co/9uSwZGSJxL', \"@NedretSirip Hey, here's your invite to join Scope as an influencer :)  http://t.co/rrIFS8s3EK\", '@nivedithg yeeeeyyy Congrats .. :-) #GOHF2015 #BarsoStay', '@mhmmdeknci malese :D', '@pascale_blakey Great, thanks lovely :-). Almost 40 responses in the first hour!!! So delighted. Some really great comments on what next.', 'http://t.co/8V7Tn5bwEK\\nBrilliant article in the independent! Sums up the current Labour leadership debacle perfectly. Enjoy! :)', \"@officialbavaria that's awesome. Other people take much longer for that :)\", \"It's nice talking to someone and not using them\\n:)\\n\\n@HDiddyNZ\", 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x12', 'Add my SNAPCHAT - AmyJackson21 #snapchat #snapchat #sex #wife #omegle #countrymusic #sexy :) http://t.co/cGyXtUOirt', 'Downloading New Songs :)', \"I just got the Five Night's at Freddy's 4 Demo and getting ready to record it, I'm super pumped for this as I'm a FNAF fanboy :D\", 'Off cycling with #thegrandad and @MonkeyNinjaYT :)', 'First Impression? :)', '@sagar_meenakshi @neha8192 @AshviniYardi Hoping for a Grand SidNi Remarriage on the occasion of 1 year completion!! Congratulations! :)', \"Five Nights at Freddy's 4 | Night 1 ! https://t.co/Cl0YoptUAg :D\", 'Follow @BobOngPhrases for more quotes. :)', \"@PeterLawrey People still code in those languages?:) But you're right. For me as a Java guy, PHP's notion of references is equally confusing\", '@itsrkool nope :p', '@ebeck4999 @50Shades0fGrace @xoxoamymarie @VidCon @stuart_edge you met Amy?!? Ohioans stick together :)', 'I have been sitting here for an hour:) there is still no doctor here:) I am sitting in a hospital with no doctor:) :) :) :)', '@CatrionaShearer Just let us know the best address for you :)', \"@sarahnees My app is looking for influencers :) If you're interested, here's your invite http://t.co/rZgZtQ2fJT\", 'http://t.co/36Wal3Tkwc thanks for following!! Enjoy my tweets! :) lets be friends! Ambre Suzan 268 4', \"Looking for offline #TheSims4 game guides? We've got you covered! :) http://t.co/hR3NFHrO4J\", \"https://t.co/Y43d1EwWTw #MadonnaMadeMTV C'mon, ur turn #MadonnaFamily #MadonnaFans :) One more time, let's all do it. Just a few tweets each\", 'http://t.co/0rjSClzGhR thanks for following!! Enjoy my tweets! :) lets be friends! Beverly Martin  1277 1093', '@urihoresh mb s/he needed more coffee :-) @cotterw', \"@shree42007 thanks! You're very kind but good looks with no power kinda meaningless, no? :)\", 'Common - Celebrate, never fails to get me in a good mood :)', 'Trying out some face paint for our show #MuertosAtFringe :) http://t.co/tsgn8eW0As', 'http://t.co/a5rmka5axn thanks for following!! Enjoy my tweets! :) lets be friends! _gta_giveaway 624 179', '@iretrogame @RetroGamerProbs @RETR0JOE @gamesyouloved @JuicyGameReview nice to see some emulation being brought up :)', '@benfosterdev Indeed. May I email you for a bit more info ? :-)', '@luginehiary095 well i have no idea :p', \"Some of you guys are saying that you don't have omegle😁you could just use google :) that's what I'm doing\", '@team_sharapova @MariaSharapova @Sugarpova @CowEvents your lil bro...ES corner? :)', 'So, the enemies can simply go around it!:-) https://t.co/5pL57HsT53', 'Thank you Beiruting! :) http://t.co/BPl4vWRgPU', \"I've had such a crazy, but great day today! So glad just to relax tonight though :)\", '@BeingDoris thank you :) 🍰', '@EricJLyman @USATODAY @Peirce77 @shawshanck @BicyclistAbroad Thanks Eric for the mention. ou may not have wanted to do that considering.. :)', 'Why have i just painted my nails pink :) ???', \"@_sarah_mae omg you can't just tell this and don't say more :p can't wait to know !!!! ❤️\", '@Vikkstar123 @VikkFollows done :D', '@nerazktm I have no idea :) cc @ameetdhakal  :)', '@PhilRAWRLester okay then :)', 'This earth. . . :D http://t.co/GRhJWbdkvk', \"@Tyraid well at least it'll be refreshing :p\", 'who cares? :D haha', ':)\\n:)\\n:) meoooowwww\\nwolf wolf wolf barkkkkkkkiiideee bark', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x11', '@taofikabdul Routine is great as long as you enjoy the view at the end of it https://t.co/yQ7kCC5YkQ - Thanks for the favourite :)', '@janesgravity oh cool :D Hope you like it!', '@hugme1demi thanks bro ! :D x', '@majesticnobhd I DREW ALEKS :D', \"it's for you to find out. :) — i know you haha http://t.co/zWNDmVbOED\", '@sarcxstic Awh, Good luck upgrading! :)', 'Kumpul cantik ganteng ~ :) (with Kresna, jelly, and 3 others at Simon &amp; Sons) [pic] — https://t.co/n5N8XWYLXZ', 'Thanks Lesley! Lovely to see you. Have fun in France :)  https://t.co/QTaRgYBqy1', \"Here's a life lesson you can teach your kids this weekend :) http://t.co/xdkILWu46Y\", '@HelenAnn_Davies Thanks Helen! Keep in touch and if you ever want to do any filming with the blood service you know where I am! :)', '@CaptainTabouli :D you are welcome', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/4qZ74PcLA5.', '@KennyFarq @schofieldkevin Great stuff :)', 'OOPS!!  We can see your panties :) http://t.co/Uek1fHy60o http://t.co/WRWIjFNfKi', 'Lion &amp; Japanese landscapes. I made this for you artworkbylie  :) \\n#judo #fridays #mornings… https://t.co/tJc1yAr7EA', '@athrawestokio @AdeccoWaytoWork @AdeccoJapan finished my presentation !!\\nthank you :) \\n\\n#KunoriforCEO #CEO1Month', 'when u really wanna watch daredevil but there are no more episodes of daredevil to watch so u despondently re-watch old eps :)):))):)))', '@glitchim Online :)', '@cekimmr_23 welcoma.have A nice day :)', \"@caramelatte_ @bravefrontiergl I favor tridon more cause he's a tank :p\", 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/6mQQlYgjs6.', \"@Blossom__Joy I can save only 21pics but master nim say that there're 22pics. So I asked you how many pics can you see? :))\", 'Kebun is an adorable spot in Ubud! Waiting for the #ladyposse  :) no better place for it! Xoxoxo https://t.co/dfkZkrKiZz', 'I have always felt this way... life is just beginning :) http://t.co/ZpdxQlnvJ6', 'Sneak peek of some items from our August collection.\\nStay tuned :) inbox for orders and prices :) http://t.co/l3yocj6Y8h', \"bc I really don't feel like reading :-) http://t.co/OpmjKJ66O1\", '@PB_Furniture thanks peeps :)) @whittakerdesig1 @smart_bn @Klick_Business @makeyoucontent @REDlineCC @RedBizUK @earlybiz #HappyWeekend all!', 'I have not been this happy for such a long time :)', 'therealgolden47  thanks for the follow !! hope you enjoy my work :-) :-) :-) :-) :-) #girlfriendsmya… https://t.co/8G7sXiNBNL', '@FrogzLegzMummy @clubtrayfishing @FieldLeisure @TeamFell Morning All, Thanks for joining us and a Happy Friday to you! :-)', 'Lol :D Hilarious :D https://t.co/iUbE0qmIXp', \"Big thanks to everyone! Couldn't have done it without all the support! :) @HIT_LondonCity @BaxterStorey @GBCookBook @Bschefacademy\", '@keevacrampton @AineAbbott1998 I always forget to tag ppl:):):)', '@KageYashsa Probably yes :p', '@leedslwt this makes me so :)))', '@Oloni great :)', 'How about you just have a nice convo like a normal person instead of posting how u feel about 200 of your closest twitter friends :-)', \"@nidhik6907 hope U'll njoy followingg me :)\", \"I'm more active on @waTAOwat and I'm near to making this account private so... :D\", 'Close your eyes :))', \"@itradeland that's one of mine. Button pusher. Out soon :)\", \"@SpringwellLife thank you so much for having us! We're glad you enjoyed it :-)\", '@rebelwithany Thank you Pri. :)', '@DanGodOfWar thank you! :)', \"@2turntsav I'm not gonna freak out :::::)\", 'I second that, simply stunning! :D https://t.co/E9q4mgeTz4', \"OMG!! I can't wait for this!!! I miss everyone!! Wooohooo!! :)) https://t.co/1iiqA9Aa2s\", '@cjtyless hello cutie :)', \"@josephcaptures sure! go cuss out some teenage girls and post a video of it! i'm sure the feedback will be amazing :)\", \"Have a great session @BeckieJPhoto. Hope you've got that #fridayfeeling :-)\", 'First meeting of three today. Ace way to end the week :) https://t.co/7IDziFkG1E', 'Morning everyone, have a lovely day and a fab weekend :-) x', 'Belated happy bday sauce! :) http://t.co/AeQelim2C8', 'Hi livi fowles : oliviafowles891 Do you want to get FREE iPhone 6? Hurry check my bi0. Thx :) https://t.co/x8hlsZudXr', 'Followed ya :) https://t.co/gKTQxsd4PB', 'Burnout ? no more !! :D\\nhttp://t.co/g1VYf8OFnX\\n#JohnForCEO #CEO1Month @AdeccoWaytoWork @AdeccoMalaysia', '@Rosebud_Blush @fly_t_girl @foxxie75 @hayleyy2k @LucyoBailey @JodieCassidy4 thank you! :) x', '@mgallizzi it was a great read Matthew! Really interesting and thought provoking :)', '@RegaJha @SheikhImaan Is this not against IndianKulture .. I oppose :).. happy anniversary :)', '@ohstylesss please give them to @chitownniall thanks :)', '@Biker_Babe_SA happy Friday biker babe :)', '@angel_mahiyaa @apki_jasmine @pagallarkee @sweet_heena ya dis sounds lyk a gud idea :)', 'Ohhh who will find me??? #GoodMorning #Friday :) https://t.co/JrmE17RGv3', \"@grrl_afraid Oh course, I gained weight bcus I used to be a rubbish veggie but now I've learned to balance everything now! :-)\", 'Can Steph come with me back to NJ? :)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x10', '@Kentsson have a wonderful day! Thank you :-)', \"@RealCrimeMag Twitter is not allowing me to retweet my blog post - since it's about you, I thought you'd be interested.  Link in my feed :-)\", \"@Periplus_Store You're welcome and thanks for exploring and retweeting :)\", '@Neo_Einstein Smart boy. :)', '@Shana_Banana_44 Cheers :) xx', \"@monolifemusic Aa soon as I get it to a listenable/cohesive point let's meet. Be great to get some feedback :-))\", '@Keith_Russell @jayutd1999 @seamus_bannon Seems like people use MEN as the source,so nothing new i guess. Just gossip :)', 'Hi alex : heswifi Do you want to get FREE iPhone 6? Hurry check my bi0. Thx :) https://t.co/UaAjJIsNLk', '@thenwchica thank you :) 🍰', '@NonEvans got mine done at 7am this morning :-)', '@Beer52HQ looking forward to them :-)', '@Inugamikun Wub Cerbchan? :D', 'Hi .. : Jarraaaaa Do you want to get FREE iPhone 6? Hurry check my bi0. Thx :) https://t.co/MgApQcXPgj', '@OurLitEscapades Morrrrning :) how are you? I snoozed off again. I go home today :)', '@appveyor clicksco\\n\\nthanks :)', \"It's better to be gay and lesbian than be a rigid theocratic, right wing fundamentalist Islamist. :) @anujkg25 @taslimanasreen @mkatju #lgbt\", \"@bachovski Thanks for the feedback, I'll take it next Tuesday :)\", 'Hi brianaaaa : BrianaZabrocki Do you want to get FREE iPhone 6? Hurry check my bi0. Thx :) https://t.co/3IbSwpy54w', \"Last night's sky :) #holiday #sunshine #sky #pretty https://t.co/FQ6dQHqW8U\", '@NickRomanTV @knovak832_novak well said, your right this episode was fantastic..:) #BATB clap clap clap', '@Can128_ Awesome! Glad its all working now :) Always here if you need us. MKa', \"@eminem #DearSlim Did u get an offer to play in the film but u had to turn it down cause your summer body wasn't ready yet :D ?\", '\"The Mega Powers Expelled\" :-) @thewadekeller @prowrestlingnet @cagesideseats @johnreport', '@LindsayWicker Thanks for the retweet my friend :)', \"@WilliamHC3 Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", 'I think that everyone has :-) https://t.co/d3XXsX6yeK', '@EvokingMaster *dies whilst hugging an Aki* yaaay! :D', 'Looking for fun? KIK : thencerest547 #kik #kiksexting #sex #followback #l4l #indiemusic #kikgirl :) http://t.co/PdvQw0QAQq', '@_mahzo oh cool it worked. Cheers :)', 'Snapchat me : sexyjudy19 #snapchat #kikmeboys #tagsforlikes #pussy #gay #indiemusic #sexo :) http://t.co/aAK0phT3GE', '@kingsheadgford Love that song! :)', 'A great end to the work week! Sunshine, low humidity. 87. Changes over the weekend. Details on @6abc this AM. :)', '@valentinecakes my birthday is today. How about a promotional cake?I swear I will walk on nails for that :-)', \"you always seemed to like my sloppy second's : )\", '@biltongstmarcus Hi, do you stock Marmite Cheese Spread at all? Thanks :)', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x9', '@BellissimaEx @MarriedtoaGeek1 @b_ecki @ablokeseyeview Thank you :)', '@snowzrfr @AndrewAlexMac @LuciHolland @caiitlinz @IGDAScotland indeed, wonderful to see everyone :) great night!', '@psycothichar okay start :D', '@nicagaray thank you Nic!!!!!!!!! :)) hang soon sa taft ahh!!', '@SWEarlyMusic Thank you so much for helping to spread the word about us being finalists in the National Lottery Awards! :-)', '@SlyCat @sjcanadensi someone mention Usagi? Loooooove him!! :D', 'WOWWWW, Thanks a lot team :) ❤💙💚💕❤💙💚💕  ❤💙💚💕❤💙💚💕 via @ManoharRpm', '@uanhes94 lETS BE FRIENDS :))))))', 'Lepas dah sembuh ni sibuk balik so its okay la kins. You wont be thinking anything else except ur studies :)', '#Gotham sneak peek :) https://t.co/WKwsm5XvOW', '@LxJffrs Thanks Alex. :-)', 'Mine too :) https://t.co/jdumAxgzH0', 'its soo hot #sunnyday #sunshine sun is smiling at me LOL :)', \"@absoluteradio @OC Fuck texting you funny dudes+dudettes :) Costs me a ~#Flippin' ~#Fortune500 I'm in ~#DivineDiscontent;}~the ~#AmNotness}~\", 'no thanks ah :))) https://t.co/53Y8kOT4Rm', '@MaxivisionEye WOWWWW, Thanks a lot team :) ❤💙💚💕❤💙💚💕  ❤💙💚💕❤💙💚💕', 'Hey @globmobcom Thanks For Following :) \\n\\n#AutoFollow #TeamFollowback http://t.co/chhWQ9DHgO via http://t.co/xMohgOWIVJ', 'Geer bat mz yang deennya jehwan :)', '@Maddo1970 @RomeroJos01 @WhitbyWhatsOn Thank you. Glad you enjoyed! :-)', 'Good morning @Krona_design, we look forward to seeing you at @SkyFallHove soon. Have a good day! :) https://t.co/1QDoh0aHeS', 'Hey @Indie_Shell Thanks For Following :) \\n\\n#AutoFollow #TeamFollowback http://t.co/chhWQ9DHgO via http://t.co/xMohgOWIVJ', '@mjpoukkula have a good weekend!  :)', 'Short stream tomorrow at 11:00 AM! Fun day today thanks all :D', '@MyDayInProperty @robblackie Hi Julie :) Not bad thanks....you?', 'Hey @Hired_NYC Thanks For Following :) \\n\\n#AutoFollow #TeamFollowback http://t.co/chhWQ9DHgO via http://t.co/xMohgOWIVJ', '5SOS Calum5SOS Luke5SOS Ashton5SOS Hey guys! PLEASE follow ✧｡ Chelny ｡✧ :)', \"@ffsjason I'm not. datz you. :-)\", 'Goodnight from Jeremy :)', \"@valleymillshop A big Hello - We've just sent you an email :)\", '@TheoGfeller Thanks my friend and Wonderful Friday to you too :))', \"can't sleep, fmt 4 dat dm :)))\", \"@lucasbluesea and i also don't know what to tweet so :)\", '@TarekTamo @NourH92 hahahahaha law I can make it happen I would do it in a heartbeat :D', '@L3THXL @JB_Voxy @CodyPotions an already clutching shit...... foh homie :)', 'What a great idea... :-) http://t.co/3ho3OZhLqC', '🐢 — I like 🐢 too :) http://t.co/kPl3kaPqGo', '@nechantya hi please do check our final design :) https://t.co/EXt098Yq1b', '@OrestePerka Visit my blog http://t.co/UzOAqroWKx thanks :D', \"@vkon1 Going to see it tonight - sons' choice of film, so glad to hear that its worth watching :)\", '@_andree3000 @swaveyjayy_ @Dearnataliee I just hate my life so much :-) lmao', '@DoctorKarl the angels must have you confused with another doctor :) #besteverdoctorwhoepisode', '@fairmnt this :) is :) so :) relevant :)))))))))) I :) want :) to :) puke :)))', \"@chelsea_acker Just make sure you have us Rubber Ducks with you! It's not a proper bath without us! :-) #quacketyquack\", 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x8', '@Dobboinaus thats it :)', '@BhaktisBanter @PallaviRuhail This one is irresistible :)\\n#FlipkartFashionFriday http://t.co/9J0oceCxIr', 'So long subliminal messages :) -H #EATmeat #BREWproject #lovenafianna http://t.co/TkDvEYQFBO', '@Corbyn4Leader @labourlewis nice one Mr Lewis :)', 'everytime i look at the clock its 3:02 and something weird happens and i just finished coughing up blood that started at 3:02. nice :)', 'Hi @goldquarter1, thanks for connecting. We specialise in thermal imaging surveys – here if you need us :)', '@tracysbakes haha thank you :) 🍰', 'I’m a Muslim and I love my prophets.  :)\\n\\n#غردلي\\n http://t.co/eELRfZu8LC', '@Mufcfighter1 @theR3Ddot13 We would anyway with them in there :-)', '@calumscool @carterreynolds Stop getting hate on him, of whatever kind it is.He made a mistake, and  he understood it, stop.:)', '@GemfeedOfficial Thanks for retweet :)', \"@PaulBongiorno I was going to question why more politicians but I'm not going to argue with a man of your intellect... :-)\", '@Clayakn Woah, big plan. Good luck with that :)', 'Thanks for your recommendation, Shiva :). We are very happy ^_^\\n\\nMusic MP3 Mobile Apps:\\nhttp://t.co/PnohLXn4vv http://t.co/InI8rcaptP', 'Summers in #StAndrews. Join us for Fish and Chips after all the sandcastle fun :)  https://t.co/K4loJtj3Nn', '@GrahamTownsend More like an Ewok in my case :D @MiamiTrue', \"@JennyF209 i'd want nate to win :) all out brawl rear naked choke in the 4th\", '@MSOpinion glad you liked :) @sureshbabu_', 'COFFEES NOT BAD EITHER :) http://t.co/dx6w0lG7JM', 'I also catch heck from a lot of gun haters who try to associate my guns to my, um, endowments....\\nI have very rude responses\\n:)\\n\\n@HDiddyNZ', '@milay_44 yeah :)', \"@SarahSupafud I agree Sarah, it's just that the phone can be really busy at times. This is why we give other options :) ^C\", '@MR_SINISTER0013 Thanks for playing #JourneyPS4!  :D', 'Had one of the best conversations about AI with @FedericoPistono today. Pleasure meeting you sir! :-) http://t.co/NibAbZsKEL', 'My name is sikandar khan \\nAnd i support #Pti #standwdIk :) #WeStandWithIK', 'The starbucks logo stands for obsession , addiction and death #lol :p', '@yvonneainah I love you! :)', \"Keep Smiling :) Perhaps your smile will renew hope for someone who's about to lose it .. •Smiling is Charity :)\", '@NiallOfficial Hello :) Tell me, do you still keep in touch with Zayn? :)', 'Have a blessed friday :)\\n#جمعة_مباركة', 'Just smile and enjoy the time :)', 'Min @FansAldiSalsha follback me! :)', \"@BeardAintWeird_ Go Hokies! :) Our biz internships will be posted under University Recruiting - Non Tech on the website. I'll DM you info!\", '@EffYoF33linz     Hello to n America California USA! dear friend Thank you for following :)', \"It's July 24, 2015 at 01:16AM and that means it's time to give some love to mist45gameplay. :) #ILOVEYOU\", 'HAHAHA!  BAILEY MAY :) SUCH A FAN BOY OF ARIANA GRANDE!!  #PBB737GOLD', '@FroudRS @Mini_Marm  We have nex vex designed for you :)) http://t.co/wNmvAAdr4y', 'Good Morning IGers :)\\n#leicaq #leica #goodmorning http://t.co/jDGtfb3VVE http://t.co/6YqR8Rz9U0', \"@ashak21 dudeeeeeee I'm so happy you like them :))))) tell me which are your favorites\", '@DarkAngelRafael @Skin_Yard Yes. That keeps coming up on lists and someone else has mentioned Persona. I’ll try that. Thanks! :)', '@hakkovenus Yepp. Course mo? :)', \"Let's play this :) http://t.co/mJRbZhkOA9\", '@MunaAbuSulayman @shounshounette :) thank you so much😊😊', 'Invite My pin 5878E503 :)', 'playing Dota 2 :D', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x7', \"@gregols09 Glad you agree Greg, we think they're pretty useful too :) MKa\", '@tylergposey come to Australia! we love you Posey :)', 'Surreal :)', '@taprichai ah. Ok. I was wondering :) :*', '@RyanGage Yeah ! Nothing can stop the King of France :D Have a nice day !', 'Going to Miami tomorrow :)', \"@alixstone all fab here. Hope you're the same :)\", 'James_Yammouni Hey JAMES! Thanks for the follow but PLEASE follow ✧｡ Chelny ｡✧ :)', '@agulalanlar Thanks for the retweet my friend :)', '@xokristim Thank you so much! :)', '@kathleenmmorgan i appreciate you and i am glad we are friends :))))', '@MagdaKapa @morningporch @KrisLindbeck @matt_jakubowski @henryckrempels @velveteenrabbi @RichardNSkinner @rs_sparks @phoeniciapubl :) Thanks', '@VnG_Hollands @VnG_Brando TIME FOR MINE :D', 'Have a full breakdown of the materials used for Thorin now. :D Time to hunt down the materials and work myself through the project.', '@RunJumpScrap @HecticDad01 @NigeHiggins4 @Twinmumanddad @crunchy_mummy @PoopRainbowMama @Mr_Kitney :-D love you lots :-) xx', '@MahamK97 \\n\\nI was just tired yesterday \\n\\nChoroo ga nahi us ko :D', '@mikecoulson48 @UtopianFireman @Jenny_Musings @SupporttheFBU @FBUSOUTHERN @joolstom Cheers Mike - love the pics :)', '@ImAngelinaValen  Aztec princess.  :)', 'Nice rainy walk to work. Stopped to look at rain on the river and saw a kingfisher :)', 'Or to ask what He made you this year :) https://t.co/ydLzrWYrL6', '@MrLachie @the_overtones @OfficialMarkF @rucomingout So do I :) such lovely relaxed faces.....or yours is at least!!', 'Chinua Achebe To me being an intellectual doesnt mean knowing about intellectual issues it means taking pleasure in them. :-)', 'The amber liquid continues to flow, almost game time :-) #MelbourneTrip2015 #TaxiKitchen https://t.co/TjsUKEvepd', '@cabbyyyy ..is doing a Harry dm giveaway nooow !:) ♥★☆', 'Stats for the day have arrived. 4 new followers and NO unfollowers :) via http://t.co/uimhgcmIDk.', \"Let http://t.co/JknPWfDqkQ\\xa0help you get your book published. eBook or Print, let us help launch it. Self-publishers :-) let's do it!\", '@LorSaguinsin you should study at McDo. Strong selfie games everywhere. :))', 'Hey Iphone dreamer : tanisha1nonly :) Wanna get iPh0ne 6 for FREE? Checkout my bi0. Thanks https://t.co/IxFXJi9YJ8', 'Often attitudes are kindled in the flame of others convictions. Louis E. Le Bar :-)', '@tsncblog good reasons I hope :)', '*later :-)', '@triangledarren thank you :)', 'Well.. This worth a repath :)\\n\\n(Repath Kak Adis) [pic] — https://t.co/xAEEe2tfdI', \"@santosmarkaljon @InsidiousMovie I'm not Stefanie ... This &gt; @StefanieScott is the real one :)\", \"@Pseudony_Ms No, that's completely true. I'm watching the entire series of SG1 right now on Lightbox, so can confirm :)\", \"Indeed! Ran out of characters, knew you'd get it :) https://t.co/KfLhKQfwho\", \"@WoldHeath it's not my hands or incorrect spelling. I'm just the apologist :D\", 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x6', 'Add me :))))) http://t.co/8XAFR7meiO', '@sodapopmashton oh okay! thanks :)', 'No VULY today. 2 will be up tomorrow though :)', 'Boat trip with my beautiful wife :-) http://t.co/b4DG6lADgI', \"It's July 24, 2015 at 01:15AM and that means it's time to give some love to mist45gameplay. :) #ILOVEYOU\", 'Tom :D @TomParker  @MissKelseyH via Snapchat x http://t.co/mX5OO0cYHB', '@wintermaximoffs Hey Cam! We come in peace :) What can we do to help? /C', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/XX65KfaylK.', \"@treybaimbridge @hdez_emmy @IAmAlii1 @Abir_Khusro don't want you to ruin your dreams by thinking you're batman :-)\", 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/MfsVECw1bW.', '@thatchamdad very cute! She looks fabulous :)', '@ROBBOsickdog @ClassixOSRS will watch :)', 'Yes, Pearson had that reputation. Does Nikkei have that reputation? Hmmm...ask Michael Woodford. :D @W7VOA @FT', 'Cousins are for life :)❤💜💘💋 #vsco #vscocam #vscoph #vscogood #vscophil #vscocousins #love… https://t.co/JwNwLUp583', '@BTSPRIME yaap urwelc :))', '@BhaktisBanter #FlipkartFashionFriday Neon color hot pants :-) ;)', '@vipervillan  haaa you would miss him :-)', '@adam_turner everyone wants parcel and everyone is willing to believe auspost failed to deliver it :)', 'Earth 2.0 :)  http://t.co/XqS9UFdwtl', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @norman20015949', '#openfollow for rp who can speak eng. just retweet :)', '@MrCommodity002 Hi :) You may be interested this blog http://t.co/n3qVcBDNdh', \"Rain is God's way of telling me that it's time for a nap :-) hehe\", \"Okay let's start with a little feature today :) Yūjō-Cosplay are cosplayers from Luxembourg who only started... http://t.co/srAoxZxJMr\", '@CursedDid911 :) i have all day tommorow ok chill', '@MyriadPhoto Thanks for the retweet :)', '@Wolfaro yay more bunnys. :)', 'Damn that food was good. :)', '@BhaktisBanter #FlipkartFashionFriday Love This :) http://t.co/TZPmwWhCbb', \"@tayser1989 please I can't sleep till you broadcast I needa laugh a little !:)\", 'good night :-)', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/x81hxl9RTH.', \"@qistnaa for once i used 'u' :-)\", \"@ColinHalby Thank you! Can't wait to make the next cover. :)\", '@candinam Gals also bend down in one knees to put a men down and bend down in two knees to pleasure a men up to the heaven :)', '@SVInitiative Thank you for your proposal :)', '@CurvaNordSoul If he scores more than 10 goals, that list will be forgotten. :)', '@AlexShawESPN Loan back until January :D', 'Add me on Snapchat - HanaButle18 #snapchat #kikhorny #interracial #FaceTime #makeup #music #kikgirl :) http://t.co/sDYs6kx2um', '@Powerspell3 @TheVerzarian I care about chu too, you told me once, and I remembered it :)', '@CellarDoorExp Fingers crossed for you :)', \"Yay weekend's here! Happy punting everyone :D #horseracing #horses #betting #horseracingtips http://t.co/YdEFGZgnHw\", 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/CHp0q7Gv5C.', 'Yup, some Soulful Goodness :-) guitar/soul featuring Cocoared &amp; @PHIGROA http://t.co/5HV6Sd8uQY #soul #soulful', '@Cath_Tyldesley @YourStylist It is always good to stand out from the crowd :)', '@seggaeelives salut :)', 'A brief introduction 2 d earliest history of #Indian subcontinent even bfr Mauryas:\\nhttp://t.co/NEeqJTkQhy\\r:) http://t.co/jKTIjQxYoW', 'My Jordanian number 00962778381838\\n\\nWhatsapp the same :)', 'Photoset: tenyai: Ya’ll know you were thinking it… Hee hee :D My first SS month, well, here is day 1 semi... http://t.co/G1uA6N0Ce7', 'Best ATP players (Wimbledon 2015): Federer, Nadal, Monfils.\\nMost handsome ATP players: Cilic, Cilic, Cilic. :)', '@Hanan_nisaS mind to follow back? :)', '@FaZeMeerkatt Thx for the follow :D', \"@drewharley67 @GerardButler You're so right about that! :-)\", '@GhalibMK Not sure. Just need to firm stuff up in my diary but will let you know. Potentially August :)', '#FF @Hola_its_Esha  Nyc Girl must follow her :-)', 'Chillin with lils :) drawing tails on kittens x https://t.co/5mo2AysfE9', \"@solacehes I'm really nice actually😂😁and thanks :)\", '@PKMN_Assassin GARRET!!! ❤ :D', 'Nice one Baz.  So lucky to be working for and with such a wonderful company of people.  :-) https://t.co/InHUY4fkdG', 'Oh be :D', \"Say #hello to @Raptech_Pumps' #LEO XST Series Standard #Centrifugal #Pump :) http://t.co/IzStcUJh3p http://t.co/5wsyAxPaFk\", '@gdicko66 give me an hour and message again will see what the day is looking like once our tips go live on the website. :)', '@Wichita1771 you awake? :p', 'LONG HAIRED MEN MAKE MY WORLD A BETTER PLACE : )', \"@officialCelebV @classicfilms101 it's really good, and also From Here To Eternity. :)\", '@TaniaArellanoo just doing my job :-)', 'Forgive and forget. :)', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/dRArgTzKeh.', \"Love is putting someone else's needs before yours :)\", '@TradeboxMedia Thanks. :-)', 'Thanks :) @TONELOC101  https://t.co/rdh1X7dih6', 'Kangin Oppa :)\\nMy #TeenChoice for #ChoiceInternationalArtist is #SuperJunior!', '@qqooooooooooo بندر العنزي, Heiyo, visit my website for FREE 50.000 Coins in 8 BALL POOL now! Thanks :D', '@BigMammaJosie lil bitch, Heiya, visit my site if u wanna grab a FREE 30.000 8 Ball Pool Coins. Thank you :)', '@glitteratichic Our pleasure Kristin, enjoy your flight :)', 'I will fulfil all your fantasies :) 👉 http://t.co/VuC1cI1E0u 👈💗 http://t.co/Ych5wJt7CI', '@casslovesdrake yes cass I think you should :)', 'Happy moments :-) with surajettan kashi and ashwathy...', 'YES MOMMY DOESNT HAVE HER POWER BACK! YESSSS!! :D', 'Refreshing Time with Tirth Brambhatt :D — playing snooker', '@JackFejer thanks :)', '@bravefrontiergl Glad to see you working so hard im grateful for compensation but honestly playing this game for free is good enough :)', '@agnishaa followback :)', 'Talk shit :))', \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/S5Az1nSlHX http://t.co/TS2qrrlzV1\", 'Add my KIK - theoper479 #kik #kikgirl #snapchat #hot #pussy #premiostumundo #kikkomansabor :) http://t.co/PwGCXr3bhD', 'Good night everyone!! : ) https://t.co/yhIOXEl7fe', '@IMKellyHoppen Actually, I would beg to differ on that one. Sometimes, less is more. :) #philosophical', '\"i\\'ll be different when i get back\"\\nwow i can\\'t wait for hannibal to ruin will again :)))))', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x5', 'Bring your graphic design and web design skills to the next level :)\\nLearn more:... http://t.co/2HIE5tcv2P', \"Join us for See, make do! every Wed, Thurs &amp; Fri in July &amp; Aug (excl 12 Aug) Free crafts &amp; we'll do the tidying up :) http://t.co/DzylIYhhRG\", '#ff to our new members! @BaileyWalshLLP @backuptech @TheLondonDeliCo :)', \"@martin_7a can I play? I'm eating a raw weenie :)\", '@ChristabellaTr2 My world name is annoyingbaby and i probably come to ur world :)', '@CareerBreakSite thanks for the mention! Honored to be included there among some great blogs :) Have a great weekend! Sharing now X', 'Same :)\\nhttps://t.co/JA8FUggJwT', '@MammaRajSays thanks for the tweet about my post! :)', 'Little Man and I have just watched the weather forecast. We are having a lazy cosy day today for the first day of the holidays! :)', 'Client_amends_edit_5_final_final_final.pdf\\n\\nThat! :)\\n\\n#morning', 'Exactly! :) Mauliate, ito!  https://t.co/er8j0LHkiM', \"@BurakKrp Hello :-) If you are walking in the city install our application ZonzoFox clicking this link http://t.co/G2ixonCqoT. It's free ;-)\", 'Yes to Fridays. :) https://t.co/kpRWLSoeRD', '@riiiyyaaaaa oKKay :))', \"@effleurxge knock knock! this is soloist's ryu saera : ) a verify would be nice? ++pinkeu\", 'ANGRY GRANDPA PLAYS MINECRAFT (ANIMATION) #Minecraft http://t.co/GpGpQV2TTo ← Click Aqui :D http://t.co/HphRTT6IQZ', '[Screencaps] JongHyun &amp; SeungYeon com CNBLUE - MBC WGM.