TwitterTrend.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TwitterTrend.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "i7mMHF0wSH7j",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import warnings\n",
        "import re\n",
        "import matplotlib.pyplot as plt\n",
        "from wordcloud import WordCloud, STOPWORDS\n",
        "import requests"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gNULYcR_SNUS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "furl = 'https://spotleai.sgp1.digitaloceanspaces.com/course/data/tweets_bollywood.txt'\n",
        "response = requests.get(furl)\n",
        "tweets = response.text.split(\"\\n\")"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fOzvgQWGSSmd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "010bc27f-e8b8-458b-d623-4ae78b2a8194"
      },
      "source": [
        "tweets"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['I wish I loved &amp; admired my body just as much as my boyfriend doesð\\x9f\\x98©',\n",
              " \"Let's get this straight. It's a COMPLETE BLASPHEMY! That Fuckin' YRF isn't GOD. If THEY are not gonna Make anything with SRK then It's OK. There are many Good Directors, who can bring out the LARGER than LIFE ATTITUDE of SRK on the BIG Screen, JUST 1 STRONG SCRIPT. ð\\x9f\\x94¥\",\n",
              " '#SRK.â\\x9d¤ï¸\\x8fð\\x9f\\x94¥.',\n",
              " '@realDonaldTrump 4-10-20 captivating, I would search for Roger, KATRINA 2016. unfortunate US citizen can be ruined, taken out, drug smugglers get a lesser sentence.  Itâ\\x80\\x99s a sad moment.  Please pardon him.  Wikileaks is bad for exposing debate cheats, election fraud, and DNC corruption 50 to life!',\n",
              " 'Incredible logic !     ',\n",
              " '',\n",
              " 'My wife got offended when I told her, she is my strength.',\n",
              " 'She said\" that means, other women are your weaknesses !\"ð\\x9f\\x98\\x82ð\\x9f\\x98\\x81',\n",
              " '@katrina_wiser @sgonnawin2020 @RepStefanik Great work! Get it in the record!',\n",
              " 'I feel like I been giving so much love and good energy out and all I get back is depression and anxiety',\n",
              " '@Alia_WTHI North honor student lol',\n",
              " '@LaraRosevelt @DickScruggs @jwgop Says the pussy who screwed tons of Katrina victims.',\n",
              " 'Aamir Khanâ\\x80\\x99s daughter, Ira Khan does a photoshoot in a jungle; gets trolled  cZJhIefJ08 via @The Hush Post @AuthorRajiv52 @GovilHoshang',\n",
              " 'Music &amp; my kids tonight . ð\\x9f\\x98\\x8cð\\x9f\\x8e¶',\n",
              " 'Damn all I can say is Iâ\\x80\\x99m glad we didnâ\\x80\\x99t go to that party @_naaaeeeee',\n",
              " '@Kanatunga There are Ranbir Kapoor followers? ð\\x9f\\x99\\x84ð\\x9f\\x99\\x84ð\\x9f\\x99\\x84 I mean in the league of Salman, SRK and Akshay?',\n",
              " 'Is #SalmanKhan offering #Dabangg3 &amp; #Radhe to film distributors as part of a package deal? Find Out -  duCOAVO0rT',\n",
              " '@DlvrUs4rmKollin @MeetDiggy @iDavey @KalikYork Nah, you giving feminine destruction when she stormed Katrina and Leiomy battle. Iâ\\x80\\x99m giving Leiomy waving my hand like â\\x80\\x9cAht Aht.â\\x80\\x9d',\n",
              " '*grabs popcorn*  yTMLES9FsG',\n",
              " 'â\\x98\\x86â\\x98\\x86-#Good Morning SALMANICSâ\\x9d¤',\n",
              " 'SALMAN KHAN is The Most Beautiful art Created By God ð\\x9f\\x99\\x8f  abrc7s9yTu',\n",
              " 'Perfectly said Katrina.  zcdmiLXjyW',\n",
              " '@FormerDem3 @katrina_wiser Poor little woman.   ð\\x9f\\x98\\x9e',\n",
              " '@GolferMatt23 Also, admit it though, we loved it when AMIR Garrett didnâ\\x80\\x99t control his temper lol',\n",
              " 'The rain x @kmichelle ð\\x9f¤ª',\n",
              " '@timmygotsoul @MeetDiggy @iDavey @KalikYork Lmaooo u wanna battle me so bad. You giving Katrina when she stormed Leiomy',\n",
              " '@GlennNetworks @katrina Hope to see you both Tuesday',\n",
              " 'Itâ\\x80\\x99s hard to link up w/ me, I be bullshitting all the time.',\n",
              " 'Salman Shehbaz GAME CHANGER tweet has totally changed the Scenario of Nawaz Sharif Case. Initally Govt was willing to give unconditional permission to Nawaz Sharif for medical Treatment ...',\n",
              " '#NawazSharif #LHC #PMLN #PTI #Pakistan',\n",
              " 'Voted for the peace â\\x9c\\x8cï¸\\x8f #PresPollSL2019  IizX7fJnY8',\n",
              " 'Real Housewives of Atlanta lol  RfRY53W4ZD',\n",
              " '@AmirMateen2 He must be arrested',\n",
              " '@katrina_wiser @sgonnawin2020 Exactly!  Why are we here? Oh pure unadulterated hate by the Left!  Made up charges to overturn a duly elected President!',\n",
              " 'despite the internet being integrated into society so seamlessly, sometimes i remember what its doing for me and im so thankful',\n",
              " 'without it, my mental health would dive so much further down that i might not have even be here to tweet this right now. im sure im not the only one who feels this way.',\n",
              " \"@KayraBerksoy @Free_Somaliweyn @BirdsOfJannah We do Erdogan as our Amir, he is just the president of Turkey, but we as Muslim have the right to defend and spread the truth, that what situation Muslims go through, how did you know she was a woman and it wasn't for Hijab?\",\n",
              " '@katrina_hutch Fantastic news @katrina_hutch! @ARC_ACES @AAPhilosophy',\n",
              " '@gotyoujae idk people are being a bunch of btchs yesterday... thank you aliaâ\\x9d¤ï¸\\x8f you too!',\n",
              " 'Son going to his grandmas in the morning , I need this break! Yessuh!',\n",
              " '@loobnan2 @IainArchaeolog @sweposten @phbarratt @_AntiZionist @wisermann @LieBusterSleuth @turnermx @spain_1957 @Basharsabbah @ZionistWit3 @slax43 @Michael__Baskin @mazen_salman @robursylvestris @NoMoreWar54 @FineFrum @BarkinDavid @TelAvivYonatan @9arsth @SimonRBradley1 @BampSim @pal_nev_exi_ @PobudkiewiczP @lanceforfrances @yoni_yonder @wherepond @umustbe @comhbha @MMayerhoff @midgetcowboy @kosherKojak @tazfaa @dezi555 @bigpolitics3 @PeeUpon @BoomerangTime @ZionistWit2 @MOTTrainee @bander_sss_ksa @AvrahamGoodman @Kidon_Sayanim @McSporranberg @aLadyinVenice @GreatNorth16 @AndrewW89846090 @GabrielssonCHJ @talkestani @x__Leo__x @ErezNeumark And many stupid people believe the Arab lies.',\n",
              " 'I canâ\\x80\\x99t find my black nike headband so Iâ\\x80\\x99m upset if you buying me a xmas gift thatâ\\x80\\x99s what I want ð\\x9f\\x98\\x94',\n",
              " '@_Dhoni_SRK Tharki ð\\x9f\\x98\\x92',\n",
              " 'ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x89ð\\x9f\\x8f¾ð\\x9f\\x91\\x87ð\\x9f\\x8f½ð\\x9f\\x91\\x87ð\\x9f\\x8f½ð\\x9f\\x91\\x87ð\\x9f\\x8f½ð\\x9f\\x91\\x87ð\\x9f\\x8f½ð\\x9f\\x91\\x87ð\\x9f\\x8f½ð\\x9f\\x91\\x87ð\\x9f\\x8f½ð\\x9f\\x91\\x87ð\\x9f\\x8f½ð\\x9f\\x91\\x88ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x89ð\\x9f\\x8f¾ð\\x9f\\x91\\x89ð\\x9f\\x8f½ð\\x9f\\x91\\x87ð\\x9f\\x8f¼ð\\x9f\\x91\\x87ð\\x9f\\x8f¼ð\\x9f\\x91\\x87ð\\x9f\\x8f¼ð\\x9f\\x91\\x87ð\\x9f\\x8f¼ð\\x9f\\x91\\x87ð\\x9f\\x8f¼ð\\x9f\\x91\\x88ð\\x9f\\x8f½ð\\x9f\\x91\\x88ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x89ð\\x9f\\x8f¾ð\\x9f\\x91\\x89ð\\x9f\\x8f½ð\\x9f\\x91\\x89ð\\x9f\\x8f¼ð\\x9f\\x91\\x87ð\\x9f\\x8f»ð\\x9f\\x91\\x87ð\\x9f\\x8f»ð\\x9f\\x91\\x87ð\\x9f\\x8f»ð\\x9f\\x91\\x88ð\\x9f\\x8f¼ð\\x9f\\x91\\x88ð\\x9f\\x8f½ð\\x9f\\x91\\x88ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x89ð\\x9f\\x8f¾   SRK=Bollywood ð\\x9f\\x91\\x91ð\\x9f\\x91\\x88ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x89ð\\x9f\\x8f¾ð\\x9f\\x91\\x89ð\\x9f\\x8f½ð\\x9f\\x91\\x89ð\\x9f\\x8f¼ð\\x9f\\x91\\x86ð\\x9f\\x8f»ð\\x9f\\x91\\x86ð\\x9f\\x8f»ð\\x9f\\x91\\x86ð\\x9f\\x8f»ð\\x9f\\x91\\x88ð\\x9f\\x8f¼ð\\x9f\\x91\\x88ð\\x9f\\x8f½ð\\x9f\\x91\\x88ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x89ð\\x9f\\x8f¾ð\\x9f\\x91\\x89ð\\x9f\\x8f½ð\\x9f\\x91\\x86ð\\x9f\\x8f¼ð\\x9f\\x91\\x86ð\\x9f\\x8f¼ð\\x9f\\x91\\x86ð\\x9f\\x8f¼ð\\x9f\\x91\\x86ð\\x9f\\x8f¼ð\\x9f\\x91\\x86ð\\x9f\\x8f¼ð\\x9f\\x91\\x88ð\\x9f\\x8f½ð\\x9f\\x91\\x88ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x89ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f½ð\\x9f\\x91\\x86ð\\x9f\\x8f½ð\\x9f\\x91\\x86ð\\x9f\\x8f½ð\\x9f\\x91\\x86ð\\x9f\\x8f½ð\\x9f\\x91\\x86ð\\x9f\\x8f½ð\\x9f\\x91\\x86ð\\x9f\\x8f½ð\\x9f\\x91\\x86ð\\x9f\\x8f½ð\\x9f\\x91\\x88ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x86ð\\x9f\\x8f¾ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " 'ð\\x9f\\x91\\x89ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x86ð\\x9f\\x8f¿ð\\x9f\\x91\\x88ð\\x9f\\x8f¿',\n",
              " '@KitKat__Katrina I honestly feel the same way',\n",
              " \"'People are getting real now'  @iHrithik \",\n",
              " '',\n",
              " '#HrithikRoshan feels normal one expects him to dance in every film just because he happens to be a good dancer... #Hrithik  OqrLtPl1iF',\n",
              " '@amirrustam @VueToronto @philhawksworth @Cypress_io @giltayar @ReactiveConf Thanks for joining us Amir! Hope to see you next time',\n",
              " '@HerdHUSH @Twitter I noticed the same. I thought people will say something about it.',\n",
              " 'In #BB11 shilpa ko jab priyank ne body shame kiya tha tab salman ne bohot issue kiya tha',\n",
              " \"@srk_cc Let's see \",\n",
              " \"If announcement doesn't happen soon, we all become the most creative fandom of all time ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82\",\n",
              " 'the dangers of social media are real - and can be really serious. but, now that i think about it - the ability to connect with others online means the whole entire world to me. it gave me so much in just my 10-ish years of really getting into stuff on the internet.',\n",
              " \"i heard my stepdad say that social media is destroying the world. i dont want to think about this for long, but all i gotta say is that im glad that he's not disruptive of my time online at all and that soon i'll be out of this house and wont have to deal with that mentality\",\n",
              " '@gujrati_walter Biopics, superheros, Hollywood series movies, amir khans all',\n",
              " 'I think back to when Liz was with Tom and forgave his lying and deceit but she kept going back and forth with him she had her eyes open at times there with him but right now with Anges Being in the presence of Katrina. All my faith right now is in Red to save her #TheBlacklist',\n",
              " '@sambhavnaseth @BiggBoss Salman is never biased to anyone. He always stand for right !. Please stop spreading this biased giri. #love#beinghuman#biggboss13',\n",
              " \"I just wish Paras doesn't care abt what Salman says and again comes back in form with all his morale and spirits high playing the way he was Somebody let him know the audience is loving him. His A game is retreating into a shell all bcoz of Biased Salman on weekends. #BB13\",\n",
              " '#BiggBoss13: #SambhavnaSeth takes a dig at #SalmanKhan ; shares he will favour #SidharthaShukla over #AsimRiaz in their fight - Times of India  qkZgqPcuux',\n",
              " '@DirtRoadBoiler True!!',\n",
              " '@demsrdumb4 @katrina_wiser @gatewaypundit He is yet another Muslim extremist',\n",