\\n\\n#Pri ;) :)', 'ANGRY GRANDPA PLAYS MINECRAFT (ANIMATION) #Minecraft http://t.co/2lqMgmagKr ← Click Aqui :D http://t.co/j2UaGkU9T4', 'ANGRY GRANDPA PLAYS MINECRAFT (ANIMATION) #Minecraft http://t.co/RYHE6sKiJ2 ← Click Aqui :D http://t.co/pVzUoAaPIO', '@Taitamco Oh, that MASA :-) got you! BTW, Entrepreneurship empowered you?', 'Must get ready for that trip to the Limpopo :)', '@EllieVond @SkeletonSweets @Justin_Naito @justcallmerizzo One of these days I think I would love to meet you in person. :)', 'The best thing about driving long distance is listening to the radio :)', 'Excited for the second picts!! :)))))', 'MY snapchat : NoraPowel19 #snapchat #hornykik #teen #booty #photooftheday #music #livesex :) http://t.co/cpnxELviXs', '@EHousein nope :) Emirates air line i http://t.co/xVLbWyCN19', \"i walked out of the fruit shop with LOTS of pumpkins and a guy smiled at me because it looked pretty funny, but doesn't matter, it works :)\", '@techin2b Thanks for the retweet my friends :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/NctwyoltIQ.', 'How To Get Free Gold In W.O.T.!!! – (No Download) World of Tanks – Easy http://t.co/Cz4OE19ynN ← Click Aqui :D http://t.co/aJURbpDfTq', '@ReetAwwsum Great! Did you reserve for Windows 10? :) ^MM', 'How To Get Free Gold In W.O.T.!!! – (No Download) World of Tanks – Easy http://t.co/YC2GbYRCTx ← Click Aqui :D http://t.co/CTuUvDILxr', 'How To Get Free Gold In W.O.T.!!! – (No Download) World of Tanks – Easy http://t.co/NrGOZ7DQgu ← Click Aqui :D http://t.co/J6ISDHFyWP', '@bridgetminamore did it thrice :)', '@PersonnelPlace @AnneFaramus @salisbury_wilts @JBSCompanyStore @BartercardSB @SarumStThomas Have a good weekend :-)', '@justinbieber :) back at ya', \"@TheBitBlock I am officially a patron now! I love your work and I'm looking forward to see all the extra content! :) http://t.co/UnaUkLbfRY\", 'Coffee and book before I venture outside :) #holiday #coffee #reading #deathcure https://t.co/zqD404DDuU', '@graphic_foodie that one at the bottom looks like a boob :)', \"@ghostfinder no worries :) I don't blame you haha! X\", 'Celebrate end of work week!:) Invite your friends to dine here and experience the modern Korean House… https://t.co/ul8fcuREuu', \"@LA_Weatherly It's one of the absolute best bits of my job! And thanks for letting me grill you about your writing process :)\", '@ARealSnake Like where? :D', '@gus33000 but Disk Management is same since NT4 iirc :D\\nAlso, what UX refinements were in zdps?', \"@1DCrazen no its okay i didnt mind everyone has their opinions :) anyway we're talking first time\", 'Do it for great justice, and also text adventures! :D https://t.co/HxV8GFvqHD', '@PsychoIogicall Keep trying - you will get there :)', \"It's always nice to get an invite :)\", '@ChrisPeyPataah awwww thank you daw tine. :) BTW I HEARD SA GENSAN KA???? I MISS YOU YOU KNOW', '\"@yettygeers: dont give up and know that better days are coming :-) http://t.co/ZqpwgCmw0b\"', \"Just ordered some more Frightlings undead plushes and cushions :D.  Hopefully they'll be here soon xxxxxx\", 'NBA 2K15 MyPark – The Chronicles of Gryph: Volume 3 http://t.co/8fpTsU6SqR ← Click Aqui :D http://t.co/GeKB3pLNUZ', \"I'm gonna buy you~ :) http://t.co/GlcLGTVe0U\", '@shaz_england  re download Twitter on phone, had to do it a few times myself :-)', \"i'm here for a reason ok : )\", '@w_illiam_tan We will try to come to a decision that is favorable for both sides. :)', 'NBA 2K15 MyPark – The Chronicles of Gryph: Volume 3 http://t.co/bosrrkB3JU ← Click Aqui :D http://t.co/7kqgZXtdGG', 'NBA 2K15 MyPark – The Chronicles of Gryph: Volume 3 http://t.co/120nsFCS8b ← Click Aqui :D http://t.co/soMkoKRGIa', \"@crustyolddeen I'll do it now! give me a few minutes :)\", '@KingCuh happy birthday bro :) have a good one', '@Rl191459Alex Hey and thank you for following :)', 'Friday mood :) \\n\\n(Source: The Ellen Degeneres Show) http://t.co/jAQsiwxxKd', \"@GrahamTownsend Oh yes, I have some of those shirts. They're nice :) - ROFL @ old mints :D - I'm rocking a sexy Superdry tee right now x\", 'And the vacation is not over yet. Berangkaat lagiii :D', '@HutchinsonDave @Beakmoo @Pani_Bufetowa this has made me very happy :)', '@HelpRefugeesOZ No worries, fixed :)', 'You give more yet receive less. Ok lng siguro un. Kesa you give more yet receive nothing... :)', '@EscapologistGl An interview day again today? Sending lotsa lotsa good luck :D xx', '@Barrastinian @chunkymark What if they had a child :D', 'I hear a lot, see a lot. I just don’t say anything! :)', '@CyprisJ thank u mistress :)', 'Had my few hours beauty sleep, ready for few hours at Pure Organisation Offices then weekend off :-) Oh and...I... http://t.co/dCNoUH9s5R', 'Good Afternoon :)', \"@Random_MrDiddy I know he lives in Australia I was talking to my friend cuz it's like 4am for her but thanks anyway :))\", '@badams Haha, thanks man. :-) Fingers-crossed I won’t have to delve too deep - just the .htaccess file.', '@dowsingforsound @alex_elbro @camideasfest @ADFofficial @CambLiveTrust Saw ADF at WOMAD Gran Canaria yrs ago. Best gig ever! Crazy times :)', '@JakeSwope have a nice day at work today and tmrw and after that  :)', 'When your twist out is defined as hell and you feel like youve made a break through..... :) #teamnatural', '@AshDawson147 I will. You too huni :) xx', \"@iCupcake_Mafai Hi! Would you like an @imPastel concert? Let me know your city and country and I'll start working on it! Thanks :)\", \"@vtothepowerof2 you're actually going?!? :D yayayayay\\nIt's gonna be my first YT convention too &lt;3\", \"Sure mate i will don't worry :D thanks! https://t.co/H5bWUM9S3u\", 'Snapchat me : sexyjudy19 #snapchat #kikmeboys #tagsforlikes #pussy #gay #indiemusic #sexo :) http://t.co/rSAOyu7Vzu', \"It's a v nice day. What happened was surreal :)\", \"@2015Geetanjali Well done, it's good to get thing out of the way :-))\", '@Mishkapants Thank you :)', 'love love love  :)', '@JaneFrankland you bet! Planning a secret baby shower for Chloe! I can say it here because she barely knows what a computer is :D!', 'bday in 6 days :D', '@DatKidScotty check her youtube link you might like it. @jallossery another person trying to live the dream :)', 'See you in Brighton @thenitinsawhney Last year our wedding anniversary, this year our birthdays. Your timing is impeccable :)', 'i fucking slayed him of :)', \"I've been so happy lately :)))))\", 'I love the nickname babygirl :)', '!! Quick notice regarding requests. Our DM is now open for people to request moments/ideas for tweets, thank you :) http://t.co/joEpeCsq29', \"@affan24 hahaha are u serious?\\nHimmat karain aur moo pay baat karain :)\\nU won't believe meri debates abu k cousins k sath hotee-my uncles!😂\", '@PaulBousty thanks :)', 'The eyes of men speak words the tongue cannot pronounce. Native American proverb :)', 'Bonding with my lovable girl in my life :) &lt;3 Yesha Montoya', '@1017nelle aww bestfriend look at you :)', '@acasorguk PICK ME PLEASE! :) http://t.co/2Kjd6ACp1S', '@jsonyoung thanks for all your support :)', '@JabongIndia ready and eagerly waiting for the next question. bring it on :) #JabongatPumaUrbanStampede #JabongatPumaUrbanStampede', 'Spotify saves the day during traffic :)', 'Happy Friday Everyone :-) http://t.co/MgaVjyNjEZ', '@Twytterina indeed! :)', \"@Shaina_Jade We've received payment and your order is being processed :) Thanks for shopping with Spree!\", '@nasirjkhattak This supreme court can even give a decision that sunny Leon is virgin :p', '@NoakseyV1 @david_statter @DHGFMadson @saikocat @HIDEO_KOJIMA_EN @drewdixon82 @ghrowe Cheers! :)', '@cyrenity I know he is, only saying what I know :)', '@hclcampbell Amazing! Glad to hear we could make your Friday morning a little better :-) ^KS', 'So @gwatsky had a fantastic show! And I already want to buy tickets to another concert.:D', 'Photo: randy9bis: Beautiful physique, shaved, uncut, and a tattoo: sexy boi !\\xa0 :-) http://t.co/XcWxo5jVVY', 'Who does the cheapest printing in the world? Looking for a regular printer in countries close to NZ or Ireland, or drop ship printers :)', '@BotchFrivarg @SusanYura and a me hiding behind his large format camera :-)', '@ThatGuyBarney Thank you :D', 'Have a blessed Friday everyone!:)))', \"@ark_yujin96 i'm replying your mention :p\", \"I got my half day and I'm 10/10 excited for senior year :-)\", '@StreamRaids do u raid in a good way? :)', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/4UgujEyLOC.', \"I am going back to England today so I'll turn off my phone to conserve battery so everyone have a good day :)\", '@KristiWhitetx So sweet. :)', '@NabeehaEjazGeo Home is where we should feel secure and comfortable. :)', 'Goodnight guys :)', '@SullensScarlett thanks for tweeting about me :)', 'ALLAH swt always has 3 replies to our prayers. \\n1. Yes.\\n2. Yes, but not now.\\n3. I have a better plan for you.\\nThere’s never a No :)\\n#غردلي', \"@c2c_Rail Only because it's Friday....:D\", \"@TeamLaws01 yes of course, pop an email to reservations@sandsbeach.eu with your dates and we'll get right back to you :)\", '@elizabethrosexx Great to hear! We are glad that we could help :) #localgaragederby', \"@wndyRVel_ Thanks wendy! Let's be friend yaa :)\", '\"@yettygeers: in good and in bad days, God is with us :-) http://t.co/XvFUG4ig4T\"', \"@MoominCapote Yayy! Good work - can't wait to have you on campus! :)\", 'Stats for the week have arrived. 3 new followers and NO unfollowers :) via http://t.co/s1O8yCoO68.', \"Hey guys! I'll be live in 30 mins! Do you want to do some fun low ranked games or subgames or faceit today? :)... http://t.co/e4H5iMXzMH\", \"@luminousljp WAIT WHATS HIS SNPCAHT if you don't mind me asking :-)\", \"Okay well when I hit 100 subscribers I'll put up a Logo Giveaway, two of them. https://t.co/UB7DTtUo9G New Channel. :D\", 'don\\'t cry hakhakhak :))\"@ksdahyun: T_____________T https://t.co/KKbgfmYEgO\"', \"Didn't know Kyungsoo's into animated movies too! Inside Out is a nice 3D animated movie :)\", \"Just viewed a property. Agent said 'the kitchen needs attention'  I like an accurate description :-) http://t.co/kgXuYb6diH\", '@Leehi_xx yes it is : )', \"It doesn't affect my theory at all but I'll update the vid tomorrow just so it's made clear :)\", \"Who Wouldn't Love These Big....Juicy....Selfies :) http://t.co/AhgSF3iyCk http://t.co/pS0OmLZMPc\", 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x4', '@ijonghyvn follback :)', 'sorry nic! dont ya worry i surrender :) @jeonkookswife', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/4QiS2e3DaM.', 'Look what i caught! :) http://t.co/jm7k6cs7XD #retweet #marine #fish #underwater #sea #ocean', '@zbeech That will be £15.90 for you  :-)', 'Your garden is stunning even in the rain Yvette :) https://t.co/p4zoflIOdf', \"@plasmov Love your author pic on the MWF programme! You're going to rock it :)\", 'Taal lake I love.:) Philippines http://t.co/Efm3XPfjZF #retweet', 'See you on monday 2EMT!!! :)', '«--\"@YoKoKuali: I :)\"@Kreizi_: Who wants a #FF S/O??\"\"', \"@novi9nueve no I'm not :)\", 'Scurri - the most agile #shipping solution available on the market. \\nBook a free demo at http://t.co/AybllZWAqF :-) \\n#retail #delivery #SME', '@Monomarchos dead :D', \"@TheYingster You're welcome. :)\", '@Omar_Omark thanks omar :)', \"@GAMEdigital I've pre ordered R.O.B and game and watch :)\", '@kamaalrkhan India has 2 biggest losers..... Kamaal R Khan and ..... amm wait .. nobody is near as big loser u r .. :D', \"Busy/early day tomorrow and it's 3am :)\", 'Collection..:) http://t.co/q6s9MrnVXd #retweet', \"@NeuroDiverseAU hey buddy.  Thinking of you.  Don't do anything I wouldn't :)\", \"#ff HopeHouseKids PitmanTraining WalkerSmithWay let's try to #keepitlocal :)\", \"@arizonacoffee It's here to stay :)\", 'i beat sehun :-)', 'Great start #SE100Leaders @hiSbe_Food , shining a light on doing good in business :) @LabelledShop', '@_Rossaholic thank you, Donna! 😊 it was uneventful but fine. :)', \"@demissexuaI yeah you're right, she's perfect. Let's pretend the video, song or anything else she makes doesn't suck :)\", \"@aaronbethunee I'm sofa surfing :) cunt\", 'Best Burger so far!do you agree? :) http://t.co/QBV9uXGdKV #retweet #food #burger', 'Thank you for the retweets @pbfurnitureltd and @Alipink27 :)', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/knhEHfUJRs.', 'But if i ever let you down. forgive me :)', '@GalagansIsland @Gamerboss Pretty amazing!  What the hell was I doing @ 13, oh yeah playing video games. :)', \"I'm doing an unfollow spree of my account fave this tweet and I won't unfollow you :)\", 'Good morning. Thank YOU ALL for RTs, follows, mentions, favorites, convos, #sharing &amp; rescoops! Keep UP the GOOD work &amp; have a GREAT day :)', \"I love multiracial couples, they're like a royal fk you to the narrow minded assholes walking this planet :)\", \"@BRose_24 haha I feel you. Maybe that's why I do it :D\", '@SK_Freakeh Which type of warlock is it? :)', '\"@KatiiiRocks: @Miangeorges are u a beautiful man? :D\"\\r\\rYeah ! Sometimes.', \"Hi all my faithful followers :) I'm having a lovely night &lt;3 ;*!\", '@Aavak_ thank you :)', 'Happy Birthday :) @mixbad', '@davedhjones @IMcMillan Love it! :-)', 'Hot Air Balloon Festival! :) http://t.co/xKM797Hj60 #retweet', '@dunkindonutsnjh thank you lovely :D', \"@macauleyBoath always looking at new countries to add to our growing list. I'll pass on your feedback :-) &gt;MJ\", 'My body still hurts af. Just got home :)', '#Tracerequest _ Good for you Selena :)', \"Something for the weekend? Here's your body weight workout of the week :) http://t.co/fB4z8atLS0\", \"@broadviewpress maybe an issue on my end. Sure I'll shoot an email right away. :)\", \"Hi I'm Madison, I'm 13 not supposed to have twitter, but this is for my family :) @RyanSeacrest #BeOnKnockKnock http://t.co/8DBynqLZKw\", '@protectyrbubble thanks, sent it now :)', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/abegLVNXBO.', '@KanzaSohail98 im not your FAN -_- :p', '@taufik_toda we made our final design please check that out :) https://t.co/EXt098Yq1b', '@RosaldoFederico Visit my blog http://t.co/UzOAqroWKx thanks :D', 'Apparently we are getting internet on Monday guys but there is a new video going up tomorrow anyway :)', 'Loving \"the buy one get one tree\" idea :) @pieminister @TemwaUK', 'Look what i caught!:) http://t.co/pxBRjFPuYu #retweet', '@Tarann97 its Friday :)', 'Con-Graduation Gents! :) CC @EastsideFlip @the_managers59 @dalysoharris @dumisani371.', 'Sweet tooth! :) http://t.co/47xACbrmCc #retweet #icecream #food', '@itssssalmaaaa12 I like you !    as a friend :))', '@_mean_ her bitchface was perfect :D', \"@flowercrownliam apparently I'm still at DM limit 😒 I'm not in DM LIMIT on @twerkgodpayno tho :)))\", '@PurplePRFashion Who can we send some free, #organic #coffee to :) ?', \"Morning Everyone,\\n\\nWe're open from 12pm every day until Sunday now :) \\n\\nHello Weekend, come say 'how do you do?' x http://t.co/PTZfvCIUa9\", '@BeanssGilly @_kyle__86 thank you, you too! :)', '@GSwinburn Please use your York Residents card which are available from @YorkLibrariesUK. Nearest to us is Central Library off Lendal :)', '#FollowFriday Thank you @TimModise @LifeWithThami @Mkokstad for being top influencers in my community this week :-)', '@TomRPI @CatherineLW98  we got it working Tom; well done for doing it all yourself :D', '@rurimofu Go Catch all members\\n\\nPikAmi is Captured :D', 'Fulton John Sheen Baloney is the unvarnished lie laid on so thick you hate it. Blarney is flattery laid on so thin you love it. :-)', \"@SachinKalbag Ah Sachin, why do you bring up unimportant stuff like context and dampen @saliltripathi 's excitement! :-)\", \"#ff to all my followers let's try to #keepitlocal :)\", '@teen_emma @Br1stler @jeweleyegoddess @CaraToyne @CaraandSam especially you :D hehe she might show you her fish too', '@sophiewalts are yu comparing #bellybuttons.? :-)', \"Let's stream Rocket League part 1 :D: http://t.co/acoLyBFYkn via @YouTube\", '@Cvrlzzz your welcome :)', 'Google has made Narendra Modi really very sad about Imran Khan not becoming Prime Minister. :p', '@BhaktisBanter u look angel in this one @PallaviRuhail :) #FlipkartFashionFriday http://t.co/aT0iSMP0XI', \"@w1bble Aaaaaand that just went to the team's WhatsApp group. :)\", \"@paulbeaton720 Looking good! Let us know what you think when you've tried them :)\", \"@macauleyBoath Hi Macauley, Mexico sounds lovely :-) We don't have any plans to add new countries at the moment, however we're...\", 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x3', '@JaredLeto Wheeeeeeeeeeeeeeeen?!?!?! :D', '@Saskia_TeamLH44 Thanks baby girl. You too!! :) xx', '@BabyGreenHayes thank you good luck :)', 'Heechul Oppa :)\\nMy #TeenChoice for #ChoiceInternationalArtist is #SuperJunior!', 'FREE slice of toast with every large coffee-weekdays 9-11.30 :) just ask us for the offer :) @UltimateOutdoor http://t.co/jOWzpjgik7', '@voice_kyohei Oh, I am still stuck on some island ... :D need to learn how to sail my ship faster ,,, :D', \"#Friday's here!!  Give us a call today for all your #commercial and #farm insurance requirements :) \\n#HappyFriday #LookForTheO\", 'follow me to stay updated :-) http://t.co/EO64j939Kv', '@Kelyias Oh! Happy to hear about this :) Have a lovely day! ^CL', '@MKBHD @YouTube it keeps better and better every update :)', \"@velvetpIant It's NEVER a bad time for a bath, if you have us Rubber Ducks with you! :-) #quacketyquack\", '@MekObien where art thou?! :))', '@cumminiall me too :))', 'Just got home!:)))', '@remylauren Im hopefully home in April for a few weeks :):):)', 'Flying panda at Airforce City, Clark Field Pampanga Hot Air Balloon Festival!:) http://t.co/oi7X2seSGi #retweet #cute #hotairballoon', '@BrilliantMaps @muayfarang555 ...yep...proud to be a troll!..:)', '@OBeeTeam 😘 ⚡your blog  http://t.co/TkF5AeXfRI totally rocks :D 👏 👏 👏', 'New video this week :) Updated Face &amp; Brows Routine (Oily Skin) - maricarljanah https://t.co/NZQGXJ6mIL via @YouTube', '@neomeruru because....your cup is empty? :D', 'Come fly with me baby! :) http://t.co/JjmrvobLZl #retweet #marine #navy #Airforce #battlefield', \"@markbowthai @twomeanyoung it's 6:15pm rn!! And it's currently 70 degrees Fahrenheit!! Which is really warm so it's good :)\", 'Havent been tweeting in years, I kinda miss it :)', '@Janaan_tia WHAT! Yum :D', 'Collection..:) http://t.co/TWLbiIbhUe #retweet', 'When your bestfriend has nice friends. :)) http://t.co/J0Kohuy537', '🍸╲──╱🍤╭╮╭╮┓┓╭╮╮┳╭🍸╲──╱🍤\\n🍤─╲╱─🍸┣╱╰╯┗┗╰╯╰┻╯🍤─╲╱─🍸@yolkarjoma Big Love and hugs for you Babe! :) http://t.co/TBiNpwy83k', \"Isn't this place so peaceful and relaxing..:) http://t.co/LfC9t3SGPX #retweet\", '@EoleTrading Right on, then :)', '@Ktens Usually just a high stool with three kids waiting for me to topple over. :D @Rekhakakkar @vindee', 'I love you, Coco folks! We can do this :)', '@Essjayleam and for the retweet!! :)', \"@StephanieAlys That's great Stephanie! Good luck with your training :) #findyourfit\", '@friendsofderek @Outpost_Skaro My preferred term is \"whomosexual\", but otherwise that sounds like a plan. :-)', 'Last orders for 2015 in by 31st July  please :-)', \"AuG I'm super packed. But however, I rather to have things to do rather then work and home :)\", 'Summer style! Stack up those Pandora rings, ladies :-) Which of these rings is your favourite? http://t.co/e6r9dhQBC7', '@taylorswift13 @Caradelevingne @halstonsage @natandalex I CANT WAIT :)', 'Great to attend #DigitalExeter last night and hear some interesting talks on #DigitalMarketing and #SociaMedia :-)', '@pinKixX44 congrats pink! :)', \"@AndyCCochrane I hope you're enjoying your ride Andy. :) ^NB\", 'Bom dia a todos!!!! / Good morning all!!!! :)', '@BookendsBinEnds thank you for following too. I will certainly have a look :)', 'When #forklift and #warehouse workers get that #FridayFeeling :-) \\n\\nhttp://t.co/iz4sgPsdcW http://t.co/CXP98cEdnl', \"@voteforbabe go first on @/LSceens and I'll give extras, tweet when done :)\", 'Immature love says I love you because I need you. Mature love says I need you because I love you..  Gandhi :)', \"@harribungay Welcome to pop heaven. We're glad you're enjoying it! :)\", 'Shout out to Grassy :-)', '#FF to @TashaFairybro @dorkfaceblog @BeckyBedbug @SaidByAlisha @_OliviaJadexo @UnderToWonder @fineanddandy &lt;3 these ladies! :)', 'Photo: feetblog101: :) http://t.co/6ZcJeWCqro', 'Photo: feetblog101: :) http://t.co/fN0ojENcCm', 'Dare I say that there is a video of me on our About Page - http://t.co/1nXM8mxmbu - talking infrared heating :-)', '@ICTDSeSafety Its on my to do list, just about to board so see you in a couple of weeks :-)', '#FF to these fab peeps :) @baby2body @sarahs_scribble @babysleepexpert @mybabatweets @Zita_West @TendreDeal @BoboBuddies @kerryjeanlister', '@burnyourbones 1 daughter-4yrs old-porridge fiend :-) do you?', '@Yorkshireccc @YCCCDizzy Have a good match 2nite boys - lets go out of this comp on a high and just enjoy it! :) #vikings #T20Blast', '@catisbetter666 thanks :)', 'welcome Np :) Thats quite same problem i was having.\\ni am now just bothered to pay more taxes of same name on different bills\\n @godfatheriv', '@CG_Rated cant see any feets :p http://t.co/3xBhH5tVLr', \"@aliendovecote oooooooooohh! i just saw your #PetJam! i've been toying with a virtual pet game idea for weeks! now i will pounce!! :D\", \"What's the best part about signing Benteke? That he won't play for United or chelsea :p\", '@agnieszka007 Hi Agnes, please email socialmedia@dpdgroup.co.uk :) [Sam]', '@Th0tiana_ fruity vodkas always help : )', 'My phone does this really cool thing, that it tells me I have a text, 5 minutes after I really got the text :-))))', '@japneetsingh39 @Olacabs @jungleecom #sellyourcarin5words #chaloNiklo\\n#SellYourCarIn5Words #ChaloNiklo :) pic.twitter.com/jXZ2LBV6O', 'I really think I\\'m gonna get one of those Kindle Paperwhite\\'s this pay. I really want to start reading more. Want that \"laser-like\" focus :)', 'My ghost #bae :D #love  #TagsForLikesApp #instagood #me #smile #follow #cute #photooftheday #tbt… https://t.co/KLSHoO7UgP', '@MusicMetrop @LostInMuzic @karenak @MosesMo @chrisdrunkpoets thanks for the shout out guys much appreciated :)', '@BeingManisha u tho Too Gud in trending (y) :) !! #BajrangiBhaijaanHighestWeek1', '@Narrys_Badass i mean, its already a dream come true\\nYou notice me so thats enough :))))', 'We like... :-)\\nNEW Blue Point Snap On Socket Set Spanners\\nEbay ad here --&gt; http://t.co/M0TB1ggAU9 http://t.co/5XoWOPFbmZ', 'Waiting patiently for mr. crush :) but first, let me go to sleep 😴', 'Happy Birthday @TobiWanDOTA ! Never forget. :) #pglcsgo https://t.co/qM8J919s8x', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3 x2', \"@_pearlyyy well, kind of :) I still read it if the author is my favorite,otherwise,I tend to not read them, that's why I crave for more fics\", '@dvntownsend I thought that you wanted to take  it slower for while.. :D very glad though', '@Arean91 @robinashe The Asian SJW, trying not to cry...:D', '#cakehamper baskets have arrived :) Best gonna be busy 2 get the finished products ready for you all to see #excited http://t.co/1jbVpcfnXB', '@flowerxmouth awh good :) why is he hated though? Haha.', '@WoahMitchel thank you :)', \"@CocoaBrownTan @FuschiaEffect I'm glowing this morning! Yayyyy :))) happy Friday! Xx\", '@ErnestMnisi @stuhlinho  Hello :), the original new mercedes hood badge http://t.co/EZp6TqdWor', \"@mediatemple I'd love you to add my @mediatemple hosted site to your blog :) Please. All about my drone videos etc http://t.co/R6B1MIutgJ\", \"Next week we're blowing up chocolate :D\", 'Aww, yay I\\'m in the \"Not Hated Group\" and I promise u if u ignore the haters and not retaliate it\\'ll get better :) https://t.co/4A6FPOTIlv', \"Here's Wishing a Very Happy Birthday to Doug Bollinger. He turns 34 today.. :)\\nPlay Now: http://t.co/FDdN2y2Ghk http://t.co/Nh0NNiXu1I\", \"Where's the time going?! ONLY 40 days to go &amp; sooo much to do!! Not enough days in the week :p #goodmorning http://t.co/4NPwOGr9QL\", '\"@yettygeers: God has a plan for us - a plan needs a planning/timing - believe as you know He is faithful :-) http://t.co/y3AV5khhim\"', 'Congrats to all of us ! :D https://t.co/qZm1Hbxtha', '@SydneysMedia @Zampakid @darcy2981 I very much doubt that anything will change at Seven News anytime soon either but I can dream, right? :)', '@justinbieber i love u :)', '@txqiuddin have fun boy!! :D', '@jackgilinsky You are #3 in Denmark! :D http://t.co/VAeFCWhQfc', 'The view the night before my birthday will do me just fine :)))', '@_bushraaaaaa So tell me how it is that Whitey and his culture rules the world? :)', '@pattiemallette of coursee :)', 'Hi sunshine :)', 'Stats for the week have arrived. 2 new followers and NO unfollowers :) via http://t.co/iRH0F3yvXU.', '@mikecoulson48 @IanMountain06 @PaulHowsley @NYorksSocialist @grumpyboy @KrustyAllslopp \\n:)\\nCheers Mike', 'Just Completed YouTube intro. :)\\nExcited, Intro full of graphics\\n#graphicdesign #videographer #Youtuber', '@lindseytsutsui AWW BUT ITS OK CUZ WE MAKE MISTAKES TOO :)', 'Life itself cannot give you joy unless you really will it. Life just gives you time and space. Its up to you to fill it. :)', \"Just finished Bill and Ted's Excellent Adventure, now onto Bogus Journey :D\", '1000 VIEWS THANKS :-)', '@C4ndiru Hahahaaah.\\n\\nOwly said knock you out\\nmomma said.. :)', 'good afternon,, :)', '@leebattrick @OldManMyke @Joel__Henry @gregpiskosz @wakeofgodzilla ha ha im actually happy with pick :)', 'Great News :) https://t.co/hcqgiRuZ0X', '@sltuan96 there will be next event on September :D', \"@otraclace i don't live in a city but I live near whangarei :)\", '@vickiGB215 yes! I appreciate his smile :D http://t.co/R8zhRUjCI0', \"Hey folks I never use this account so if you've just added me, add me on my main account :) Katie Nicholas\", '@nongardener Thank you Pauline! :)', 'Child traffickers getting more daring these days.  However their spelling gets worse :-) http://t.co/QTXo1fMXkE', '@TheSwapFiles thanks :) @swap002', '@BBCRadio3 Hence the expression: wot a racket!?! Maybe? :p', '@Lisa_Maltby Thanks too for your follow + kind words :D Likewise for yours, hand-lettering is a real art', '@DirtyJasen I shall do :D I shall shout it from the roof tops of social media :p', 'Thank you guys. Now I have a plan for tomorrow :)', '@antinezushi tbh i dont know yet they havent told us very much but i will get back to u :-)', \"@clarkkrm the only thing that's been stopping me is my weight but I'm sure if I ease myself into it it'll be fine :)\", '@Dutts1981 (2/2) call before you visit to double check :) http://t.co/D7zK1MWgh3 Thanks, Beth', '@CranksFood I love Sour Dough for a treat :)', 'Text me or hit the dms... Lol :)', '@Im_bharathi I got it. :)', '@fergieweather thanks mate, much appreciated :-)', '@Orlando_Pirates  good luck ;) \\nwait you in egypt :D', \"@wckdmalum thank you! :) I just hope it's not too hard ! and how are you ?\", '@JMaKiwi ...kinda explains why you you married hubby :-)', '@laurentzwalker @BoykinsD1 I love being mixed :-)', '@_sunshinehoran_ HAPPY BIRTHDAY!! :)', '@kapucumerve sakin ol :)', 'Six Months to Christmas :-)', 'Thank you @Essex_Wiganer :)', '@suthodan @zerotackle I take u wrote it :p', 'glad you &lt;3 it :) @Skythedeath', '@ChrisChivers2 nice word :)', '@AvrilLavigne U r so brave n strong avril so never give up n keep smiling :)', \"I'm thinking garden party :)... #N04JS Buy 6 bottles of wine save 25%!! @chrisyamahar201 @sainsburys #prosecco http://t.co/M3kvcw24N7\", '@JannikMarioFan Pech! :D', 'Micro Bikinis Are Stunning For These Reasons :) - http://t.co/BDTwWzO4Mz http://t.co/OkBaE4j2x4', \"@rellypops couldn't message it... It's on my feed (and catsPJs) :)\", \"@miabellasesso Have fun, gal :)  I'm going to try to go to sleep, lol.  4:15 here!!\", '@chigginjones @shinybluedress @Sunnyclaribel Morning :-)))', '@Anbu002 @Pranto_ahp Hey guys! We know about this request and our product team are already considering this :)', '@arsenalnewsasit :) Thanks, wishing you back also. #LazyWeekend', '@Reckless_Yuki thanks -- Working on it! We are way overdue. Literally updating them right now. Mice are updated :D', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/sYorWFentu.', '💃💃💃\"@Boitumelo_SA: @Roooosta happy birthday to you too! Let the joys never end :D\"', '@D33PAK done :)', 'Good morning! : ) http://t.co/mz5RDS96U9', 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/zybHHnSkwl.', 'Bout to lay down and watch Jurassic World with @TaylerBrayden!! Love our little movie nights :) 💕', '@lhiz001 ito ding latest full album.. 4th full album :) last full album nila is Wave @0129anne @d_lawbreaker', '@teenageblackout hi can I dm you about something? It will be quick :)', 'hot cosplayers: :)\\nhot cosplayers that kiss in ur fav pairing: 8)', \"@VegPlotPeach Unfortunately we don't I'm sorry to say! Thrilled to hear that you love the sound of our products.. &amp; they smell amazing :)\", 'I ATE YOUR LAST COOKIE SHIR0 &gt;:D', \"Final few days in #Hale #Cheshire, got some lovely before and after shots which I'll be sharing tomorrow. Call to book #decorating :)\", '@wendyxRV1 followed :)', \"@notch Lemme know if you ever want any more recs. Likewise, I'm always open to expanding my inaccessible music library :D\", '@jcpena26 ingat din man godbless! :)))))', '\"@fireddestiny21: #PSYGustoKita I\\'m a huge fan of Latin beauties :-) and QUEEN KATH is the ASIAN Latin version :-) http://t.co/gYBoDpALTi\"', '@TacticalWolfie Lovely. :D', 'Hello @davidpring91, we hope to see you in @SkyFallHove soon. Have a great day. :) https://t.co/px6oSSKCTL', \"@monolifemusic @DJANORAK I'm getting there! It's been super slow because of the move. Definitely want a Mono Life remix when it's done :-))\", '@Nezhira  Happy birthday :D', '@SquadKathNiels @bernardokath gO kathryn! I will never let you down. :)', '@_Sampath @gnanodayam @wtfex I did not mean literally sir :-) JR developed properties along their HSR lines to create user base', '@streamlinefituk Oh yeah that is one major #sugarrush :-))', '@carmendarlene knitting and music! Music (quite bit new to my collection if not ears) is probably partly why I’m still awake. I binge :)', 'Homegirl nancy :p https://t.co/n8M0xwjELc', '@FENNIBU Hello Fenja! Great to have you following :)', \"@Insane_chorri don't worry, aapke benchmarks ke hisaab se already hit ho gaya hai :D\", '@Bacon_is_life @marcin360 same here, ofc .. I am glad it influenced so many other to create so many awesome RTSs :) Cheers', '@ssxngji good luck for you too! Secret hwaiting! :)', '@Dodi_Behiri congrats :) exciting', '@MrStuchbery @AllSaintsFulham thanks :-)', 'Titanfall Friday tonight followed by possible Xbox Saturday,then the ultimate Xbox Sunday!! Yay! :)', 'An experiment in gastronomy.... :))) #NewBlogPost #FoodieFridays\\nFoodie Fridays: Yoghurt pancakes… https://t.co/3eR4q9kmK5', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @fetsha85', '@Worth_The_CHASE hope you had a good day :)', 'Sabah sabah kapima gelen guzel bir hediye :) Thanx for this wonderful present my honey 💞😘 http://t.co/GPkMjrrh7X', 'day off tomorrow :)', '@photopitchicks do u have instagram? So that I can tag you :)', '@DoorMatt3 it would come through email. You can also purchase visas in store  :-) ^Parisa', 'think i just had the best epiphany of my life :D', 'Head Needed urgently ... pls apply within! :-)', '@Wa_NDIA @bintiM You guysss! It was LIT :D', 'Hi BAM ! @BarsAndMelody \\nCan you follow my bestfriend @969Horan696 ? \\nShe loves you a lot :) \\nSee you in Warsaw &lt;3 \\nLove you &lt;3', 'Nothing like a little team photo on a Thursday @ENTIQ all smiles even @JoeGardiner5 :) http://t.co/0yeacg6r5p', '@MrRyanSampson Ryan are you going to the EM-CON I swore I saw something with you on it saying for next year? sorry if im wrong! :D', '@MartinaGamb see yaaaah! :D', \"@alanscottwoods Thanks for the heads up, but no ear defenders we're ready to listen :) (btw if you're calling on a mobile use 0330 333 7234)\", '@mattbarker14 able to pick these up from a number of retailers that stock our products :)', '@AppleMusic nice tweet :) just followed you', '#KianWeAreProud so proud of you :) love you so much 💜', 'ThanQ @ArtieCraftie @craftsbyannie have a gooday! #ff :)', \"Today has so far been spent trying to read my emails without getting distracted by all the #dayofarch tweets. So far i've failed :)\", '@KayOh_Official finally 10-20 people came to know about me changing my @ :D', '@JYGClub thanks admin :)', '@gurmeetramrahim #OurDaughtersOurPride great bapu u r best coach ji :)', 'Snapchat me guys - IvyPowel19 #snapchat #kik #chat #xxx #kikmeboys #newmusic #sexchat :) http://t.co/zhvSuU4H8M', \"HAPPY BDAY Queen @EmilyBett can't wait to see more of my fav IT girl this season  :) you're a real inspiration ILY http://t.co/s2aTIZNpFn\", \"@lovemybooksUK It's such a good idea to share excellent book titles! What would we do without them all? Keep up the good work :)\", \"🍅: you're funny and nice :)\", 'I was talking about radio which already happened :) and the tweet was made like a week ago you fucking freak  https://t.co/NrrUOlBKGN', '@BrentpCarey @Uber @GelatoMessina Yay I got free ice cream today from Uber as well, Incredible! loved it haha :)', 'Off to meet the Skills part of the business today to see how we can create some amazing pathways for young people beyond @NCSIngeus  :)', '@Anthonyilott21 Wrong Turn 6 it was amazing movie bro :))', '@sheelanagig Most of our team are on site now and are ready for some Balkan Gypsy Folk Festival Mayhem :)  @WOMADCHARLTONPK', '@traveldudes Try burek (with meat) or gibanica (cheese pie) for breakfast :)', 'I regret nothing :)', '@HillsongConf Hi! What time are things likely to wrap up tonight? Gotta figure out how to get back to Surrey afterwards! Thanks :)', 'Breads are out of the oven :-) we see you around 10.30 at @One_New_Change :-) http://t.co/atppptBxO5', \"@_bleh09 interesting. I've never heard of it before. Reading Temporal Void atm. To stem my SF needs :)\", 'YKR SPARKY\\n40mm, 3.5 grs\\nROCKFISHING, topwater\\nNew model 2015, GO! :) http://t.co/RogYUpnp70', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/vQVoUm139L.', 'Please comment on what you think of what I wrote so far in the twitlonger :)', \"@TheTideNL I'm not Rude! I just saying it doesn't help.. Just not for me.So it might not help for others tho. But it's a good idea :)\", \"@EmmaEK I'm looking forward to reading them :)\", 'If u ask me if whats on my mind?  I answer? You :D', 'Jummah Mubarik to all\\nRecite Durood e Pak as much as you can\\nThank You :)', 'Two comes after one. Lessons once you learn make you realize how tough life can get. But nothing lasts forever. Not a thing. Ever. Lasts! :)', '@proudtobangkiki thanks :) #CJRadaCOMATEada', \"@HorseDoctorLol Great video, you made some really good points :) I'm kinda suprised I haven't heard about u before\", '@tzuyuchoux hope your debut will be success :)', '@IncreaseEnergy Thank you :)', 'So happy rn :D @Vrixol @InFaArmy @InFaMonstah', \"@SonokHakan thanks for connecting! I hope you enjoy my tweets and writing at 'ear 'ear http://t.co/mxWnCmj1jL #BeBraveToday :)\", 'So dear fandoms and shippers, lets set aside our differences and HELP THE HOUSEMATES WIN THEIR WEEKLY TASK :) #PBB737BigatingConcert', '.@1234Mania #jedzjabłka or #pijjabłka - whatever :) This article re Polish cider by @AB_Chapman is a #MustRead anyway @nawacki @TheEconomist', '@bel_pearson Cricket World Cup, Asian cup state of origin... now this?! Wow Matt is a lucky boy :-) have fun!', '@oktrdt hey please do check our final design :) https://t.co/EXt098Yq1b', '@BittenOxford neither had I. I looked on my rain app :)', '@btsmaqnae followed :)', '@sleepingbear24 true that. Stay up  beautiful :)', '@avonfvcks #NotAnApology PLEASE PICK ME :-)', '@davefspringbank thanks Dave lovely day thanks to lovely family and friends. How did I miss that! Congratulations :-)', \"Happy Friday Everyone! I'm here until 5pm to answer all of your queries. Have a great day :) Abby.\", 'I like your style sumedh ..  @Beatking_Sumedh :)', '@ReemaBehl @FeminaIndia Which is what I said in my next tweet. The second part of this tweet :)', 'Smile. Its sunnah :)\\n\\n#غردلي #عن\\n http://t.co/R7wAe3ujbQ', '@TimeToBeAnAdult Do you (or anyone in your family) do quad biking Carrie? :)', \"hi i have a question. What's it like being a useless member of society? :) love u xoxo @carterreynolds\", \"I'm finding its one of those days already! Hoping it gets better quickly :)\", '@aspenrage @jasmineneupane @jyotsnanepal i appreciate your propriety. :-)', \"@CharlFourie Haha, yes I'll do my best to be there :)\", 'I love living with chronic illness :-) :-) :-) :-)', \"Let's start this chocolate fudge coated superday the chocolatey fudge coated super Yasu way! Oooooh. Sounds sexy~ :D\", \"I'm kinda sort of fucked :-)\", 'Hallo :) http://t.co/ZuvvBbxiMR', 'Follow me on twitter! :)) @JMviray_ #Follow #Me https://t.co/sznN5mdV2l', '@screamcarol Morning beautiful :) How are you &amp; Neil today sweetie xxxx', \"@JohnTorode1 @BBCOne @MasterChefUK think it'll be sam but would love it to be @Rylan !!  He's made the biggest improvement from the start :)\", \"Might be the biggest move I've made in my life if it works out. :)\", 'thanks Dylan ! :) https://t.co/UKITLvvZFk', '@_laurasharks hi laura. :-) can I ask is your #BellyButton an #Innie or an #Outie?', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/a8T615ezFa.', \"Jay and Patrice Keepin' it real like always!:) Mohr Stories w/guest Patrice O'neal https://t.co/o89z63pb45 via @YouTube\", \"We'd appreciate your support Our @GuiseGemma for the Rising star award @WATC_Updates ~ vote for her here! Tks :) https://t.co/ZcIAClQxhE\", '@gryffndors OK OK :D', '@TonyRobbins Absolutely True :) :) :)', '@hesaffection are you the owner of the user @hesIovely ? : )', \"@amyponce0830 I won't :-)\", 'I have exactly 6 mins to get to work and I am still on the luas right now :)', '@KittyFallon stones along with lbs, can set targets &amp; weight appears to come off quicker. Id also recommend running instead of heavy diet :)', '@GO_ADdy are you like the best brother ever :) #SoSweet #WSaleLove', 'Nominiere @Red_Foxus @ZeX_Aquila und @B3comeLegend :)', 'Done with the Afang soup, making semo is next :D', 'Mirror selfie :) http://t.co/VFGM3FSH2c', 'if u hardcore and stay up dis late favorite :)', '@freekuku_ @Lennethxvii its up :D http://t.co/9CEbRspBdJ', '@markwijs Every 4 years. :)', '@Alyssaa_O your bestfriend :))😌', '@iamBugti_18 &lt;------ff__special\\nAcha banda hai ✌ tweets bhi achi krta hai\\nHandsome bhi hai 😂\\nMust follow :)', '@acburgar beautifully-crafted review: I must bring myself to read Mockingbird asap, now that my diploma is done :D', \"@JonsCrazyTweets I actually tried that blend it's really good! Also has good health benefits too. :)\", '@MELISSAMARIE you have my Numbero! lolz hope all is well :)', 'Ambrose Gwinett Bierce The world has suffered more from the ravages of illadvised marriages than from virginity. :)', \"@BrownOwlOrchid @Girlguiding @GirlguidingScot @GirlguidingNL @suewalker_ you'd love it :)\", '@FutureBoundEnt @TNPerkins4 I was staring at it for 5 mins trying to find the cynical joke before I realized I was being the cynical one. :)', 'Yahuda nosmet, Thank you for following my Twitter account :-) http://t.co/CPDOg3gMoR', 'Out for a dinner date tonight with my pony bf :D http://t.co/Xcvm0OrR2s', '@hwk46 So Cuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuute :)\\u3000♡', '@n1codavid followed :)', \"@Loudahbear you sure f'ing will :)\", \"@mhaieighth Don't worry be happy :)\", 'Four hours vacant. :)\\nWith HAUC lovessss', 'Really hissing down here overnight and this morning. Am hoping for the 11am Cornish all-clear :) https://t.co/Nh7A1vl10j', \"Rain.\\nMr S: runs 15 miles.\\nMrs S: complains she's left her raincoat and The Boys' in the car. Which is on the drive. So they'll get wet.\\n:-)\", 'The real measure of a mans wealth is what he has invested in eternity. :-)', '@Nickking @AndVioletFilm Huge thanks for retweeting, very much appreciated :)', '@GarbiMuguruza Hi Garbi,I made this video for you to celebrate your amazing Wimbledon!Really hope you like it :)\\nhttps://t.co/oESYb6CfAs', '@iamgiant Hope Ryan washed his hair later. Was great night and excellent music at Refuel Dunedin last night :D http://t.co/t7gX9k1c59', '@kalle_karvonen you are welcome Kalle :)', '@WforWoman #WSaleLove\\nA4. bro @raj50boy i want this amazing kurta for rakhi :) http://t.co/tKYf8HnuuO', '@johnniewalkerph a photographer took a photo of us last night, where can i find it? Or all the photos of the event :)', '@katsuzie yes :-) since 12th. How are things with you?', 'Well done this morning carry on the great. Work :)', 'Summer of the Dragon! @Goran_Dragic talks about his projects and represents Slovenia!:) http://t.co/YmvJF2Atld #slovenia #nba #basketball', 'i made a calum layout for liv :)', \"@sommie0506 My app is looking for influencers :) If you're interested, here's your invite http://t.co/ipJ2yOiGet\", '@marcherlord1 Leave a note on the fridge :)', '@MSaito6 @rekoinmanila @AdeccoWaytoWork \\nI will keep fighting for what i wanted to be :) \\n\\n#KunoriforCEO #CEO1Month', 'Thanks @whiskers_cats! Lovely to meet @GailScottDesign @WIB_Group hope see you @WiREUK Ludlow on 28th July at Selway Arms @7pm :-)', 'I think my short story is nearly ready to be submitted :-)', '@75Susann \\nhow goes it : ) : P', \"@kath_patel That is very exciting! Don't forget to tag us as soon as you get your hands on your new #Windows10 PC. :) ^MM\", '@AnnieCushing nice seeing it in Spanish... Well, Latin American Spanish :-)', '@Zendaya well, it happens :))', 'Did she greet them with \"Welcome my loyal subjects :) Here is your life of debt \":) https://t.co/Fg6CEkwHPa', '@Amber_Raynexxx thank you :)', \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/6TAEpQMBaN http://t.co/Le7bpWbMlO\", '@alexrothera @RonanTKavanagh @festofcuriosity They do their stuff well :-) @SciEllen would know...', \"@laurenbiere i got you :) gossip girl, 90210, vampire diaries, oitnb and more that i can't think of at the moment hahaha\", '@FlyPastafarian ill let ya know how it turns out. :)', \"love sucks doesn't it? :D\", 'Ok me :)', 'Looks like the weather is going to be a bit mixed this weekend,sunshine,rain &amp; wind. If your on the course be prepared for all conditions :)', '@lyndaannew @chimichangauk I msged them and they said 3~5 days for a response, im sticking to chiquitos from now on :) xx', '@sassylouwt ohaha no problem! thank you btw! :)', \"@hellopranay We're on the radio in Delhi now !, hit 95 fm :)\", '@tookiebunten looks like a few of our customers must be regular readers :) Good Luck #webtogsawards', '@DrashtiUniverse @ZeeTV @NithinnMurgaa @SarthakDey4 thanks :)', \"wow! :) Plus size model graces the cover of a women's running magazine http://t.co/dq91NI2rZY via @mashable http://t.co/fviD4vlDhq\", \"Morning! Sheffield will be excited that #tramlines starts today. Who's going? :)\", '@DJSMOOK GUD NIGHT :)', 'have a great weekend my friends :) http://t.co/wSiu4S6eiR', \"#FF @EmiratesInsight for the best, most recent Arsenal news on your TL. We were hacked and it's a new account. Give it a follow lads :)\", '@KimKardashian that was beeeeepin hilarious!!!!!!SUPER DUPER Awesome.....:)', '@susie299 gorgeous body :) wonder how close you are 😜', \"@LLcoolGinge turns out I can't handle critiques...that's on my mind now :)\", '@Ericziengs @JesperOutzen Contectually :)', \"@intentionshigh I'm looking for influencers for my app :) If you're interested, here's your invite http://t.co/rZgZtQ2fJT\", '@pbFeed thanks :-)', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @NomfundoCom', '@reporterroya Read some reviews and it sounds awesome. Thanks for the suggestion :)', \"I live near LA :) so basically he's saying he loves me :)  https://t.co/5bN0MJr7NO\", 'Guys follow my 2nd account @iamVipulsrt I can follow back you all :) #Beliebers', '@arjaycj please follow me i love you so much and it would mean the world!! :)', 'TGIF! :))))) &lt;3', \"@theroyalfactor :D:D I've always liked a large out let myself...\", \"@bravefrontiergl you're welcome, I know you're doing everything you can. 😉 Let's just hope this will be over soon. 😁 excited for my ultor :D\", '@yeoujafh in ur dream : )', 'LoVe Is No MatTeR :)', '@DanLauraCurtis  Get well soon Dan. and big hugs :)', 'Be Online mamaya LoiYals para sa Good News.. :-)\\n\\nTruthfulWordsOf BeaNatividad\\n#NKNKKPagpapakumbaba', 'I want to hear your voice :)\\n#birthdaypresent', 'Hello people, its me again! :D', 'If you want to make someone happy, just compliment them or buy them something because you will also feel great too! :)', 'Hey @ToughChelseaG, I knew the blonde hair was a swerve! :) http://t.co/mpmnNl6vLt', 'Someone talk to me I cant sleep :/ ill talk about anything you want :)', '@im_irrelephant Morning! Thank you for RTs. Have a lovely day, despite the weather! : ) #Rain', '@Biltong2u Hi. Just wondering if/when you will have Marmite Cheese spread back in stock? Many thanks :)', 'Goodtime :-))', '@wimagazine @BelDragon_R perfect timing seeing this tweet, have sent an email for more info, recently engaged :D', '@EthanGamerTV @DiamondMinecart Yep it is :)', \"Just watched sinister before I went to bed, wow I'm scared af now :-)\", '@PHiZZURP HMU IF YOU TRYNA LOOSE :)', '@NOTASLIMBOY nice one :)))', '@l0veedonuut Anonymous :-)', '@_ryanhamilton_ On dipsatch :)', '@aIcouholic ahh!! thank u love :D', \"@StereoKicks but you won't and that's good :-)\", '@jaewontrash Can i have his instagram? :))', '@askairasia Thanks a lot for your quick response :)', '@fezisa mi aunt used the dagga water for her eyes.... works wonders :-)', '@Cheryl2c96 @Sharonmuskebear @teddy_trucker Burketeer suspects and then our names and Twitter IDs :)', '@Harbinger1973 you star!! Thank you very much. :)\\rStarted the download on my phone... Will hopefully be done by the time I get home.', '@xSukeex its only 2am and i tried earlier and gave up so im on twitch now :D', 'Yes, I did but thank you very much for your care, sending me this link:) :) \\nI ♥ this promo. The song is beautiful. https://t.co/T3HI4gRT2F', \"@SILV3R I can also provide this, just pop over to my office and i'll provide the required service, with a smile! :D\", \"Twine is looking great over at Diane's place :) http://t.co/HV28zKdHCZ\", 'Hi.. Please say\"happybirthday\" to me :) thanksss :) —  http://t.co/HPXV43LK5L', \"Randomly just booked tickets to go #BuckinghamPalace because of @kategarraway @benshephard @GMB but can't wait now :)) should be good\", 'I like it too man. It add personality to you :-) https://t.co/Jed4Xvzakd', 'I made little @morganflying on Chibi maker :p http://t.co/n0BfUiXLpA', 'off to timog bye happy 18th birthday @ellamaecapinda otw na kami! :)', 'First day back at the gym :D feeling good :D #gym #England #feelinggood', '@RanaArslan_ I will and I demand you to do the same for me :)', '@HannesHolste thank you for making my tweet a favourite :-)', 'First day of work=no more walking for the rest of my life :-) http://t.co/2B4zChOakR', \"Hey who's up :)\", \"@claredolotina I love dogs moar naman haha I had one cat and she didn't love me as much huhu but she was cute :3\\n\\nTara barkin blends tho :D\", '@stv72 Glad this one went down better :) @SirenCraftBrew do make some incredible beers', '@kayceecreates @ArtieCraftie you guys have a great weekend too!:)', \"I've entered to WIN a huge @BlueMicrophones package from @CazuaLLUK &amp; @Marzbargaming :) ENTER HERE: https://t.co/STI4FFABgS #Giveaway\", '@kataraxia_ okay thank you! :D', 'Feel free to share with others.  :-) http://t.co/c2W7znBQ0P', '@sexybull26 :) YEAP', 'OnKey!!! :-* :-*  &gt;,,&lt;!! nice edit(?) LOL :-* sexy umma pervert onyu appa/? *kidding* :D @skehehdanfdldi http://t.co/bpeftSb4AI', \"@F41rygirl @paintingandbook You saying you want Lucy to be gone soon, Lisa!!? Oh that's horrible!\\nSorry :-)  \\nYes, be back soon, please!! x\", \"@Marke61 :) It's something to do with the French air and lack of TV, for the first 6 months...:)!!\", \"@StartupLJackson If someone builds a quantum computer, we're going to have far greater problems than the collapse of the blockchain :)\", \"#NowPlaying Loftey - Routte To Assia(Main Mix)\\n.\\n.\\n.\\nOne Chilled Joint,It doesn't even Sound Like Me :) #FutureReleases #HouseMusic\", \"@LigiaMonroy don't forget to dream about me :)\", \"@iamsrk Lol. That look's like a scary room! Ghost story or murder mystery? Either way, just try it and get done asap :p\", '@AddyOliver96 fuck up some commas by future :-)', \"@CorporalKitty nice, big fan of the lines in mr.j's smile :)\", 'Hey hunny @Shana_Banana_44 Enjoy the weekend :) 💕', '@bernadettesout1 :D When I saw Diva do the FF, THEN I knew it was Friday. ^_^', '@lamekyungsoo aw thank you so much! We should talk more :)', \"@thatothegreat I Don't Know :)\", \"Hi Emily I'm your fan,I wish you much happiness in your life,you're funny and beautiful\\nHappy Birthday :D @EmilyBett http://t.co/6wEXgsv7de\", '@Coxy486 This is available On Demand just now Nathan :) http://t.co/QlTxuBOidf Cheers, Pete. To let me know how ... https://t.co/suUNBJboMx', 'Lol no woman will want to share that Greek god body :) @alnina__ @2fmke', 'Need smoke and need ice :))', 'Listening to \"Calm meditation\" on Pandora always puts me to sleep :-)', '@PTIROX I am just tired and not saying anything anymore bro :)', \"@kchipongian Yay! Thankyou be :* Bonding ulit soon!! :') :)\", 'Hi @efekistik If you can DM your details I can pass them on to our Alumni team &amp; get you in touch with our MBA representatives :-)', 'Said I was going to sleep a hour ago &amp; im still awake :-)', '@Deligracy I took one :)', 'Foto: what-is-your-fashionality: lorenangel8 &amp; I.. :) http://t.co/9hRX64P5xY', \"@eclaire605209 That's great! And good luck :) ^KW\", 'http://t.co/GYecoPRjXm bring you :) Boatbound Brings Luxury Yachting To The Masses - http://t.co/QaIPTxrUKm #tech /via @BuzzFeed', \"@jobayeshopp @Sp1ns @storrmin571 @monticles @tonyclarkeuk @PeterDCooper @chhcalling @Helimed53 it's #tellanoldjokeday contributions reqd :-)\", '@MBrundleF1 good idea, frees them up from all the stress of speculation...and allows work consistency :)', 'There are startup community in the tropics too! Geeks on the beach :) #startupPH https://t.co/Bg4SxKN3tg', \"Based on the post I just tweet, my Zodiac sign is same as Rapunzel. Imaginative and intelligent. So true! What's yours? :)\", \"@TheDamarisDuran what's your snapchat? :)\", \"I'm fucking great, fuck you if you think less of me :-)\", 'GUYS add my KIK - therver85552 #kik #hornykik #bestoftheday #girls #wife #premiostumundo #oralsex :) http://t.co/bgO0CgYWzj', '@paymentality thanks - good to hear :)', \"@_bibboo Hi Carly, we'd happily have you back with us once your contract ends :) &gt;KW\", \"Text me if you're up :-)\", '@ Matsu_bouzu i notice something. you have a same skin color like your horse! :D haha', '@Joursans Me too!! :)', 'A Sonic start!:D\\n#goodmorning #videogames http://t.co/5ES3WLEabs', 'Harana.. I wish I could have a chance to sing a song for you. :)', \"@RamblinManFair @DannyBryant we've come over from Belfast to see Danny at this festival! Cant wait! :)\", '@HitItRichSlots Or @TheSimpsons one would be awesome as well, either or even both :D', '@daydreamlwt I need a rare sponsorship aswell for sponsor to Gigi :)', '@eskie_pond Glad you like it :)', 'goodnight I love Nick &amp; Austin :)) http://t.co/KgxN7YXRhm', 'Please do not complain about the coffee. Youll be old and weak someday too! :-)', 'Happy Friday :-) http://t.co/Q3SZG3brj9', \"Just hit over 10,000 plays of my @Lihotmusic ''Girlfriend'' remix https://t.co/POj6JqNvza :)\", 'waking up with a smile on my face and thanks in my heart to God for giving me another brand new start :)', '@ElSayedYoussef5 bravo ya sayed :-)', '@Blade4hire Goodnight and sweet dreams. :-)', \"@Erickboiii it's free :)\", \"@NOUISMILITARY same we haven't talked for months :)\", 'We go together like copy &amp; paste :)', 'Inside Out will happen today! :D', '@RX931 Good afternoon :) I would like to vote for Black Magic by Little Mix &lt;3 Thank you #IAmAMonster #RXTheDailySurveyVotes', \"@IAmDaniel0 well my kids broke up now so don't have to get up early :)\", \"arummzz: Let's go... I'll drive for you :p\\n\\n#traveling #traveler #yogyakarta #jeep #Indonesia #instamood… https://t.co/228BgrLFuV\", '@thosecamvibes up my ass:):):):):)', '@DavesDMDImages you too Dave. :)', '@katgirl437 wow Roux tweeted you :) she is so sweet', '@TbearTMI Ha that is some chainsaw there :p', \"just walkin' around :)))\", 'GOING DOWN FOR REAL! :)', '@mohnjorton it went awesome thanks :) amazing audience. hopefully see you soon buddy!', 'I love you every step of the way :)', '@HAIBECKAY yes I am :)', 'Got you :) @ShanduLinda: @DJShaun_SA pfb\"', '@1031Genfmsby Visit my blog http://t.co/UzOAqroWKx thanks :D', 'Too late for the \"Up and Away\" contest but its never too late to release. :) Remix coming up later today! @Luke_Shay http://t.co/eSlCGL2SCj', 'Come and design your own jute bag today :)', 'Annoying selfies on a Friday. #walangmakakapigilsakin  :D http://t.co/xD6pkorhEU', 'Happy Friday :-) http://t.co/TpLZIou8sO', '@HRLori Thanks Lori! :)', '@SnowTiger02M ehm close to 6 I think :)', '@leebsfc11 @CoachLockey real trick shots. :)', 'I love Baekhyun because I love it when he eyesmiles :)', '@Gvmba shoulda let me borrow one of those knives :D', '@Humna__Khan Acha Thek :p', '@qjnmh Kind wolves are the worst :-)', 'I suspect that they travel widely before eventually returning home reaapearing in the fridge :-)) https://t.co/Sv4cWevOxi', '@misslittlevip yes..but its not!! :)', '@xQueenBriee @Invictus47Diddy @Raven3611 @xAnnaCheeriosx @HEELZigglez :D U KNO WHET', 'Happy Friday :-) http://t.co/0SI94HQcHm', '@bjj1212 Great to hear! Let us know which recipe you enjoy the most :)', \"I love when people tell me I'm right haha :)\", '@ImSoff_ Grattis :)', \"@Razzmuna Not great, but way better than last night. Tonight's shift at work will hopefully be better - and shorter. Thanks for tweetin'! :)\", \"@makeupmermaid16 hey! I was talking to you and your friend at the concert. I didn't say goodbye but it was cool meeting you two :)\", '@JusstSmilee long story :p', '@solodmsdailyxo @awkwardxnjh done :)', \"@amberspeller you'll find someone better too :)\", '@julayyyye wow thanks glad you noticed :)', 'Thanks for following @Leila_Errachiq &amp; @AndreaGaillet : Great to connect !! :)', 'Happy Friday :-) http://t.co/UVZwqVxkVX', '@Khadija_Batool will chat you in detail after my project inshAllah :) \\n\\nbe ready ;)', 'Sometimes you need to have sweet breakfast :) banana pancakes and raspberry sauce #healthylifestyle https://t.co/w2UgX4VEUz', '@steve_falla You aint wrong there buddy! :)', 'Fridays mean.... roller skating nights :)', \"@sunique89 we have read that and we're analyzing that within our team too. Thank you. :)\", \"@uberlinco Ha! Wasn't talking about *that* course...talking about the ones of a virtual variety :) @travelsofadam\", \"@dw_pete @nlitchfield @MillinerySue He's twitching, he's got to be twitching :-)\", '@gazinqnarry OKAY SON ITS 4:13AM AND I CANT SLEEP BC I HAVE INSOMNIA AND I FORGOT TO TAKE MY SLEEPING MEDICATION :)))))))', '@guacaholy need your email though :)', '@Baldbuzzard4u :) Our shop opposite you will be open very soon too.', '@adamhulme86 @QPRFC @IJTaylor81 Enjoy. :)', '\"@yettygeers: We are saved by the everlasting grace - thank you Jesus :-) http://t.co/vaw2lK80qO\"', 'Happy Friday :-) http://t.co/0l6LMN7j45', '@rjc_archives I do spin, yoga, weights to help with running, as well as sports massage (ouch)/osteopath. Running in new trainers tomorrow :)', 'Nooooow!!! To Sharm :)\\n\\n#trip #al_Master_band\\n#concert #fun #summer', '@shounshounette @yassmin_a so kind :)', '@digitaljugaadu  Hey, No worries! Please share your wallet details via DM to get this sorted. :)', '@PubPolyphony Good to hear! Just been looking at your website - will keep an eye out for the September tbc! :)', 'Univesity of Architecture!!! Im coming my dear :D !!', \"@LeandraPrins that's so cool! And random! Haha next time yell at me or something :) :)\", '@LPearsonSmith @WearEponymous @nafsalon @Kiehls @LindseyKelk @ArranAromatics Thank you, have a lovely weekend! :) xx', 'goodnight :)', 'Happy Friday :-) http://t.co/3LSjM4xy5N', '@SasaRichardson @Stefbystef_ @Frgt10_Anthem WHY ISNT IT GETTING HOT :))', '@TonyCurran69 @TrennaKeating Haha! just woke up &amp; seen the typo, that shoulda been \"snark lessions\", stupid drunk fingers :D', 'Itty Bitty Teenie Bikini  :) http://t.co/mdUbL7CZxQ http://t.co/NImxIKytZ5', '@HeyItsMeCarzae Chill Bruuh :)  2weeks in counting :)', \"JACOB IT'S @GwendoBocquet BDAY AND SHE GOT TIX FOR US IN PARIS OMG PLEASE WISH HER!! #FIRST50EUROPE 🇫🇷 :D\", '@TRANS7 iove you {} that presenting many good program. still like this :D  better than @TRANSTV_CORP -_', 'Low quality pic for a high quality girl :) http://t.co/xPcOLL8fLZ', 'Sorry there have not been as many updates as usual - I have been told people are missing the photos lol :) I have... http://t.co/4qEN7HpBF8', 'Happy Friday :-) http://t.co/vEZV71ZpW5', 'Sports Club :)', '@ribster13 She can walk. Barely, according to her that is :) All good here. Hope T got home all ok :)', '@kolydka :))))) ty mne pro pchelok a ja.... :))) Thanks!', '@JulieTwist09 Nice one Julie, looking forward to it :)', '@kilby76 @randizuckerberg Very carefully... :)', \"@planetjedward GoodMorning ! What's coming next? =:D =:D\", '@Chandlermofo I like u :)', 'Happy Friday :-) http://t.co/4lxRGxnnH1', '@IamComet67P Thank you, sweetest &amp; kindest Comet! :-)', 'Fav if awake fam :)', '@AxioWolf Ahah thanks for the candy Axio! It reminds me a lot of the white rabbit candy :D', '@sanahaq17 okay :D', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/v5BW8VkiVa.', 'That is basically me - in a nutshell :) taken by @s_whiteant at “letshavecocktailsafternuclai” http://t.co/qMykMymico', 'Happy Birthday Malik Umair \\nOur BIG Celebrity of Canon GANG\\nStay Blessed Bro :) http://t.co/D3gjT3xD8n', \"@JadenChaos I'm about to start grinding YT :)\", '@MaxShank just found your #ThoracicBridge &amp; #5minute flow. Thanks for sharing :-) already passed on to some #family I like the #nonscripted', '@SilverTom_9 thanks Tom :D ^-^', 'Happy Friday :-) http://t.co/NHHhKPXstg', 'I do, bby. And i might take one now. :)  https://t.co/hfo3KcFu0n', '@ReflectMind @SidathSam :D so true.', \"@ogyungmaya okay but who gets to see him in the morning?? That's  right i do :-))\", '@osehxn94 reserve with the password, okay? : )', 'SNAPCHAT : ShoshannaVassil #snapchat #kik #addmeonsnapchat #dmme #xxx #mpoints #hotel :) http://t.co/Kne2p4yFUq', '@My_Old_Dutch ahh I did thank you so much :) xxx', 'If you wanna see you more beautiful then rotate your photo !\\nIt works.....\\n:p\\n:v', '@mrshelenmoon @WeBlogEvents @VelChain @BrightBull @EventopediaUK thanks for the mention, @doaeventprof too of course :)', \"@sophieb666 that's it Soph positive thoughts :-)\", \"@theprincesszooz But I see what you're going at. :) Yes. Subjective pain may not be real, but that does not make it less painful.\", 'Bro:U wan cut hair anot,ur hair long Liao bo\\nMe:since ord liao,take it easy lor treat as save $ leave it longer :)\\nBro:LOL Sibei xialan', \"@heyclaireee is back! thnx God!!! i'm so happy :)\", '@BBCRadio3 thought it was my ears which were malfunctioning, thank goodness you cleared that one up with an apology :-)', \"@HumayAG 'Stuck in the centre right with you. Clowns to the right, jokers to the left...' :) @orgasticpotency @ahmedshaheed @AhmedSaeedGahaa\", 'Happy Friday :-) http://t.co/iymPIlWXFY', '@Sazzi91 we are following you now :) x', 'My #TeenChoice For #ChoiceinternationalArtist is #SuperJunior Fighting Oppa :D', \"@FindBenNeedham it's my birthday today so for my birthday wish I hope there's good news about Ben soon :-)\", \"Good morning all :-)\\n\\nIt's Friday!!!!!! \\U000fec00\\n\\nWhat are your plans for the day? I am currently playing shops with my... http://t.co/qoKquDWcb5\", '@LouiseR97054900 Happy Friday for you too :) @toonstra65 @_emeraldeye_  @lisamarti76 @Dahlizma  @miss_steele89 @LouMWrites @ASeguda', ':3 !   