              " \"@katrina_wiser Most appreciative! Thanks much....and please don't be a stranger!\",\n",
              " '@matchakat katrina i fuckinf love you im so glad i got to meet you omg ilove you!!',\n",
              " \"Creatives doesn't want to widen the rift between #asim and #sidharth , that's y Salman doesn't raised their topic\",\n",
              " '#biggboss13',\n",
              " '@Alia_Shi lol ... they ruin everything u know that. if it was popping in the 80s or 90s , its getting a remix in the 2000s. its lazy money. except Thundercats, that was bomb and Cartoon Network ended it way to soon. kinda like the first go around with Young Justice',\n",
              " \"so here are some of aliaâ\\x80\\x99s motivations ð\\x9f¤ªâ\\x9d¤ï¸\\x8f and i think yall need it too. I'll leave it here .  A2S1rAc1KE\",\n",
              " 'Kesari was s d first person jinka plate sabse pehle tor diya still he gave his best !!',\n",
              " 'Sid not even tried single tym  to fill d tunnel !! Only thing he did was plotting!! ',\n",
              " 'But Salman bashing Rashmi kesari ð\\x9f\\x91\\x8f',\n",
              " 'Great ð\\x9f\\x91\\x8e',\n",
              " '#BiggBoss13  pxI1sCdsRm',\n",
              " 'So excited to see landholders (and my friends) doing something big, that will last forever. Great work Katrina at @koalagardens ð\\x9f\\x91\\x8dð\\x9f\\x8f»  hqlYxUEXpU',\n",
              " '@Alia_WTHI Must be a quiet night in TH',\n",
              " '@RightWingLawMan @katrina_wiser @carrieunderwood I have one thing to say what is Country about ',\n",
              " 'Garth Brooks.',\n",
              " '@Ranbir_Crpf @ThePrintHindi Jai Hind sir',\n",
              " \"@BiggBoss_Tak I dont know why Salman take any action on the topic if #sidsim because this is the major or topic... But seriously they're not taking any action I'm really disappointed worst wkw ever\",\n",
              " '@NahBabyNah @katrina_wiser @RepStefanik #4 must annoy the Dems the most. ð\\x9f¤£',\n",
              " '@TubaAtweets @AamirLiaquat Stay  blessed',\n",
              " 'Live Long',\n",
              " 'Dr Amir Liaquat is very Lucky',\n",
              " '@katrina_wiser Only happens if you are a Republican',\n",
              " '@BB13Official First time m waiting for #waar not bcoz of Salman but I am excited to see what ganna Salman say abt #chuklasasuma pushing ashim,, whether he gonna say same as told to #MahiraSharma or something elseð\\x9f¤\\x94ð\\x9f¤\\x94ð\\x9f¤\\x94',\n",
              " \"Need to chill man. U r either old viewer or blind fan too if somebody from ur circle thinks like this. I didn't mentioned Hrithik at all this is tiger's video I'm a Tigerian why u would expect me to talk about hrithik if he is not even in the picture ð\\x9f\\x98\\x82I'm just amazed with u all  0j0mmxkcOP\",\n",
              " 'What a nice movie I just watched for dear @aliaa08 ð\\x9f\\x91\\x8fð\\x9f\\x91\\x8fð\\x9f\\x91\\x8f so beautiful ,the acting is beautiful the places they go to is sooooo beautiful the story is ð\\x9f\\x92\\x94but beautiful ....the ending makes me ð\\x9f\\x98¢! Good job alia bhatt  5pLDahKGWe',\n",
              " 'Okay ah for a 1500 words essay dapat siapkan 744 words in 4 hours zzz with research and sheez bole tidur la dlu kot ð\\x9f¤§',\n",
              " \"@Spotboye @iHrithik @shahidkapoor @RanveerOfficial @imvangasandeep @Shahid_Online @RanveeriansFC @HrithikRules I'm happy for Both Hrithik or Ranveer!â\\x9d¤\",\n",
              " '@UnofficialPund1 @Doublejayz72 @AndyRobUnited @lovesportradio @MUFCFansView @Pa_Ward1 @NiagaraRed @unofficialkhan1 @Shahrukh____ Are you a fan of the office tv show @UnofficialPund1?',\n",
              " '@wrestlerkw7 Sorry I didnâ\\x80\\x99t see Notice.  Following now ð\\x9f\\x98\\x8a',\n",
              " '@singham_siva Wen did i say Srk is Best choice ð\\x9f\\x99\\x84',\n",
              " \"@SidMalhotra stories..n plz get out of Dharma..u don't have to follow bachan or srk..u can follow Holly stars n in bolly might b Rajkumar Rao..see his movie trapped,Newton..giving different flavors..even good actors have to choose bad movies in bolly like nawazuddin choosing\",\n",
              " 'Saudi Arabia just declared homosexuality, feminism and atheism as â\\x80\\x98extremismâ\\x80\\x99  nStAntKDy9',\n",
              " 'Of course we are cause why not ruin a classic like #SinCity  TcGslL1T3G',\n",
              " \"@SRK_RaDzzJulY10 Jackson just wanna be friendly to him but Bomin doesn't know how to react ð\\x9f¤¦â\\x80\\x8dâ\\x99\\x80ï¸\\x8f\",\n",
              " '@katrina_wiser @fourTfive4life When did this became about how you feel and not hard evidence.  Ya know this is as stupid as saying hearsay can be better evidence.',\n",
              " \"Intel will build AI brains into your laptop for tomorrow's speed boost\",\n",
              " '#ArtificialIntelligence #TechnologyNews #Intel',\n",
              " ' f3cERWmZTb',\n",
              " 'When Bollywood met Tollywood - Mumbai Mirror  M1SDhhEnPv #Tollywood',\n",
              " '@KVBarmy @thereal_khabri @sonusingh_15 @royal_dipp @_being_blunt @BabaBiggBoss @segy22991 @REKHAVT @Avasiyam @Adiitya_Z @tandara_michela @RIYA12556713 @BB4SK @Ajitkaur15 @Nidhii1908 @mehuu_01 @ss_xaini @Anushka_7891 @SidharthshuklaS @ShuklaSquad @AyeshaNassir Done â\\x9c\\x85',\n",
              " \"@Nishu_Kmr It's Hrithik's body type which makes his moves look more graceful n a sight to watch!!  Which no other actor has. ð\\x9f\\x98\\x8að\\x9f\\x98\\x8a\",\n",
              " '@areCynic james was a top splatoon-1 player. he disappeared from the internet completely, even to this day. no one - as far as i know - knows what happened to him',\n",
              " 'Proud of you young lady!!!@alia_denwiddie  nzZGwnFXW0',\n",
              " 'Do you think 7 days a week is enough??',\n",
              " 'What about ØµØ¨Ø\\xad Ù\\x88 Ø¸Ù\\x87Ø± Ù\\x88 Ø¹Ø´Ù\\x8aÙ\\x87!',\n",
              " '@Alia_WTHI Lol! We are seriously getting ready to make popcorn. Lol. ð\\x9f\\x8d¿ð\\x9f\\x8d¿ð\\x9f\\x8d¿',\n",
              " '@AliA___official @Drumsko1928 Happy birthday!! Hope you have a great day! ð\\x9f\\x98\\x8a',\n",
              " 'New nextdoor user...Katrina Knight...ð\\x9f¤\\x94',\n",
              " '@Masumaakhter7 @PMalangwani @Neha_hrithik @shivika281195 @hadeeryahia11 @Parvathypa3 @_Nilanjana07_ @PiyaliBhadra5 Sooooo cute n lovely dear,ð\\x9f\\x92\\x9eð\\x9f\\x92\\x9eð\\x9f\\x92\\x9eð\\x9f\\x98\\x98ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98ð\\x9f\\x98\\x98',\n",
              " \"Tiger is 29 Hrithik is 46 when they became contemporaries to even get compared I'm amazed that a certain NO can provoke so many so called fans to come in defense of Hrithikð\\x9f\\x98\\x82ð\\x9f\\x98\\x82Wow a big slow claps to all these ppl with high IQð\\x9f\\x91\\x8fð\\x9f\\x91\\x8fWhy would I delete my tweet when I didn't said bad  lcA0wYlPhG\",\n",
              " '@rezb1t @Vesetnet im happy to hear my s1 friends come through to give me input. its good to see you guys. theres no way he would disappear literally forever for something that small... must be an unfortunate coincidence??',\n",
              " '@Chloegirl123c Right!!! How convenient! Lol!!!! ð\\x9f\\x98\\x82',\n",
              " 'That complaining because @WTHISarahLehman &amp; I had it first pays off apparently â\\x98\\x95ï¸\\x8fð\\x9f\\x90¸  6YtVAPh7nk',\n",
              " '@Alia_WTHI Everybodyâ\\x80\\x99s on their best behavior tonight ð\\x9f\\x98\\x82',\n",
              " '@katrina_wirtz Neither does she',\n",
              " '@abstrail my instinct is to say helen but we dont know what andres grandma is capable of',\n",
              " 'Bollywood superstar #HrithikRoshan &amp; math wiz #AnandKumar finally found time to get together to celebrate the success of the film #Super30  z3S6x91t1z',\n",
              " '#Entertainment #OmmcomNews',\n",
              " '@katrina_wirtz Helen donâ\\x80\\x99t take no shit',\n",
              " '@ANUSHKA_xBAE Thankyou ð\\x9f\\x92\\x95',\n",
              " 'Me watching #LivePD waiting on Terre Haute Police to pop up...  fj8rDUV8AZ',\n",
              " \"@AnilKapoor @BeingSalmanKhan Hi Anil Sir.A big fan of yours. Please tell Salman Sir not to take Sid's side always as we as a viewer not liking it.\",\n",
              " '@a_herf I already talked to Amir, made a beeline for the merch table as soon as I came in',\n",
              " '@9NewsSyd Anyone can object , majority rules',\n",
              " 'the Harry Ootter facebook fan page I made when I was 10 is really gaining traction right now and Im quite baffled to say the least',\n",
              " '@katrina_wiser Amen',\n",
              " '@katrina_wiser @rosedixontx Exactly!!!',\n",
              " \"Look stylish with these Stylish Men's Kurta Sets. Look amazingly stylish!\",\n",
              " '',\n",
              " \"Catalog Name: Amir Elegant Men's Kurta\",\n",
              " '',\n",
              " 'Fabric: Cotton',\n",
              " '',\n",
              " 'Sleeves: Sleeves Are Included',\n",
              " '',\n",
              " 'Size: Variable (Message Us For Details)',\n",
              " '',\n",
              " 'Length:â\\x80¦  y7kvscsoJP',\n",
              " 'Kobe Giron and Katrina Paterno vs. Kate Bito and Juacs Nadong for the 3rd game of badminton Tournament ð\\x9f\\x8f¸ ',\n",
              " '',\n",
              " '#USTJMA1920',\n",
              " '#DeviateNorms',\n",
              " '#GILAS2019  ViDDUN5ZXc',\n",
              " '@katrina_wiser @RepStefanik Good job, indeed!ð\\x9f\\x91\\x8d',\n",
              " '@sambhavnaseth @BiggBoss Exactly. We are ready to see Salman sir will again take the side of Sid and Sana .Weekend ka war is now very much predictable. Sid ki mahanta.',\n",
              " '@demsrdumb4 @katrina_wiser @gatewaypundit Evil',\n",
              " \"#BiggBoss13: #ArhaanKhan Evicted from Salman Khan's Show,\",\n",
              " '#WeekendKaVaar #BiggBoss ',\n",
              " '#BiggBoss13 #khabri24X7  3RfEdPVSVM',\n",
              " '@katrina_wiser @LindaHale8006 @RepStefanik Stefanik is as good as it gets. Shes smart, has a backbone and is who we can respect!',\n",
              " '@demsrdumb4 @katrina_wiser @gatewaypundit @JohnBrennan May your descent into the deepest and hottest pit of Hell be swift when your dark evil soul leaves this earth!',\n",
              " 'Miss u amir',\n",
              " '@katrina_wiser Us too!!!!!!!!  All part of the swamp!!',\n",
              " 'I wonder if my pictures with her survived Katrina ð\\x9f¤\\x94ð\\x9f¤\\x94',\n",
              " 'Time to whack biomol',\n",
              " '@SidMalhotra srk formula love stories too..even formula hit directors of Bollywood like Rohit Shetty Rajkumar hirani are failing to please audience by their unreal story n stunts n old heroes need a break..a beautiful heroine,formula love story ,n music or raw item song cant',\n",
              " 'Lovely ride to The Farm at San Benito with Katrina. â\\x9d¤ï¸\\x8f I always enjoy riding with my wife because we talk more when we ride (via Packtalk) than at home because there are no kids and no distractions. ð\\x9f\\x98\\x9c   #makelifearide #bmwr1250gs',\n",
              " '@amir_eldaway @celinedion Is it that good ? Like her old ones ??',\n",
              " 'Sholay was very popular in iran: Amir Athar SoheiliÂ\\xa0Â\\xa0Times of India  20HPkqVhaX #Iranian #Risk #Trump  FHWSqRPNNc',\n",