Good nigth :): estoy escuchando a Enemy of God', \"@EllieVond @SkeletonSweets @Justin_Naito @justcallmerizzo No actually, you don't. Bye bye indeed. Go take your drama elsewhere. :)\", '#ff @PrintStrawberry\\n@ESPSFA\\n@ErdFoodBank\\n@HarbourSpaces\\n@AbbeyPrimary\\n@BigWokBham\\n@Cole2806\\n@Ted4Erdington\\nReady for the Weekend? :) #smile', '@Tim_A_Roberts @Pinter_Quotes works for me :)', ':) my moods are so bipolar', '@ninebonso04 thank you :)', '@SasaRichardson @Stefbystef_ @Frgt10_Anthem HAHAHAHAHAHAHAHAHAHAHAHAHAHA I AM DYING :)) I AM LITERALLY IN FRONT OF IT AND I WAS LIKE', 'Yoohoo! Shattering all records #BajrangiBhaijaanStorm #SuperHappy :D http://t.co/wQSegYjWil', \"Who's awake :-)\", 'Happy Friday :-) http://t.co/B0l9zha8cl', '@MonicaBhambhani @Equinox my pleasure doll! Thank you for your wonderful energy in class! :)', '@charlesjonesss F off :)', \"@mommydean74 @Patriotic_Me Delighted, m'dear!:)\", '@EJWoolf hi emma. :-) can I ask is your #BellyButton an #Innie or an #Outie?', '@AceAlemania Followback The Beautiful Girl Today :)', '@BarbieDevotees lyka followback :)', '@rvkido alrd joy :)', '@Gurmeetramrahim #OurDaughtersOurPride dhan dhan satguru tera hi aasra...many congratulations Pita G...Keep them blessed as always :-)', \"@SCOOTERBLUE1962 Thanks yes let's hope so, at work so missing it!!:-)\", 'Keeo guessing whats behind that white cover :) special for you.. happy bday once again my darling… https://t.co/TyFcTnM59u', 'Happy Friday everyone! :) A big #FollowFriday @3ocialMediaTips @IanMCalvert @ChanPerco @martinjonesaz', \"That awkward moment when your name is 'Akarshan', But you end up staying 'Single'.\\n:D\\n#ForeverAlone\", \"@Ms_chic I know :), you're hot always\", \"@TomRPI Don't worry :)  I know how much stress you were under and I had no problems with the site! I can't wait till the event!\", 'What you say if Sweetpea starts to hold regular gluten free cakes and pastry workshops?:) http://t.co/9j2aIxxDi4', '@V4Violetta *highfive* You are probably ahead of me there, since I am less artsy than verbal :D', 'All my Bae :)) &lt;3 \\nBy : @Merima_Beslagic http://t.co/gDy1trnfjV', '@PARKCHAN92_bTH just kidding kaaaa :p', 'Lovely chat about cycling in Oxford with a @sustrans campaigner on way home yesterday - more cycle routes please! :) #cycling #Oxford', '@bookmyshow Wahoo Doing Team :-) #MasaanToday', 'Anchors at sea..:)', 'DAT RP THO. thank you so much you guys for celebrating one month of partnership with me!!! ty @MadMorphTV for the raid! :D', '\"@SouthAfrica: @ChloeJSKennedy Visit #RobbenIsland for cultural experience, or try whale watching for aquatic #safari! Either are great :)\"', \"@clarelea101 At least it's Friday :D\", '@FafnirsWind Maybe there are Garrus, Liara and the rest of the crew. :D https://t.co/1tb5R9s5RY', '@LemonyLimeUK thanks for the follow have a great day :)', 'We have massage appointments available for tomorrow morning in #Burnley. Give us a call to book in :) 01282 453 110', '@readcreatelove Great to hear you had such a nice day, thanks for visiting :)', '@SeniorSpazz @TehSmileys I was bored so I did EVERYTHING :D', 'drama korea 49 days.:)', 'BTW!! Anyone is at @VidconCountt who represent the Football Manager community on Youtube? :) #FM15 #FMFamily #VIDCON2015', 'You mean Aamir Khan is one out of them.  :)  https://t.co/uQ7DRil5bj', '@NoakseyV1 @Fredrik_S @TheEscapistMag @bethamari @kingso @OllieClarke @speedyjx  happy Friday! :)', '@gigview RIGHT BACK AT YOU! You do an excellent job in a difficult medium :)', 'I :)\"@Kreizi_: Who wants a #FF S/O??\"', '@B_Madhura @shabnam_903 i should tweet it :p', 'http://t.co/t2z9ax4qyd - hey, now! Come see us at the @NTCalkeAbbey Summer Fine Food Fair on Sunday, 11am-4pm in the Riding School :)', '@Real_Liam_Payne please follow me liam :)', '@LaurakBuzz lovely write up :) I absolutely adore the NVA and am lucky enough to live 5 minuets away. Roll in GameCity!', '#FF @Brianscrooks Thanks Brian :) @GOVManslaughter @GlobaluxGenesis', \"@ElliotHorwoodF1 @LewisHamilton His headrest was loose, that's the reason he pitted :-)\", \"@batesm0t3l Hi there, I've spoken with the store who have advised they do have a PayPoint and that card can be topped up :) Thanks, Beth\", '@BCTGA Will do! Thanks for your help :-)', 'Deepthroat was a good movie :)) https://t.co/rtz4SsXA0O', 'Hallo Twitter :D', '@jaredNOTsubway @iluvmariah @Bravotv Then that truly is a LATERAL move! Now, we all know the Queen Bee is UPWARD BOUND : ) #MovingOnUp', '@anands_69 Thanks and wish you the same :)', '@Aiteee1 Aitor SnS, Would you mind checking my Bio and participate in PS4 giveaway? It could be that you are the winner :)', '@jawad_sharief Hi Jawad, how are you today? Thank you for the follow &amp; the retweet! We very much appreciate it :)', '@1_odj Thanks  :)', '@CaballeroSerena you actually need to stop tweeting and driving! :-)))))))', 'This kind of feedback truly made our day! A perfect way to end this work week :) http://t.co/B7XBAgmERd', \"well that's @LittleMix presale tickets bought, thanks @TicketmasterUK wonder if I can take a book with me...things we do as parents :)\", 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @Kgotsoab', '@matthewcrosby Hope it goes well! :-)', 'you betcha :) dumb butt :)', 'kik : qualky808 #kik #kikmenow #milf #like4like #bored #summer #sexysaturday :) http://t.co/8R2Nrl31IC', '@olemanbob Followed all! :-)', 'Thanks :) https://t.co/FSMTlXYcqK', '\"@jayt_jubby: @SinethembaMpaxa yes hun and you\" I\\'m good too :)', '@Woodgate @littlewok Enjoy :)', \"Wow! A #VW bus with lots of 'Umpffffff'! Love it! :) https://t.co/hlF75RutDv\", '#AM to CA. Retweet domg nanti difollow ?( :D', '@Madison420Ivy  \"We\" ??? you wish :D:D:D:D:D:D:D kidding', '@MarkBreech Not sure it would be good thing 4 my bottom daring 2 say 2 Miss B but Im gonna be so stubborn on mouth soaping ! #NotHavingit :p', \"@saharjojo10 yes I haven't car :)\", '@thewhitespike I like them, especially the Klee ones :-)', '@undeux you look amazing April love the glasses :D', '@Enchpannt I know :) http://t.co/lb9ZNmCqgT', 'this is when we were building our house :) http://t.co/if5yfELOQV', '@Catargiu Yeah, kinda feel like a warm butter in here :D', '@JamesEMalcolm It really is; after a week of big decisions I too am feeling rather badass :)', \"i'm going to sleep. i hope i wake up with a follow from luke hemmings someday :) goodnight fam ily and 5sos a lot 💟 http://t.co/YX0hTS3lXT\", '@Svg_Brad Congrads !!! Better update your About page on the accomplishment !!! :-) Keep it up...', \"Filming all day @SimpleStuffWrks I haven't been invited for some reason LOL :)\", '@madpilot Before or after? :)', 'whenever my sister sees me crying she texts me to ask if im okay aw someone cares :-)', 'welcome to KFCROLEPLAYERS enjoy &amp; lets be friend! :) @kryjvodz @RVjoy3 @canyolix @jsjciy @kkimseolh', '@steveaoki T-shirt? :D awesome http://t.co/qTJcpy54zi', '@HanMaiCrazyHoon Belated .. Thanks Thanks !! :D', \"@SisiphoMphoza Can't wait to see you there :-)\", 'Happy happy birthday TO ME!! \\nHappy happy birthday To ME!! :) https://t.co/2cgXNdP00h', '@Shadypenguinn take care! :)', 'Road trip to Tregaron to view potential new boar. Fingers crossed we bring the boy home :)', '@xPaleMoonlightx :) Good to know you :)', 'being told im gorgeous on my extremely sweaty walk into work has made my day :)', \"Morning all! Up and at  'em :)\", '@WaitlessCompany @Aledeleonmoreno glyon! :D', '💓🚮👯- the definition of perfection would have a picture of you next to it :)', \"INITIAL TEE's\\nPM for ORDERS :) http://t.co/2AxBuaPKMS\", 'Confession :) nice', \"@tillyyandtroye you're welcome :)\", '@miccoelaine @KRMN4L nice dave :D', \"@AndyHerren I know how dumb, did she think of that on her own. But Johnny does rock have u seen his utube video's?  Mad Respect! :D\", '@ImToxic21 Sorry for your loss and hope it goes well :)', '@TrevorMoran @jccaylen @ItsMikeyMurphy Combine all three and add a bit of asian and u got YOURS TRULY :) https://t.co/zRlFqQBu8d', '@ashleyannvlnc happy birthday!! :)', '@kezhoskyn We got a call in the end and the pigeon is now home safe :) Definitely worth contacting them.', 'Morning! Hospital day today ! Hoping to finally get signed off after a long year of pain and ops ! #Fingerscrossed.:)', 'The best photobomb :D [pic] — https://t.co/3dP40WD5n2', '@mazt_t @Peter_Fitz @SMHsport thanks SE :)', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @KingsleyDali', \"I just finished day 33 of the @YouVersion plan 'Bible in 90 Days'. Check it out here: 2 Chronicles 23 completed :) http://t.co/3Yw3TFCRk6\", '@TMobile Yo gimme this month free on my bill since service has been out pretty much every other day :))))))))))))))))))))))))))', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/6SpknXLOnU.', \"Hi,i'm definetly so exited ^^ I'm going to New york.:)\", '@FrolicHawaii this Saturday! :)', \"@babypuffinator i've typed worse things, it's all good :p\", 'Beat Da Beat sits well with @slashgear (includes new video) :-) http://t.co/zJmOmpx7iv #mobilegame #ios8 #Android http://t.co/LY7EnuUH8z', \"I'm playing Brain Dots : ) #BrainDots\\nhttp://t.co/UGQzOx0huu\", '@Myninaaa @_kyle__86 thank you :) 💕', 'Soon... :) https://t.co/agyjS1mwiW', '@ruSh_Me Sure! :)', 'Looking for fun? KIK : thencerest547 #kik #kiksexting #sex #followback #l4l #indiemusic #kikgirl :) http://t.co/rGXNogHMKM', 'goodnight guys :-) \\nremember tomorrow is a brand new day, a fresh start and another chance', 'Bom-dia :) APOD: Ultraviolet Rings of M31 (2015 Jul 24) - \\nhttp://t.co/f5xThyIN8u -', \"I'm playing Brain Dots : ) #BrainDots http://t.co/aOKldo3GMj http://t.co/xWCM9qyRG5\", '@ThePrintQuarter thanks for the follow have a great day :)', '@jasmineshaddock Oooh how lovely! Hope you have a fantastic time :)', '*yawns* good morning everyone *wags tail* how is everyone doing today :D', '@Objective_Neo @UMAD congrats on the launch :D', 'Happy and wonderful birthday my love 💟 Have the most beautiful day in the world :)', '@MatjazSircelj ftw and all. :)', '@lovingjeonboram Ah, I see. So which song do you prefer? Take or Maman? :)', '@hayley_gibson93 hi hayley. :-) can I ask is your #BellyButton an #Innie or an #Outie?', 'Gud afterznoon and jumma mubarak tweeeps :-)\\nPlz remember us in ur prayers', '@UnicornMummy83 welcome to the Bomb family :) x', '@ppritam009 ABP NEWS ka article read kiya? :D #BajrangiBhaijaanHighestWeek1', \"It's not like it hurt my feelings or anything right?? :))))))))))))\", 'Check out our new @NeonArenas Van outside the Olympic Park for @uk_sport Anniversary Games!!! :) http://t.co/6QRbnfXZG7', 'Every year in August I get fever :p dunno why 😷', \"@Clareyh Yeah, it's a classy look :-). I've seen people attached to all sorts of 'life saving' equipment, some in beds,having their fix :-0)\", 'its trending.. follow the bobble link. :)\\n https://t.co/HZxoiRe88H', \"next year for sure though :) there's only 2 girls that piss me off\", '@TheVampsBrad where were you standing? so cool!!!! :)', \"Movie 'Key of Life' (Japanese Version) https://t.co/ib4kfpbBu8 interesting storyline! :)\", '@anuja3486 Thanks anu :) @Rjain_ @ajayg303 @RGulechha @SNJNIG @Sharma216V @Angel_Priyabgt @praveen_a @prav2410 @SomnathUrhe @Destiinyy303', 'Also, new layout new me :)', '@Gotzefying Im trying to D/L MH3 english patch for the psp :D', \"I wanted to tweet something but then I thought I'll probably lose a lot of liam girl mutuals so I won't :)\", '1 day to go:1 day left to sponsor us. no matter how small the donation, the difference you make will be huge :)', '@PrideRadioNE thanking you :)', '@AmonMars @snaz_mayo Followed :)', \"@EmilyRPeck Hey Emily, I love your work and I'd like to contribute to HuffPost Business, what's the best way to contact you? :)\", '\"Asshole\" 😂 That\\'s an honest tribute :) https://t.co/CgeH8460fh', 'h_eartshapedbox: First leg of the magictrikband tour is going well! :D #music #band #rock #magictrik #tour … http://t.co/3SdqjnwDfM', 'Towering over the ladies. :) #tb #eid https://t.co/F7oS1h3Alz', 'Whatsapp with roommate\\n\\n\"Do you want anything from Paris?\"\\n\"A French man :)\"\\n\\nLOL sure I\\'ll just head to the park and grab one.', '@tamitrailscapes have a great weekend Tami and thank you!:))', '@Blade4hire This is just lovely :-)', 'I just want to look good for you :)', '@mehra_sachi sure :)', 'Excited for the weekend :-)', '@Idxterr b3dk far7an ank mis15 :)???', '\"@yettygeers: When God gives us strength, His purpose is that we should help others who are struggling :-) http://t.co/Skk98JGCOr\"', '@oceana_bleuu lol i meant lucky eagle, but thank you for your services oceana. :-)', \"I just woke up and I feel incredibly sick idk if it's cause I drank Starbucks at 11 o'clock last night or if it's a reaction to my meds :)\", \"@AndyCarnochan @WickermanFest Oops...that's called a #FridayFauxPas :) I'll get that changed right now! Thank you, G\", 'I will fulfil all your fantasies :) 👉 http://t.co/wKpgkiDEmP 👈💗 http://t.co/HHoyjasr1A', 'calling it a night and going to sleep Now :)', \"yeah they're giving me subtle hints. also tip #2: don't use it all and the community these last few years. :-) Prim’s Algorithm III\", \"@JewelStaite Funny, but yes too soon. It's always going to be too soon. :D\", '@PagePlannerLive Thank you :) This is getting retweeted x', '@charliehaarding @WeAlIlKnowA @ElliotPender @J_Mezzer smiling after he received a text from his dad saying suck him off :))', '@mussshiii @Takafofo so wat??:)', \"@x22AEW @candlerosa @qvcuk @miceal can't wait Rosa love xmas :) welcome back ann hope u had a good one back just in time :) x\", 'Morning tweeps! New post for you today. Please like and share if you see it! Thanks :)', '@Polley93 YVW Have a great day and weekend! :D', '@sweettoothmarti Awwww heres a quick workout now as a boost :-))) http://t.co/hnnY5L2i6f', 'Lol :D @akshaykumar i know it was your idea :p coz you have unforgettable sense of humor ;) :) :D love you bro :* https://t.co/qiyrhDK9eB', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/WCuHrpnFDK.', \"mum's home.... HAHAHHAAH thank you lord :)\", '@_SW_E_ were you safe? :D', 'This girl :)  https://t.co/OAXMGGICNr', \"@SasaRichardson @Stefbystef_ @Frgt10_Anthem sombrero high?? OKAY I'M LOST NOW :)) http://t.co/2VDPgb5EpK\", \"@osmosisness helloooo! i'm rose, nice to meet you :)\", '@balboa_lesly Thank you for the screenshots po. Let me take care of this spammer for you. :) Before we proceed, c... https://t.co/x4ObmZFYUB', '@Manaal_M16 @yusra and perfect thing to pick :) #WSaleLove', '@AlliDavies1 @INKProducer @sugaredeggs thank you! @thedanperry did such an amazing job :)', \"@storpey don't die, you're actually pretty entertaining :p\", \"@MLGJordanD congrats on 100k Man. Can't wait till I can hit that milestone too :)\", 'Morning all...Judith here to answer any District Council related questions today :-)', '@Itsjustizue see you tomorrow then :))))', 'saw a comment on how midares gender is unknown and like\\n:) yeah you just keep saying that', '@mariaburtea @5SOS_Nightly wow you really hate me :))))', '@Floreani_Mgmt @DanOlsenMusic @UKOpenMic @BBC3 I was watching that and saw Dan on it :)', '@mulberharry thank you :-) ilysm xx', 'Thanks for trade :) @palvinssquad http://t.co/YKYRmXklHU', '@ChrisInsider @ifb2016 Looking forward to it!! :-) ^KS', '@lesholly20 @NorthEastHour you can Lesley :)', \"I want to protect this relationship more than the others. So I'll not talk about him because ppl don't need to know how awesome he is. :)\", '@TheAvianFurry Oh dang. That is some zen looking \"outside\" space. Neat :-)', '@fxckedbutbands you look good in that outfit :)', \"@arronjones31 Hiya, I'm afraid we've already picked our riders for this year! We'll be on the look out again next year :)\", 'A very good morning to u too :)\\n@Boity', '@matt_saunders_ @medialens ha ha. Ok honey. Go ahead. FYI - still dig ya. Enjoy voting. And then watch as he will have me by his side :)', '@Aaliyan_ Lucky me :))', '@dv891798 Learning a new skill takes time to perfect &amp; master. https://t.co/u9YXV5HPjO - Thanks for the favourite :)', \"👱🏽👽🌳 😂😂😂 I've talked to u only a couple times but u seem very nice and funny :)\", '@Swift__Girl Agreed. Suspicious Minds :)', 'Good afternoon :)', '@JellyBabyMom2 Whoop whoop! Bring on the fun :)', 'A new report talks about how we burn more calories in the cold, because we work harder to warm up. Feel any better about the weather? :p', \"Say something, I'm giving up on you :)\\nAnd I'm sorry that I couldn't get to you :D\", '@Coastie_alexx good night :)', \"@heyoppar @Zain9898 @bemybelief @hetthuocchua there's gonna be another one in the finale :)))))\", \"@246MissJessica You're very welcome, Jessica. Enjoy! :)\", '@seananmcguire my best friend Carina is one here in San Francisco. Let me know if you want to get I touch. :)', 'Thanks mommy teret for this :) (Y) :) \\r\\r#Potassium #Rehydrate #DrinkitAllup #ThirstQuencher https://t.co/uLORa2tssO', \"@ManningOfficial @GarrJPRBDF @PsycheDK I'm sure that that Tapir calf isn't the only one who likes to be adventurous at mealtimes :)\", '@ShutUpBrickLP if only there was uhc in a box on a large scale on one of those network servers :p', \"@bobbyllew @InkSharkman If ever you're both in the areal, we'll have to do lunch/dinner again. :)\", \"Here's one for the #extremesports fans among you - if you love #quadbiking get in touch! :)  #bloggersrequired #bloggerswanted\", 'Thank you @AngelMsvanityIV.... loved the cakes :) bear hug at the end', '@ZulbayarB \\nhere is what MASA is doing nowadays!\\nhttp://t.co/iFopImCJb0 \\nNo brainer type investment!\\nShould list on MSE a fund for that! :)', '@MrBoffly That is magnificent. :-)', '@natsu1725 @AdeccoJapan @AdeccoWaytoWork \\nI love working in Tokyo :) \\n\\n#KunoriforCEO #CEO1Month', '@Yumnoskians_x yeah i will try looking. x :)', 'welcome to KFCROLEPLAYERS enjoy &amp; lets be friend! :) @sweetihej @imbinggoo @yipanos @yerinkid_ @fyeojart @chourong91', '@_RealityBiter_ :) hehe me gets it now. Think this means I need sleep nooooowwwww. Nite nite :)', '@Miss_Dyna_Mite hi 5 back to you :) :)', '@katie_taylorkay yes omg. I lile tid more than tmi :)', '@strathearnrose I may have been deploying a degree of sarcasm :)', 'Cute boy you have there Jules! :-)  https://t.co/LoONgfRNdd', \"@VincentTong007 Can't wait to be out there again. Just a few weeks now! :D\", 'Thank you for following us, Betty Miller! A new friend is always welcome! :) http://t.co/0ZM3ZoKkm6', '@shobanam not person. Small things u expect from person u love the most :)', '@salo_mi Yes HDDCS is also favourite. :) All Salman Khan movies are eternal in that case. I have not watched PTHHT.', '@tbhhowell oh shoot, well i am watching it now :D', '@sonny370 @Arsenal @LFC far from it. Being LFC fan makes me expert in spotting mental weakness and lack consistency :-)', '@Anyi_anonadada @JosPastr @norcoreano a tope :))', '@llredraven @LinnySmit @erincheshirecat @phycoinsc @paigejiffy @lilginger864 @BlueCat_hikes   Good night! Sweet dreams!  : )  xxoo  ♡♥♡', '@spaqhetto @ArtOfBsing Little finger is in this too??!! :D', 'Love it! :) 13 photos that explain why Ukraine is not Russia http://t.co/KfblbBBYkQ http://t.co/2EYOfYUWwy', 'Friday!:) http://t.co/HUoq4txhmb', \"Hey Fam! Vote for @5SOS if you haven't already :) WE GOTTA WIN THIS FOR OUR BOYS! #TeenChoice -S http://t.co/zBZvXC0v5y\", '@janevickers7 Hi Jane, this is a Silver-washed Fritillary :)', 'my pleasure @JacobZucchi :) https://t.co/F75o6874uE', '@Sweetiepiie67 have a great day hunny :)', 'Good night moon :)  @NinaSimoneMusic  #pandora', '2 APs no study hall? HAHA great :)))', '@GB_FollowBack I FOLLOW EVERYONE BACK!! #TeamFollowback :-)', \"Ha but I almost gave a fuck. :) some boys are trash. Not wasting my time that's for sure\", 'Amazing pics today on http://t.co/dcifNBjTXA @kellyhallmodel  :D http://t.co/Ja2vPugANE', '@nandabes yes we already added it, please do check our final design :) https://t.co/EXt098Yq1b', '@Thaque883 nothing much, he just needs to grow up :)', '@AnjeTruter @VegaSchool Easy when you have a clever and interested audience, you are most welcome :)', '@Louis_Tomlinson great video :D https://t.co/0II4AHjGV2', \"@eonnicchi Why do you ask about it ? :&lt; ~ ended with him .. now i'm with him just friend :)\", \"@kevens, thank's for the follow Kevens :)\", '@Caz_Loz @BeckieSmith_7 ha! Love both pics! Clearly I have much to learn about popular English pastimes. :)', '@UltraVratik @DesaiEshita @jitubhaiyajgd @dineshaol @SmilingShivani @payalpatil148  @jgdpalak #ashramcalling returns :p', 'I will catch you if you fall. Fall ontrack :)', '@briones198 always makes things better :)❤️', \"@Cat_grl @uberlinco guess they'll be showing in german and also with subtitles :)\", '@bekhyungh @cunyelo pinter :-)', 'Gooood morninggggg and Jummah Mubarak everyone! Have a blessed and amazing day ahead :)', '@Vivienneclore That is so cute :-) 🐶', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/BW6MXJYWNC.', '@rachelburden Have a fabulous time. Will miss you. :) xx', \"@JohnA_Limas nothing. You're perfect. Smile :)\", '@pannusf10 Never showed it much. :)', '@Stuarty2112 :-)  Cheers Pete. Will have a listen later. ☺☺', \"@javeedna that's a build up for Sunday :p\", '@holybatgirl I direct your attention to ... AWESOME-O! :)', '@mutleydo @JordanAdams You can get us on Tune In as well as our own app - multiple options! :D', \"@sennicka don't over engineer it. :)\", '@melcsy1 @IngridMolina19 @ssaenzzy @sugarstein_19 @XredeyezX HAPPY FRIDAY! :D', 'Cya after a week!! :D', '@killaaahrhp_ happy shopping :)', 'We had a fantastic show at Harrogate home and gift! Just back in the office for 2 days before jetting off to see my wonderful suppliers :)', '@IstanbulPHP nice one :D', \"@ashleelynda yes let's do it :)\", 'and I have to be up for 7 :):):):)', \"@heyimbunny_ in Australia it's morning for them :D\", 'Req @edsheeran All Of The Stars :) @solo_radio @claraapuspita #FridayLouge', 'if only you knew that the whole class was crying because of your hurtful words. :)', \"@Bosslady22d it's an opportunity for anyone to ask me questions babe! You included :) #4thStreetMusic  https://t.co/pg2SiRxvZ8\", 'Lunch at @imperiallamian :)', \"@_stevievie I'll be in Hawaii in December! We'll have a kick back again. Miss you too :)\", '@mariammaslouhi If it HAD been two ~17 year olds deeply in love? :-)))', \"@mehra_sachi aha that's alright ❤️ we love you too :) ~ A\", 'i hope nate notice my edit since i made it my icon &gt;.&lt; :)', '@Terry_Brown @NEBytes Send it to me, john@timney.eclipse.co.uk :)', 'hah....and a thousand more lies  :D https://t.co/QEil0C0auo', \"@jmieldesigns I'd be willing to try that! :)\", 'Reading newspaper :D', 'My afternoon date. &lt;3 :)', \"@UnboxTherapy here's a fan made art to u :) and to guys which phone is lew bending it :D http://t.co/CEMZLpGaHD\", \"@themaddiebruce Nah, you're beaut just the way you are :)\", 'In #Fallout4 we get to see the Glowing Sea. Again. \\n\\nTechnically did in Fallout 3. I just played again to see :D http://t.co/zRP17qI0qT', \"@pmjeepers I'm a friend of your cousin Karen Gunderson. Just watched Europa Report -- thoroughly impressed! Wanted to say, great script!:-)\", '@bbcweather @FarmersOfTheUK no dry start here in Wales! I was waiting for a duck to overtake me on the motorway :-)', 'Good morning all! Have a fab Friday! :)', '@LusciousLyndee1 hahaha...and thus...I sneak away to log on to #niteflirt :D', \"@wontanim yep we're all trash af   im from indonesia hbu? :-))\", \"@ISupportTony You're obviously getting better at your tweets :-)\", 'welcome to KFCROLEPLAYERS enjoy &amp; lets be friend! :) @qimyerii @peixvodz @CSYDIH @YB0RA_ @awksungjaesey @krztall @ikonxbei', 'Bowling is always best with friends :) http://t.co/xXnvRb7ptR', \"@1DCrazen hopefully, I'll do it for you :) x\", '@dbuzzketball if its @dbuzzketball  saying, it must be Chris Ellis :))', '@6000 yes - in a friendly contest - loser buys the drinks :)', '@hewitsonwalker thanks for the follow have a great day :)', '@villagebirth Thank you! :-)', 'Thank you! :D  https://t.co/495R7CGmcD', '@OOK_Librarian a day to practice some songs :)', \"Here's a reminder. As if we needed one :-) http://t.co/IWLQK3XB3H\", \"Harry and niall and -94 (when harry was born) ik it's stupid and i wanna change it :D https://t.co/gHAt8ZDAfF\", '@miabellasesso http://t.co/FtI5vLQJks @SBNation and a few select others.. will get to you :)', \"@SurreyHillsBrew ...and when we play the Al***n, he'll score all fucking night :)\", 'with ma bff.. :) http://t.co/hFpe2DvO3E', \"@MakeStronger3 hi here's my vid about Stydia if you can take a look :) https://t.co/k75kPT0aq1\", 'im sending Alex like a million pictures :)', '@miss_steele89 @LouMWrites @gr8fllady2 @inMay84 @christian1_ana @zimmie825 @FiftyShadesPA @_emeraldeye_ you too lovely :)', '@CenasAkua Visit my blog http://t.co/UzOAqroWKx thanks :D', 'Happy Birthday Nawazuddin Siddique...\\nBig, Big fan of yours. :)', '@dukeofdelhi yes please would brighten up my night shift #nomnomnom :D #chocolate #DukeFreebieFriday to  xx', '@AI_LSK89 @AI_Kyungsoo done eonni :)', '@bridgetnichole_ have a fantastic night :)', '@Uber_AHM and I have it :) http://t.co/sWLUm7Vtrz', '@Cat_grl @berlindisaster BOOM. It\\'s a date! :D \"z', '@hugopleclercq followed already! Thanks! :)', '@itsmebianca_01 thank you! :)', 'Will you be my happy ending? @IanPrasetya insyaAllah :)', '@19murf85 thats the way we see it.  west ham are a shit small club in london and villa are the 3rd biggest in brum :)', '@SweetieBellaxx Denis has a vagina? Rly?  :D @realdstoff poor thing :D', 'Smile. Its sunnah :)\\n\\n#غردلي #عن\\n http://t.co/lEVViELaRV', '@NiaFHenry Hi! I see u like FourFiveSeconds and think u might like \"Deaf Ears\" https://t.co/FsS7lzF8HQ .Plz let me know what u think :)', '@FatPrincess2015 Share it when ready! :)', \"@flimflammery @DisneylandDTD oh my, the white rabbit is the cutest thing I've ever seen, no wait  it's all adorable :)\", \"@AraRedjeb you're welcome :) have a lovely weekend with Izzy.\", 'Happy Birthday Mitch :-) i wish you all the best have a good day http://t.co/4LHrrWv42e', '@ahhrielll Thank you :)', '@Fighters_Comate done ya minn :) #CJRadaCOMATEada', '@hanna_meiners you welcome It was fun :)', '@JL_Cameraclix I did until recently.#website upgrades so you might see a new picture on #coolingtowers soon.Thanks for #showinginterest :)', '@BhaktisBanter  #FlipkartFashionFriday\\nMulticolored Maxi Dress paired wid Wedges to make ur Life Bright&amp;Colorful :)\\nhttp://t.co/xtzhIBkXsu', 'Always motivated :-)', '@BambiiRiiot Nnnnnnot seeing an upside here. :-)', \"@hellojennyho haha no it's Kyle and his gf's baby :)\", '@SpazzyTsukihara lol ok i can watch ya for a bit :p', \"@supersarcastiel #BlueSidemenXIX I'd love to win one :)!\", '@AfiaAkhter786 happy birthday :) @anniesk244 @farrukhzx @SadafNaveed3 @Cute_Shaikh15 @Faryab2 @Nidakhan_ @BadarJaffer', 'Hello @tabithahoy :) We are now your ardent followers!  https://t.co/JuzrBE0SBt', 'Goooood Mooorning :)\\nI want to sleep again...', 'My ghost #bae :D #love #wuppertal #TagsForLikesApp #instagood #me #smile #follow #cute #photooftheday… https://t.co/jppbF7UIK3', '@Sukihaikal hahaha okay thank you :)', 'You Lose :D', '@Geordnet hehe cool :)', \"Morning! How are u #today?  What have u got planned? How lazy am I? I'm still in bed! Toast &amp; fresh coffee 2 :). Have a great #FridayFunDay\", 'Welcome to the family :)  https://t.co/TGiFQ0qjnM', '@fni Re-signed! :)', \"can I just meet harry that's all I need in life :-)\", 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/cYnV18t4ZT.', 'One more sleep til the wedding :-)', 'Excited about the Chalkhill Park Celebration tomorrow from midday. Come join the fun :-)', '@carterreynolds hello!! :) love you Carter :)', 'What a good read :) \\n\\nhttp://t.co/5UWZh015eo', '@hattersleyblue3 You too :-)', '@GBattered @JimmysFarmHQ enjoy, hope weather holds for you guys :-)', '@elfishy_fika done :)', \"@Ricky27_263 the remedies the media won't tell you about :-)\", 'Thank you :) https://t.co/DuVcLseonQ', 'Jumma Mubarak All of You. \\n\\nStay Blessed :)', \"@salcedonot we're looking forward to being able to spend more time with you! :) enjoy iflix! :)\", \"#TGIF\\nIt's Weekend.......ENjoy :) http://t.co/Tck0izSpKB\", '@TheVampsCon im thankful to have someone like you in my life to inspire me to be better everyday. i love you, mind following me? :)', 'Become better to atrack better :)', '@padaleckbye First and third look promising and if all else fails and you can make a decision to go with all of the above! :)', 'Crazy girlfriends be like :-)(-: Jesus Christ. http://t.co/RTWjc7e1lM', \"@TheShreddingA Morning :) you too. A gd day in store? I'm off to badminton with my 2 littl'uns! @AquaDesignGroup @Klick_Business #FabFriday\", '@grafikmag @editionsdulivre I a kid inside!!! I want one!! :-)', 'Imran khan a hero :) really  #IKPrideOfPak', '@DrSadafAlvi @FatimahLove92 @AliJaved93 @Iqbal92S @defilibrator @kiran1144 @tahseenfurqan Janjua is my friend.:)', 'I AM SO SORRY FUCKING ERIC THINKS HES FUNNY :)', '@wishm4ster it says my bday :)))))', 'hey @JoshDevineDrums!:)\\n\\ncheck this pictures out and what do you think?:)\\n\\nnotice and follow me please?💕\\n\\nx http://t.co/iaMFvdRMJb', 'There :) is :) a :) pimple :) on :) my :) forehead :) the :) size :) of :) a :) volcano :)', 'Good luck to all our couples getting married this weekend :)', 'Am Back again and again :)\\nDone na mag miryenda :)', '@varun_dvn waiting for it bro :-)', \"Party at our 3D printer :) Celebrating future technology's and it's possibilities #touchétoday… https://t.co/Tlcoj355Rt\", 'do u use any app to listen to music? if yes, what app? :-) — idownloader http://t.co/L4o5J39UEf', '@ShortgamerUHC I get 25ish then more if I snowball :p', '@exohun1204 of course :)', 'nd its going to expire next year. dat is mtn 6gb for u :D , You really like it?', 'Happy Birthday @EmilyBett ! Have a nice day :) #LoveU', 'I wanna go back to the time were everything is still fine. :-)', 'Celebrating life once again. :) #summer #MoreFunInThePhilippines @ Lahos Island, Caramoan Islands https://t.co/Pw7NdlH5d9', '@natsu1725 @AdeccoWaytoWork \\nIts such a nice quote :) \\n#KunoriforCEO #CEO1Month', '@Carol1MY @AmberContact @fieldfarefoods good stuff :). Love a bit of salmon', 'Jumma kareem :)\\n\\nFriday Reminder: Do Recite Surah Kahaf..', \"@Memz_Dogi i'm joining right now :D\", '@BahiHonTera y not , Sure .. :)', \"@melaniemorris Hi Melanie :-) We do in fact, they're really used in cases where normal WiFi could be an issue as you mentioned. You can ....\", \"This Quite Phenomenal Offer On Bosch Washing Machine In This Week's @limerickpost These Definitely Won't Last Long :) http://t.co/x4FpGLudE5\", '@wildrunnerza @ctmarathon @runnersworldza One of those \"ok i\\'ll run for the photo\\' moments :D', '@Essjayleam Thanks for the refollow too! :)', 'I slept less that 7 hours last night, preparing myself for possible naps :p', '@ochoaofficiaI idk :p she follows me😎💁🏻', 'I feel like having a relapse :-)', \"Girl : nice wallet.\\nBoy : Prada hai..\\nGirl: you're so rich then..\\nBoy: stupid, I mean bhai ka hai. :p\\n#prada #PunjabisWillGetIt\", 'How you? ☺ \"@B_Indiie: @Tumeylo morning babe! :)\"', '@dualityknight @bravefrontiergl lol sorry /-\\\\ ultor is my very first hitter so...i favor him too much :))', '@waglington i finished mass effect 1 yesterday and now i dont know if i shoud start mass effect 2 or 100% the game :)', 'Only my bad would remind me to exercise at 1:12 in the am :-). \\n I miss her. She needs to come back. Now.', 'Add me on KIK : ughtmed545 #kik #kikmeguys #kissme #nudes #likeforfollow #musicbiz #sexysasunday :) http://t.co/bgTjjz7fFN', 'It was overwhelming. My groupmates are thankful to me because our group got 1. 75 in a recitation because of me. :)', '@Moulinparikh Ha! my mistake! Thanks for pointing it out! :)', \"@Junaidogic kyunke Aitchison hai :p look at the responses to my original tweet, you'll know why my brother does this\", 'Snapchat me : sexyjudy19 #snapchat #kikmeboys #tagsforlikes #pussy #gay #indiemusic #sexo :) http://t.co/KzdArKKieg', \"@TheFieldhouseCa That's true, indeed! Curvy route :)\", '@CreeperFartss come chill by the fire :)', '@yknoC that monte/doa header :D', 'Haha X . What The :D https://t.co/Jo7vtQmvSR', '@50Pips A TED speaker says stress is good for the body another speaker introduce ways to avoid stress :).TED=Thought laboratory :)', 'Things to be Noted Awesome :-) http://t.co/cxqFa4uCWu', '@ljfifthharmony I might lose a friend today but you know what idc! :)', \"@Bixbersboca good morning to you :D lol its really fuckin dark and it's gonna rain so hard in a couple of minutes\", '@AsianMeerkat @johncrossmirror far from it. Being LFC fan makes me expert in spotting mental weakness and lack consistency :-)', '#FF amazing singer, actress and model @annastaff :-) https://t.co/Cioa8dXbrc', '@ODubPERV Happy Birthday and see you tonight :)', \"i'm in amsterdam guys wooo :D\", '@MatjazSircelj stuff just happens. :)', '@Michdabitch_ you have no friends :)', 'NeoBytes :) Universal Pictures seeds pirated movie copy, files takedown notice against itself http://t.co/4ESrPPRXCA', '@NAYAKHK 2)IndiraG wanted Judiciary to be committed to Govt policy. Now they want RBI to be committed. But I know many have similar views :)', \"@neiltyson What are your thought's on Kepler 452b? :D\", '@1RobBeasley any progress in Stones transfer to Chelsea ?? :D', '@Flash_y0 GGs bro :) fun series', 'You always be part of me, I am part of you and defenitely...♬ @MOHDBINTANG :p', '@bryantduncan98 of course man :) Nofx is my shit', '#friskyfiday Yipeeee :) x https://t.co/nysAkC8IF0', '@KimbleFrench Morning Kim. Sorry to hear this. Can you shed some light on the issue so we can look into this? :) Helen', '@martymccarthy1 @ABCRural A great incentive to get kids to eat their Fruit &amp; Veges :-)', '@KameshRajak welcome sir :)', 'Do you know in average it takes 6 seconds to read this god dam mother fucking tweet.  :)', '@AdamRichman thanks for favouriting our tweet to you. Up the Mariners :)', \"@FCUnitedMcr getting close now. Can't wait for the new season :)\", '@katelynlander GZ :D what did you named it =^.^=', 'Morning all. Day off :-)', 'I guess sleep was just not in my list of things to do today :-)', '@RK1610IsMe Hai Rajeev..hope u r hvng a funfilled friday.It ws realy amazing to c diff side of Kabir.Fell in luv with u again :) A smile pls', 'just prettier :) and mine :)', '@JLo HAPPY BIRTHDAY TOO YOU! Best wishes from Dresden/Germany :). LOVE YOU &lt;3 &lt;3 &lt;3 &lt;3\\n\\n(Please share this) http://t.co/EByoLHnnOI', '@ConnellJess you wanna be a loser like me ? :) ♥', \"@zaynmalik Zayn please follow me, would mean the world! It's my birthday :D I love you so much, your amazing&lt;3\", \"When you're congratulating your friend on his graduation but you lose the plot. :D http://t.co/lRGfvh3yWg\", '0 sleeps! @RachelButterwor is officially on her way to Paris! I cannot wait :) #paris #tdf2015 🇫🇷🍷🍸☀️🇫🇷🚲🇫🇷🍷🍸☀️🚲', 'I put my trust on you! :)', '@HitItRichSlots Hey there, just a good suggestion, you guys should make a minions slot!! It would be so fun and cute :)', \"Happy b'day @HathwalaThakur :)\", '@PoemPorns hah....and a thousand more lies  :D', '@flurishing @blxcknicotine wow,looking good isabella! Makes me wanna start working out back :D', 'going to my room now bc i have 3% :-)', \"@Varun_dvn Okeyyyyyy VDDDD :)));))))  So excited can't wait ... ! ! Love selfeeee pics on insta :) ♥♥ special coco .. 🙆🙌😛😄😄😁😂😂🐒😁😝❤ #dishoom\", '@Gangesh_Gugi No thinking of writing myself :)', 'Finally went to the drive in tonight :-)', '@katelallyx thanks for the follow have a great day :)', 'So Im going to sleep Goodnight :)', 'hello :) http://t.co/VQVmRN3BR1', 'yup i know! okay let me try :) i done it. Hhahhaaa — Haha. http://t.co/ikHF6vKbyW', \"@ABNORMAL_ANA92 i'm supposed to ask where do you buy albums :)\", '6 days to go! :)', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @thulisiletshele', \"At least there's one cool thing :-))))\", \"Hey guys that's my new page! http://t.co/nHvR6teXH2 \\n:)\\nEnjoy http://t.co/XRctjTX4SQ\", \"@kindofstrange @ohyoufox Jeeze Tara move on, it's about #TeamCannibal vs #TeamSpaceWhalingIsTheBest now :p\", 'Morning gym session done! Feels good to workout early...now to enjoy the rest of the day :) #friyay #workout #fitfa… http://t.co/UjjGXrtMRk', 'I guess I never really identified myself with pharmacy :)\\n#VeryLateRealisation #IWishIKnewBetter', '@jakastr yeah we know there were lack of few things but hey please do check our final design, satisfy enough? :) https://t.co/EXt098Yq1b', '@MusicAddictTBH wow! Nice combination :)', 'Charging my speaker up finally got it earlier today :)', '@bookmyshow Doing :) #MasaanToday', '@Intoxicationall Later turned out to be now :D', \"@babyytayy_ text me when you wanna meet up and I'll get them :)\", 'Not long :) https://t.co/AYsppJcwlg', 'Me and my friends never talk ess-aych-eye-tee about anyone :)', 'YAS. \\nThanks @cm_valladolid for these :) 😊 https://t.co/4rNoGpudcX', 'Stats for the day have arrived. 1 new follower and NO unfollowers :) via http://t.co/mVWm6PefFG.', \"@delafro_ @unbearvble yeah the left one supposedly hurts more bc it's right over your heart apparently. It'll be fine! Good luck :)\", 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @Brian88071070', '@starksmurdock AHH THANK U :D', \"niall followed a fan :) and i'm still here without his follow 👍\", 'My sisters are the best!!!! Best pre bday celebration :))))', '@The_Sleigher among my all time fav tweets :D', '@franklin_25_8 happy birthday g. All the best in life :)', '@wendy1704 @Queen_of_Orange No need to stress out - they will be with you in time :)', '@NamanGarg26 no immediate plans but hopefully someday in the future :)', \"@iGroundbreaking Could you make a Foxy's Song version in instrumental form? It sounds so epic on beats alone :)\", 'I second that! Well done :) https://t.co/PeTkjvF5af', '@KristyArnett Your thinking to hard in bed! :p', 'Tomorrow at the #GoldCoast :) http://t.co/yRat44jWAy', '@Natasha_Thahane I like the way you said it Gal #LeloMustFall, you are so beautifull by the way :)', '@mistytewest Happy to save the day :) Hope you enjoyed your meal Sam!', '@anime_narutoINA thank you min :)', '5G Liker :)\\n.\\nlike Fast :*', \"I like such morning when I got dress that I bought :) I'm totally in love with it ♡ #newdress #happy… https://t.co/iJ1Mv1UV5l\", '#ff @LivelyKaty How could ANYONE resist this beautiful smile? :-) #quacketyquack https://t.co/fhndvkscgM', '@CG_Rated did u mean to hide the fots? :p', '@Pyarey_Afzal aww thankyou :)', \"Ok good night I wish troye wasn't ugly and I met him today:)():)!:!; but ok today was fun I'm excited for tmrw!!\", '@dotlung indeed :-)', ':) Good Afternoon :D\\n#TwitterFollowersWhatsUp\\n#HappyFriedDay\\n#KeepSafeAlways \\n#LoveYeah\\n#emojasp_here', '@CaptaainMorgan okay :))))', '@nakamuramartin @DamienMcFerran @Kosmikat That makes two of us then! :D', \"@greatestcookie It hurts having to read about people's holidays when being at work :D\", '@mattbarker14 Nice to hear you want to switch to us :). Our Pro Kit would be the best choice for you if you follows this link it will', \"@BowenBBC beautiful...winter? It's like summer in Russia :)\", '@JediEconomist I thought you’d like that mate :)', \"I'm playing Brain Dots : ) #BrainDots http://t.co/R2JBO8iNww http://t.co/ow5BBwdEMY\", 'Stats for the week have arrived. 1 new follower and NO unfollowers :) via http://t.co/XxdpHuNfvp.', '@slutwantscock dm me? :p', '@lazybull81 also come game with me :)', 'Thanks :))', ':) Hope you enjoyed http://t.co/W3BNxHVv0w', '@vapemestoopid Ok,the first time we chat,and then i made such a joke lol .I believe you wont forget me,will u ? :) my name is @DannaQiu', '@TheBodyShopIND #MyMonsoonStory The Body Shop Body Mist Vanilla,as it works wonderful on my skin :)', '@VikkFollows :) The best YouTuber out there... keep up the good work man #StarSquad #Sidemen', '@Miss_Dyna_Mite yaaaaayyyyyy you are my best friendaaaaaaa *shouts like minions* :)', '@UNAPCTT Thanks for adding us to your list! :) Make sure to keep in touch for more news of our light bulbs made from corn waste.', '@IGNUK #1TBPS4 Wow! what a prize! so delightful for my eyes, pick me to win and I will burst and sing \"PS4 is mine and I feel divine\" :)', '@Garfyville In Bath? :) Even we don’t have wheelie bins, nowhere to put them @paulmutton', 'Getting ready... #UberIceCream @RekolaCZ #messengerforaday :) http://t.co/dnryPnHAD5', '@chingyapp yeap :)', 'https://t.co/gBIMDzQBY5 Must watch :D #BajrangiBhaijaanHighestWeek1', '@KimKardashian @KendallJenner @KylieJenner @khloekardashian @kourtneykardash Cool..... congrats Kylie!!  U all look so nice    :-)', '@CathsStrawberry I thought your work was  seasonal, you will have really busy days. Ok so deal for weekends and in your toilet breaks :p', '@justinbieber YOU ARE DADDY AF... :-)', 'The latest one :) https://t.co/iRHOYxQeln', 'Happiness is when you make the most of what you have now. :)', 'So far so good. Ikaw musta cheatmate? :)  https://t.co/YzJt2feA1u', 'E.L.F: \"Thank you for being a singer :)\" | Kyuhyun: \"Thank you for being E.L.F\"', '20 ghanton se light nahi :))))))', \"That one didn't last long. LOL \\nHe has blocked me already. \\nIt must have been all my nice tweets. \\nThey hate them. :) @limelite001\", 'When ur skin thinks ur still 16 &amp; decides to break out :-) cool', \"@OdellSchwarzeJG How?Easy.Get up at 5:30 am, go to work, come home bout 6, take care of home and family therein. That's how. You'll see. :-)\", 'Thank you Majalah http://t.co/5jjCWZzXuj for having @nabilaAF2013 on your July issue :) Lovely 👍🏼👍🏼👍🏼😍😍😍😍😍🌸🌸🌸🌸🌸 http://t.co/zhk7SVrIhE', '@IaneboyIester into a pity party so :-)', \"#TGIF unless you're one of my students :) Some light reading http://t.co/XxpxBHC4oH on #singapore #heroes #gp #essay #alevel\", \"@DominiquePirrie @unlatches @ShinonSai Dominique I'm your biggest fan like oh my I'm from England too can I get a fan sign :)\", \"@cyjaexlne good, 'cause I'd like to upload it myself. :)\", '@EnvoClan Goood mornin earthling ! :D', '@rupal_hs Happy tweeting! Are you liking the new build? :) ^MM', '@kavonyo okay yay! Ask tomorrow please :)', 'Always :)\\nBe positive!', '@LampShopOnline  You too Lamp Shop :))', \"My word, @anaturalwedding &amp; @TheStoveRoom - what big sites you've got! Changes a-foot :) #website #development #revamp\", '@bridgetminamore I voted for #brainchild 3 times, please may I have a poem? :D', '@Anoushy_Aliyan @8624810880Khan @aliapari86 @AyeshaKhanReal @RiddaMazhar Over Confidence Confined U In Ur Own Limits...:)', '@DanielNewman Wishing you were in Colorado :)', 'Happy #Friday folks!! If your order your #Goodyear #Tyres online @Protyre, you can get upto £40 cashback!! (T&amp;Cs apply) #yourewelcome :)', 'Nightly routine of simpin :-)', 'Add me on the snapchat yall :) give me your @ names', \"@Ekow_bk I'm looking for influencers for my app :) If you're interested, here's your invite http://t.co/ipJ2yOiGet\", 'Sketchbook art by love4wilde Drawing of hair I did turned out pretty cool :D #art #hair #colors #colorpencils #cray… http://t.co/tn1yicz40N', '@6townsradio am tuned back in. With hubby :) can u play him queen pls', \"Fell asleep at like 6:30 and now can't fall asleep and I have to be up in two hours :-)\", 'Great night with great people :)', '@pakalupapito imma use this next time :)))', 'Ob 11h v kino? Why not! :)', \"Goning to make thos a positive day :) you're an adult and i can't keep on acting like your mom..\", '@lindseyasuer Hi! I see u like FourFiveSeconds and think u might like \"Deaf Ears\" https://t.co/nO9B1b1vtN .Plz let me know what u think :)', \"@WhiteZoey Great, I went to Kardamena, last summer, amazing  beaches and wonderful sea, but this year It's time to go Samos #Greece :) :) !!\", 'The chicken in my Caesar Salad was a tad bland, but I can live with that. :) @FreshMenuBLR', '@carterreynolds i love it how your not afraid to respond to hate :)\\nily x x x', 'First leg of the @magictrikband tour is going well! :D #music #band #rock #magictrik #tour https://t.co/CQHqWfa7ft', '@sakshij020 @shabnam_903 okk den call abp n spread it on allover d India n abroad as well :p', '@rejectzmgc thank you so much! :)', '@RenboySA Please let us know which store you will be able to visit so that we may inform them and they can be expecting you. :)', '@mikestone14  Your tweet is very much appreciated! Thank you for being such a dedicated member :)', '@machado_man4 @TashaShukla @CloydRivers and freedom to hangout with whoever you want to!!!!!!!!! :)', \"I'm liking this :)\", \"@JulianGazzia Hi :-) If you're looking for tourist info get our application ZonzoFox clicking this link http://t.co/Y8yTe8E9wg. Bye ;-)\", 'its leo season :-) ♌️', 'Life Is All About Kutiyapanti :D \\nI Love My Life For This :D', '@MSaito6 @AdeccoWaytoWork thank you for your support :) \\n\\n#KunoriforCEO #CEO1Month', '@ZoeyChandler6  we Professional we do hits videos : Wicked Boomshot fuh di world even yours thank you :)', '@maureenagena Yeeeey, welcome to the club. Its been one and a half years off whatsapp.. and i donot regret it.. :)', \"@pussy_lilac No problem :) it's a pleasure ❤️\", '@f0nzie send one please :) i wont expose or roast &lt;3', 'lemme cover u in lipstick n cran vodka :-)', '@TheKimTillman ROAD TRIP!!! :D', '@emily_etc I always walk past this place! May have to go in and try them for myself now ! :D', \"@Circuit500 yeah but now I've lost my 's - calling it a day :)\", 'Jummah mubarak to all \\nRemember me in your prayrs :)', '@NotJagath are you a member of හෙල හවුල by any chance? :D @Chevindu', '@GreggsOfficial I missed you baby :) #onemochaonelove', 'Yo Southpaw was a GREAT movie someone better be getting an award for it :D', 'The musical and human genius that is Stromae! :) @stromae @SylvieYonke https://t.co/LzBSWxsQO7 http://t.co/z2zZWgMOm2', '🔴 LIVE @flippinginja on #YouNow - Jonah and jareddddd :) https://t.co/fINXQiPtSn http://t.co/8zWxLtDwdB', '@katiemcmillan90 &gt; Message: full name, d.o.b, address, postcode and Talkmobile phone number. Thanks! :)', 'Last classes this morning before two week break! :-)', '@EmilyBett Happy Happy Birthday Emily! :D', 'ELF Fighting HuHa :D :)\\nMy #TeenChoice for #ChoiceInternationalArtist is #SuperJunior!', '@belittle4u  I may find this very confusing :)\\n*just a simple wolf*', '@loulou_lucia nice pic :)', '@rinpunzel_ what are you promoting?:)', '@hahahakumakichi Yeah! The bird transforms into a sword. :D', '@KaReeMLSheNawY it is not even a real word :D', '@babypuffinator it does, you could have misread worse things :p', \"@RickyBaby321 It's not forwarding Richard...it's 'follow' :)\", '@lazariWilliams Hey, You like FNaF? Check out our Youtube Channel! https://t.co/sc9kDhaviX :) via http://t.co/J3sxzzg7cU', 'Yup, happen everywhere when people cant debate they come to name calling :-)  https://t.co/dRiMWpj7ON', 'Just need to get through work today then to Ibiza! :):):) #birthdaymoneyforjesusjuice', '@lvshak @AllysonMarty anytime :)', \"@PuppyShogun mistakes happen man, as long as we get to play the game, we'll be happy :)\", '@Mathpro314 Hey, wanna check out our YTB Channel? We post Gameplays &amp; Tutorials! https://t.co/sc9kDhaviX :) via http://t.co/J3sxzzg7cU', 'On this one constructive criticism welcomed :) #ganesha #texture #photography #art #hinduism #hindugod #elephantgod http://t.co/QFhF2zUKib', \"@SleekStudioz yes and you've always been selfish as fuck :)\", '@MangleTheLover Hey, You like FNaF? Check out our Youtube Channel! https://t.co/sc9kDhaviX :) via http://t.co/J3sxzzg7cU', 'I WANT to create the FIRST #Bboying #Cardgame with #pixelart #gamedesign :D!!!! What do you think ?? #indiedev #pixel_dailies #gamedev', '@xemig sounds still like a good idea :)', 'There are no limits. There are only plateaus, and you must not stay there, you must go beyond them. :) _ Bruce Lee', 'Mans singing under the rain :) https://t.co/uj3mnLaJmo', 'Laguna again.  :) see you', '@Kanhajigi :))\\nTime nhi tha Office work bahot tha so\\n10 baje raat ko liya tha Hath me Try to Create Best.\\nBut 2 ghante me itna hi bana paya', \"@melfoster666 That's not true.\\nI can quit whenever I want to.\\n:D\", '@brtoon  thank you :) out and about there this weekend so will try my best :) !', \"If u like uta read the manga :-))) you'll love him even more :-))) haha yeah\", 'Family hang out :) ^_^ — feeling festive at Jamuna Future Park http://t.co/CXQXINIqJI', 'Those who move forward with a happy spirit will find that things always work out \\\\:)/', '@SwiftBlablaCat remember when she sent out all those presents last Christmas?? That was dubbed \"Swiftmas\" :)', '@pop_ruth you miss this! :-) http://t.co/upXtepl57y', 'Super proud of @AstonMerrygold :)', '@ElleDonnellyx @Beverleyknight @mattcardle lovely pics, @MemphisMusical a fab show :-) x', 'morning :)', '@Tilion_IDK In Tha at case, Trion and their interactions on the forums and on Twitch. :)', \"@roma_cream that's the spirit :) #WsaleLove\", '@OMGitsBern_92  All sorted in the early hours. Thanks again for your help &amp; raising the initial issue. makes the community what it is :)', \"@DeMoorSophie Hii, can you follow me, please? I'd like ask you one thing in dm :)💞\", '@haleyannmcallum Happy B-Day :)', \"@JenLawUS that's disgusting so glad you have your acc back :) I hope they get what they deserve\", 'Back to 80s?! A brand new #Commodore64 Programming community is in town now!!!!  :) &gt;&gt;12th August @techspacekrk http://t.co/zAS2l96ljT', '@alejandrinar32 okay :)', '@vadervanodin im wearing mine when I dj next fri :-)', \"@AnnabelArrowsmi Thank you for taking the time to tweet us Annabel! We'll pass this on to our London Bridge team :)\", '@DailyBBLife @JulizTwinsBB he already does :)', 'I am in every way like Jess. :)\\nhttp://t.co/otGCWw1gUu', '@CocoCuscino happy Friday! :)', 'Short, routine #quest from #Borderlands :) #wanderrook http://t.co/NAPmqm2do6', \"@davidrmoloney thanks for that. You've made my day! :) Let's organise a meeting soon. Are you based in London?\", \"I'm that person that has to workout and eat healthy because the minute I don't I gain weight :-)\", 'GM \\n Meet My Precious \\nMy Soft Lady  my Real Friend        Mizz precious :) ;):*      \\n\\nHow Many Likes For Her No... http://t.co/G9F2cwO6WZ', '@iamAhmadshahzad aameen..:)\\nLong Live Pakistan..#BleedGreen..✌🏻️', '@JIBANG88 already following you back oppa :)', 'Liam and Sophia in Chicago :) ♥ https://t.co/GrD53KA2G5', '@im_soexcited @alamocitycon Btw, about that honeymoon :) These are for you. http://t.co/fVYAV8v0yO', \"@Charles_Lister Yeah, bring the boom to Da'esh while co-ord with the FSA. #Estatic :)\", \"@BrandonHerrigan Welcome :), when's your next meet ?\", 'Singer Dusty in TUNISIA &lt;3 Music for TUNISIA &lt;3 it was wonderful, very nice people :-) &lt;3\\n\\nYOUTUBE:... http://t.co/859XGmZ1W9', \"@el_crd2601  la class's :p\", '@NotThatBobJames Hahaha Go Doug! :-)', '@FionaBunn1 Forgot to ask, but may I post it on FB? Happy Friday :-)', '@amorecrudele Visit my blog http://t.co/UzOAqroWKx thanks :D', 'When everyone is fuckin irritating :)', 'That also means, imma go back to being more twitter active :D\\nCause I know everyone missed me ;) xD', \"@NehamsChamaria @euphonious_tone Hello Ladies! Apologies for the delay. Please DM us your address size details and we'll ship the prizes. :)\", 'Here &gt;&gt; Free $5 Voucher for my twitter friends to use on Fiverr :) https://t.co/ozKEhcY9ML http://t.co/nfDSHggVV7', \"@awad_gina @phonicfm @WomenAwards Oh Gina, you have been busy :-) Can't wait to see you and hear all xxx #soproud\", \"Happy Friday everyone! We hope you've all had a fantastic week! :) #Friday http://t.co/0ATADpLkMF\", 'Yes the One and Only Team :) https://t.co/Q81LMMtmxm', '@JohannaTurbo88 Happy belated Birthday sweetie :)', '@cottypne @PaulPNE70 @TrekkingPaul @charlvdh @FcPNE @PNEShirley @mandajohnstone @YvonneOrr @Gem_Pnefc @kimramshead morning Emma :)', '@mayusushita @dildeewana_ @sonalp2591 @deepti_ahmd @armansushita8 Thanks Guys :)', '@carterreynolds @hankgreen then why would he say they did? :-)', 'Love makes two hearts one. :)', '@TeamGtwy Thanks for adding us to your list! :) Make sure to keep in touch for more news of our light bulbs made from corn waste.', '@MrsBee21 Thanks Mrs Bee!! xxx :-)', '@MrSteThompson Thankyou :) \\n@BCMZ_UK @MsMMango @tina_baines @CrownSheringham @LastMinuteUSVac', '@Tsad Close enought ? :)', '@TheTwoHalvesAle Good luck...another potential favourite watering hole :-)', 'Bad Boys :) #burgers #melbourneburgers https://t.co/TyD88wr40d', 'who wants to ft me and Arianna :-)', 'Everyone follow @CruelGamingClan :)', '@lesholly20 Hey Lesley, so sorry they did not get to you, I shall send you some more out in the post tonight :)', 'Thank you Esai :-)', \"@shartyboy Thanks for texting me back :)) I'm not texting you tomorrow :))\", 'i unfollow back :)', '@HantsOnlyTeam hope you are enjoying your stay in Rotterdam. And now you know how to cheer on \"our\" Jordy Clasie :)', '@thingforasians hi my hot girl did I say how very hot and horny you are darling xx :) ♥', '@babynizayn sure. Done. :)', \"@DeniseAlicia_ if the salon bleaches your hair with Olaplex it won't damage it like at all :)\", \"It's all about teamwork, right? :D #ZitecOfficeStories http://t.co/ycVA2V6ecq\", '#FF #HappyFriday @SageVatic  @marchicristian @bounceroriginal @BeenFingered @Dj_Mando_Off have a great #Friday :-)', '@JavsNH sure :)', \"@SBS_MTV #다쇼 #GOT7  \\n\\nLet's have got7 facts :)\", '@monkeymademe the @raspjamberlin is still on tomorrow? A work colleague is interested in bringing his kid along :) can point him to EB page', '@krigsmamma Tack &lt;3 :D', \"T'would not be a TweetUp without you @coleman_21 You are  booked on @Sabrina_Boat rest assured. @MButlerColesHR We have you booked on too :)\", \"Thank you so much @ABCTV - I didn't know the greatest magical detective #JonathanCreek was back on TV! Off to set the DVR now!! :)\", 'getting home at 4 waking up at 9 :):)', '@KatCrisp1 Thanks for taking time to tweet this Kat :)', \"@mogadeet It's been a lot rarer in my life than on twitter :)\", 'okkkk frends milte h break k bad :)', 'What could be more fun than a sexy girl? TWO sexy girls :) 👉 http://t.co/S7kW8WESbs 👈😘 http://t.co/p7EnTlcsum', '@SpongeZim .. Thank you Mario... Have a wonderful Friday.... :))', '@Daniilarkin1 Have fun Danielle! Hope it goes well :-)', \"@amyewest Thanks! I hope you've got a good book to keep you company. :-)\", \"@iflixph yeah i've watched them before but of course rewatches will now be ad free and faster I hope :) thank you, i look forward to more!\", \"@yusufyuie priced around 1600. I'm gonna forward you some info about it to your email so you can decide if you're interested :)\", '@tangerinebean Has A got out of bed yet? :-)', \"@pottorty awwww! Sige next time u know na punta kayo dun, imma make sure na we'll go din! :-)\", '@tributes4u sure thing :) x', \"...because it's Friday :D (y) http://t.co/MD55NIzEnQ\", '@comicbookhes of course, i would like that :) x', '@lolArnav NOOOO i didnt even know thats how you actually typed it out i googled :)', 'i found my prompt :-) http://t.co/f2HU2dalox', 'just chillin w/ my salmon :)', 'to see beauty, you have to believe in its existence first :)', \"@Jay_05_ HI J, you can upgrade from T-Mobile, Orange or EE with us. DM your mobile number to me and I'll ask sales to call you :)\", \"@vickybeeching congratulations, really looking forward to the book and some good Sunday morning viewing. That's an awesome teapot BTW :-) x\", 'Three refreshing cocktails for an even «hotter» summer! Which one suits you? :)\\n#londoutrading #cocktails http://t.co/JHJVzHOXLQ', 'I LOVE YOU :) &lt;3', \"@hinanRana WIP. Let me get a few things tweaked and I'll link you up :) Max kal tak.\", '@BrowhausUK fab giveaway :)', \"@PXC_Macavity In case you didn't.. it's on my Facebook wall. :p\", 'Stats for the week have arrived. 3 new followers and NO unfollowers :) via http://t.co/VHA72j8cqp.', 'HOME ALONE :D', '@EmilyBett wishing you a happy birthday have an awesome fun filled day :D', '@ellefie @serial I will let you know if I hear of anything :) xx', 'Wayward Pines later!:)', '@yasminyasir96 yeah but it will be better if we use her official Account :) Like The Other @PracchiNDesai ❤️', '@MelodySpetko Rock muscles! :D #iLikeit', '@BlooodofoIympus @johncrossmirror far from it. Being LFC fan makes me expert in spotting mental weakness and lack consistency :-)', 'Check this page belonging to one of our Watford Community Housing Trust enterprise cube particpants :-)... http://t.co/ZwaOnouXpo', '@MinseokBr follow back me pleasse :)', '@hufflepuffjimin omg thats such a sweet thing to say thank you :-) yeah i used to go to saudi arabia a lot because of my dad', '#TY! \"@dean0133: #FollowFriday @fredgarden8 @joeodiete1 @WillowRaven for being top influencers in my community this week :)\"', '@zouiriaII Good luck for ur exam :)', 'We are the one and only approve and recognized Fanbase for BAILONA :)', \"It's nice seeing people changing what they need to fix. Because they care. :)\", \"Your happiness is your responsibilty. So, don't ask others to make you happy! :) #FB\", 'off to the park to get some sunlight : )', 'My happiness. :) &lt;3 https://t.co/m1VBOMyhhm', '@SaddestTiger @davedittell   Good night, Tiger!  Sweet furry dreams!   : ) xxoo', '@SleekStudioz nice one :)', 'Who wants to elevate from your position? Who wants a promotion! Who wants the favor of God and the favor of men... :) http://t.co/cOECx9BBNd', \"I'm so insecure tonight :-)\", '@InsertCoinTees @ViralNinja @AppaWarcow @alibakes @ibsdawg @andrearene @Just_Ge0 @JustTeddii @EGX @MattPascual &lt;3 you guys! :)', '@ShevoyzOfficial \\n@MADrigaaaal  @TheConconFelix \\n@Kalangitan  @khenlizardo  and Dan\\nGod bless you all.  Meet and Greet soon :)', 'mom + :) = horror movie', \"@FVCKL oh hell yeah :) I'll be expecting a text next Tuesday\", \"@sabahulhaq You're welcome Sabah :-)\", 'Match day Bitchessss !!!\\n\\nReal Madrid vs Man Shitty :D', '@brianteeman @GW1992 I squashed the commits. Did it still make 200 commits? :)', '@smallfastloud @dangerbayley we are down in the west country this weekend so next riding day is Tuesday :) sunny weekends all around', '@Gurmeetramrahim #OurDaughtersOurPride Many Many Congratulations to you PAPA ji :)', '@itsbecca65 thanks becca :)', '@DeltaDaily @DeltaGoodrem love the new song Delta you rock :)', '@jonny_ives we saw this and thought you might need an upgrade as the girls are getting bigger :) http://t.co/AzDWGWAPBb', 'at first I did love you, but now I just wanna fuck, late night thinking of you until I got a nut :-) :v\\n\\n\"look... http://t.co/8YhLcb16Lf', 'Enjoy a cute baby panda! :) http://t.co/9m6RWHsQEr http://t.co/UO77pIgatL', '@imynnx done yun :)', 'Watching Joe dirt 2 :)', '@lee_ball @imikerussell @SocialBro Ohh #HappyFriday! Thanks for the love team. :)', 'Always be positive :). #postive #selfie https://t.co/FDFpAD3wzd', '@ShaggyCoe Good morning Sharon. I really hope she is doing better today too &amp; that her medicines works. Thank you, I will :) ttyl x', \"@gculloty87 @linda_regan Oh fab Gav she's a lovely lovely lady Linda talked to her a few times on here great actress :D X\", '@joiredve follback :D', '@magicbricks Answering super sonically Fast :) Would love to win with you for the very first time ;) #GOHF', '3hrs before.. :) tym to prepare', \"@deadmau5 dieback music pack totally worth it! It's awesome :) #dota2\", '@SammyAlbon morning! :)', 'I think I might endit my London photos &amp; vids into a Minecon &amp; a London video :) just to look at and remember the great time. *-*', '@ta_radio1035 @prillybie ok... sering2 play yah min.. HAHA :))', '@Btigzy @McJamKeyper JoeRine scene :)))))\\nJOSHANE POWER TANDEM', \"@MCunleashed :D I can't sleep until I need to. If I try I just lay in bed bored\", 'Stats for the day have arrived. 6 new followers and NO unfollowers :) via http://t.co/zWIln6s729.', '\"I shouldn\\'t b called a friend if I am not there when needed\" :) ...https://t.co/lfSZl8UbXt', 'Hello Ligao City, Albay! :-)\\n\\n#Concert\\n#BCYC\\n#LNHS https://t.co/3Lzz3xvAYp', 'goodnight ! i love Luke with all my heart :-) all my love 💜', '@KylieDeVille Happy Birthday!! Enjoy your vacation!:)', '@Satbains1 Congratulations Sat on your 3rd honorary degree from everyone at Alacer :)', 'Hey Raspberry Island  : skelo_ghost :) Want to get iPh0ne 6 for FREE? Kindly check my bi0. Thx https://t.co/TO0kTgrY0y', '@aliaa08 @colors_infinity @karanjohar Thank u!!  :)', '@_Halie13_ thanks for being so great!:) ❤️😘', '@QueenBiankee You deserve all of that and madadagdagan pa yan :-) Congrats again :-) #BMC &lt;3', \"Save your money \\nOr use them in a good way\\nMoney is money \\nIt's for better life\\nAnd fun :)\\nHave a nice day\\n\\n11:11\", 'when u find our ur friends ditched u \"cause of a lot of things\" :) WTF HAVE I DONE IM ACTUALLY A NICE PERSON', '@VarunKiAliya23 Then Order Some Dress.. :) :)', '@Megalos_K I like your eyes :D', '@grillo_23 @sleepyjoe2 @Karnage90 @RichardDawkins Dear person, please study before embarrassing urself. Entropy works 100% w/ evolution :)', '@Dahlialien yes I will stay in touch :)) are you on Instagram??', 'Looking forward to this! Always love Giggle Loop. Two other great acts too :) https://t.co/4JwMhC45Fr', \"Cheers for the mention... even if it's in the wrong section :) https://t.co/7453UA7n6Y\", \"TY again dear Eva.