              " '@claytonswisher @mehdirhasan Really makes you wonder what they have on the Presidentâ\\x80\\x99s family...',\n",
              " ' bgsY99h04E',\n",
              " \"@Vesetnet @KitKat__Katrina Yes, though from what I heard from Sendou at the time is that he didn't think that was the reason for his disappearance. Mostly cause it wasn't a ton of money to begin with\",\n",
              " '@paterno_katrina good luck!!!',\n",
              " '#RanbirKapoor isnâ\\x80\\x99t the next Aamir khan or shahrukh khan. Ranbir kapoor is Ranbir kapoor and he has his own style and stardom. You just cannot compare him with anyone. Thatâ\\x80\\x99s all for today.',\n",
              " '@degentrader69 @MikeCoppinger um canelo fought amir khan.. he fought angulo and kirkland and jossito and 45 yr old baldomir also hahahaha...',\n",
              " \"The recession was on Bush's watch. Katrina, the wars in Afghanistan, Iraq...pretty much everythang Obama gets blamed 4 majority of the time. Only thangs didn't wasn't Flint, which was the local government, Syria ( hard 2 say there ), &amp; only a couple of others. That concludes this\",\n",
              " 'Sometimes â\\x80\\x9cIâ\\x80\\x99m fineâ\\x80\\x9d is the best coping mechanism.',\n",
              " '@jayalanace @32drod @MikeCoppinger didnt canelo fight perro and kirkland? amir and baldomir also? baldomir was 45 when canelo fought him lmfao',\n",
              " '@katrina_wiser @SuperUSAHero Only bad when Trump or republicans do this. Wringing their hands, Trump was mean to her and she was distressed.',\n",
              " '@zaffyms nice',\n",
              " '@ScufGaming Alia tbh.',\n",
              " \"@MBOKSR_MAGA @katrina_wiser @CNN It speaks volumes that @Susan_Hennessey would view pointing out Schiff's repeated lies; getting Yovanovich to admit that Trump gave lethal aid to Ukraine while Obama didn't; and standing up for Constitutional due process as damaging to @RepStefanik's reputation. It was enhanced.\",\n",
              " '@srk_msd @chatorakhanna So why are you so pissed, bitter and intolerant about him and the movie poster? Grow a pair! ð\\x9f\\x98¤',\n",
              " '@TLKBoxingTalk @MikeCoppinger @SweetHandsPlant didnt canelo fight angulo and kirkland and josesito and amir also... whats the difference? canelo fought baldomir when he was 45 too lmfao',\n",
              " '@TheKidIrv24 @gbongs13 @MikeCoppinger canelo fought chavez and kirkland and angulo and josesito and amir... there is no difference....',\n",
              " 'I did not just year a new side of Katrina @KatStuartMusic  5tdu3RmLiV',\n",
              " '@KitKat__Katrina didnâ\\x80\\x99t he drop off the earth after getting inkstorm(?) payout for ntsc without dividing it up? i vaguely remember some kinda drama like that but donâ\\x80\\x99t wanna slander the guy if iâ\\x80\\x99m wrong',\n",
              " '@gbongs13 @MikeCoppinger canelo fought angulo and kirkland and josesito and amir ... whats the difference?',\n",
              " 'Hurricane Katrina? More like Hurricane Tortilla.',\n",
              " '@asadowaisi A great Leader from India',\n",
              " '@Pitt_WLAX @katrina_lublin So very excited for you Madigan! Pitt is lucky to have you!!!!!',\n",
              " \"@iamrahrukh @srk_msd He's here because of merit and talent alone I can say the same for a lot of heavily overrated state who have delivered 10 flops in a row.\",\n",
              " '@kamaalrkhan @akshaykumar @BeingSalmanKhan Salman khan always big star apne dum pe film hit karwa lete h',\n",
              " 'Waved Amir , a thread',\n",
              " '@AliaImanHMS Thats great to hear Alia. Spread the word to other girls out there. Every girl deserves a man who loves her intelligence &amp; will treat them right ð\\x9f\\x98\\x89 Cheers! ð\\x9f\\x92\\x97',\n",
              " \"Currently I'm in tears dancing, well done @celinedion, as always on top #queendion #CourageAlbum\",\n",
              " \"@srk_msd And sid after today's bomb as well\",\n",
              " 'Dreamed I went for swimming with Alia Bhatt ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82',\n",
              " '@SRK_RF @vanya2be @hyattregency U got it.. Their makeup costs lakhs.. Sunglasses etc.. Retweets kosamð\\x9f\\x99\\x84',\n",
              " '@katrina_wiser @RepStefanik A new Star!!',\n",
              " '@branddooo Dw a week from now youâ\\x80\\x99re not even going to remember what happened that weekend ð\\x9f\\x98\\xad',\n",
              " 'ngl just spent $15 on katrinaâ\\x80\\x99s music  aenuh27M52',\n",
              " '@iamsrk @JCVD @EyeOfJackieChan @JoyForumKSA Hello shahrukh sir .i want to meet you .yo mero sapana hoo srk sir',\n",
              " \"@srk_msd He's miles better than a lot of the low lifes you admire and you have no aukaat to question why he is on the industry. In fact he's still underrated and DESERVES A SHITLOAD MORE THAN THE PATHETIC LIKES OF KARTHIK, ARJUN AND VD EVEN.\",\n",
              " '@katrina_wiser @WethePeoplePets Because -It a One sided world we live in --A Democrat can Never do any wrong or be convicted of any crime',\n",
              " '@vanya2be @SRK_RF @hyattregency It is a star hotel rey.. Rates would be exhorbitant.. Along with taxes etc..',\n",
              " \"@MahiraSharma19 @ColorsTV @Vivo_India @BeingSalmanKhan @BiggBoss Coz she is not SALMAN'S FAVORITE  that's why..SHANAZ , BHUA IS VERY DIRTY FROM THEIR HEART..STILL SALMAN WILL TAKE THEIR STAND ONLY.....\",\n",
              " '@sairasameerarao We bail out rich white males. Emphasis on white. Black people in New Orleans after Katrina? Theyâ\\x80\\x99re on their own.ð\\x9f\\x87ºð\\x9f\\x87¸  yv3MWZgKz5  DmrEwSe0yV',\n",
              " \"What is wrong with you creeps? Once they said to leave this industry and all and to be on the way of Allah and still if they dont keep their words, its a matter between them and God!!! apko ya kisi aur ko maa/peo bn'nay ki zarurat nae hay! U Chinese Katrina!  kg0zAU04af\",\n",
              " 'Thanks to Tombekai V. Sherman and Amir Aharoni:  YBDrAdStRH',\n",
              " '#Mumbai Restaurant Serves Dishes Named After #ShahRukhKhan, #SalmanKhan, #GangsofWasseypur, Tried Yet?',\n",
              " '',\n",
              " ' xCMfVo9vWY',\n",
              " '@_mxshhh @NoushinMurshida HES NOT A PSYCHO his reaction was a sane one to complex situation',\n",
              " '@katrina_baee When I come home next can I do your makeup plz',\n",
              " '@srk_msd @chatorakhanna But why not? Out of all the numerous zero talent star kids, who are you picking on an outsider like Sushant???',\n",
              " '@Salman__ibrahim @NoushinMurshida HES A PSYCHO',\n",
              " 'Sooo proud of our APRN council holding our 1st NP symposium!Our keynote speaker Dr.',\n",
              " 'Allison Norful @USNursing &amp;  CNO @alanmlevin, and NP panel inspired us all. Super proudâ\\x9d¤ï¸\\x8fThank you all for your support.@NYPQueens @Cxpan5X @jaffer_amir @jaclynmucaria @DrJThaddeus  1G3Fgza6X4',\n",
              " 'With the WVU game over, anyone know if Amir Richardson is dressed or checked in for Marshall?',\n",
              " '@AliA___official @Drumsko1928 Happy B-day Bob!!',\n",
              " '@AbakarManany @MunSecConf @HNeumannMEP @Salman_Shaikh1 @Gulf_Research @JulianRFCO @RKiesewetter @WFP @WHO @SudanPMHamdok @MfaEgypt Itâ\\x80\\x99s not about Dem-Rep-Ind. itâ\\x80\\x99s about corruption. Itâ\\x80\\x99s going to hurt, but we must clean it up. Please, I beg you. Look beyond yourself. Wake up! More going on than you know. Thanks. This has been a public service announcement.  You may go back to your regular schedule program.',\n",
              " '@_mxshhh @NoushinMurshida Heâ\\x80\\x99s a hero an inspiration you donâ\\x80\\x99t even understand his story gggg',\n",
              " '#Gaza_Under_Attack ',\n",
              " '',\n",
              " 'Palestinian Mahmoud Khatib from the Gaza Strip has four male twins, whom he  (Amir, Yahya, Mohammed, and Majd)  WjSIOQwRsX',\n",
              " '@KamenRider808 @loveIyamber @lovetingzzz Why everyone in the comments acting like they will never be 30 ð\\x9f¤·ð\\x9f\\x8f¾â\\x80\\x8dâ\\x99\\x82ï¸\\x8f',\n",
              " '@Salman__ibrahim @NoushinMurshida King of trash ð\\x9f\\x98ª',\n",
              " '#MostAnnoyingThingAboutTwitter is that is controlled by Jack Dorsey, Mohammed Bin Salman and co-conspirators to the purpose of covering up and denying the reality of presently unfolding prophecy of Islam and Christianity. #reality_in_BLACK #Bless_Life_and_Carry_Knowledge #QAnon',\n",
              " 'Nashaat Salman - Summer Night Joy radio_spin_ID#:3622 #radio  PcgAVO7Rsw',\n",
              " '@bell_bellgon @MissDee48 @mmpadellan Lots of retweets, no thoughts of your own, but we expected no more#sarcasm',\n",
              " '@awesomephinatic The only thing that interested me about the Lion King remake was Shahrukh Khan doing the voice of Mufasa in the Hindi dub. Other than that, I had no interest seeing it',\n",
              " \"@SachinC69373677 @ColorsTV @Vivo_India @BeingSalmanKhan Really why colors tv have telecast such things...just bcoz mahira is not SALMAN'S FAVORITE...SALMAN JUST IMAGINE HOW WILL U FEEL IF SOME1 SAY A THING TO UR SISTER ARPITA KHAN'S BODY...MAHIRA TOO IS LIKE UR SISTER...TAKE STAND FOR HER ALSO...BODY SHAMING NOT ACCEPTABLE\",\n",
              " \"Was at this tonight. Stuart had great stuff to say about, inter alia, the infinite capacity of the police to absorb reform criticism without stopping being police, and the illusory problem of *militarized* police. It's counter-insurgency all the way down.  vBJyGClhNo\",\n",
              " '@NoushinMurshida @_mxshhh Hope kabir Singh hears this ...',\n",
              " '@Vijay_SRK Thanks bro :)',\n",
              " 'Living an unproblematic life is so hard no matter how hard you try sometimes people try their hardest to bring problems and storms with them, as much as you say and pretend it is fine and life goes on , really you wish the reality was very different....',\n",
              " '@poppredictors yesss i am',\n",
              " 'Cute fan of Salman Khan!  JeakkEXH8N  Aco68y8jhm',\n",
              " '1.#RashamiDesai ',\n",
              " \"2.#AsimRiaz (they shouldn't have cuz salman usually praises this guy)\",\n",
              " '3.#DevoleenaBhattacharjee ',\n",
              " '',\n",
              " 'There are other small fandoms too. But mainly these three.',\n",
              " '#ShuklaSeMatDaroBahuGang  7QNNwKmtiU',\n",
              " 'Iâ\\x80\\x99m no longer Katy. Iâ\\x80\\x99m Katrina. Iâ\\x80\\x99m a new woman out here in Texas, none of yâ\\x80\\x99all know me anymore',\n",
              " 'Final result : ',\n",
              " '',\n",
              " 'Architect FC (3-2) Alumni FC',\n",
              " \"Syaddad â\\x80\\x9816          Amir '11\",\n",
              " \"Nabil â\\x80\\x9841                 Azri '16\",\n",
              " 'Nabil â\\x80\\x9860                Hazim â\\x80\\x9870',\n",
              " '',\n",
              " 'Stay tune for the next game!! ',\n",
              " '#kaedleague19',\n",
              " '2023 midfield class (also pictured Amir Kaskas Senior Captain and transfer student Greg Harrison).  Fs5LiwqRb1',\n",
              " '@keithlovemovies montreal english please. Thanks',\n",
              " '@keithlovemovies montreal english please. Thanks',\n",
              " '@TexanGalCindy @katrina_wiser @POTUS Sham Impeachment',\n",