\\nI'm totally agree with you :-)))\\n@anvy2446 @4HUMANITEEs @SexyAF12 @kikbella @adasamper @RachelLFilsoof\\nKeep Smiling u all\", '@iansomerhalder here in Spain is morning :) Good morning Ian!', 'On another note, found this in Camden Town... :D worked to. http://t.co/MDtJGcXopb', \"won't even talk to me just great :)\", \"@Ileana_Official ohhh 'll wait for 28 :) luv uhh\", '@AmberMarineArt Thanks for the favorite! :) Make sure to keep in touch for more news of our light bulbs made from corn waste.', '@hansolotto with SCoups^^ they are for 17 like jren is for nuest!:D', \"Oh lovely lovelayyy! Thanks! It is ok about the kidney.. I don't want it anyway. :p https://t.co/ZbO0cjqhzG\", 'Neuer Post Online :) @elfcosmetics Fixing Spray http://t.co/V0Rm1BsEIj', '@TechnoBuffalo do check us out!:) http://t.co/y3xHComvwr - Untangling was never easier! #DTangle #patent #innovation', 'No class today but I traine with some friends :)', '@JORGEACISNEROS okay let me get my bat :))))', 'No one falls in love by choice, it’s by chance... :) ♡', '@The_Quirk  and you would have to email me on (Donnae.Strydom@westerncape.gov.za) -  :-) ta --- @helenzille', \"@ArchieDait That's great to hear, we'll be sure to pass on your thanks to our staff :) -Nic\", '@chordoverstreet just seen this at uni.. He has more talents :) http://t.co/eNq3XuOPSN', '@msarosh Uff Itna Miss karhy thy ap :p', '@SP4NKO Aww love it. My kind of men :))', 'this #mca money tells my story :) http://t.co/I5Xs6tQE9W', '@KatGraham_Italy You did save their lives! :-)', 'Hey Juaquin  : V3NZOR99 :) Want to get iPh0ne 6 for FREE? Kindly check my bi0. Thx https://t.co/ETZhxUbtKc', \"@booogley because you're breaking out of your shell :-)\", 'Truth. :D http://t.co/EI7VtynLOx', '@chuckaikens Fantastic. Thank you :)', '@polarizehes heyy :) can u rt this link https://t.co/WztNf8e6cO and tag michael? please. thank you', '@MariaSharapova The hashtag says it all ................ :)', '@JonsCrazyTweets still more green tea blends with other flavors. :)', \"@MaslowFanArmy i'm very excited for what's coming :) he really deserves it.\", 'What you do today can improve all your tomorrows..... :-) :)', '@ChrisMitchell91 sometimes :-)', \"@AlexCarranza21 I'm so sorry! I ran out with a friend after having a rough day. I'll try to stream on Saturday! :)\", '@ciaela get well soon :) xx', 'Me + Bed = Best couple ever :)', '@Motts is my favorite apple sauce :)', '@scousebabe888 Nice Holiday Honey!!!!!!!!!!!!!! :-) Kisses', '@awselu follow back me pleasse :)', '@ajm9890 \\nThakyou sir :)', '@beat_trees thank you Beatriz :)', '\"@TeamBaiLonaOFC: Rt to be in Bailona group chat , \\n\\nMention  @imJANExoxo to be approve FANBASE :)\"', '@cinghh @imvnaj @BahetiRidham party cancel :p #BajrangiBhaijaanHighestWeek1', \"@SwitchingToSave Thanks for the follow :-) Hope you've had a great week?\", 'Puff pastry egg tarts. Hot and fresh from the oven. :) @ Wan Chai MTR https://t.co/HLkgHwatJM', '@IsaacKirop Thank you for following us :) if you like cool new products, check out our campaign: http://t.co/qv2DwDbGI3', 'making Alyssa rub my tummy :)))', 'ALMOST DONE WITH MY MASTER SWORD :D -Princess Zelda http://t.co/dPcL2mGjdc', '@Bruneluni ive emailed you regarding course query! :)', '@SivaKaneswaran  Happy Birthday 🎂  @JayMcGuiness  #Jiva for ever :) 🍹🍸🍻', '@dxela77 Awesome news mate. Well happy for you :)', 'Jumma Mubbarak :) \\nTo all ❤❤', '@dspdavey Gorgeous, Deborah! Good taste! :) You can use coupon code COLOURDEB for red, purple or blue here:  http://t.co/MXEKsnMvvX Thanks!!', \"@19strawberry66 im sure it wasnt anything we're not already used to :) Glad ur home!\", '@PB_Furniture @whittakerdesig1 @smart_bn @Klick_Business @HartleysRooms @REDlineCC @RedBizUK @earlybiz Woooo! Happy Friday friends :) #ff', \"Planning to send my email to chippy's vessel on Monday with PS : Happy Anniversary haha :))\", 'Computer #sex? Count me in ! :) #funny #vintage http://t.co/ClwnnMFV0D', \"@dontyk if it's no use to you, I'll pick it up next time I'm down :) yeah, I'll cook in my nice big kitchen! 😍😊\", '@RockMyWedding @SouthFarm1 @JohnHopePhoto @MirrorBridal @Dune_London @Coast_Stores @EtsyUK @Etsy @blankcanvasent Love it! Great collage :)', '* ✫ ✧ ˚ @Louis_Tomlinson ✧ · ✵ ⊹\\nThank you for always putting\\na smile on my face\\nMind following me? :)\\nHave a nice day x\\n1710', 'Looking for fun? SNAPCHAT - GooffeAnottere #snapchat #kiksex #snapme #lesbian #instagram #mpoints #mugshot :) http://t.co/p4IqffSWJp', \"Can't sleep so much I want to do for all you love bugs but I only made 33 tokens never mind they are yours :)\", 'Gamer Follow Train!\\nFollow Me\\nRetweet this\\nFollow all who retweeted\\nGain active followers :) 110', '@quintonjournals Look forward to hearing your thoughts :) #maritimenation', 'Stats for the day have arrived. 2 new followers and NO unfollowers :) via http://t.co/TRfnv7X9GN.', \"@The_RHS There's some stunning show gardens @ RHS Tatton Park Show. Wonderful designs, construction &amp; planting :) http://t.co/E9nEtLezT6\", 'Here you behave or else u jump_Julias Malema :D', 'Hello :) Get Youth Job Opportunities follow &gt;&gt; @tolajobjobs @IvanVissies', 'Have a Great Friday Frens :-)', '@NASA nuf with the teasing already - show us the aliens now - everyday we seem to get closer to seeing our alien cousins :-)', 'New monitor goodness :D', 'Good morning Kimmy :) @KimberlyKWyatt', \"@zoomtv @kdruls @mishrasugandha is your channel's show #PlanetBollywoodNews 's full epi available online?! :)\", 'Evolution ! :D http://t.co/6el4C2C0uF', '@harryperfx fback?:)', 'i love airports :-):-))', 'I love you too :) And now I want corn chips :)\\n@SoldHerSoul', '@terrylancashire @junkeedotcom Thank you :) Tricky bt v important subject.', \"@SwgGuy Hah.... :D\\nDon't say sorry...\", 'Be-shak :p http://t.co/hvJGkLnVTK', '@chewy4cutie but you can with me :)', '@KChenoweth Happy Birthday, Miss Chenoweth! Hope its a great one... have oodles of cake :)', \"@fwmkian Happy Birthday Gorgeous Hopefully i'll see you at the fair :)\", 'im going to bed i love hailey and milks CrAźY SęXXXÿ CøÔL runway look :)', 'That feeling when someone shares a review you worked hard on :D', 'gooodnight i love all the boys and iv ris zoe katy jaycy jen :)', \"Well buds, guess I'm going to bed, goodnight guys, see you in the morning, or whatever I woke up :)\", '@bigcomedyuk @WilsonsKitchen @lisaflutterby thanks for the follow have a great day :)', '@Team_BaiLona Thank you :)', \"@SabrinaKeane it's not a bad thing!!! I think we all have weird faces!!! It's rad :-) thanks though!!\", '\"You make me alive, You make me suffer, You make me feel.. \\n\\nAddictive song i always sing in KARAOKE :-)..', '@ontokkiland he really is such a cutie :D', 'Ltsw here we gooooooo! :-)', '@djcunningham Thanks for the favorite! :) Make sure to keep in touch for more news of our light bulbs made from corn waste.', '@5SOSTumblrx I threw my phone at the wall :)))))', '@aleeshajulia @IAPI_Updates that is a giant balloon! I want one :)', 'we just face timing :) http://t.co/UoqAstlhxO', \"@GP2_Official what's the hashtag for the weekend guys? :)\", \"@SarahFHandley this one looks like it needs much more careful study I'll favourite it for later :-)\", '@CorcelEscort your welcome hun :) Thanks for following me!', '@SocialRMadrid its 12pm here :)', '@ThessaNaomi THANK YOU SO MUCH MOM FOR GETTING @sadcuddleashton TICKETS :)', \"Thanks Manila_bro for the follow! Let's connect soon. :)\", '@_Lineo_M_ LOL I sometimes tweet from @Coach_Yanga account lol but only on days when we are both home but I dont have a lot to say now :D', '* ✫ ✧ ˚ @Louis_Tomlinson ✧ · ✵ ⊹\\nThank you for always putting\\na smile on my face\\nMind following me? :)\\nHave a nice day x\\n1709', \"@daniameows i hope one day he'll fall in love with a strong woman to let him see all the things that he refuses to see now. :)\", '@Wirral_In_It @bevclack @sharpeleven \\nActual LOL!\\n:)', \"@grrl_afraid that's such a great idea, be lovely to have a fellow veggie! :-)\", '@ManipalHealth c) 75% is made up of collagen #ans2win #HopeToWin :)', '@MandaAssa awww thanks hey, a million :). Enjoy your weekend hey', '@V4Violetta Or that. I guess I need to build my content around my image inventory a little bit then :)', 'Gamer Follow Train!\\nFollow Me\\nRetweet this\\nFollow all who retweeted\\nGain active followers :) 1', 'Snap me :) @lulgeann', 'What brings you #together with your #friends and #family? #LoveForFood #FoodForThought #ThoughtForTheDay :) http://t.co/L06NhpQ9xk', '@aatishn  carpe diem Mr Nath :)', \"@da_kar yep I'd been doing it without Ning it then was recommended a book and thought wow! This is it :) I think general positivity leads to\", '#TY \"@dean0133: Appreciate your recent Retweets @SaracenConsult @joeodiete1 @Gelatiscoop have a great Friday :)\"', \"11:11 meet michael and hug him so tight and talk to him and tell him he's important and that I love him so much and make him smile :D\", 'me: as long as i feel comfortable im gonna wear what i want\\nmy mother: haha...that sounds nice...but no :-)', '@richardosman congratulations to you daughter! :D', 'goodnight I love everyone but hate myself because in stupid :)', '@ailyngarciia Thank you for filling me in! Although my opinion still stands, BUT we can just agree to disagree, no harm done! :)', \"@StormyKittyhawk You'll see me Saturday :p I'll see you then Stormy :D\", 'Its time 2 party :D http://t.co/hjnT6v40eT', '@RblSports upgraded ans synced up. Plus it can be done from a single remote device. Getting there folks. :)', '@em__scott haha I know!! Not messing about :D', 'Want to say a huge thanks to @WarriorAssaultS @uktac @BolleSafety @Mechanix_Wear @Airtech_Studios @Hexmags #FF Thanks for the support :)', \"@KingsmenLead Found the song you mentioned; the Nylons on the GVB cd 'It Takes a Mountain.Titled 'Do unto Others ' #theworldwouldchange :)\", \"@PascalPrecht @thoughtram as it's related to you I would make a new category on your blog. Then everything is on one place :)\", \"yah know I'm good at faking mah emotions :)\", \"It's going to be a nice Mother Daughter day out today :)) even though it's raining this morning! Have a great day folks xx\", 'idk but cant wait for tonights panel to be up for people :)', '@GlamDianee :) now, i have a reason more to dream....', \"I'am ELF, hbu? :)\", '@luhanqutie follow back me pleasse :)', '@hswift65 @roseofthesealee PS I took 80-1 so I am hopeful on all counts :-)', '* ✫ ✧ ˚ @Louis_Tomlinson ✧ · ✵ ⊹\\nThank you for always putting\\na smile on my face\\nMind following me? :)\\nHave a nice day x\\n1708', '@Neenkin yeah Neenkin congrats on your successful masterpiece! :) 🎉', 'Goodmorning. \\n\\nJust smile through the debit orders :) it will all soon be over.', 'Thanks @UKRunFree @MMNNActionUK the work you do for the beagles is amazing, you are incredible! :)', 'Rt to be in Bailona group chat , \\n\\nMention  @imJANExoxo to be approve FANBASE :)', 'Remember someone :) ♫ See You Again (feat. Charlie Puth) by Wiz Khalifa — https://t.co/vVAyGndwnL', '@8inky @LadyCranium @Nathan_Webb of course :)', '@DSprayberry @BaysideBand @AnthonyRaneri @tylergposey Hi Dylan and Tyler!! :) ♡♡♡♡♡', '@CelestialTea is my favorite tea :)', \"all i've done today is watch law &amp; order: svu. i love being sick :-)))\", '@BLACKTOGXLD my pleasure :D enjoy your day!!', 'Fine day :) https://t.co/VxnsjOVZdm', 'As the morning wears on, its getting darker. Is it end of world day today instead of September? :-)', '@bernadettesout1 LMAO! LOVE it, Bernie! :D', \"@natasghar lol ... Morning :) ... It's wet but hey it's Friday :)\", '@OhhhTommyC i aint never uploading lol. Also found another vid of u dancing to henrys trap; keep going on your fitness journey tommy! :)', \"@creativegossip yes I think it will b stupid to discuss abt wild card entries as of now\\nNow jst waiting for Vivian's performance :)\", 'New Blog! An Important Life Lesson I learnt from watching this movie :) Something that everyone needs to remember! xx\\nhttp://t.co/gco9IJqdcT', \"I'm not the best, not the most perfect, but I promise to love you with my whole heart. :)\", '@nair_rinku -Its u with transparent...glasses..:-)', '@bitcoinagile thanks for sharing Bitcoin News Stream, have a great Monday :) (insight by http://t.co/rMjqzWRE37)…… h http://t.co/a4DNHbw78q', '@nickhunterr Yes it is :D', '@ClimateRetweet Thanks for the retweet! :) Make sure to keep in touch for more news of our light bulbs made from corn waste.', \"@keab42 I rang in sick yesterday, then told them I'd be back in today. I'm better this morning anyway, and I have a day off on Sunday. :)\", \"@basementgalaxy Ping! I'm watching your TL like a hawk! :D\", '@namcew make use of the masquerade mask!!!! Lol #zorroreturms :-)', '@CFVUF We hope it helped! :-)', '@JamieLou93 Congrats to you and Ryan, Jamie! Delighted for you :) xx', '* ✫ ✧ ˚ @Louis_Tomlinson ✧ · ✵ ⊹\\nThank you for always putting\\na smile on my face\\nMind following me? :)\\nHave a nice day x\\n1707', '@Zap_Experience Thanks for the mention, happy Friday :)', 'ye to #Pk hay :p https://t.co/TSLYvAClux', \"@joogstonemakeup Hi Jacqueline, we're so sorry to hear this. Please DM us your contact details and we will give you a call :)\", 'A passion for beer which ultimately made its way to become a full-fledged business :) http://t.co/8vAYzUGK9p #Entrepreneur #Startup', '@Bespoke_Bride @ConfettiWedding @festivalbrides @RocknRollBride @RockMyWedding thanks guys :) was fun :) another 1 ;) http://t.co/AbVIfJ3814', \"@ZerbuTabek Hi I'm only seeing workplace one in my venue list. I'm not sure how to fix this? Thanks :)\", 'Oh wow thank you @GarnierSA :) my skin going to be perfect by the time I head to Lagos #Travel http://t.co/3DiloYW9MJ', 'wow luxord looks really amazing here in his new kingdom hearts 3 promo art !! :) http://t.co/FFJU1rlJpC', 'New potatos from the garden - and hundreds more to dig up :)', '@HowToFixMyCar Love it! :D @CrienaLDavies @HelenRoseTerry1 @PrestigeDiesels @star_aline1 @LeahRebeccaUK', 'Thank you. Have a lovely weekend everyone. :-)) https://t.co/1CcpcLlzic', 'Well this totally blew my mind this morning : ) https://t.co/jjXcm44YPJ', \"@thevieweast Of course! Now I've been cited in an academic paper I feel I've arrived :-)\", 'Life is smile :)', '@twigtwisters thanks for the info :)', '@UrstrulyMJ i will surely watch pokiri  1nenokkadine are my all tym favs :-) #BajrangiBhaijaanHighestWeek1 @raman_akshay @urstrulyMahesh', 'yang on retweet ~! :) :D', \"Who's still awake ?:)))\", '@John_BHarris @FakeGhostPirate @F1StatMan @xownage133 It was a heritage sword made of wood, so no :D', \"@andrewsmith1443 You're right ! Thx Andrew &amp; have a great day :)\", '@Migogos so true :)', '@colorlessmoemoe i beleaf in u :-)', \"@Niallll_1Dx it's a cool video i love it...:) thank u\", 'Season 11 set ♡ Have a nice Friday #SPNFamily ! :)) #SPN11 #AlwaysKeepFighting #JaredPadalecki #JensenAckles http://t.co/mGAYutmknZ', '@theguyliner @Trishie_D cool. :D', '@fczbkk Exactly! :D', \"@kevinngmingyuan peasant seats to watch a peasant team...I don't mind :p ahahha\", \"@chriswiggin3 Chris, that's great to hear :) Due times &amp; reminders are indeed planned, both will be available in the not too distant future!\", \"@RachelLiskeard Thanks for the shout-out :) It's great to have you aboard @inkfunnel\", '@side556 Hey!  :)  Long time no talk...', '@staybubbly69 as Matt would say. WELCOME TO ADULTHOOD.... :) http://t.co/zHQy0iyaCP', '@DanielOConnel18 you could say he will have egg on his face :-)']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As you can notice, each set contains strings elements refers to a tweet"
      ],
      "metadata": {
        "id": "5T3f9Jxci3H9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print('Number of positive tweets: ', len(positive_tweets))\n",
        "print('Number of negative tweets: ', len(negative_tweets))\n",
        "\n",
        "print('\\nThe type of all_positive_tweets is: ', type(positive_tweets))\n",
        "print('The type of a tweet entry is: ', type(negative_tweets[0]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ThHT-iv7i9OA",
        "outputId": "9816c6dd-8a4b-449b-8241-1854b377616d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of positive tweets:  5000\n",
            "Number of negative tweets:  5000\n",
            "\n",
            "The type of all_positive_tweets is:  <class 'list'>\n",
            "The type of a tweet entry is:  <class 'str'>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#  Other way to see the information is using a Pie Chart\n",
        "# Declare a figure with a custom size\n",
        "fig = plt.figure(figsize=(5, 5))\n",
        "\n",
        "# labels for the two classes\n",
        "labels = 'Positives', 'Negative'\n",
        "\n",
        "# Sizes for each slide\n",
        "sizes = [len(positive_tweets), len(negative_tweets)]\n",
        "\n",
        "# Declare pie chart, where the slices will be ordered and plotted counter-clockwise:\n",
        "plt.pie(sizes, labels=labels, autopct='%1.1f%%',\n",
        "        shadow=True, startangle=90)\n",
        "\n",
        "# Equal aspect ratio ensures that pie is drawn as a circle.\n",
        "plt.axis('equal')\n",
        "\n",
        "# Display the chart\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "Fez01IlijBt2",
        "outputId": "fdcbc76a-ace2-42ab-cdab-672049f3d48f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# We can also review some tweets:\n",
        "# print positive in greeen\n",
        "print('\\033[92m' + positive_tweets[random.randint(0,5000)])\n",
        "\n",
        "# print negative in red\n",
        "print('\\033[91m' + negative_tweets[random.randint(0,5000)])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3-diJ2kcj6Pd",
        "outputId": "c61a8012-eb14-4c64-c046-c085d2a18956"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[92m@paulbeaton720 Looking good! Let us know what you think when you've tried them :)\n",
            "\u001b[91mi miss them already :(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Preprocessing again"
      ],
      "metadata": {
        "id": "YIoGM1HhkOgw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "As you already know, preprocessing removes all no-desiere characters and words, so in this section we focus in how to do it"
      ],
      "metadata": {
        "id": "9OxQmFpCuHnm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# We're gonna do this just for one tweet\n",
        "tweet = positive_tweets[2277]\n",
        "print(tweet)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mTofh-1ej_TY",
        "outputId": "233de337-e37d-402e-fc44-0150152937ba"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "My beautiful sunflowers on a sunny Friday morning off :) #sunflowers #favourites #happy #Friday off… https://t.co/3tfYom0N1i\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# In order to remove StopWords, we're gonna be using the vocabulary\n",
        "nltk.download('stopwords')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AVY9dx2EuhHl",
        "outputId": "53dd9b73-3eae-4b70-ce3c-f77639913d8e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# And we'll use the next libraries:\n",
        "import re                                  # library for regular expression operations\n",
        "import string                              # for string operations\n",
        "\n",
        "from nltk.corpus import stopwords          # module for stop words that come with NLTK\n",
        "from nltk.stem import PorterStemmer        # module for stemming\n",
        "from nltk.tokenize import TweetTokenizer   # module for tokenizing strings"
      ],
      "metadata": {
        "id": "JE-Vx35SuoIl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Remove URLs, Twitter marks and styles:\n",
        "print('\\033[92m' + tweet)\n",
        "print('\\033[94m')\n",
        "\n",
        "# remove old style retweet text \"RT\"\n",
        "tweet2 = re.sub(r'^RT[\\s]+', '', tweet)\n",
        "\n",
        "# remove hyperlinks\n",
        "tweet2 = re.sub(r'https?://[^\\s\\n\\r]+', '', tweet2)\n",
        "\n",
        "# remove hashtags\n",
        "# only removing the hash # sign from the word\n",
        "tweet2 = re.sub(r'#', '', tweet2)\n",
        "\n",
        "print(tweet2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cmxQc7QSu7LU",
        "outputId": "a4f806ba-0f74-426e-d214-f7530efd33a1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[92mMy beautiful sunflowers on a sunny Friday morning off :) #sunflowers #favourites #happy #Friday off… https://t.co/3tfYom0N1i\n",
            "\u001b[94m\n",
            "My beautiful sunflowers on a sunny Friday morning off :) sunflowers favourites happy Friday off… \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Tokenize the tweet:\n",
        "print()\n",
        "print('\\033[92m' + tweet2)\n",
        "print('\\033[94m')\n",
        "\n",
        "# instantiate tokenizer class\n",
        "tokenizer = TweetTokenizer(preserve_case=False, strip_handles=True,\n",
        "                               reduce_len=True)\n",
        "\n",
        "# tokenize tweets\n",
        "tweet_tokens = tokenizer.tokenize(tweet2)\n",
        "\n",
        "print('Tokenized string:')\n",
        "print(tweet_tokens)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cmRJzoirvVWx",
        "outputId": "8065dec3-c6a9-4b79-9a9e-708b27b688d0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\u001b[92mMy beautiful sunflowers on a sunny Friday morning off :) sunflowers favourites happy Friday off… \n",
            "\u001b[94m\n",
            "Tokenized string:\n",
            "['my', 'beautiful', 'sunflowers', 'on', 'a', 'sunny', 'friday', 'morning', 'off', ':)', 'sunflowers', 'favourites', 'happy', 'friday', 'off', '…']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# We're gonna remove the stops words and puntuaction marks in English\n",
        "\n",
        "#Import the english stop words list from NLTK\n",
        "stopwords_english = stopwords.words('english')\n",
        "\n",
        "print('Stop words\\n')\n",
        "print(stopwords_english)\n",
        "\n",
        "print('\\nPunctuation\\n')\n",
        "print(string.punctuation)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qNHN0hRYvoAh",
        "outputId": "f76372f9-4037-408f-f173-2675a94760e6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Stop words\n",
            "\n",
            "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n",
            "\n",
            "Punctuation\n",
            "\n",
            "!\"#$%&'()*+,-./:;<=>?@[\\]^_`{|}~\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print()\n",
        "print('\\033[92m')\n",
        "print(tweet_tokens)\n",
        "print('\\033[94m')\n",
        "\n",
        "tweets_clean = []\n",
        "\n",
        "for word in tweet_tokens: # Go through every word in your tokens list\n",
        "    if (word not in stopwords_english and  # remove stopwords\n",
        "        word not in string.punctuation):  # remove punctuation\n",
        "        tweets_clean.append(word)\n",
        "\n",
        "print('removed stop words and punctuation:')\n",
        "print(tweets_clean)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2RnvRZHRv2b5",
        "outputId": "e3e4a309-485d-4872-8033-8ad1f8bd5bcd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\u001b[92m\n",
            "['my', 'beautiful', 'sunflowers', 'on', 'a', 'sunny', 'friday', 'morning', 'off', ':)', 'sunflowers', 'favourites', 'happy', 'friday', 'off', '…']\n",
            "\u001b[94m\n",
            "removed stop words and punctuation:\n",
            "['beautiful', 'sunflowers', 'sunny', 'friday', 'morning', ':)', 'sunflowers', 'favourites', 'happy', 'friday', '…']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Stemming\n",
        "# We use the PorterStemmer module which uses the Porter Stemming Algorithm\n",
        "\n",
        "print()\n",
        "print('\\033[92m')\n",
        "print(tweets_clean)\n",
        "print('\\033[94m')\n",
        "\n",
        "# Instantiate stemming class\n",
        "stemmer = PorterStemmer()\n",
        "\n",
        "# Create an empty list to store the stems\n",
        "tweets_stem = []\n",
        "\n",
        "for word in tweets_clean:\n",
        "    stem_word = stemmer.stem(word)  # stemming word\n",
        "    tweets_stem.append(stem_word)  # append to the list\n",
        "\n",
        "print('stemmed words:')\n",
        "print(tweets_stem)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9wlKOC_YwQ0U",
        "outputId": "7a909a2a-ec9f-4a59-9de3-754fdfd8a198"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\u001b[92m\n",
            "['beautiful', 'sunflowers', 'sunny', 'friday', 'morning', ':)', 'sunflowers', 'favourites', 'happy', 'friday', '…']\n",
            "\u001b[94m\n",
            "stemmed words:\n",
            "['beauti', 'sunflow', 'sunni', 'friday', 'morn', ':)', 'sunflow', 'favourit', 'happi', 'friday', '…']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Feature Extraction"
      ],
      "metadata": {
        "id": "yGMYcWR6xMBe"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Once we've processed our data, the next step is starting to extract features using a vocabulary, a frequency function and a matrix creation function.\n",
        "\n",
        "1) Preprocessing - Already done\n",
        "\n",
        "2) Feature Extraction using a frequency dictionary\n",
        "\n",
        "3) Matrix Form: $m$ rows and $3$ columns"
      ],
      "metadata": {
        "id": "ETPvEicpyS26"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Building and Visualizing word frequencies:\n",
        "txt  ='''\n",
        "In this section we create a frequencies function\n",
        "able to count how many times a word appears in the\n",
        "bad and good section.\n",
        "'''\n",
        "import numpy as np\n",
        "\n",
        "# In this case, we're gonna be using two\n",
        "# functions: process_tweet() and\n",
        "# bulid_freqs()\n",
        "\n",
        "# Create the list with all tweets:\n",
        "tweets = positive_tweets + negative_tweets\n",
        "\n",
        "# Separates the values\n",
        "labels = np.append(np.ones(len(positive_tweets)), np.zeros(len(negative_tweets)) )\n"
      ],
      "metadata": {
        "id": "nCZYdd2YTD0C"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Process_tweet function:\n",
        "\n",
        "def process_tweet(tweet):\n",
        "  '''\n",
        "  Process tweet:\n",
        "  Input: Recieves a tweet\n",
        "\n",
        "  Output: Return a list with each processed tweet.\n",
        "  '''\n",
        "\n",
        "  p_tweet = re.sub(r'^RT[\\s]+', '', tweet) # Remove the world RT\n",
        "  p_tweet = re.sub(r'https?://[^\\s\\n\\r]+', '', p_tweet) # Remove hyperlinks\n",
        "  p_tweet = re.sub(r'#', '', p_tweet) # Remove hash symbol\n",
        "\n",
        "  # Tokenizer use\n",
        "  tokenizer = TweetTokenizer(preserve_case=False, strip_handles=True,\n",
        "                               reduce_len=True)\n",
        "\n",
        "  tweet_tokens = tokenizer.tokenize(p_tweet)\n",
        "\n",
        "  # Remove stop words\n",
        "  tweets_clean = []\n",
        "\n",
        "  for word in tweet_tokens: # Go through every word in your tokens list\n",
        "    if (word not in stopwords_english and  # remove stopwords\n",
        "        word not in string.punctuation):  # remove punctuation\n",
        "        tweets_clean.append(word)\n",
        "\n",
        "  # Stemming:\n",
        "\n",
        "  stemmer = PorterStemmer()\n",
        "  tweets_stem = []\n",
        "\n",
        "  for word in tweets_clean:\n",
        "    stem_word = stemmer.stem(word)\n",
        "    tweets_stem.append(stem_word)\n",
        "\n",
        "  return tweets_stem\n",
        "\n",
        "# We're gonna use it\n",
        "\n",
        "print(process_tweet(positive_tweets[2277]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BlwFnqYXVq05",
        "outputId": "916ca4d1-4984-4ab7-e3a1-5a4ea37a7dc2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['beauti', 'sunflow', 'sunni', 'friday', 'morn', ':)', 'sunflow', 'favourit', 'happi', 'friday', '…']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def build_freqs(tweets, ys):\n",
        "    \"\"\"Build frequencies.\n",
        "    Input:\n",
        "        tweets: a list of tweets\n",
        "        ys: an m x 1 array with the sentiment label of each tweet\n",
        "            (either 0 or 1)\n",
        "    Output:\n",
        "        freqs: a dictionary mapping each (word, sentiment) pair to its\n",
        "        frequency: ('shame', 0) : 19\n",
        "    \"\"\"\n",
        "    # Convert np array to list since zip needs an iterable.\n",
        "    # The squeeze is necessary or the list ends up with one element.\n",
        "    # Also note that this is just a NOP if ys is already a list.\n",
        "    yslist = np.squeeze(ys).tolist()\n",
        "\n",
        "    # Start with an empty dictionary and populate it by looping over all tweets\n",
        "    # and over all processed words in each tweet.\n",
        "    freqs = {}\n",
        "    for y, tweet in zip(yslist, tweets):\n",
        "        for word in process_tweet(tweet):\n",
        "            pair = (word, y)\n",
        "            if pair in freqs:\n",
        "                freqs[pair] += 1\n",
        "            else:\n",
        "                freqs[pair] = 1\n",
        "    return freqs\n",
        "\n"
      ],
      "metadata": {
        "id": "FY5YGnPuTDyC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# So ce can obtain our frequency dictionary\n",
        "\n",
        "freqs_dict = build_freqs(tweets, labels)\n",
        "\n",
        "print(freqs_dict)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o0mXDeaYWJLY",
        "outputId": "46b1f2e7-8b17-4bd1-cd52-9d00ae1ed6cb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{('followfriday', 1.0): 25, ('top', 1.0): 32, ('engag', 1.0): 7, ('member', 1.0): 16, ('commun', 1.0): 33, ('week', 1.0): 83, (':)', 1.0): 3691, ('hey', 1.0): 77, ('jame', 1.0): 7, ('odd', 1.0): 2, (':/', 1.0): 5, ('pleas', 1.0): 99, ('call', 1.0): 37, ('contact', 1.0): 7, ('centr', 1.0): 2, ('02392441234', 1.0): 1, ('abl', 1.0): 8, ('assist', 1.0): 1, ('mani', 1.0): 33, ('thank', 1.0): 643, ('listen', 1.0): 17, ('last', 1.0): 47, ('night', 1.0): 68, ('bleed', 1.0): 2, ('amaz', 1.0): 51, ('track', 1.0): 5, ('scotland', 1.0): 2, ('congrat', 1.0): 21, ('yeaaah', 1.0): 1, ('yipppi', 1.0): 1, ('accnt', 1.0): 2, ('verifi', 1.0): 2, ('rqst', 1.0): 1, ('succeed', 1.0): 1, ('got', 1.0): 69, ('blue', 1.0): 9, ('tick', 1.0): 1, ('mark', 1.0): 1, ('fb', 1.0): 6, ('profil', 1.0): 2, ('15', 1.0): 5, ('day', 1.0): 246, ('one', 1.0): 131, ('irresist', 1.0): 2, ('flipkartfashionfriday', 1.0): 17, ('like', 1.0): 233, ('keep', 1.0): 68, ('love', 1.0): 401, ('custom', 1.0): 4, ('wait', 1.0): 70, ('long', 1.0): 36, ('hope', 1.0): 143, ('enjoy', 1.0): 79, ('happi', 1.0): 212, ('friday', 1.0): 116, ('lwwf', 1.0): 1, ('second', 1.0): 10, ('thought', 1.0): 29, ('’', 1.0): 21, ('enough', 1.0): 18, ('time', 1.0): 128, ('dd', 1.0): 1, ('new', 1.0): 146, ('short', 1.0): 7, ('enter', 1.0): 9, ('system', 1.0): 2, ('sheep', 1.0): 1, ('must', 1.0): 19, ('buy', 1.0): 12, ('jgh', 1.0): 4, ('go', 1.0): 151, ('bayan', 1.0): 1, (':d', 1.0): 658, ('bye', 1.0): 8, ('act', 1.0): 8, ('mischiev', 1.0): 1, ('etl', 1.0): 1, ('layer', 1.0): 1, ('in-hous', 1.0): 1, ('wareh', 1.0): 1, ('app', 1.0): 16, ('katamari', 1.0): 1, ('well', 1.0): 81, ('…', 1.0): 38, ('name', 1.0): 18, ('impli', 1.0): 1, (':p', 1.0): 139, ('influenc', 1.0): 18, ('big', 1.0): 34, ('...', 1.0): 290, ('juici', 1.0): 3, ('selfi', 1.0): 12, ('follow', 1.0): 447, ('u', 1.0): 245, ('back', 1.0): 163, ('perfect', 1.0): 24, ('alreadi', 1.0): 28, ('know', 1.0): 155, (\"what'\", 1.0): 17, ('great', 1.0): 172, ('opportun', 1.0): 23, 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0.0): 1, ('jobe', 0.0): 1, ('muchi', 0.0): 1, ('🎈', 0.0): 1, ('bathroom', 0.0): 1, ('lagg', 0.0): 1, ('banget', 0.0): 1, ('novel', 0.0): 1, (\"there'd\", 0.0): 1, ('invis', 0.0): 1, ('scuttl', 0.0): 1, ('worm', 0.0): 1, ('bauuukkk', 0.0): 1, ('damnnn', 0.0): 1, ('finee', 0.0): 1, ('omaigoshhh', 0.0): 1, ('jessica', 0.0): 1, ('5:15', 0.0): 1, ('argument', 0.0): 1, ('couldnt', 0.0): 2, ('yepp', 0.0): 1, ('😺', 0.0): 1, ('💒', 0.0): 1, ('💎', 0.0): 1, ('feelin', 0.0): 1, ('biscuit', 0.0): 1, ('slather', 0.0): 1, ('jsut', 0.0): 1, ('belov', 0.0): 1, ('grandmoth', 0.0): 1, ('princess', 0.0): 2, ('babee', 0.0): 1, ('demn', 0.0): 1, ('hotaisndonwyvauwjoqhsjsnaihsuswtf', 0.0): 1, ('sia', 0.0): 1, ('niram', 0.0): 1, ('geng', 0.0): 1, ('fikri', 0.0): 1, ('tirtagangga', 0.0): 1, ('char', 0.0): 1, ('font', 0.0): 2, ('riprishikeshwari', 0.0): 1, ('creamist', 0.0): 1, ('challeng', 0.0): 1, ('substitut', 0.0): 1, ('skin', 0.0): 1, ('cplt', 0.0): 1, ('cp', 0.0): 1, ('hannah', 0.0): 1, ('💙', 0.0): 1, ('💪', 0.0): 1, ('opu', 0.0): 1, ('inner', 0.0): 1, ('pleasur', 0.0): 1, ('bbq', 0.0): 1, ('lolliv', 0.0): 1, ('split', 0.0): 3, ('collat', 0.0): 2, ('spilt', 0.0): 2, ('quitkarwaoyaaro', 0.0): 1, ('deacti̇v', 0.0): 1, ('2.5', 0.0): 1, ('g2a', 0.0): 1, ('sherep', 0.0): 1, ('nemen', 0.0): 1, ('behey', 0.0): 1, ('motherfuck', 0.0): 1, ('tattoo', 0.0): 1, ('reec', 0.0): 1, ('vm', 0.0): 1, ('deth', 0.0): 2, ('lest', 0.0): 1, ('gp', 0.0): 1, ('departur', 0.0): 1, ('wipe', 0.0): 1, ('yuck', 0.0): 1, ('ystrday', 0.0): 1, ('seolhyun', 0.0): 1, ('drama', 0.0): 1, ('spici', 0.0): 1, ('owl', 0.0): 1, ('mumbai', 0.0): 1, (\"pj'\", 0.0): 1, ('wallpap', 0.0): 1, ('cba', 0.0): 1, ('hotter', 0.0): 1, ('rec', 0.0): 1, ('gotdamn', 0.0): 1, ('baaack', 0.0): 1, ('honest', 0.0): 1, ('srw', 0.0): 1, ('mobag', 0.0): 1, ('dunno', 0.0): 1, ('stroke', 0.0): 1, ('gnr', 0.0): 1, ('backstag', 0.0): 1, ('slash', 0.0): 1, ('prolli', 0.0): 1, ('bunni', 0.0): 1, ('sooner', 0.0): 1, ('analyst', 0.0): 1, ('expedia', 0.0): 1, ('bellevu', 0.0): 1, ('financ', 0.0): 1, ('expediajob', 0.0): 1, ('hire', 0.0): 1, ('prison', 0.0): 1, ('alcohol', 0.0): 1, ('huhuh', 0.0): 1, ('heartburn', 0.0): 1, ('awalmu', 0.0): 1, ('njareeem', 0.0): 1, ('maggi', 0.0): 1, ('psycho', 0.0): 1, ('wahhh', 0.0): 1, ('abudhabi', 0.0): 1, ('hiby', 0.0): 1, ('shareyoursumm', 0.0): 1, ('b8', 0.0): 1, ('must.b', 0.0): 1, ('dairi', 0.0): 1, ('produxt', 0.0): 1, ('lactos', 0.0): 2, ('midland', 0.0): 1, ('knacker', 0.0): 1, ('footag', 0.0): 1, ('lifeless', 0.0): 1, ('shell', 0.0): 1, ('44', 0.0): 1, ('7782', 0.0): 1, ('pengen', 0.0): 1, ('girlll', 0.0): 1, ('tsunami', 0.0): 1, ('indi', 0.0): 1, ('nick', 0.0): 1, ('tirad', 0.0): 1, ('stoop', 0.0): 1, ('lower', 0.0): 1, ('role', 0.0): 1, ('thunder', 0.0): 1, ('paradis', 0.0): 1, ('habit', 0.0): 1, ('facad', 0.0): 1, ('democraci', 0.0): 1, ('brat', 0.0): 1, ('tb', 0.0): 1, (\"o'\", 0.0): 1, ('bade', 0.0): 1, ('fursat', 0.0): 1, ('usey', 0.0): 2, ('banaya', 0.0): 1, ('uppar', 0.0): 1, ('waal', 0.0): 1, ('ney', 0.0): 1, ('afso', 0.0): 1, ('hums', 0.0): 1, ('dur', 0.0): 1, ('wo', 0.0): 1, (\"who'd\", 0.0): 1, ('naruhina', 0.0): 1, ('namee', 0.0): 1, ('haiqal', 0.0): 1, ('360hr', 0.0): 1, ('picc', 0.0): 1, ('instor', 0.0): 1, ('pre-vot', 0.0): 1, ('5th', 0.0): 1, ('usernam', 0.0): 1, ('minho', 0.0): 1, ('durian', 0.0): 1, ('strudel', 0.0): 1, ('tsk', 0.0): 1, ('marin', 0.0): 1, ('kailan', 0.0): 1, ('separ', 0.0): 1, ('payday', 0.0): 1, ('payhour', 0.0): 1, ('immedi', 0.0): 1, ('natur', 0.0): 1, ('pre-ord', 0.0): 1, ('fwm', 0.0): 1, ('guppi', 0.0): 1, ('poorkid', 0.0): 1, ('lack', 0.0): 1, ('misunderstood', 0.0): 1, ('cuddli', 0.0): 1, ('scratch', 0.0): 1, ('thumb', 0.0): 1, ('compens', 0.0): 1, ('kirkiri', 0.0): 1, ('phase', 0.0): 1, ('wonho', 0.0): 1, ('visual', 0.0): 1, (\"='(\", 0.0): 1, ('mission', 0.0): 1, ('pap', 0.0): 1, ('danzel', 0.0): 1, ('craft', 0.0): 1, ('devil', 0.0): 1, ('phil', 0.0): 1, ('sheff', 0.0): 1, ('york', 0.0): 1, ('visa', 0.0): 1, ('gim', 0.0): 1, ('bench', 0.0): 1, ('harm', 0.0): 1, ('yolo', 0.0): 1, ('bloat', 0.0): 1, ('olli', 0.0): 1, ('alterni', 0.0): 1, ('earth', 0.0): 1, ('influenc', 0.0): 1, ('overal', 0.0): 1, ('continent', 0.0): 1, ('🔫', 0.0): 1, ('tank', 0.0): 1, ('thirsti', 0.0): 1, ('konami', 0.0): 1, ('polici', 0.0): 1, ('ranti', 0.0): 1, ('atm', 0.0): 1, ('pervers', 0.0): 1, ('bylfnnz', 0.0): 1, ('ban', 0.0): 1, ('failsatlif', 0.0): 1, ('press', 0.0): 1, ('duper', 0.0): 1, ('waaah', 0.0): 1, ('jaebum', 0.0): 1, ('ahmad', 0.0): 1, ('maslan', 0.0): 1, ('hull', 0.0): 1, ('misser', 0.0): 1}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# We can plot this using\n",
        "data = []\n",
        "\n",
        "for word in freqs_dict.keys():\n",
        "  word = word[0]\n",
        "  pos, neg = 0, 0\n",
        "\n",
        "  if (word, 1.0) in freqs_dict:\n",
        "    pos = freqs_dict[(word, 1.0)]\n",
        "\n",
        "  if (word, 0.0) in freqs_dict:\n",
        "    neg = freqs_dict[(word, 0.0)]\n",
        "\n",
        "  data.append([word, pos, neg])\n",
        "\n",
        "data\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "925m-czxaDQ3",
        "outputId": "d7ec160b-b932-414a-d46d-38d869ad1fc9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['followfriday', 25, 0],\n",
              " ['top', 32, 6],\n",
              " ['engag', 7, 0],\n",
              " ['member', 16, 6],\n",
              " ['commun', 33, 2],\n",
              " ['week', 83, 56],\n",
              " [':)', 3691, 2],\n",
              " ['hey', 77, 26],\n",
              " ['jame', 7, 4],\n",
              " ['odd', 2, 3],\n",
              " [':/', 5, 11],\n",
              " ['pleas', 99, 275],\n",
              " ['call', 37, 29],\n",
              " ['contact', 7, 7],\n",
              " ['centr', 2, 2],\n",
              " ['02392441234', 1, 0],\n",
              " ['abl', 8, 23],\n",
              " ['assist', 1, 0],\n",
              " ['mani', 33, 29],\n",
              " ['thank', 643, 107],\n",
              " ['listen', 17, 18],\n",
              " ['last', 47, 73],\n",
              " ['night', 68, 46],\n",
              " ['bleed', 2, 1],\n",
              " ['amaz', 51, 16],\n",
              " ['track', 5, 3],\n",
              " ['scotland', 2, 2],\n",
              " ['congrat', 21, 2],\n",
              " ['yeaaah', 1, 0],\n",
              " ['yipppi', 1, 0],\n",
              " ['accnt', 2, 0],\n",
              " ['verifi', 2, 0],\n",
              " ['rqst', 1, 0],\n",
              " ['succeed', 1, 0],\n",
              " ['got', 69, 104],\n",
              " ['blue', 9, 5],\n",
              " ['tick', 1, 0],\n",
              " ['mark', 1, 2],\n",
              " ['fb', 6, 7],\n",
              " ['profil', 2, 1],\n",
              " ['15', 5, 10],\n",
              " ['day', 246, 150],\n",
              " ['one', 131, 149],\n",
              " ['irresist', 2, 0],\n",
              " ['flipkartfashionfriday', 17, 0],\n",
              " ['like', 233, 228],\n",
              " ['keep', 68, 34],\n",
              " ['love', 401, 152],\n",
              " ['custom', 4, 1],\n",
              " ['wait', 70, 43],\n",
              " ['long', 36, 38],\n",
              " ['hope', 143, 102],\n",
              " ['enjoy', 79, 9],\n",
              " ['happi', 212, 25],\n",
              " ['friday', 116, 12],\n",
              " ['lwwf', 1, 0],\n",
              " ['second', 10, 5],\n",
              " ['thought', 29, 31],\n",
              " ['’', 21, 28],\n",
              " ['enough', 18, 24],\n",
              " ['time', 128, 166],\n",
              " ['dd', 1, 1],\n",
              " ['new', 146, 51],\n",
              " ['short', 7, 12],\n",
              " ['enter', 9, 1],\n",
              " ['system', 2, 3],\n",
              " ['sheep', 1, 1],\n",
              " ['must', 19, 15],\n",
              " ['buy', 12, 17],\n",
              " ['jgh', 4, 2],\n",
              " ['go', 151, 224],\n",
              " ['bayan', 1, 0],\n",
              " [':d', 658, 0],\n",
              " ['bye', 8, 8],\n",
              " ['act', 8, 4],\n",
              " ['mischiev', 1, 0],\n",
              " ['etl', 1, 0],\n",
              " ['layer', 1, 0],\n",
              " ['in-hous', 1, 0],\n",
              " ['wareh', 1, 0],\n",
              " ['app', 16, 13],\n",
              " ['katamari', 1, 0],\n",
              " ['well', 81, 56],\n",
              " ['…', 38, 18],\n",
              " ['name', 18, 15],\n",
              " ['impli', 1, 0],\n",
              " [':p', 139, 0],\n",
              " ['influenc', 18, 1],\n",
              " ['big', 34, 21],\n",
              " ['...', 290, 332],\n",
              " ['juici', 3, 0],\n",
              " ['selfi', 12, 6],\n",
              " ['follow', 447, 263],\n",
              " ['u', 245, 193],\n",
              " ['back', 163, 122],\n",
              " ['perfect', 24, 2],\n",
              " ['alreadi', 28, 52],\n",
              " ['know', 155, 133],\n",
              " [\"what'\", 17, 15],\n",
              " ['great', 172, 22],\n",
              " ['opportun', 23, 1],\n",
              " ['junior', 2, 1],\n",
              " ['triathlet', 1, 0],\n",
              " ['age', 2, 8],\n",
              " ['12', 5, 8],\n",
              " ['13', 6, 4],\n",
              " ['gatorad', 1, 0],\n",
              " ['seri', 5, 3],\n",
              " ['get', 209, 233],\n",
              " ['entri', 4, 4],\n",
              " ['lay', 4, 2],\n",
              " ['greet', 5, 5],\n",
              " ['card', 8, 7],\n",
              " ['rang', 3, 4],\n",
              " ['print', 4, 0],\n",
              " ['today', 113, 108],\n",
              " ['job', 41, 15],\n",
              " [':-)', 701, 0],\n",
              " [\"friend'\", 3, 0],\n",
              " ['lunch', 5, 10],\n",
              " ['yummm', 1, 0],\n",
              " ['nostalgia', 1, 0],\n",
              " ['tb', 2, 1],\n",
              " ['ku', 1, 0],\n",
              " ['id', 8, 5],\n",
              " ['conflict', 1, 0],\n",
              " ['help', 44, 54],\n",
              " [\"here'\", 25, 0],\n",
              " ['screenshot', 3, 4],\n",
              " ['work', 111, 133],\n",
              " ['hi', 173, 34],\n",
              " ['liv', 2, 0],\n",
              " ['hello', 59, 13],\n",
              " ['need', 78, 107],\n",
              " ['someth', 28, 28],\n",
              " ['fm', 2, 0],\n",
              " ['twitter', 29, 30],\n",
              " ['—', 27, 26],\n",
              " ['sure', 59, 31],\n",
              " ['thing', 69, 52],\n",
              " ['dm', 39, 23],\n",
              " ['x', 72, 39],\n",
              " [\"i'v\", 35, 77],\n",
              " ['heard', 9, 6],\n",
              " ['four', 5, 4],\n",
              " ['season', 9, 9],\n",
              " ['pretti', 20, 15],\n",
              " ['dope', 2, 0],\n",
              " ['penthous', 1, 0],\n",
              " ['obv', 1, 0],\n",
              " ['gobigorgohom', 1, 0],\n",
              " ['fun', 58, 32],\n",
              " [\"y'all\", 4, 2],\n",
              " ['yeah', 47, 41],\n",
              " ['suppos', 7, 7],\n",
              " ['lol', 64, 43],\n",
              " ['chat', 13, 9],\n",
              " ['bit', 20, 15],\n",
              " ['youth', 19, 0],\n",
              " ['💅🏽', 1, 0],\n",
              " ['💋', 2, 2],\n",
              " ['seen', 10, 23],\n",
              " ['year', 43, 46],\n",
              " ['rest', 12, 21],\n",
              " ['goe', 7, 4],\n",
              " ['quickli', 3, 2],\n",
              " ['bed', 16, 12],\n",
              " ['music', 21, 16],\n",
              " ['fix', 10, 10],\n",
              " ['dream', 20, 24],\n",
              " ['spiritu', 1, 0],\n",
              " ['ritual', 1, 0],\n",
              " ['festiv', 8, 2],\n",
              " ['népal', 1, 0],\n",
              " ['begin', 4, 4],\n",
              " ['line-up', 4, 0],\n",
              " ['left', 13, 26],\n",
              " ['see', 186, 125],\n",
              " ['sarah', 4, 0],\n",
              " ['send', 23, 12],\n",
              " ['us', 115, 45],\n",
              " ['email', 26, 10],\n",
              " ['bitsy@bitdefender.com', 1, 0],\n",
              " [\"we'll\", 20, 8],\n",
              " ['asap', 5, 2],\n",
              " ['kik', 22, 69],\n",
              " ['hatessuc', 1, 0],\n",
              " ['32429', 1, 0],\n",
              " ['kikm', 1, 8],\n",
              " ['lgbt', 2, 3],\n",
              " ['tinder', 1, 3],\n",
              " ['nsfw', 1, 1],\n",
              " ['akua', 1, 1],\n",
              " ['cumshot', 1, 0],\n",
              " ['come', 71, 92],\n",
              " ['hous', 7, 16],\n",
              " ['nsn_supplement', 1, 0],\n",
              " ['effect', 4, 4],\n",
              " ['press', 1, 1],\n",
              " ['releas', 11, 8],\n",
              " ['distribut', 1, 0],\n",
              " ['result', 2, 4],\n",
              " ['link', 19, 12],\n",
              " ['remov', 3, 5],\n",
              " ['pressreleas', 1, 0],\n",
              " ['newsdistribut', 1, 0],\n",
              " ['bam', 44, 1],\n",
              " ['bestfriend', 50, 9],\n",
              " ['lot', 87, 27],\n",
              " ['warsaw', 44, 0],\n",
              " ['<3', 135, 25],\n",
              " ['x46', 1, 0],\n",
              " ['everyon', 58, 26],\n",
              " ['watch', 47, 77],\n",
              " ['documentari', 1, 0],\n",
              " ['earthl', 2, 0],\n",
              " ['youtub', 13, 5],\n",
              " ['support', 27, 26],\n",
              " ['buuut', 1, 1],\n",
              " ['oh', 53, 92],\n",
              " ['look', 139, 100],\n",
              " ['forward', 29, 6],\n",
              " ['visit', 30, 12],\n",
              " ['next', 48, 40],\n",
              " ['letsgetmessi', 1, 0],\n",
              " ['jo', 1, 0],\n",
              " ['make', 100, 102],\n",
              " ['feel', 46, 158],\n",
              " ['better', 52, 36],\n",
              " ['never', 37, 57],\n",
              " ['anyon', 11, 17],\n",
              " ['kpop', 1, 2],\n",
              " ['flesh', 1, 1],\n",
              " ['good', 238, 101],\n",
              " ['girl', 44, 28],\n",
              " ['best', 65, 22],\n",
              " ['wish', 37, 91],\n",
              " ['reason', 13, 8],\n",
              " ['epic', 2, 2],\n",
              " ['soundtrack', 1, 0],\n",
              " ['shout', 12, 0],\n",
              " ['ad', 14, 1],\n",
              " ['video', 35, 23],\n",
              " ['playlist', 5, 2],\n",
              " ['im', 54, 129],\n",
              " ['twitch', 8, 0],\n",
              " ['leagu', 6, 1],\n",
              " ['1', 79, 26],\n",
              " ['4', 26, 18],\n",
              " ['would', 84, 70],\n",
              " ['dear', 17, 11],\n",
              " ['jordan', 1, 1],\n",
              " ['okay', 39, 38],\n",
              " ['fake', 2, 4],\n",
              " ['gameplay', 2, 0],\n",
              " [';)', 27, 0],\n",
              " ['haha', 53, 30],\n",
              " ['kid', 18, 20],\n",
              " ['stuff', 13, 11],\n",
              " ['exactli', 6, 5],\n",
              " ['product', 12, 4],\n",
              " ['line', 6, 8],\n",
              " ['etsi', 1, 0],\n",
              " ['shop', 16, 10],\n",
              " ['check', 53, 19],\n",
              " ['boxroomcraft', 1, 0],\n",
              " ['vacat', 6, 3],\n",
              " ['recharg', 1, 0],\n",
              " ['normal', 6, 5],\n",
              " ['charger', 2, 1],\n",
              " ['asleep', 9, 25],\n",
              " ['talk', 46, 46],\n",
              " ['sooo', 6, 16],\n",
              " ['someon', 34, 57],\n",
              " ['text', 18, 15],\n",
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              " ['mate', 7, 2],\n",
              " ['liter', 7, 15],\n",
              " [\"they'r\", 12, 14],\n",
              " ['samee', 1, 0],\n",
              " ['edgar', 1, 0],\n",
              " ['updat', 13, 11],\n",
              " ['log', 4, 2],\n",
              " ['bring', 19, 9],\n",
              " ['abe', 1, 0],\n",
              " ['meet', 34, 32],\n",
              " ['x38', 1, 0],\n",
              " ['sigh', 3, 13],\n",
              " ['dreamili', 1, 0],\n",
              " ['pout', 1, 0],\n",
              " ['eye', 14, 12],\n",
              " ['quacketyquack', 7, 0],\n",
              " ['happen', 16, 51],\n",
              " ['phil', 1, 1],\n",
              " ['em', 3, 1],\n",
              " ['del', 1, 0],\n",
              " ['rodder', 1, 0],\n",
              " ['els', 10, 4],\n",
              " ['play', 46, 48],\n",
              " ['newest', 1, 0],\n",
              " ['gamejam', 1, 0],\n",
              " ['irish', 2, 0],\n",
              " ['literatur', 2, 0],\n",
              " ['inaccess', 2, 0],\n",
              " [\"kareena'\", 2, 0],\n",
              " ['fan', 30, 17],\n",
              " ['brain', 13, 2],\n",
              " ['dot', 11, 2],\n",
              " ['braindot', 11, 0],\n",
              " ['fair', 6, 12],\n",
              " ['rush', 1, 2],\n",
              " ['either', 11, 13],\n",
              " ['brandi', 1, 0],\n",
              " ['18', 5, 8],\n",
              " ['carniv', 1, 0],\n",
              " ['men', 10, 1],\n",
              " ['put', 17, 14],\n",
              " ['mask', 3, 0],\n",
              " ['xavier', 1, 0],\n",
              " ['forneret', 1, 0],\n",
              " ['jennif', 1, 0],\n",
              " ['site', 9, 6],\n",
              " ['free', 38, 19],\n",
              " ['50.000', 3, 0],\n",
              " ['8', 12, 11],\n",
              " ['ball', 7, 2],\n",
              " ['pool', 5, 3],\n",
              " ['coin', 5, 0],\n",
              " ['edit', 7, 7],\n",
              " ['trish', 1, 0],\n",
              " ['♥', 19, 22],\n",
              " ['grate', 5, 1],\n",
              " ['three', 10, 7],\n",
              " ['comment', 9, 4],\n",
              " ['wakeup', 1, 0],\n",
              " ['besid', 2, 0],\n",
              " ['dirti', 2, 0],\n",
              " ['sex', 6, 6],\n",
              " ['lmaooo', 1, 0],\n",
              " ['😤', 2, 0],\n",
              " ['loui', 4, 4],\n",
              " [\"he'\", 12, 23],\n",
              " ['throw', 3, 2],\n",
              " ['caus', 15, 16],\n",
              " ['inspir', 7, 0],\n",
              " ['ff', 48, 4],\n",
              " ['twoof', 3, 0],\n",
              " ['gr8', 1, 0],\n",
              " ['wkend', 3, 0],\n",
              " ['kind', 24, 11],\n",
              " ['exhaust', 2, 3],\n",
              " ['word', 20, 16],\n",
              " ['cheltenham', 1, 0],\n",
              " ['area', 4, 4],\n",
              " ['9', 4, 5],\n",
              " ['kale', 1, 0],\n",
              " ['crisp', 1, 0],\n",
              " ['ruin', 5, 11],\n",
              " ['x37', 1, 0],\n",
              " ['open', 12, 17],\n",
              " ['worldwid', 2, 0],\n",
              " ['outta', 1, 1],\n",
              " ['sfvbeta', 1, 0],\n",
              " ['vantast', 1, 0],\n",
              " ['xcylin', 1, 0],\n",
              " ['bundl', 1, 0],\n",
              " ['show', 28, 26],\n",
              " ['internet', 2, 9],\n",
              " ['price', 4, 5],\n",
              " ['realisticli', 1, 0],\n",
              " ['pay', 8, 8],\n",
              " ['net', 1, 2],\n",
              " ['educ', 1, 2],\n",
              " ['power', 7, 6],\n",
              " ['weapon', 1, 2],\n",
              " ['nelson', 1, 0],\n",
              " ['mandela', 1, 0],\n",
              " ['recent', 9, 0],\n",
              " ['j', 3, 1],\n",
              " ['chenab', 1, 0],\n",
              " ['flow', 5, 0],\n",
              " ['pakistan', 2, 2],\n",
              " ['incredibleindia', 1, 0],\n",
              " ['teenchoic', 10, 5],\n",
              " ['choiceinternationalartist', 9, 5],\n",
              " ['superjunior', 9, 5],\n",
              " ['caught', 4, 1],\n",
              " ['first', 50, 27],\n",
              " ['salmon', 3, 0],\n",
              " ['super-blend', 1, 0],\n",
              " ['project', 6, 3],\n",
              " ['youth@bipolaruk.org.uk', 1, 0],\n",
              " ['awesom', 42, 5],\n",
              " ['stream', 14, 24],\n",
              " ['artist', 2, 4],\n",
              " ['alma', 1, 0],\n",
              " ['mater', 1, 0],\n",
              " ['highschoolday', 1, 0],\n",
              " ['clientvisit', 1, 0],\n",
              " ['faith', 3, 2],\n",
              " ['christian', 1, 0],\n",
              " ['school', 10, 32],\n",
              " ['lizaminnelli', 1, 0],\n",
              " ['upcom', 2, 0],\n",
              " ['uk', 4, 9],\n",
              " ['😄', 5, 1],\n",
              " ['singl', 6, 10],\n",
              " ['hill', 4, 1],\n",
              " ['everi', 26, 16],\n",
              " ['beat', 10, 2],\n",
              " ['wrong', 10, 33],\n",
              " ['readi', 25, 12],\n",
              " ['natur', 1, 1],\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# And we can plot the data using\n",
        "import random\n",
        "\n",
        "\n",
        "fig, ax = plt.subplots(figsize = (8, 8))\n",
        "\n",
        "data_1 = random.sample(data, 5)\n",
        "\n",
        "# convert positive raw counts to logarithmic scale. we add 1 to avoid log(0)\n",
        "x = np.log([x[1] + 1 for x in data_1])\n",
        "\n",
        "# do the same for the negative counts\n",
        "y = np.log([x[2] + 1 for x in data_1])\n",
        "\n",
        "# Plot a dot for each pair of words\n",
        "ax.scatter(x, y)\n",
        "\n",
        "# assign axis labels\n",
        "plt.xlabel(\"Log Positive count\")\n",
        "plt.ylabel(\"Log Negative count\")\n",
        "\n",
        "# Add the word as the label at the same position as you added the points just before\n",
        "for i in range(0, len(data_1)):\n",
        "    ax.annotate(data_1[i][0], (x[i], y[i]), fontsize=12)\n",
        "\n",
        "ax.plot([0, 9], [0, 9], color = 'red') # Plot the red line that divides the 2 areas.\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 696
        },
        "id": "N6my8Hqpbd4T",
        "outputId": "a7d35a81-15f1-4d42-e749-cb9dfe8712c7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Logistic Regression"
      ],
      "metadata": {
        "id": "oi5jKkTZuvSM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##### Sigmoid Function"
      ],
      "metadata": {
        "id": "DV-Q3H_GdfF5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This function regrets a probability between 0 and 1, and its mathematical form corresponds to:\n",
        "$$h(x^{(i)}, \\theta ) = \\frac{1}{1 - e^{-\\theta^{T} x^{(i)}}} $$\n",
        "If the probabiblity is greather than 0.5 we define it as a positive probability, and in the other case with the probability less than 0.5 we define it as a negative probability."
      ],
      "metadata": {
        "id": "0AIySOIFkOC8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, in this case we have a matrix of $m \\times 3$, where we're gonna need 3 thetas, this done in order to match the values of our X set to the Y set.\n",
        "\n",
        "This class of learning is label _Supervised learning_, let say you have a X set, you define your $h(x, \\theta)$ function and start giving it values, so you obtained $Y'$ values.\n",
        "\n",
        "In order to macth the correct values $Y$ you must update your theta parameters, and to do this we use tha gradient descent algorithm. After many iterations you'll end up with a good set of parameteres theta, so your prediction $Y'$ should be really close to $Y$.\n",
        "\n",
        "As the logistic fuction only return a number between 0 and 1, you must stablish a threshold, this is like a limit, and in this case is set to 0.5. If the probability is greater or equal to 0.5 then the value is set to 1, in contrary case the value is set to 0.\n",
        "\n",
        "This allow us to confront classification tasks."
      ],
      "metadata": {
        "id": "CfV76_R6nUz-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##### Cost Function"
      ],
      "metadata": {
        "id": "Lu2box4KazYh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We consider the next cost function:\n",
        "$$J(\\theta) = - \\frac{1}{m} \\sum_{i = 1}^{m} [y^{(i)} \\log{ h(x^{i} , \\theta)} + (1-y^{(i)}) \\log{(1 - h(x^{i} , \\theta))} ]    $$\n",
        "Note that this function is relevante for values 0 and 1"
      ],
      "metadata": {
        "id": "ByiagUa3a3mD"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Assigment"
      ],
      "metadata": {
        "id": "G64vlqxYBRes"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The corresponds assigment for this week is online [here](https://drive.google.com/file/d/1nsh60tYEiEohGMXmwRJ8b8_EFrzc5bp5/view?usp=drive_link)"
      ],
      "metadata": {
        "id": "TN1Gi3TJBYP1"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Second Week: Naive Bayes"
      ],
      "metadata": {
        "id": "dOJx1JQ3BMXF"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Probabily and Bayes'Rule"
      ],
      "metadata": {
        "id": "W9sgKV4PBOO7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Probability is fundamental in the context of NLP, this allow us to predict values acording to how frecuent they are. For example, in certain cases words such as Happy can be associated with positive or negative sentiments, we can get the probability for Happy to be a positive or negative just counting the number of times the word has been asociated and dividing over the total corpus.\n",
        "\n",
        "* Let's say you wanna calculate the probability of a tweet being positive, in this case is just the number of positive tweets divide it over the total corpus. And the probability of a tweet being negative will be the complementary!\n",
        "\n",
        "* _To calculate a probability of certain event happening, you take the count of that specific event and you divide it by the sum of all events_\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "Lzn9yVyFEE-E"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Bayes' Rule & Conditional Probabilities"
      ],
      "metadata": {
        "id": "LJWhrns4GOCc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "* _Conditional probabilities help us reduce the sample search space_"
      ],
      "metadata": {
        "id": "K6M5aVqgWokU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In this case, let's gonna considerar the probaiblilty of B given A happened. This means, let's say that B has already happend and this influences the probability of A for happen.\n",
        "\n",
        "Also, this can be understood as looking at the elements of A, get the probability for B belongs to A.\n",
        "$$P(A|B) = \\frac{P(A \\cap B )}{P(B)} $$\n",
        "In this case, we say that B has already happened, what's are the odds to get A? The probability corresponds to the probability to get A in B, divide by the probabitily to get B.\n",
        "\n",
        "Note that we can get the complementary case:\n",
        "$$P(B|A) = \\frac{P(B \\cap A)}{P(A)} $$\n",
        "From this we can get the **Bayes' Rule**:\n",
        "$$P(A|B) = P(B|A) * \\frac{P(A)}{P(B)} $$"
      ],
      "metadata": {
        "id": "6egYtYAhGQ0s"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Naive Bayes"
      ],
      "metadata": {
        "id": "1XNiqospFvZ9"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Naive Bayes is a way to predict probabilities between two objects that are merely related. In this case, we're gonna use it for sentiment classification.\n",
        "\n",
        "In the chapter before we implement a vocabulary and a frequency dictionary, so we can get how many times a word is related to a good and a negative sentiment. In this case we're gonna use Naive Bayes in the next way:\n",
        "* First, we must get the frequency for each word in good and bad sentiments, later we get the probability dividing each frequency over the total\n",
        "* The next step is, using the probabiblities obtained, use the Naive Bayes Binarie Classification equation:\n",
        "$$\\Pi_{i=1}^{m} \\frac{P(w_{i}|Pos)}{P(w_{i}|Neg)} $$\n",
        "In case the value is greater that one, the tweet contains a good sentiment. Otherwise is a negative sentiment."