              " 'Sham Witness Intimidation',\n",
              " 'Sham Congressional Hearings',\n",
              " '',\n",
              " '.2020.',\n",
              " 'My mazda changes @AnikKhan_ to Amir Khan and shows the wrong pic ð\\x9f\\x98\\xadð\\x9f\\x98\\xad  lm3oAo3Y7L',\n",
              " '@keithlovemovies montreal english please. Thanks',\n",
              " '@Ronnie2K Hamza Salman is a soccer player',\n",
              " '@BeingSalmanKhan ',\n",
              " 'If You Truly Love Someone,',\n",
              " 'Then The Only Thing You Want For Them Is To Be Happy,',\n",
              " \"Even If It's Not With You. . .\",\n",
              " '',\n",
              " 'Love You Miss You Salman Wanna Talk You Meet You. . .',\n",
              " '^_^',\n",
              " '*monkey bread @jenna_1242  8udY33pXhC',\n",
              " 'Hrithik Roshan hosts early Thanksgiving dinner for Anand Kumar  n0QREhQ521  lk9q2TIXr7',\n",
              " 'Freak out',\n",
              " 'who yâ\\x80\\x99all think Amir looks more like?',\n",
              " '@AaaaamirAhmad Morning Amir!',\n",
              " '@arianaswedn i knew you were trouble is my #1 fav.',\n",
              " \"@KitKat__Katrina Who's james?\",\n",
              " '@DunyaThinkTank it is obvious that Supreme Dakoo,if allowed to leave Pakistan will never return. Salman Ghani ghulam of Jati Umra is very upset on indemnity bond . But why Ayaz Amir is so defensive &amp; supportive of Supreme Dakoo ? Is he aspiring for PMLN ticket in next election ?',\n",
              " '@ShivSena @OfficeofUT @Vinayakrauts @neelamgorhe @vijayshivtare @NitinBanugade Jay Balashabe thackeray',\n",
              " '@DJThePeoplesGov @katrina_wiser YOU SIR ARE CORRECT!!!! SAD, BUT TRUE!!!',\n",
              " '@BeingSalmanKhan ',\n",
              " 'Khushi Milna Aur Khush Rehna. . . Dono Mein Fark Hota Hain!ð\\x9f\\x98\\x8a',\n",
              " '',\n",
              " 'Love You Miss You Salman Wanna Talk You Meet You. . .',\n",
              " '',\n",
              " '^_^',\n",
              " '@aykaay47 @iHrithik this is hrithik....  24lad7C9Vp',\n",
              " '@paterno_katrina goodluck!! love uuu cheering for u!!',\n",
              " 'I think #sharukhkhan @iamsrk would have made a much better host than Salman Khan. Even #AyushmannKhurrana could replace him. So many better options out there for reals. #biggboss',\n",
              " 'And itâ\\x80\\x99s screaming into the void, but sometimes it makes me so angry that I want to kick and cry and rage. I know itâ\\x80\\x99s just stuff. I know that. I promised myself I wouldnâ\\x80\\x99t get attached to â\\x80\\x9cstuffâ\\x80\\x9d after the total loss of Katrina.',\n",
              " '@farmergray @CCM1956 @Sandy_cassa @SeanOsborne54 @katrina_wiser Schitff is taking full advantage',\n",
              " \"Amir's Garden. Grab a pic on the hike.  Griffith Park, Ca..  cEHbZNCVp3\",\n",
              " 'Bahu gang remember #BB is all about salman bhai.Even #BB aur #Colors chahne se ya na chane se koi farak nahi parta.If salman bhai say no 2 host #BiggBoss then #BB will be nothing.Everybody wait 4 host on weekends 2 watch him.  #WeekendKaVaarWithSalmanKhan #BestHostSalmanKhan',\n",
              " 'KATRINA MIGHT COME WORK WITH ME ð\\x9f¥ºð\\x9f¥º',\n",
              " \"@MBOKSR_MAGA @katrina_wiser @CNN O Uh-huh? I think this sounds like a female feeling like she can bash another woman. I thought she was rock star today. You're just a mean girl from Middle School.\",\n",
              " '@rudztpc I used to do that',\n",
              " 'About me!',\n",
              " '',\n",
              " '1. Muhammad Amir Hanif bin Md Azman',\n",
              " '2. Single',\n",
              " '3. SoSo',\n",
              " '4. 6k',\n",
              " '5. Piktures',\n",
              " '6. N',\n",
              " '7. School',\n",
              " '8. Malaysian',\n",
              " '9. 0',\n",
              " '10. 0',\n",
              " '11. Dirt',\n",
              " '12. 2015',\n",
              " '13. My work',\n",
              " \"14. You're doing well. Just keep pushing yourself till you get to the top.\",\n",
              " '@anushka_r21 Do it, life short',\n",
              " '@IIFA @karanjohar @katyperry @juniorbachchan @aliaa08 @arjunk26 @Asli_Jacqueline Alia great job ð\\x9f\\x91\\x8dð\\x9f\\x91\\x8dð\\x9f\\x91\\x8dRK missing',\n",
              " '*big Amir',\n",
              " '@triumph07 @plantz3610 @KatrinaPierson I think that Katrina shouldnâ\\x80\\x99t concern herself anymore with the Conway family than the rest of us should with the Drumfâ\\x80\\x99s. Why donâ\\x80\\x99t you tell her to lay off?',\n",
              " 'Salman Khanâ\\x80\\x99s Co-star, Pooja Dadwal, Struggling for Work After FightingÂ\\xa0Tuberculosis  sEWWVJDvxY  nOMzLMKjDs',\n",
              " '#GodMorning_LeatherUsers',\n",
              " 'It is a sin to kill living beings.',\n",
              " '',\n",
              " '   Do not kill for leather.',\n",
              " '',\n",
              " '    Kill  your evil desires,',\n",
              " '',\n",
              " 'And must watch Sadhana Tv',\n",
              " '',\n",
              " '     7.30 to 8.30 pm.',\n",
              " '',\n",
              " '@Anushka_499 ',\n",
              " '@sonamakapoor ',\n",
              " '@kritisanon ',\n",
              " '@arjunkapoor ',\n",
              " '@akshaykumar  uNpHNeZVIu',\n",
              " 'PMG AAHHHHH ALIA IM SO PROUD U EVEN CHANGE DUR LAYOUT I FKG LOVE U MAN IMMA HUG U MONDAY AT SCHOOL JUST FOR THIS U DESERVE  ll7hUqq5mB',\n",
              " \"i really wish the splatoon community ever found out what happened to james. i feel like its a bit taboo to say this - i dont know if its a sensitive subject to James' friends, but... im saying what a lot of s1 veterans have been wondering\",\n",
              " \"@pinkk9lover @katrina_wiser @POTUS Actually the TRUTH is what she can't stand. She's a failure as a diplomat.\",\n",
              " '@katrina_baee YouTube!',\n",
              " 'Son i really remember katrina like it was yesterday,I was really constipated ina dome son,i was cryn n everything n dey couldnt do nun to help me either.',\n",
              " 'First of all congrats to @realkrutika and then kitna din darte firogge salman bhai apni galli me kutte bhi sher hote hain par ap to ulta ho yaar... Dekte ha aj kya hotta ha phir se whi purna target bna k lecture doggee.... #ShuklaSeMatDaroSalman',\n",
              " \"Mandy and Katrina's Working Feet (1080HD) MP4 FOOTFETISH#clips4sale  1HN1dRJsUF via @clips4sale\",\n",
              " \"@Kyle_Fox17 @jakeandamir @rejectedjokes Does amir have any weapons? Like for instance a sword? The sandwich would also have a weapon, but it's a sandwich.\",\n",
              " '@russdiemon You are welcome Russ ð\\x9f\\x91\\x8fð\\x9f\\x8f»',\n",
              " '',\n",
              " 'It was an amazing night',\n",
              " 'Looking forward to coming again to the new Saudi Arabia',\n",
              " '',\n",
              " 'This change is under Vision 2030 and is led by Crown Prince Mohammed bin Salman and ',\n",
              " 'Chancellor Turki Al-Sheikh',\n",
              " '',\n",
              " '#Ù\\x85Ù\\x86_Ø§Ù\\x84Ù\\x82Ù\\x84Ø¨_Ø´Ù\\x83Ø±Ø§_ØªØ±Ù\\x83Ù\\x8a_Ø§Ù\\x84_Ø§Ù\\x84Ø´Ù\\x8aØ® ',\n",
              " '#ØªØ±Ù\\x83Ù\\x8a_Ø¢Ù\\x84_Ø§Ù\\x84Ø´Ù\\x8aØ®  XoFMO2Bwpt',\n",
              " '@BwoodAddict Srk fvrt movies?',\n",
              " \"Katrina Kaif says she can tell you how GOOD or BAD a makeup product is within 3 seconds; Here's How - PINKVILLA  3BtQmiwV0F  GictpyStd5\",\n",
              " '@katrina_wiser Obama fired 8 whistleblowers',\n",
              " '@ChrisCuomo @CuomoPrimeTime When ever there is a Gemini at the HELMS........ There is corruption hear some more examples rob Ford Canada cassim Reeves Georgia Kwame Kilpatrick  Detroit Ray nagin New Orleans doing Katrina....... the loudest one on the water........ Would you like some more names',\n",
              " 'Just amazing than you Katrina. Great to see so many newbies there also xx  hsGN14Sl3k',\n",
              " '@GalaxyConMinn @katrinalaw I am starting my early campaign for Galaxy con to get Katrina for 2020!!! November 6-8. Letâ\\x80\\x99s make this happen!!!',\n",
              " 'Program notes',\n",
              " '',\n",
              " ' wEFGcnEI9p  dUkwRgCYcQ',\n",
              " 'Love you Hrithik sir â\\x9d¤ï¸\\x8fð\\x9f\\x92\\x93@hrithikroshan #warfilm #Krrish4 #HrithikRoshan  kwZggW7E7A',\n",
              " 'Katrina:2005â\\x80\\x94â\\x80\\x94-&gt;Super Bowl 44 Champs:2010 gosh do I love this city and team #whodat  PxxBHnjTpb',\n",
              " \"Inside Karan Johar's Party For Katy Perry: Aishwarya Rai Bachchan, Alia Bhatt, Anushka Sharma, Kajol, Vijay Deverakonda And Many, Many More - NDTV  pe7xbihKyE\",\n",
              " '@empoweredby_me bon voyage. bring me some books on Amir Khusro. ð\\x9f\\x98\\x8a',\n",
              " '@JackPosobiec @WhiteHouse @parscale @PressSec @seanhannity I agree. Infuriating. Brennan, Clapper, et alia.',\n",
              " 'Open to Surprise  15Yq8vpRfE',\n",
              " '@DanielVCerone I really hope Liz and Red work together and help Anges and get her away from Katrina and we solve this issue',\n",
              " \"@_KingHefner_ Naruto would have won if he went all out he was holding back he wasn't fighting with the intent to kill\",\n",
              " '@Assimalhakeem my friend was asking that her name is Reem her father name is Saeed Ali her grandfather name is Zaid Ali and her great grandfather name is Amir Ali so her name is Reem Saeed Ali. If she put \"Al\" with \"Ali\" i.e. Reem Alali or Reem Saeed Alali is it permissible?',\n",
              " '@Spotboye @iHrithik @shahidkapoor @RanveerOfficial @imvangasandeep @Shahid_Online @RanveeriansFC @HrithikRules The one, the only ',\n",
              " '',\n",
              " 'Hrithik Sir',\n",
              " '@raj__skdhoni Hey take a chill fyi not all hina khan fans are involved in this  .No matter what Salman Khan is and will always be king of Bolywood and we  have a great admiration for him.Period',\n",
              " 'Like you\\'ll always lose in FGs even when you thought you were \"correct\". That\\'s how they work. That\\'s why people get random SRK\\'d all day and rage quit. There\\'s no such thing as a solid \"correct\" in fighting games.',\n",
              " '@BiggBoss_Tak Did salman said anything to asim n sid on there fighting matter',\n",
              " '@katrina_hughes UGH, THIS IS SICK DUDE. iâ\\x80\\x99ve thought about getting a tat like this too omg',\n",
              " '@aaliaaaliya @TheRealPCB Last working day of Gen Bajwa !',\n",
              " \"@UmarKhalidJNU The tendency to elect persons from glamorous background are useless.They may be glamorous but lacks social and political senses.Joins in politics only to gain. Mr.BigB,Salman Khan and many other actors haven't joined in politics but contributing huge money n services to societies\",\n",
              " '@IamAshokOdii Chutiya bsdk do not say this words to salman',\n",
              " '@swag_ishh home se',\n",
              " 'daaaaaaamn alia',\n",
              " 'Duke fans hyping Tre Jones vs Georgia State but when Cole dropped 34 it was just Notre Dameð\\x9f¤\\x94ð\\x9f¤¦ð\\x9f\\x8f½â\\x80\\x8dâ\\x99\\x82ï¸\\x8f',\n",
              " 'IS THAT KATRINA  4B9rOdBK5x',\n",