      ],
      "metadata": {
        "id": "WwID3WvKFx2Z"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Laplacian Smoothing"
      ],
      "metadata": {
        "id": "uFP0MLFWHLYJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This is a very useful technique for avoiding probabilties going to zero. It is define as:\n",
        "\n",
        "$$P(I|Class) = \\frac{Freqs(I|Class) + 1}{N_{Class} + V_{Class}}$$\n",
        "\n",
        "In this cases, let's take a word I belonging to a certain class, in this cases the probability correspondes to the classical frequency over the $N_{Class}$, but it was added it the numberator a 1, and in the denominator a $V_{class}$, in this cases, it denotates the number of unique words in the class, not in the vocabulary.\n",
        "\n",
        "* Class corresponds to positive or negative"
      ],
      "metadata": {
        "id": "P075bfK-HOOf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Log Likelihood"
      ],
      "metadata": {
        "id": "OzKxETA6VETn"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "As before, we have our vocabulary with their frequencies, we get the probability using the Laplacian Smoothing. After this process we end up with two columns.\n",
        "\n",
        "The first one containing all the good probabilities and the other one containing all the bad probabilities, from this we can get the ratio, it's define as:\n",
        "$$ratio(w_{i}) = \\frac{P(w_{i}|Pos)}{P(w_{i}|Neg)} $$\n",
        "From this, we define a word as neutral if its radio equals one, if it's greater that one it's positive, or if it's lower that one then is negative.\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "hrGayCBmVPN5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "* If we have an unbalaced dataset, the correct formula in order to make predictions corresponds to:\n",
        "$$\\frac{P(Pos)}{P(Neg)}*  \\Pi_{i=1}^{m} \\frac{P(w_{i}|Pos)}{P(w_{i}|Neg)}  $$\n",
        "Where the second term is usually name as *Likelihood*. This expression is done for unbalaced datasets, when the dataset is balance then the first term or *prior ratio* is just one.\n",
        "\n"
      ],
      "metadata": {
        "id": "PP3cItXnXwGv"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "* You can notice from this that we're gonna be dealing with a lot of multiplications, in order to avoid this, we use logarithms, so, the expressions is more like:\n",
        "\n",
        "$$\\log \\frac{ P(Pos) }{ P(Neg) } + \\sum_{i=1}^{n} \\log \\frac{P(w_{i}|Pos) }{ P(w_{i}|Neg) }$$\n",
        "\n",
        "Note from this that the neutral value now became zero. And from this we define Lambda as:\n",
        "$$\\lambda(w) = \\log \\frac{P(w|Pos)}{P(w|Neg)} $$\n",
        "Now we can start making predictions, given a tweet we already know the lambda values for each word in the tweet, so we can sum all the lambdas and get the prediction!\n",
        "\n",
        "If the sum is greater than zero, then is positive, and if it's lower than zero, then is negative.\n"
      ],
      "metadata": {
        "id": "e0dXYEanZWK4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Training Naive Bayes"
      ],
      "metadata": {
        "id": "iFUOGQGGeA8h"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In order to train a model, the following steps are required:\n",
        "\n",
        "\n",
        "1.   Collect an anotate corpus (separating sets)\n",
        "2.   Preprocess\n",
        "3.   Creating a vocabulary and a frequency dictionary\n",
        "4.   Get conditional probability using Laplacian smoothing\n",
        "6.   Get the lambda core for each word\n",
        "7.   Estimation of the logprior\n",
        "8.   Start making predictions using Binary Classification.\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "1R56GnRHeDU0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Visualizing Navie Bayes"
      ],
      "metadata": {
        "id": "SYqoLNA1iGIP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In order to visualize Navie Bayes we often use Confidence Ellipses. A confidence Ellipse is a way to visualize a 2D random variable, this way summarize the infomation of the dataset to only four parameters: Center, Height, Width and Angle.\n",
        "\n",
        "The center corresponds to th mean of the attributes, the angle is related to the covariance and the height and with related to the variance.\n",
        "\n"
      ],
      "metadata": {
        "id": "QEGFFAfLmUfp"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The parameter __n_std__ stands for the number of standard deviations bounded by the ellipse. Remember that for normal random distributions:\n",
        "\n",
        "* About 68% of the area under the curve falls within 1 standard deviation around the mean.\n",
        "* About 95% of the area under the curve falls within 2 standard deviations around the mean.\n",
        "* About 99.7% of the area under the curve falls within 3 standard deviations around the mean."
      ],
      "metadata": {
        "id": "6QaN19A4nwzv"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Testing Naive Bayes"
      ],
      "metadata": {
        "id": "dqhxddbDpDPf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "For testing the model in unseen tweets, the tweet must be preprocess. In the case a word is not in the vocabulary, we will consider the word as neutral (0). For each prediction we must add the logprior."
      ],
      "metadata": {
        "id": "njmieF8ZpFjU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, for each tweet we must:\n",
        "\n",
        "\n",
        "1.   Preproccess the tweet\n",
        "2.   Get the lambda for each word in the vocabulary\n",
        "3.   Get the prior-log\n",
        "4.   Get the score for each tweet, this means, add all the corresponding lambdas.\n",
        "5.   If the score is greater than zero, then corresponds to a good sentimente, in other case, it corresponds to a bad sentiment.\n",
        "6.  Get the test set and compare them.\n",
        "7.  Get the accuraccy.\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "9upi51d84h8l"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Applications of Naive Bayes"
      ],
      "metadata": {
        "id": "VvOksNZG5gfJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Some applications corresponds to:\n",
        "\n",
        "\n",
        "*   Author identification\n",
        "*   Spam filtering\n",
        "*   Filtering between relevant or irrelevant documents\n",
        "*   Word disambiguation\n",
        "*   And, of course, sentiment analysis!\n",
        "\n",
        "The Naive Bayes method is really fast and robust!\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "2fCf9FQ95i7O"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Naive Bayes Assumptions:\n"
      ],
      "metadata": {
        "id": "c66lsAzv7YEa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, this is the best model for ever right? Well, that's not really the case. In the Naive Bayes model we did certain assumptions, for example:\n",
        "\n",
        "*   The words in a tweet are NOT related: This means that if a tweet says: It's very cold in the..., your model can predic with the same probability the word summer or winter. And we both know that's not really the case.\n",
        "\n",
        "*   Balance Dataset: The model will work perfectly if the words are not related and also if we're giving to the model the real words we often used, but since we're taking the words from tweeter, there are not bad words, then our model doesn't predict exactly well. And also, the number of good tweet are greater that the number of negative tweets."
      ],
      "metadata": {
        "id": "oFbKsU5B7cLA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Error Analysis"
      ],
      "metadata": {
        "id": "hDlsUpegMibl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Naive Bayes is not the wonderful method, but it's incredible useful. So, let's talk about somecases in wich we'll find errors:\n",
        "\n",
        "*   Puntuacion marks: If we remove puntuation as :c or !, this can led to some miscomprehension about the tweet.\n",
        "\n",
        "*   Removing neutral words as not or this. In certain cases the word *not* can apport a lot of information about the sentiment.\n",
        "\n",
        "*   Also certain errors can provide from the word order.\n",
        "\n",
        "*   And finally, adversarial attacks, this mean sarcasm, Irony and Euphemisms.\n",
        "\n",
        "All this errors appears in when our model misclassified a tweet."
      ],
      "metadata": {
        "id": "o3VhCg8LMkTY"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Assigment"
      ],
      "metadata": {
        "id": "za6bk4r7vZ4A"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The corresponds assigment for this week can be found [here](https://drive.google.com/file/d/16sm39ou3m5sZhkktgfcbay7Q6Guf1o68/view?usp=drive_link)\n"
      ],
      "metadata": {
        "id": "f6G9E_gzvbYP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Third Week: Vector Space Models"
      ],
      "metadata": {
        "id": "qLsJi297vELa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The main concept of this week is to learn how to represent words as vectors, and find relationships between them using Euclidian distance and cosine similarity."
      ],
      "metadata": {
        "id": "RWUFsw8FvtfK"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Vector Space Models"
      ],
      "metadata": {
        "id": "RxZXXDJmwTvq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This type of representations allow us to capture similarity between words or documents, so we are now able to summarize, create chatbots, answering questions, and so on. This is done by capturing what type of information these vectos encode."
      ],
      "metadata": {
        "id": "rTlzVOvEwV1j"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This models are very good for:\n",
        "\n",
        "*   Information Extraction\n",
        "*   Machine Translation\n",
        "*   Chatbots programming"
      ],
      "metadata": {
        "id": "0ooWIkRQyHSP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Word by Word and Word by Doc"
      ],
      "metadata": {
        "id": "lVpdYxR2yzr5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, what are we saying with Word by Word? Let's consider the next sentence:\n",
        "\n",
        "\"I really love music, my love for music is greather than anything else\"\n",
        "\n",
        "From this sentence, we can get a *Co-ocurrence matrix* based on _how many times a word is repeated within a certain distance k_. For example, in the last sentence if we set a distance of k = 2, we can get:\n",
        "\n",
        "*   (love, music ) = 2\n",
        "*   (love, greather) = 0\n",
        "\n",
        "This is because love and music are repeated two times with a distance less or equal to two words. In the opposite case, there are zero times that the word love and greather are repeated inside a distance k = 2. In this way we can get a vector with dimension n = dim(vocabulary)\n",
        "\n"
      ],
      "metadata": {
        "id": "qbR9gSmHy4wP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the other case, we count how many times a word appears in a specific document category. For example, the word *information* can appear 2k in economy, 4k in sciencie, and 9k in programming.\n",
        "\n",
        "Following this way, we can get a vector representation, where the distances between vectors implies their similarities."
      ],
      "metadata": {
        "id": "B6ucYtY2GXAk"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Linear algebra with Numpy"
      ],
      "metadata": {
        "id": "dc_S_7KaMEEI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "If you're looking how to make linear algebra using Numpy, go to check the next [notebook!](https://drive.google.com/file/d/1l1k6kLz-sKp1KBdj3TC9D4dgdtBOp2wx/view?usp=drive_link)"
      ],
      "metadata": {
        "id": "0w1Xwf9pMHSL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Euclidian Distance"
      ],
      "metadata": {
        "id": "LVn4zUrSMdt6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "One way to get how similar two words are is using the euclidian distance, if we have two vectores $x = (x_{1}, x_{2}),y = (y_{1}, y_{2})$ we can get the distance between them using the following formula:\n",
        "$$d(x,y) = \\sqrt{ \\sum_{i=1}^{n} (y_{i} - x_{i})^{2} } $$\n",
        "And in Python we can do this using the Numpy module and the function:\n",
        "\n",
        "\n",
        "```\n",
        "d = np.linalg.norm(y-x)\n",
        "```\n",
        "\n"
      ],
      "metadata": {
        "id": "IdgZ__0AOK8S"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "### Cosine similary"
      ],
      "metadata": {
        "id": "ioKgdWLnOK4V"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "As you may notice, taking the euclidian distance is not always the best way to get similarity between two vectors, this is 'cause some vectores can be significant greater than other. In order to solve this, we can use the angle between two vectors.\n",
        "\n",
        "If the angle is small, then the vectors are more similar, and then the cosine tends to 1. In the opposite case, if the angles is almost 90 degrees, then the cosine tends to zero. The expression to get the cosine corresponds to:\n",
        "$$ x \\cdot y = |x| |y| \\cos \\theta $$\n",
        "So:\n",
        "$$ \\cos \\theta = \\frac{x\\cdot y}{ |x||y|} $$"
      ],
      "metadata": {
        "id": "PxNF4xaFPqX2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We shall consider total similarity when $\\cos \\theta = 1$ and total disimilarity when $\\cos \\theta = 0$"
      ],
      "metadata": {
        "id": "5pXPs36ZSix0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Manipulating words in Vector Spaces"
      ],
      "metadata": {
        "id": "Xythvmu1QTlg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's consider four vectors:\n",
        "\n",
        "*   USA -> $(u_{1}, u_{2})$\n",
        "*   Washington DC -> $(w_{1}, w_{2})$\n",
        "\n",
        "From this, we can get the vector $\\vec{a}$ from USA to Washinton DC. And if we know the Russian vector $(r_{1}, r_{2})$, we can easily get the Moscu vector, this is done adding the vector $a$ to the russian vector.\n",
        "\n",
        "From this, we may not get the correct Moscu vector, but we'll get a vector very close, the next step is taking the closest vector to the adding one, in a process similar to clustering.\n",
        "\n",
        "* To get the more similar vector we used cosine similarity\n",
        "\n",
        "* We can even say that the vector difference between France and Paris represents the concept of Capital\n",
        "\n",
        "* A whole sentence can be represented as a vector by summing all the word vectors that conform to the sentence."
      ],
      "metadata": {
        "id": "tvupomHEQXZI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Principal Componet Analysis (PCA)"
      ],
      "metadata": {
        "id": "lpOvy3_CIrqh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In order to represents higher dimension vectors in two dimensions, we use the principal component analysis algorithm, this method allow us to reduce the n-dimension of a vector to only two dimensions.\n",
        "\n",
        "* This is a topic from dimensionality reduction\n",
        "\n",
        "* Corresponds to unsupervised learning"
      ],
      "metadata": {
        "id": "HNZi0FjRIwmP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "How it works? First we get uncorrelated features and then we take the proyection on to one axis."
      ],
      "metadata": {
        "id": "0kYmoo84JUeA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "How we are gonna do that? First we must get uncorrelated features, to get this we're gonna get the eigenvectors and eigenvalues from the Co-variance matrix, this is becauses:\n",
        "\n",
        "1.   Eigenvector: Uncorrelated fatures in our data\n",
        "\n",
        "2.   Eigenvalue: The amount of information retained by each feature.\n",
        "\n",
        "In order to get the uncorrelated features we must normalize the data using:\n",
        "$$x_{i} = \\frac{x_{i} - \\mu_{x_{i}}}{\\sigma_{xi}} $$\n",
        "Where $\\mu$ represents mean, and $\\sigma$ represents standar desviation.\n",
        "\n",
        "Then we get the Co-variance matrix, and on this we perfom *Singular value decompostion SVD*. This will give us three matrices, one with the eigenvectores in columns and the second containing the eigenvalues in the diagonal.\n",
        "\n",
        "Finally, we proyect our data, to do this we take the dot product between the data and the eigenvector matrix to a n number representing how many dimensios are desired. From this resultan vector, we get the Percentage of Retained Variance:\n",
        "$$ \\frac{ \\sum_{i=0}^{l} S_{ii} }{ \\sum_{j=0}^{d} S_{jj} } $$\n",
        "Where $S$ represents the eigenvalues diagonal.\n",
        "\n",
        "* The eigenvectors and eigenvalues must be organize in descending order acording to the eigenvalues.\n"
      ],
      "metadata": {
        "id": "Ckmeu9HeLEbO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Principal Component Anaylsis is a statistical techinque that uses orthogonal transformations to map a set of variables into a set of linearly uncorrelated variables, denomited as Principal Components. To get this values we used SVD, where the resultant eigenvectors correspond to a rotational matrix.\n",
        "\n"
      ],
      "metadata": {
        "id": "Rdj5UWulpmwV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "If we're looking for use PCA in Python, we can use the library ScienceKit and the function PCA:\n",
        "\n",
        "\n",
        "\n",
        "```\n",
        "pca = PCA(n_componets = 2) # Final Dim\n",
        "pcaTr = pca.fit(data)\n",
        "rotatedData = pcaTr.transform(data)\n",
        "```\n",
        "\n",
        "In this case, the function fit will get the rotation matrix, and the transform function will apply the rotation matrix into our data. From this, we can get the eigenvectors and eigenvalues using\n",
        "\n",
        "```\n",
        "pcaTr.components_\n",
        "pcaTr.explained_variance_\n",
        "```\n",
        "\n"
      ],
      "metadata": {
        "id": "tlYIjPz-qlIA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Before finish this topic, I want to share with you fundamental concepts, if you have a matrix of (n,m), where $n$ is the vector index and m its characteristics, then :\n",
        "\n",
        "1.   When getting the mean, the mean must be for each COLUMNS, this is 'cause the caracterists are in each column and we must the mean on that ones."
      ],
      "metadata": {
        "id": "USAHPlnYyEBj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Numpy resources\n",
        "\n"
      ],
      "metadata": {
        "id": "dC0eApDFrntG"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The following Numpy resources are fundamental when doing PCA:\n",
        "\n",
        "*   [Covariance Matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html)\n",
        "*   [Mean](https://numpy.org/doc/stable/reference/generated/numpy.mean.html)\n",
        "*   [Eigenvalues and eigenvectors](https://numpy.org/doc/stable/reference/generated/numpy.linalg.eigh.html)"
      ],
      "metadata": {
        "id": "d7n7SQNq-K86"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Assigment"
      ],
      "metadata": {
        "id": "qpKThnvY-uFo"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The correspondg assigment for this week can be found [here](https://drive.google.com/file/d/1_LBn95o-RknD12sbvAy1tojW88daWIE9/view?usp=drive_link)"
      ],
      "metadata": {
        "id": "k6BeCNMh-vqk"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Four Week: Machine Translation and Document Search"
      ],
      "metadata": {
        "id": "eNAF__iB_DY1"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This week is about to learn how to transform word vectors and assign them to subsets using locality sensitive hashing! The aim for this week is to learn how to perform machine translation.\n",
        "\n",
        "Also, how to implement document search, in resume:\n",
        "\n",
        "* Transform vector\n",
        "* K nearest neighbors\n",
        "* Hash tables\n",
        "* Divide vector space into regions\n",
        "* Locality sensitive hashing\n",
        "\n"
      ],
      "metadata": {
        "id": "R2KCuESy2pjd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Transforming word vectors"
      ],
      "metadata": {
        "id": "i2UWh4DY4NrX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In this week we're looking for develop a first translation machine. In order to do this, first we must find a transformation that takes the word vector in one language and returns the word vector in the other language.\n",
        "\n",
        "So, if our first set is X and the second is Y, we're looking for a transformation R that:\n",
        "$$ XR = Y $$\n"
      ],
      "metadata": {
        "id": "7kz9D3N24Qr9"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To get this matrix, we start with a random R matrix and minimize the value\n",
        "$$Loss = |XR - Y|_{F}^{2} $$\n",
        "We minimize this value by taking the derivate:\n",
        "$$d_{R} Loss = \\frac{2}{m} (X^{T}(XR- Y)) $$\n",
        "$m$ denote the rows. And apply it the gradient descent algorithm.\n",
        "$$ R = R - \\alpha *  d_{R} Loss $$\n",
        "* In this case, note that we define the norm of a matrix using the Frobenius norm: Take the square root of the sum of squared elements. In Python this looks like:\n",
        "\n",
        "\n",
        "```\n",
        "# A is a matrix\n",
        "A_squared = np.square(A)\n",
        "A_Frobenious = np.sqrt(np.sum(A_squared))\n",
        "```\n",
        "\n"
      ],
      "metadata": {
        "id": "wf7s-VHQ6g0n"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Some tips about rotation matrixes:** A rotation matrix is define as:\n",
        "$$ R={\\begin{bmatrix}\\cos \\theta &-\\sin \\theta \\\\\\sin \\theta &\\cos \\theta \\end{bmatrix}} $$\n",
        "This take the angle (in radians) and allow us to rotate vector in a counterclock direction according to:\n",
        "$$v_{n} = R \\cdot v_{n}^{T} $$\n",
        "Note that if our vector is an row vector, then we must take the transpose vector.\n",
        "\n",
        "* The rotation over a vector doesn't change its norm.\n",
        "* The norm of matrix rotation is always $\\sqrt{2}$"
      ],
      "metadata": {
        "id": "y8QPHebbFi_D"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### K-nearest neighbors"
      ],
      "metadata": {
        "id": "Gz1RNC3jHtu3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In order to find the more similar vector we can iterate over the whole vector space, but this will be time and resources consuming. To solve this, we implement *hash tables!*"
      ],
      "metadata": {
        "id": "Rj8BmUokEXnK"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Hash tables and hash functions"
      ],
      "metadata": {
        "id": "sbO8sKizFxHi"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "When we have a list of items and we're looking to organize them, we can separate them into buckets. So, hashing is the same process, we assing numbers to a hash (very similar to an index).\n",
        "\n",
        "The function that assing a vector to a hash value is denoted as Hash Function(vector).\n",
        "\n",
        "If we have a collection of numbers, we can assign them a hashing number using the module in this way:\n",
        "$$H(n) = \\mod(n, n_{b}) $$\n",
        "Where $n_{b}$ is the amout of buckets. So, with this idea we can create a table containing the hash number and the values assing to it.\n",
        "\n",
        "And if we're looking for a Python Implementation for a hash table:\n",
        "\n",
        "```python\n",
        "def basic_hash_table(value_l, n_buckets):\n",
        "  \n",
        "  def hash_function(value, n_buckets):\n",
        "    return int(value) % n_buckets\n",
        "\n",
        "  hash_table = {i:[] for i in range(n_buckets)}\n",
        "\n",
        "  for value in value_l:\n",
        "    hash_value = hash_fuction(value, n_buckets)\n",
        "    hash_table[hash_value].append(value)\n",
        "\n",
        "  return hash_table\n",
        "\n",
        "```\n",
        "\n",
        "* Note that a hash function takes data of arbitrary size and maps it to a fixed value.\n",
        "\n"
      ],
      "metadata": {
        "id": "qdBnDNyUF0kj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Locality sensitive hashing"
      ],
      "metadata": {
        "id": "ZkYbUyRRKLk3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "As we're looking for a way to agroup vectors who are close to each other, we're gonna be implementing the Locality sensitive hashing method. This method allows you to hash similar inputs into the same bucket with high probability. How can we divide a vector space into regions and say which vectors are in each side?\n",
        "\n",
        "We can, in fact, divide a vector space using planes, so we can say if a vector is above, under or over the plane. To define a plane we often use a vector perpendicular to that plane, so, we can calculate the dot product between the normal vector to the plane and any vector.\n",
        "\n",
        "The result will be positive if the vector is in the same direction as the normal, negative if it is in the opposite direction and zero if the vector is on the plane.\n",
        "\n",
        "* The dot product is taking the projection of a vector over the normal, if it's pointing in the same direction is positive, in the opposite direction is negative, or if it's perpendicular then is zero.\n",
        "\n",
        "So, we can define the next function:\n",
        "```python\n",
        "def side_of_plane(P, v):\n",
        "  dot = np.dot(P,v.T)\n",
        "  sign = np.sign(dot)\n",
        "  scalar = np.asscalar(sign)\n",
        "  return scalar\n",
        "```"
      ],
      "metadata": {
        "id": "qBI8rix6R-6t"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "And you may be wondering, how we combine all this with multiple planes? For each plane we define the next rule:\n",
        "* Given an j-plane, if the dot product between the normal vector to the plane and any vector if greater or equal than zero, then we assing the number 1. If it's lower than zero, then we assing it the number 0.\n",
        "* For each plane we compute the next hash:\n",
        "$$hash = \\sum_{i=0}^{n} 2^{i} * h_{i} $$\n",
        "Where $n$ is the total amout of planes, and $h_{i}$ is the associated hash value. And we can get the next function:\n",
        "```python\n",
        "def hash_multiple_plane(P_l, v):\n",
        "  hash_value = 0\n",
        "\n",
        "  for i, P in enumerate(P_l):\n",
        "    sign = side_of_plane(P, v)\n",
        "    hash_i = 1 if sign >= 0 else 0\n",
        "    hash_value += 2**i * hash_i\n",
        "\n",
        "  return hash_value\n",
        "```\n"
      ],
      "metadata": {
        "id": "3m6Ep3tnYx9G"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### *Important tips*"
      ],
      "metadata": {
        "id": "T9EY7-_YiVr0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "* Hash tables are data structures that allow indexing data to make lookup tasks more efficient.\n",
        "\n",
        "* To create random planes we can use:\n",
        "\n",
        "\n",
        "```python\n",
        "random_planes_matrix = np.random.normal(\n",
        "                       size=(num_planes,\n",
        "                             num_dimensions))\n",
        "```\n",
        "\n",
        "* To get the hash when using multiples planes we can use:\n",
        "\n",
        "\n",
        "```python\n",
        "def hash_multi_plane_matrix(P, v, num_planes):\n",
        "    sides_matrix = side_of_plane_matrix(P, v) # Get the side of planes for P and v\n",
        "    hash_value = 0\n",
        "    for i in range(num_planes):\n",
        "        sign = sides_matrix[i].item() # Get the value inside the matrix cell\n",
        "        hash_i = 1 if sign >=0 else 0\n",
        "        hash_value += 2**i * hash_i # sum 2^i * hash_i\n",
        "        \n",
        "    return hash_value\n",
        "```\n",
        "\n",
        "* The more regions we have, the higher accurate the model will be, but the slower the search will be.\n",
        "\n"
      ],
      "metadata": {
        "id": "XtqVSlSHibYr"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Approximate Nearest Neighbors"
      ],
      "metadata": {
        "id": "YL-ng5MEodwZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In order to find which vector is more similar to other vector we divide the vector space into multiple subregions. As we can't know which planes are the best to divide the space, we'll create a set of randoms planes.\n",
        "\n",
        "For each plane, we'll get the side of the vector and compute the hash number. So, this technique is denote as Approximate 'cause we're not looking in the entire space, just in a subregion of it.\n",
        "\n",
        "* We're loosing precision in order to gain efficiency.\n",
        "\n",
        "We define de cosine distance as:\n",
        "\n",
        "$$d_{cos} (u, v) = 1- \\cos{(u,v)} $$\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "msb-eiGHohXR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Searching documents"
      ],
      "metadata": {
        "id": "gbdQ4_cerKmK"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's say we got a document composed by 15 words. We can get a vector for each word and then add them to get a vector representing the whole document. Then we can repeat this process for each document and find which documents present similar meaning."
      ],
      "metadata": {
        "id": "FO_3f09crND3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Assigment\n"
      ],
      "metadata": {
        "id": "E8zYaHQGj6Sc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The related assigment can be found [here](https://drive.google.com/file/d/1AsJALIEUkM6RyM6QrTM_SZwHPNYnOzKU/view?usp=drive_link)"
      ],
      "metadata": {
        "id": "zfBDm2_lj820"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Extra resources"
      ],
      "metadata": {
        "id": "4BS5y_X2ksZg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### [Linear Algebra with Numpy!](https://drive.google.com/file/d/1l1k6kLz-sKp1KBdj3TC9D4dgdtBOp2wx/view?usp=drive_link)"
      ],
      "metadata": {
        "id": "-zpdkHLAkyo3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### [Words Embeddings](https://drive.google.com/file/d/1eLKXyUeGFUb0THsOpI7iSHUlaTF1cmy_/view?usp=drive_link)"
      ],
      "metadata": {
        "id": "hrQ_nQkOk72E"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Natural Language Processing with Probabilistic Models"
      ],
      "metadata": {
        "id": "Es1XVFt-sx0w"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The main object for this section corresponds to:\n",
        "* Learn about autocorrect\n",
        "* Minimum edit distance\n",
        "* Dynamic programming"
      ],
      "metadata": {
        "id": "h4yFDKMMs45J"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Week 1: Autocorrect"
      ],
      "metadata": {
        "id": "6folVVcStkOJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This week is about Autocorrect, the main concept to learn this week is probabilities, minimum edit distance and dynamic programming.\n",
        "\n",
        "* Minimum edit distance: It's the minimum amount of edits to change one word into another."
      ],
      "metadata": {
        "id": "NJpzSw3gtqwB"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Autocorrect"
      ],
      "metadata": {
        "id": "hQmbya97weKl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        " Autocorrect is the application that changes incorrect words into the correct ones. In order to do this, we implement the following steps:\n",
        " * Identify a misspelled word\n",
        " * Find strings n edit distance away\n",
        " * Filter candidates\n",
        " * Calculate word probabilities\n",
        " So, you may be wondering how we calculate the distance, to solve this we implement probabilities.\n",
        "\n"
      ],
      "metadata": {
        "id": "8TmBWhD4wgHF"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "So, let's start building the algorithm, the first step consists in identifying a misspelled word, how we can do that? Well, if a word is not in a dictionary is probably misspelled.\n",
        "\n",
        "The second step consist in find string n edit distance, to do this we implement four operations:\n",
        "* Add a character\n",
        "* Delete a character\n",
        "* Switch 2 adjacent characters\n",
        "* Replace a character to another\n",
        "\n",
        "Edit: An operation performed on a string to change it, usually corresponds to 1-3\n",
        "\n",
        "With this set of operations, we'll get a list of posible strings, so we must filter the right words, so we compare again with the dictionary, this will get us a list of correct word that are candidates to be the correct word.\n",
        "\n",
        "The last steps consist in calculate the probability for each word\n"
      ],
      "metadata": {
        "id": "2razwkD0yF_F"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "*How we can create a tiny vocabulary from a sentence?*\n",
        "\n",
        "To create a vocabulary from a sentence the steps to follow corresponds to;\n",
        "\n",
        "1. Convert your sentence to lowercase\n",
        "2. Use RegEx to separete each word\n",
        "3. Implement Counter from collections lib to get a dictionary containing all the words and the frequency of each one.\n",
        "\n",
        "So, you'll end up with all the words and their frequency."
      ],
      "metadata": {
        "id": "zXGs9aS1BwFi"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To calculate the probabily for each word we must get the frequency of each word and the total numbers of words. Then, we define the probabily as:\n",
        "$$P(w) = \\frac{C(w)}{V}$$\n",
        "Where $P(w)$ is the probability of the word, $C(w)$ is the number of times the word appears, and $V$ is the total number of words.\n",
        "\n",
        "* In case we want to build a more complex model we can keep track of each word appearing next to each other."
      ],
      "metadata": {
        "id": "ENu6eHGYL-Yy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# To create a list of possible strings, we implement four edit operations:\n",
        "word = 'dearz'\n",
        "# Find all the ways you can split a word:\n",
        "splits_b = [(word[:i], word[i:]) for i in range(len(word) + 1)]\n",
        "\n",
        "# Find all the ways you can delete a character:\n",
        "splits = splits_b\n",
        "deletes = [L + R[1:] for L, R in splits if R]\n",
        "\n",
        "# Given a Vocab, find all the correct candidates\n",
        "vocab = ['dean','deer','dear','fries','and','coke']\n",
        "candidates = []\n",
        "edits = list(deletes)\n",
        "candidates = set.intersection( set(vocab), set(edits))\n"
      ],
      "metadata": {
        "id": "ZKg-6vUG0zGh"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Minimum Edit Distance"
      ],
      "metadata": {
        "id": "rZfxENx_152x"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Minimun Edit Distance is the lower number of edit operations requiered to convert one string into other. This is done by using the edit operations:\n",
        "* Insert -> 1\n",
        "* Delete -> 1\n",
        "* Replace -> 2\n",
        "We assing to each operation a cost. So, for example, if we want to convert the string Play into Stay, we need to replace two characters, so the computational cost is 4.\n",
        "\n",
        "This technique is implemented in DNA sequencing, spelling correction and document similarity. And also allow us to evalute similarity between two strings.\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "SDE2sajK2ArZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "_How can we know how many operations we need to implement?_\n",
        "\n",
        "To solve this, we implemented the Minimum Edit Distance Algorithm, this algorithm allow us to find the lower number of edit operations, and corresponds to Dynamic Programming.\n",
        "\n",
        "Given two strings $j$ and $m$, we define a matrix with lengh $(j+1, m+1)$, where the initial character for both strings is $\\#$, and it corresponds to a null character.\n",
        "\n",
        "The next step consists in taken subdivision for each strings, and couting how many edit operations are required to change the first string in the left side, to the second string in the right size. This is:\n",
        "\n",
        "$$D[i,j] = source[:i] \\to target[:j] $$\n",
        "In this process, the coordinate $D[n,m] = source \\to target$ wil contain the minimum edit distance. So, the matrix would be fill with the cost of each operation:\n",
        "* Insert 1\n",
        "* Delete 1\n",
        "* Replace 2\n",
        "\n"
      ],
      "metadata": {
        "id": "AgPGBl5j4_Ly"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "$$\n",
        "\\begin{pmatrix}\n",
        " & \\# & s & t & a & y \\\\\n",
        "\\# & 0 & 1 & 2 & 3 & 4 \\\\\n",
        "p & 1 & 2 & 3 & 4 & 5 \\\\\n",
        "l & 2 & 3 & 4 & 5 & 6 \\\\\n",
        "a & 3 & 4 & 5 & 4 & 5 \\\\\n",
        "y & 4 & 5 & 6 & 5 & 4 \\\\\n",
        "\\end{pmatrix}\n",
        "$$\n"
      ],
      "metadata": {
        "id": "D2A6x_hHJUxV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To get this matrix we implement the next correlactions:\n",
        "\n",
        "$$D[i,j] = D[i-1, j] + DeleteCost $$\n",
        "$$D[i,j] = D[i, j-1] + InsertCost $$\n",
        "$$D[i,j] = D[i-1, j-1] + Val\\theta_{2, 0} $$\n",
        "In this case, $Val\\theta_{2,0}$ depends on the value of the source and the target, in case they're equal, then is 0. In case they're different the value is 2 corresponding to the replacemente cost.\n",
        "\n",
        "From all this relationships, we'll take the minimum.\n",
        "\n",
        "* This metric corresponds to Levenshtein distance, and specifies the cost per operation.\n",
        "* We can also set a pointer in each cell to get a backtrace.\n",
        "* This way of solving by implemmenting a small solution to a considerable large problem and reuse it is know as Dynammic programming.\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "3NzgHYV2KSFY"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "0WqHtuIms3gF"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}