              " 'Yâ\\x80\\x99all donâ\\x80\\x99t know how bad I wanna tell this boy happy birthday ð\\x9f\\x99\\x84ð\\x9f\\x98¥',\n",
              " '@katrina_hughes this is SICK',\n",
              " 'Amir Drew from 2yds out for the TD  uguIQCFNv8',\n",
              " '@katrina_wiser @liquidlaugh @RepStefanik Boom #iyieldback5seconds',\n",
              " 'Ranbir as undercover cop',\n",
              " 'any idea?',\n",
              " 'Some things are just so painful to watch in life and you donâ\\x80\\x99t know what to make of them â\\x98¹ï¸\\x8fâ\\x98¹ï¸\\x8fâ\\x98¹ï¸\\x8f',\n",
              " '@AuthorKarleneC @Alex_Micati Close enough :-p Itâ\\x80\\x99s why I go by Kat lol very few know itâ\\x80\\x99s pronounced that way (I spell it as Katrina so they understand). Usually I know when someoneâ\\x80\\x99s about to call my name because they start fumbling their words.',\n",
              " 'Ipod for $600. A: Shahrukh Khan was born in this south Antarctican country. Q: What is scrub?',\n",
              " '@lishchanted It makes me realize male privilege in Pakistan whenever a female mentions how she has to take measures to keep herself protected anytime she goes out. Our society is the worst.',\n",
              " '@ayyobe_salman @SalehaIqbal6 Good morning',\n",
              " '@BeingRohan_ @SSALMANISTAN @BeingSalmanKhan No one can take of @being Salman khan',\n",
              " \"@katrina_wiser @kat2020maga Not to mention @AmbStevens. Who he/they let die, horribly! And others! @Obama caused so much damage, but because he's black, gave him license to kill! Sorry, not Sorry!\",\n",
              " '@FaZeSway @_keiiwi my baby be supporting â\\x9d¤',\n",
              " 'Our biggest fans this week: Anushka_325, AjayPandey__, GOUBHAKTI. Thank you! via  4bI2zpzsMn  BVNlqXUqUq',\n",
              " 'AliAã\\x80\\x8cletterã\\x80\\x8dReaction',\n",
              " '',\n",
              " ' RpPHonDXNk',\n",
              " '',\n",
              " '@AliA___official',\n",
              " '',\n",
              " '#AngelinaEonni88 #AliA #letter  SibCN9vHd9',\n",
              " \"@sambhavnaseth @BiggBoss It's only predicted by you....let see what happened.....And Aisa kB v nhi hua ki Salman Khan ne Sidharth Ko smjhaya n ho....\",\n",
              " 'Amir Khan says Floyd Mayweather â\\x80\\x98just wants to keep his own nameÂ\\xa0relevantâ\\x80\\x99  BifjJURYPe  XWSi3VghN4',\n",
              " '@KKRiders @VenkyMysore @iamsrk @iam_juhi @DineshKarthik the team has a housefull of bowlers. Now concentrate on getting batsmen only. U shud have retained Matt Kelly. Target Hanuma Vihari in auction. Also Finch, Munro, Jason Roy, Chris Morris, Morgan, Miller &amp; local Shahrukh Khan',\n",
              " \"Hey GT the third....LOSER....Katrina is correct.  This is exactly the kind of husband every woman despises.  Get your act together so you have at least enough character to carry KellyAnne's shoes!  .@KellyannePolls .@gtconway3d .@KatrinaPierson  kl0AeJkjSA\",\n",
              " '@kmoorebooks @chuckie346 @FeiwelFriends @MacKidsBooks Thank you Katrina! You made my day!',\n",
              " '#ViKat â\\x99¥ï¸\\x8f',\n",
              " 'You look more than nice together Katrina ji ð\\x9f¥ºâ\\x9d¤ï¸\\x8fð\\x9f\\x94¥  OptEStRi0x',\n",
              " '@jonitesara @pragnya16 @its_sharmili @nepat64 @amykreations_ @SangitaHermione To me this looks like he misunderstood when Sooraj Bharjatya asked him to be an energy powerhouse! (Only Salman understands him well ð\\x9f\\x98\\x8f) All expressions through the movie are ott.. almost same like Saif in hssh! ð\\x9f\\x99\\x84',\n",
              " '@russdiemon @AlsaudHaya You are welcome Russ ð\\x9f\\x91\\x8fð\\x9f\\x8f»',\n",
              " '',\n",
              " 'It was an amazing night',\n",
              " 'Looking forward to coming again to the new Saudi Arabia',\n",
              " '',\n",
              " 'This change is under Vision 2030 and is led by Crown Prince Mohammed bin Salman and ',\n",
              " 'Chancellor Turki Al-Sheikh',\n",
              " '',\n",
              " '#Ù\\x85Ù\\x86_Ø§Ù\\x84Ù\\x82Ù\\x84Ø¨_Ø´Ù\\x83Ø±Ø§_ØªØ±Ù\\x83Ù\\x8a_Ø§Ù\\x84_Ø§Ù\\x84Ø´Ù\\x8aØ® ',\n",
              " '#ØªØ±Ù\\x83Ù\\x8a_Ø¢Ù\\x84_Ø§Ù\\x84Ø´Ù\\x8aØ®  1xQPofmgN2',\n",
              " 'RATU cover by @Amir_Masdi',\n",
              " \"Check it out at Amir's Youtube Channel â\\x9d¤  SohVZryOmX\",\n",
              " '@katrina_wiser @joann1304 @RepStefanik She would make one hell of an Attorney General one day imo.',\n",
              " '#HinaKhan fans who are trending against Salman, kindly change your DP before trolling him. ',\n",
              " '',\n",
              " 'Only coz of youâ\\x80\\x99ll they are using bad words for Hina and targeting her.',\n",
              " '#BB13',\n",
              " 'Just listen to Amir , lmao',\n",
              " '',\n",
              " ' aBAR00WW5E  gCiWWaJDjz',\n",
              " 'YALL',\n",
              " ' LOVE SHAPED BY @KatStuartMusic SOUNDS EXACTLY LIKE THATS ALRIGHT BY @EbenOfficial KATRINA EXPLAIN YOURSELF',\n",
              " '@MariaBarry19 @elianatrue @realDonaldTrump What kind crazy rambling you got going on sister? Iâ\\x80\\x99m sending you love &amp; light!â\\x9d¤ï¸\\x8f',\n",
              " \"@SKYRIDER4538 @katrina_wiser @davidgregory @Jim_Jordan That's just what Democrats do.  No logic, just whatever falls out the mouth at the time\",\n",
              " 'Little amir, big amir  hxwGNCFPVe  yKeg3rqTJJ',\n",
              " 'Good Morning @BeingSalmanKhan and Salman Fans',\n",
              " 'Itâ\\x80\\x99s a request from a #HinaKhan fan who is also against trends against #SalmanKhan . Plz donâ\\x80\\x99t drag Hina into it. ',\n",
              " '',\n",
              " 'A lot of Hina fans like @BeingVishuReddy and many others are with Salman. Just target their current favorite contestants from bb13.',\n",
              " 'Hina is a big Salman fan.',\n",
              " '#BB13  1cwg1XRdSM',\n",
              " '@sharolshafik Kat warung arshad.',\n",
              " 'Assalamu alaikum good morning guys, choose your leader wisely #PresPollSL2019',\n",
              " 'katrina bennett super underappreciated desde que entrou em suits',\n",
              " '@neszgv Are you sure?',\n",
              " '@_lidsydaisy @TPetak2 U should add marina in the list',\n",
              " '@Alia_Dara Lol Thatâ\\x80\\x99s why I said Amen ð\\x9f\\x99\\x8fð\\x9f\\x8f¾ð\\x9f\\x99\\x8fð\\x9f\\x8f¾ð\\x9f\\x99\\x8fð\\x9f\\x8f¾',\n",
              " '@dcexaminer @podod12 @JesseBWatters @realDonaldTrump Stop clutching you f*cking pearls Jessie. Fox acts like GWB was not the 43rd POTUS. When he left office he was looked at as one of the worst Presidents in the last century.',\n",
              " \"9/11 Katrina and the financial crisis. Obama didn't get rid of Amb to do drug deals like Trump.ð\\x9f¤£ð\\x9f¤£ð\\x9f¤£\",\n",
              " 'So lucky to have such amazing leaders at 1044!! So proud of all that you accomplished @salman_seyal and look forward to watching you grow ð\\x9f\\x8e¯ keep doing all youâ\\x80\\x99re doing!  dHX0nhyJWc',\n",
              " '@han_scarlet @plantz3610 @KatrinaPierson Why is Katrina so concerned with George and Kellyâ\\x80\\x99s kids? I Spose she must be a pedo too, right?',\n",
              " 'Allen Iverson. But man I had so many classic jerseys but Katrina wiped my shit away man ð\\x9f\\x98\\x92  51cygeDlRi',\n",
              " \"Dulquer Salman is in Ahmedabad too hmmm wonder if we'll meet\",\n",
              " '@triumph07 @plantz3610 @KatrinaPierson Katrina seems to be so concerned about Kellyanneâ\\x80\\x99s family &amp; how her husband has embarrassed them so much. It reminded me of Barron. Where the hell is he? Is Trump not concerned about what heâ\\x80\\x99s doing to his wife and child?',\n",
              " \"WTF? I guess we shouldn't be surprised. His best friends are:\",\n",
              " '',\n",
              " 'Putin',\n",
              " 'Kim Jung Un',\n",
              " 'Erdogan',\n",
              " '&amp; Mohammed bin Salman',\n",
              " '',\n",
              " 'Four brutal, criminal, and...  RdV5YeZIfj',\n",
              " '@RodneyChilders4 Was that Katrina next to Delana? Those kiddos have grown up!',\n",
              " '@ClausSanity @samirahmed14 @javedhassan Lets be more afraid when extremists win a major chunk of votes, just like our neighbours.',\n",
              " '@ms_atittude @suhashetty69 @BachaShruti @Actressbuff2 @parasocial2019 @KASHTER_6_3 Enough ð\\x9f\\x98\\x8cð\\x9f\\x92¦â\\x9c\\x8a  od3fIxRl2C',\n",
              " '@KatrinaPierson @DonaldJTrumpJr You mean like the president who had affairs on all of his wives?  Or Donnie Jr. who did the same thing. Seriously, your priorities and way out in left field Katrina.  FYI he cared more about justice and this country that than any of the Trumps ever will.',\n",
              " 'I felt as though I was in summer school ð\\x9f\\x99\\x84  StRxHhqMIq',\n",
              " 'hidden...dense...wood...report...remain...taboo...decades...Senior...Daesh...Commander...Al Bara Shishani...Detain...Ukraine...Security...Service...KIEV...security...commander...held...post...deputy...military...amir...2013...illegally...arrived...using...fake...passport...2018',\n",
              " \"@drpmonaghan @OntAutism @ONSocialService @ToddSmithPC My son was put on the waitlist April 2017... it's been 2 years and 7 months \",\n",
              " '..how much longer will this waitlist take ð\\x9f\\x98ªð\\x9f\\x98ªð\\x9f\\x98ªð\\x9f\\x98ªð\\x9f\\x98ª',\n",
              " '@sweetyanushkafc @hemchandINC @Anushka_ASF Niceð\\x9f\\x91\\x8fð\\x9f\\x91\\x8f',\n",
              " 'Nashaat Salman - Summer Night Joy radio_spin_ID#:9917 #radio  PcgAVO7Rsw',\n",
              " 'Salman khan is best  O7CYQs96Pe',\n",
              " '@katrina_wiser @LovelaceMarket Thank you for fact. Did you read that in NYT or Washington Post or CNN Fox News or MSNBC?',\n",
              " '@SKYRIDER4538 @katrina_wiser @JesseBWatters @carrerapulse @steph93065 @DonnaWR8 @realDonaldTrump @DonaldJTrumpJr @POTUS Jesse Rocks!',\n",
              " 'Sam Faddis: â\\x80\\x9cTo accomplish this ambitious agenda, MBS first took aim at the Faustian bargain with Wahhabi clerics that was struck many decades ago by his royal forebears.â\\x80\\x9d @RealSamFaddis @andmagazine  #WashTimesOpEd',\n",
              " ' SGIsWugBb7',\n",
              " '@HarveyStaub1 @katrina_wiser Sheâ\\x80\\x99s brain dead',\n",
              " '90s SRK ð\\x9f\\x92\\x93  9Ns6w7Nq8V',\n",
              " '@RealSkipBayless Skip Paul George was terrible on defense, basketball is both ways.',\n",
              " '@sambhavnaseth You are so bad salman khan not biased ok siddharth shukla hero in bigg boss 13 ok',\n",
              " '@RadioGodStu Itâ\\x80\\x99s með\\x9f\\x98\\x8aIâ\\x80\\x99m the good soul Stu lol',\n",
              " 'alia: is this The yellow shirt',\n",
              " 'alia: when r u gonna wear yellow shirt',\n",
              " \"@paulsperry_ @katrina_wiser No, not to worry, it's Adam's skinny little pencil neck that we want not yours!\",\n",
              " '@GAUAHAR_KHAN Why salman and #BigBoss13 team are scared of #Shukla #ShuklaSeMatDaroSalman  Bus karo yarr uske bina #ColorsTV band nai hoga',\n",
              " \"What's the One Thing I can do such that by doing it everything else will be easier or unnecessary? #TheOneThing #Focus #GaryKeller\",\n",
              " '@LiangRhea @DrJoannaT @katrina_hutch Congratulations Katrina! Such an important topic.',\n",
              " 'This is todayâ\\x80\\x99s far right talking point. Expect to see it lifted word for word by other unprincipled radicalized conservative ls the way Katrina did here. Theyâ\\x80\\x99re losing, and their desperation is delicious ð\\x9f\\x98\\x8b  j7vYLndJ16',\n",
              " '@_JordanBarber_ ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82 ',\n",
              " '',\n",
              " '1. Nothing was ever stripped away',\n",
              " '',\n",
              " '2. You have TWO Super Bowl appearances and won ZERO! ',\n",
              " '',\n",
              " \"3. Y'all can't win a Super Bowl so y'all bring up Katrina. Classy as always...\",\n",
              " '',\n",
              " '#BlewDatTWICE #AssClown',\n",
              " '@DwightCooper16 @paulsperry_ @katrina_wiser Great point.',\n",
              " '@KatrinaPierson Katrina Pierson proves again that she is without question one of the most delusional people in Trumpâ\\x80\\x99s orbit. Is she totally blind to Trumpâ\\x80\\x99s indiscretions over his lifetime. Amazing.',\n",
              " \"@KatrinaPierson @PSU1Philly1 Well said Katrina. He's so selfish and the  lack of  empathy for his children and wife. I'm embarrassed for poor Kellyanne and can only think this man has lost his mind cause I'm  not sure what she sees good in him.\",\n",
              " '@___Alia ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82 thatâ\\x80\\x99s a good idea',\n",
              " '[Power BI] Exclusive LIVE Community Event #2 â\\x80\\x93 Ask Amir Anything  wTsVuaJ9Rp  FEeBXSmuCL',\n",
              " '@RoopluvsMadhuri @ExMachina1196 My dp actor is Ranbir Kapoor.. Should see his films he is great lolzz',\n",
              " '@katrina_wiser @PatriotBluesT @RepStefanik This Congress woman rocks.',\n",
              " '@yiyos921 @YouTube You tuber from England. I used to watch him since PokÃ©mon Go. Huge you tuber. Plays fortnite CoD and other games. He only streams live events. I used to tell Alex that he was AliAâ\\x80\\x99 number one fan.',\n",
              " '.... idk bout you Alia but a person with no intellect is a huge turnoff ð\\x9f¥´ð\\x9f¥´',\n",
              " '',\n",
              " 'Soz you only met low-IQ/ low-quality men â\\x98¹ï¸\\x8f  KKDUvk2IIo',\n",
              " 'Here wishing a very HAPPIEST BIRTHDAY to one of the gorgeous man alive, Mr. Aditya Roy Kapur. ð\\x9f¥³ Adi looks the best with Katrina, be it on and off screen. â\\x99¥ï¸\\x8fð\\x9f\\x98\\x8d #HappyBirthdayAdityaRoyKapur #AdityaRoyKapur #KatrinaKaif  1NUgCTXfds',\n",
              " 'Alia  qhmZ9goUOh',\n",
              " \"If solving your problems does not work, learn to dissolve them. Part by part, piece by piece. It'll work out, slowly but surely.\",\n",
              " '@iamfhyv ð\\x9f\\x98©ð\\x9f\\x98© bout to go prepare myself to sit in traffic ð\\x9f\\x98\\xad let me go download a movie on Netflix  n5fpr0RM35',\n",
              " 'Game 4 of @npacanada Winnipeg Session',\n",
              " '',\n",
              " 'Final Score',\n",
              " '@edgebasketball: 99',\n",
              " 'Kwo Agwa 17pts',\n",
              " 'Amir Rahimzad 12pts',\n",
              " 'Xavier Spencer 12pts',\n",
              " '',\n",
              " '@Saskatoonbasket: 76',\n",
              " 'Lado Kwajok 17pts',\n",
              " 'Wie Reath 16pts',\n",
              " 'Isaiah Owen 16pts',\n",
              " '',\n",
              " '#ANationInspired ð\\x9f\\x8f\\x80ð\\x9f\\x8f\\x86',\n",
              " '@AmirArison @NBCBlacklist This week I saw the episode of the mentalist you participated in, Amir. I literally screamed when I saw it was you',\n",
              " '@KatrinaPierson Yeah Donald Trump Sure Put His \"Wives\" 1-2-3 Ahead Of His ADULTEROUS Ego Didn\\'t He Katrina',\n",
              " 'Hey ts) alia bhatt Ê\\x9fá´\\x8fá´\\x9cá´\\xa0á´\\x80ÉªÉ´.(@oakleavc), thank you for following me',\n",
              " 'Kobe Giron and Katrina Paterno vs Marc Chua and Trisha Pimentel starts the first game of badminton tournament ð\\x9f\\x8f¸ ',\n",
              " '',\n",
              " '#USTJMA1920',\n",
              " '#DeviateTheNorms',\n",
              " '#GILAS2019  fdhuYytsqi',\n",
              " '@RightWingLawMan @katrina_wiser @carrieunderwood Great Job @garthbrooks ',\n",
              " '',\n",
              " 'You have worked very hard!!!',\n",
              " 'Nice to have ',\n",
              " '\"Friends in Low Places\"',\n",
              " 'Those Friends will always ',\n",
              " 'â\\x9d¤â\\x9d¤you',\n",
              " '',\n",
              " \"Atleast all your songs don't sound exactly the same everytime. Not mentioning names Carrie ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82\",\n",
              " 'Visitors being mad        when they',\n",
              " 'Becuz i mentioned      realised',\n",
              " 'They cant go up       patient is',\n",
              " 'To see the patient    in another',\n",
              " '                                   Hospital.  m7YnQzkOyf',\n",
              " '@___Alia it was hectic, a police man almost got ran over ð\\x9f\\x98©',\n",
              " 'Would you Rather see Trump feel that Amir succeed please step forward!!',\n",
              " 'You know who you are very un-American #ResignNowTrump',\n",
              " '@saimashaheen1 Hiiiii my favourite heroine ð\\x9f¦¸â\\x80\\x8dâ\\x99\\x80ï¸\\x8f, anushka ð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8dð\\x9f\\x98\\x8d',\n",
              " \"Now it's time to bash this id too\",\n",
              " '@SereneKruti ',\n",
              " \"We'll report each and every account  of her unless she maks her shitty id private.\",\n",
              " 'There is no place for anyone who spreads negativity against salman on twitter!!',\n",
              " '',\n",
              " '#shuklasematdarobahugang',\n",
              " '@RightWingLawMan @katrina_wiser @carrieunderwood CMA is almost as bad as Oscar/Grammy... didnâ\\x80\\x99t watch the show because Hollywood now owns them',\n",
              " '@KatrinaKibben @ToddRaphael Katrina!!! Wait...maybe we need to reconsider this all. Should we start a trophy business? Is there an opportunity here ð\\x9f\\x98\\x82 ð\\x9f\\x98\\x82',\n",
              " 'not into beauty pageants but Anushka shresthaâ\\x80\\x99s miss world introduction video is so beautiful made me smile',\n",
              " '@paulsperry_ @katrina_wiser A government detail??',\n",
              " '',\n",
              " 'I thought no one knew who the son of a bitch is!?',\n",
              " '@siamlardcake Siam shud be there',\n",
              " \"@katrina_wiser @dc_comms To top it off she wasn't even fired she was reassigned.\",\n",
              " 'Unfortunately, Amir khan had to cancel today but Sajid khan has obliged!',\n",
              " \"And he's im F1 mood!!! ð\\x9f\\x98\\x86\",\n",
              " '@btstrxnger rap line',\n",
              " \"@Sister_Alia Alhamdulillah glad to hear you're all okay.\",\n",
              " \"How does Liz still NOT have a picture of Katrina..?? Shouldn't red have given her one?? Hell a sketch---something??? wtf #TheBlacklist\",\n",
              " 'Salman is best host for #BB13 When he praises #Shilpa everyone admires him now he praises genuinely then u r shouting nonsense about him',\n",
              " '',\n",
              " '#ShuklaSeMatDaroBahuGang',\n",
              " '@iamfhyv Omg donâ\\x80\\x99t even tell me thatð\\x9f\\x98\\xad i hope it gets cleared in like the next hour for when I get home from work',\n",
              " 'This article talks about pretty believable allegations Kushner gave the OK for Saudi Arabia to arrest Khashoggi, which led to his brutal murder, which Iâ\\x80\\x99ve always believed to be true ',\n",
              " '',\n",
              " '  Zpv1ffdRS2',\n",
              " '@Kanatunga M sure that most of whom voted for SRK and Salman are idiot fans of either or the actors.. ð\\x9f\\x98\\x84',\n",
              " 'If youâ\\x80\\x99re overthinking I get high with ya ~ Amir Obe',\n",
              " 'TOUCHDOWN MAGNOLIA',\n",
              " '',\n",
              " 'Amir Cooper 11-yard run. PAT good.',\n",
              " '',\n",
              " '2:34 1st quarter, Pulaski Academy 18, Magnolia 14',\n",
              " '',\n",
              " '#arpreps',\n",
              " '@anushka_kurian when I was a guide, at the end of the tour this man came up to me and was like \"are u indian\". ',\n",
              " \"I don't want to explain that my parents are Pakistani but I've been in Canada my whole life like my dude....do u really want to hear my life story? All bc I look a bit different?\",\n",
              " 'An excerpt from â\\x80\\x9cWild Woman,â\\x80\\x9d by Alia McMurray, as featured in Americaâ\\x80\\x99s Emerging Poets 2018: Illinois, Minnesota, and Wisconsin  ygCwUvTSWH  t4AXc2LWFB',\n",
              " '@___Alia why was i in traffic for like 30 mins?',\n",
              " '@JanetTxBlessed @katrina_wiser Shifty is a habitual liar.',\n",
              " 'SRK the best  PSw5XYOaDU',\n",
              " '@supersampangi Sat or Sunday update esthe better nov 23 gurnch fans andaru prepare ayyi untaru',\n",
              " 'anushka on YomeLive ',\n",
              " ' h5x2rzcZR4  QfZeiAnV6v',\n",
              " 'A social revolution is taking place under Crown Prince Mohammed bin Salman  5OwgORjVkL',\n",
              " 'ð\\x9f\\x98\\xadð\\x9f\\x98\\xadð\\x9f\\x98\\xad srk make me wet ughh à¦\\x9bà¦¿ !  r1lKSRNsW9',\n",
              " '@carterforva Uber is funded by Mohammed Bin Salman and is bleeding cash.',\n",
              " '#AnushkaSharma thinks #SuiDhaaga co star #VarunDhawan deserves an award and hereâ\\x80\\x99s the reason behind it; Find out -  4o81U1qbYz',\n",
              " '@katrina_wiser @mitchellvii @DanOHerrin AMEN! Tell them again, its going to take a few times for it to get through to them',\n",
              " 'me when it looks like something good might happen: i will not get my hopes up i will not get my hopes up i will not get my hopes up i will not get my hopes up i will not get my hopes up i will not get my hopes up i will not get my hopes up i will not get my hopes up i will not ge',\n",
              " '@ranjeets189 @MikeBloomberg Those police that are \" killing innocent black men\"? the police that did nothing in parkland? The police that bulldozed an elderly woman after hurricane Katrina? The police planting drugs in people\\'s cars? ',\n",
              " '',\n",
              " 'Btw. Warren v. D.C police have no duty to protect you.',\n",
              " 'anushka on YomeLive ',\n",
              " ' h5x2rzcZR4  jNB8xTK8K3',\n",
              " '@amir_dailey Never pointless ð\\x9f\\x9a¨ im cookin anybody in the paint with me',\n",
              " 'love my homies, this week has been the funniest week everrrrrrð\\x9f¥ºð\\x9f\\x92\\x9d @tavwiii @Amir  nEhFmPLJ6S',\n",
              " \"#AnushkaShama: Want to bring back '90s nostalgia\",\n",
              " '',\n",
              " 'Via. Mohar Basu ',\n",
              " '',\n",
              " ' breaGVDtzC',\n",
              " 'QLD JOB: Digital Experience Analyst, University of Southern Queensland',\n",
              " '#SNGGThatJob',\n",
              " '',\n",
              " 'Closing date: Sunday 23 November 2019',\n",
              " '',\n",
              " 'More info:  dqjsgUMtK1',\n",
              " '@flyguykuew Foh nigga u not on a lot itâ\\x80\\x99s pointless',\n",
              " 'Amir Ado, Zorana Grujic lead the Cougs at the NCAA West Regional!',\n",
              " '',\n",
              " 'ð\\x9f\\x93°&gt;&gt;  0EzAdanTK9',\n",
              " 'ð\\x9f\\x8e\\x99ï¸\\x8f&gt;&gt;  PNvagoilIK',\n",
              " '',\n",
              " '#GoCougs | #CougsVsEverybody  w7tr5s6MMP',\n",
              " '@SKYRIDER4538 @katrina_wiser @RepAdamSchiff The dems prepare these witnesses . It is in tbe same monotone because they practice there speeches',\n",
              " '@katrina_wiser @RepStefanik Rising ð\\x9f\\x8c\\x9f',\n",
              " '@data_katrina @AnnUJackson @lukestanke @lorna_eden What a concept eh?!',\n",
              " '@amir_dailey that donâ\\x80\\x99t matter cuz when Iâ\\x80\\x99m on I be gettin busy! ask odell and sheâ\\x80\\x99ll about yesterday! Ima MONSTA',\n",
              " 'We get our shiitakes from a local guy named Amir and his mushrooms are SO fricken plump and plush today... Iâ\\x80\\x99m about to start crying in awe on the clock lmao',\n",
              " 'They can make a girl look nicer  pKdbbMmSgK',\n",
              " '@katrina_wiser @RepStefanik She was ok with Bidens bribe to fire a prosecutor looking at that gas company too. Yeah the previous pres of ukrain ran off with 40 BILLION but she was all over it cause she a corruption copð\\x9f\\x98\\x82ð\\x9f\\x98\\x82Effective? Fuck she was party to the problems obviously.',\n",
              " 'Goaaalll !! Alumni FC takes the lead with a great score from Amir !!! ',\n",
              " '',\n",
              " '1-0 now. ',\n",
              " '#kaedleague19',\n",
              " \"@bishwa55900127 Salman Taseer was murdered by Islamic Fanatics 8 - 9 years ago. And you are bringing up some random tweet to justify Atish's OCI revocation ? \",\n",
              " '',\n",
              " 'Are you serious ? Does this make sense ? This ridiculous foolishness makes me wonder about the rest of your research, i.e.the F16 shoot.',\n",
              " '@PontiacMadeDDG You need to be more lyrical then you will achieve greatness',\n",
              " 'Report Alert â\\x9a\\xa0ï¸\\x8f',\n",
              " '',\n",
              " 'Steps to follow',\n",
              " '',\n",
              " '1.Go to this profile @/ RealKrutika ',\n",
              " '',\n",
              " '2. Select â\\x80\\x9cReportâ\\x80\\x9d option',\n",
              " '',\n",
              " '3. Select â\\x80\\x9ctheir tweets are abusive or hatefulâ\\x80\\x9d',\n",
              " '',\n",
              " '4.Engaged in Targeted harassment ',\n",
              " '',\n",
              " '5.Someone else',\n",
              " '',\n",
              " '6. Select any 5 of his tweets mentioning Salman ',\n",
              " '',\n",
              " '#ShuklaSeMatDaroBahuGang',\n",
              " '@flyguykuew Nigga u act like u be on like that Foh',\n",
              " '@katrina_wiser @RepStefanik Please dear talk to me in my mail box i got something important for you',\n",
              " 'Apple should have named their Mac OS after hurricanes... ',\n",
              " 'ð\\x9f\\x8c\\x80Katrinað\\x9f\\x8c\\x80 Dorian',\n",
              " \"We had a great time at #HiredSummit Here is our CEO Amir Savar talking at the Agile Education panel. We had some amazing meetings and met some great people like @g8rojas from @WeSabio. Very productive conference and can't wait till next year!  xEs0lwrdK9\",\n",
              " 'Excited to speak at  BIYU3kPjE7 LIVE tomorrow in Houston! Whose going???  #speaking #knowledgeispower #alwayslearning #speaker Salman Solutions  XpS09JFKNE',\n",
              " 'I canâ\\x80\\x99t believe Elizabeth left Agnes with Katrina ð\\x9f¥´#TheBlacklist',\n",
              " '@shala_beads @Lrihendry @realDonaldTrump Really? Protects Trump? 3 yrs of coSntant HARASSMENT! DESPITE THAT HE IS STILL KICKING THEIR ASS! Stone was convicted by \"Swamp\"jury! Tell us how are they protected again? You must mean Hillary,Comey,Brennan,Clapper,Strzok,Page,the Ohr\\'s,Yates,Rosenstein,McCabe et alia!',\n",
              " 'â\\x80\\x9cNone of your concernâ\\x80\\x9d by @JheneAiko &amp; a blunt is a whole vibe ð\\x9f\\x98\\x8c',\n",
              " '@Insane_Suraj He did not reject Munnabhai! They started shooting with Makrand Deshpande as circuit and Sanjay Dutt as Zaheer  but then SRK go those back problems. The producers could not wait for him to recover hence he was replaced.',\n",
              " '@GulliverSchools #JrK Ss hosted a Farmers Market today to conclude #WellnessWeek! They invited #SrK &amp; #PreK Ss to enjoy the yummy &amp; healthy snacks they learned to make in class with @FlikISDining. MS Ss joined today to help JrK Ss remake the snacks. ð\\x9f¥\\x92ð\\x9f\\x8d\\x93ð\\x9f\\x8d\\x8cð\\x9f\\x8d\\x85ð\\x9f\\x8d\\x8d #GSLearning #ThankU  fqAxyl05ec',\n",
              " '@jase_1972 @SwampFox214 @BeJamesMadison1 @VoiceOfReasonNW @jonlmann1986 @Gram247 @katbritton08 @jimbo_always @Dadsbreak @grampazachary @JoeySpringer40 @EhchGee @zephyryne @VILVNV @VinceGottalotta @nofaithinhuman5 @Fueldog1 @naturelover3333 @Sharigirltn @BobC7000 @jebeess34 @cubancafecito @punmasterflash @PennyPo47428324 @SandraSBreen @Underpressure60 @MikkelsonsMad @ItsStillDan @misshellca @DanFoc77 @LasparriNYC @VT_JizzyFingerz @Destrier15 @RegulatedWell @Slickster0353 @TheLearnedJDP @frederickscior1 @Moezyboy @MargaretChaseS2 @mnb84 @Suzanne54837213 @ccinthemiddle @JPATI72 @garner_forest @DrSMDHdaily @LandLockedLass @TT197 @Quiet_steph @Big_crusher1000 @littleideaX Only in the minds of the lightweight quasi literate who also believes the world is ending in 12 years, and the Republican weather machine steered Katrina into New Orleans to kill black people.',\n",
              " '',\n",
              " 'These people are disconnected from reality in a thousand different ways. ð\\x9f\\x98\\x8eâ\\x9c¨',\n",
              " '@MonaSeth11 @PadhyRanjit @justvoot @Vivo_India What are u talking of. Its big boss house,  where eventually everyone wants to be more up than others.  ',\n",
              " 'You see it in todays,  weeken ka war,  salman will bas rashmi for being extremely  slow and non reactive in home.  ',\n",
              " 'Agar rashmi ko prob ni hoti,  to baat hi ni krti',\n",
              " '@aims_akmal Other highlights included â\\x80\\x9cyou talk like another girl from Kerala I know! Really you talk the same!â\\x80\\x9d ð\\x9f\\x99\\x83',\n",
              " \"@hitman604 @katrina_wiser No Chris. If you aren't moved, then you're not a Dem Crow. #DefeatDemCrow\",\n",
              " 'Life is too short for nonsense, cut out all the negative vibes, all the drama, ignore the gossip, let go of all the fakeness!',\n",
              " '@katrina_wiser @griff4d1 Different set of rules for annointed people...',\n",
              " '@ltlgcoach @katrina_wiser Of course he did! Worst president ever.',\n",
              " '@fatehahasna Mane',\n",
              " 'Have you see #super30 ? Yes it has a melodramatic streak and Hrithik doesnâ\\x80\\x99t look the part at times. But I loved it. The dialogues, the casting, even the constant refrain of Raja Rank, Ank. Amitabh Bhattacharya is a genius lyric writer. @mrunalofficial20â\\x80¦  qI84JwWPkn  fh4HUtRkUF',\n",
              " 'Salman Al-Saud and the pig and his son, who hit the wall tightly Islam are the pigs and the herd you play the game will throw you into the sewer for humans to Mralasor allies of the Zionist Sncolha fire Stoklkm and teach those who do wrong any Capsized turning',\n",
              " \"@katrina_wiser @realusafreedom #FUX THES GLOBALIST ð\\x9f\\x8c\\x90ð\\x9f\\x91¹ð\\x9f\\x8c\\x90EX PREZ'S  p2EyuqZ92d\",\n",
              " '@fictionheaven @KateApril_369 @RitaaJayy Katrina she says that you like my pic and maybe weâ\\x80\\x99d be great GFâ\\x80\\x99s! How you think about that?',\n",
              " 'Happy birthday bro',\n",
              " '\"SRK back in the Studio.\"',\n",
              " '',\n",
              " 'Source: \"He joined the shoot after a few days of his birthday and shot for 3 days, then attended a film festival. While he resumed shoot on Wednesday, he was joined by Saurav Garjar who plays one of the antagonists in #BrahmÄ\\x81stra\"  rvRqdsWbwD',\n",
              " \"#JHMS me 90's wale SRK se better Wala SRK tha. SRK was so fucking good as Harry. The best! Period  I8IpteieLW\",\n",
              " 'Come and visit my new website:  YlNM7poM5Q  plDTjzgSfd  QjD5pZkMOW',\n",
              " \"@Tinyhoseokk @amir_ezen @BTS_twt I was so close!!!!ð\\x9f\\x98\\xad I discovered them in February. I'm glad you're posting these or else I may never have known!\",\n",
              " 'little alia                   big aliað\\x9f¥°ð\\x9f\\x92\\x95  p5auEvSS2y  V82GVrlE7M',\n",
              " \"@Riya_Ssingh @RealVinduSingh @BiggBoss @ColorsTV Yeah! He sees himself in shukla rit... So he wants d only ppl who stand up to salman and the harassment they r facing tat they won't get jobs outside n stuff... life threatening comments to be passed... to leave d houseð\\x9f¤£ #ShuklaSeMatDaroSalman\",\n",
              " 'Amir over here digging through his candy from Halloween trying to be grown lmaooooo.',\n",
              " 'â\\x80\\x9cCaliforniaâ\\x80\\x99s job market powered ahead in October, as the unemployment rate dropped to a new low and payrolls continued to grow.â\\x80\\x9d  ihGxd3pEiG',\n",
              " 'I want to reach the heights of stardom beyond my imagination. Ranbir Kapoor',\n",
              " '@iamhamzaabbasi You can use acting as a tool to teach people about Islamic history for example, you should explore drama serial similar to Ertrugul but linked to Indian subcontinent. For example Akbar the great Mughal emporer or even Khalid bin Walid etc. Just some ideas :)',\n",
              " 'I only compete with myself - Shahrukh Khan ð\\x9f\\x94\\x91  eqEDCv1qfk',\n",
              " '@kat2020maga @katrina_wiser What bothers me about her, is the fact she was let go a month prior to the phone call...so whatâ\\x80\\x99s her beef...?  The fact she was let go...',\n",
              " 'The MSM seem to forget that Obama got rid of ALL the Bush Ambassadors ð\\x9f¤«',\n",
              " '@Wyn1745 @katrina_wiser How did she become and ambassador to anywhere other than Haiti?',\n",
              " \"@swiggityswoi agreed, but they weren't angels to begin with and didn't have much of a choice post the karma of WW2\",\n",
              " '',\n",
              " \"a romantic take on history defies its character - nowadays it's us not them who continue to feed into the colonial hangover that now goes by new names\",\n",
              " 'HONEST FEEDBACK ð\\x9f\\x94¥',\n",
              " '',\n",
              " 'G21â\\x80\\x99s reeeeeeal &amp; honest feedback with results! Frenny Katrina Mejia thank you for trusting G21. Love looooove youuu! Mua! ð\\x9f\\x98\\x98',\n",
              " '',\n",
              " 'Ctto.',\n",
              " 'Baby Amir ð\\x9f¥°ð\\x9f¥°ð\\x9f¥°ð\\x9f\\x92\\x99  IzFcdZMHMq',\n",
              " 'I knew it was a lie when he told it.',\n",
              " 'My friend amir is a crackhead but I love him lmao',\n",
              " '@learning2fly6 @katrina_wiser @TuckerCarlson @ACLJ @VP @realDonaldTrump @alvedaking @Franklin_Graham @EpochTimes @frfrankpavone This judge should be removed from the bench.  He has deep ties to Planned Parenthood and is obviously conflicted and yet did not recuse himself.  He prevented the defense from presenting most pertinent evidence which made the trial a farce, a kangaroo court.',\n",
              " \"it was an honor to be part of today's ceremony to honor my great grandfather William Ryall  TRlAooJgep\",\n",
              " '@America1stTiger @katrina_wiser Anti F irst A mendment',\n",
              " \"we're recording next week's episode (going up on the 25th) early since katrina is going to be out of town. do you have any questions that you want us to answer on next week's episode? leave them below ð\\x9f\\x91\\x87ð\\x9f\\x91\\x87ð\\x9f\\x91\\x87\",\n",
              " 'This is all I ask for.  ktmm1E6lOe',\n",
              " '@riverperkin @wallacetim @voltzgj Or if I were to avoid generalization: making UBC campus safe for students',\n",
              " '@THeinrich22 @katrina_wiser It would be comical weâ\\x80\\x99re it not so serious.',\n",
              " '@riverperkin @wallacetim @voltzgj I currently work in UBCâ\\x80\\x99s Safewalk service where students who do not feel safe to walk home request safe walkers to accompany them. Having talked to several of the clients, I know lighting plays an important role for making streets safer for people.',\n",
              " 'Iâ\\x80\\x99m in A&amp;E and Lydia and Alia are here bullying me lmaoooo',\n",
              " 'Saaaame ð\\x9f\\x98¿ð\\x9f\\x92\\x94  oSjOkoj1jX',\n",
              " \"@KatrinaPierson @DonaldJTrumpJr Really Katrina?  Your ideals don't seem to apply to your dear leader who screwed a porn star, paid her off and then lied about it all the while his wife was pregnant.  Delete your account.\",\n",
              " '@riverperkin @wallacetim @voltzgj People are encouraged to shift towards active modes of transportation (for health benefits, sense of community, less congestion, etc.) but the infrastructure fails to support this shift. In this case, support in terms of creating a safe space, both objectively and subjectively.',\n",
              " '@Pismo_B @katrina_wiser I have thought that there was something Very Fishy ever since Jeffery Epstein was Suicided',\n",
              " 'Bout to rewatch suite life of Zack and Cody',\n",
              " \"Shout out to Katrina FadeQueen Johnson for the fresh fade y'all go check her out at Great Clips in Okmulgee.\",\n",
              " 'Iâ\\x80\\x99m seeing a lot of wedding day pictures popping up with the brides and grooms smiling along with their grandparents and I cannot help but think Iâ\\x80\\x99ll never have that. My sister will never have that. Iâ\\x80\\x99m broken.',\n",
              " 'Elizabeth May; Salman Rushdie; Ontario Regional Review  9d59JJ0Rmt via @YouTube',\n",
              " 'Hrithik Roshan mourns the demise of genius mathematician Vashishtha Narayan Singh : Bollywood NewsÂ\\xa0Hungama  yF5xKSxZoj  FHl6sulh7f',\n",
              " '@Komal1167 Alia',\n",
              " '@riverperkin @wallacetim @voltzgj I totally understand where you are coming from, my most recent encounter with this issue was when I couldnâ\\x80\\x99t see the meteor shower due to downtown Vancouverâ\\x80\\x99s light pollution! I guess I am looking at this issue through a sustainable transportation planning lens.',\n",
              " '@katrina_wiser @BillWes76233793 Why do we call them civil SERVANTS? Marie Yovanovich makes &gt;$168,000.',\n",
              " '@PatriotBluesT @katrina_wiser @realDonaldTrump GOOD ---!!!    THESE SOLDIERS, ARE JUST ',\n",
              " 'DOING THEIR JOBS,    AND  THEY ARE GETTING--- PUNISHED FOR IT----    STOP. !!!',\n",
              " 'So Amir wants pancakes and bacon and I want crab cakes ð\\x9f¥´',\n",
              " '@sammyrigaud They are so goodâ\\x9d¤ï¸\\x8fâ\\x9d¤ï¸\\x8f',\n",
              " '@wasimakramlive @KarachiKingsARY @Salman_ARY Why we donâ\\x80\\x99t see too many Hindu playing cricket in Pakistan as compare to we see Muslims playing cricket in India. We see lot of Muslim players in Indian cricket team and in various IPL teams across the country. Can u promote cricket among minorities in Pakistan',\n",
              " 'So are we not going to talk about Lindsay Lohan dating Mohammad bin Salman?',\n",
              " '@kbsalsaud @Badermasaker',\n",
              " 'ð\\x9f\\x8c´Your Highness, &amp; Faithful Minister to Royal House of Saud. If possible, please tell HRH that a Praying USA Woman bids Holiness to all of Saudi Arabia for Generations!',\n",
              " 'â\\x9c¨PEACE To His Royal Highness Crown Prince Mohammed bin Salman bin Abdulaziz Al Saudâ\\x9c¨',\n",
              " 'Here is a brief TV snippet of Katrina Track Gateway Memorial Ceremony. That is me opening the gate  Ao9URIT2Co',\n",
              " 'Mandem you know when you lift the toilet seat up and it drops outta no where ANDDDD THE BANGG it makes, louder than a grenade strapped onto a RPG, strapped onto a missile',\n",
              " '@Anushka_Vyash good morning',\n",
              " \"@hitman604 @katrina_wiser Wallace is ready for an early retirement, or he's just in time, we have heard enough from you.\",\n",
              " 'Why am I so dumbð\\x9f\\x99\\x83',\n",
              " 'WISH YOU WELL by Amir Obe',\n",
              " ' tQ1e0CfSSe',\n",
              " 'Anushka Sharma Looks Ravishing in White Statement Dress  ckeSKCudLw  HmZcW1o7E8',\n",
              " '@Alia_Dara Amenð\\x9f\\x99\\x8fð\\x9f\\x8f¾ð\\x9f\\x99\\x8fð\\x9f\\x8f¾ð\\x9f\\x99\\x8fð\\x9f\\x8f¾',\n",
              " 'I think Larry the Cable Guy has Disney gigs. Dane Cook fell out of the spotlight. Carlos Mencia got called out for stealing jokes and made a shitty Hurricane Katrina and it was curtains got him.  DjuPbZ6A0V',\n",
              " '@KatrinaPierson Katrina Pierson. haha omg. Are you actually a senior adviser to the leader of the free world?',\n",
              " \"Calling Mahira Sharma 'Bade hooth wali chipkali' was a very insensible comment. And yes also Khesari calling Sana Bhains jo faat jayegi was so crass! ð\\x9f\\x98·\",\n",
              " 'Salman must bash Bhau &amp; Khesari for this! #BiggBoss13 #BB13',\n",
              " 'Bin Salman tapping up Messi ð\\x9f\\x92\\x89my Owner #MUFC #MUFCFamily  uriWURuweK',\n",
              " \"Tonight's starting five for Milwaukee:\",\n",
              " '',\n",
              " \"Te'Jon Lucas\",\n",
              " 'Darius Roy',\n",
              " 'DeAndre Abram',\n",
              " 'C.J. Wilbourn',\n",
              " 'Amir Allen',\n",
              " '@LankLondon @katrina_wiser No you are absolutely not effing bona fide enough',\n",
              " 'i updated my free-agent stuff!! wowee!! i thought it needed some touching up from last time, plus im getting back into the game so i need the exposure again. puh-lease retweet if you care about this pika finding a new place to call home  wpeSOd8m2j',\n",
              " '@millieannmiller @PatriotBluesT @katrina_wiser @realDonaldTrump Birds of a feather...',\n",
              " 'â\\x80\\x9cWe were playing for the city of New Orleans.â\\x80\\x9d - @Reggie Bush',\n",
              " '',\n",
              " '',\n",
              " '',\n",
              " 'Three years after Hurricane Katrina, the 2009 @Saints brought a title home ð\\x9f\\x8f\\x86 #NFL100',\n",
              " '',\n",
              " '',\n",
              " '',\n",
              " 'ð\\x9f\\x93º: NFL 100 GREATEST TEAMS on NFL Network  uO8srxwaHs',\n",
              " '@hitman604 @katrina_wiser Did he say that about Kavanaugh?',\n",
              " 'Seeing a new side of Katrina, and I love itâ\\x99¥ï¸\\x8fâ\\x99¥ï¸\\x8f  4CA2rSdIDO',\n",
              " '@supercheryl @Freeyourmindkid It might already be too late...',\n",
              " 'Rewatching Ichabod and Mr. Toad:',\n",
              " '',\n",
              " 'Toad is a whole GD mood as an adult.',\n",
              " '',\n",
              " \"Ichabod swoops in on other people's opportunities. Likes Katrina's money more than her.\",\n",
              " '',\n",
              " 'Katrina is a trifling hoe.',\n",
              " '',\n",
              " 'Braun is just doing his best and does all the work. Why they gotta do him like that?',\n",
              " '@katrina_wiser @CudaChick1968 I guess that there are no Liberals on Twitter? I have yet to see anyone other than media postings that think impeachment is a necessary thing! Other than a waste of time and legit taxpayers money...',\n",
              " \"@NRM16192787 @OfficeVGM N he was screwing paras tellin he got hurt wen d boxes were thrown.. even I've been in ring n wen i fight there i srsly dk if I've got hurt in tat anger udk anythin... I infact get to knw d pain after a very long time..\",\n",
              " \"So this doesn't give the rights to salman to threaten paras!\",\n",
              " '@ibrahim22631641 Salman took name of arhaan and himanshi but Arhaan is ev',\n",
              " 'In the case considered rare ...',\n",
              " 'Palestinian Mahmoud Khatib from the Gaza Strip has four male twins, whom he  (Amir, Yahya, Mohammed, and Majd).',\n",
              " 'Karena #AhokBikinRusuhNegri  edFGMHTeyG',\n",
              " \"Enjoy notts guys :3 I'll be back on next year's Malaysian games, stronger and better! ð\\x9f\\x98\\x8eð\\x9f\\x94¥\",\n",
              " '@LankLondon @katrina_wiser @Shareaholic Did you think the Hunger Ganes was a movie?',\n",
              " '@ColorsTV @Vivo_India @BeingSalmanKhan He is disgusting, and salman has nothing to say him as usual',\n",
              " '@RoseDC11 @katrina_wiser @realDonaldTrump She was coached adequately.  She talked a lot but didnâ\\x80\\x99t say much and didnâ\\x80\\x99t really answer most of the questions asked by any person that wasnâ\\x80\\x99t a democrat.',\n",
              " '@brfootball @Gloriious_SRK @AshLRHG Trophy ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82',\n",
              " '@avyjae @breathingu @zeezzus @74deltoro_ @Vxnni @mattyannis 3. No you imbecile not shooting a tornado. The mass mayhem that ensues after before help arises. The crime rates that spike the looting and robberies. there are multiple instance of people during hurricane Katrina protecting their homes using ar-15s.',\n",
              " '@NRM16192787 @OfficeVGM He shud hv screwed shukla there... Cuz he did show his aggression there to tat tiny girl n in other tasks also .. salman just told \"stay lil calm\" n changed the whole damn topic!',\n",
              " '@anushka_kurian y i k e s',\n",
              " '@AlwayzInTrouble This tho.',\n",
              " \"@PatriotBluesT @katrina_wiser @realDonaldTrump Couldn't believe I was seeing that. Will never forget. The other was when Obama speaking at West Point and telling all this talented, intelligent cadets that their biggest challenge would be Climate Change.\",\n",
              " '@LankLondon @katrina_wiser No Thanks.  EtJIW3HWOP',\n",
              " '@zookeeperjake After Katrina or Ivan animal planet ran a special on the orange beach zoo and how there were people there the whole time and how they were moving animals into the bathrooms etc some even brought animals home with them if they couldnâ\\x80\\x99t stay',\n",
              " 'Anushka Shrestha - Full Introduction (Miss World Nepal 2019)  tn461zsTaF',\n",
              " \"It's look like a human in mascot ð\\x9f\\x98\\x82  dtEySZgr4z\",\n",
              " 'The fire going on in shoreham is so sad ð\\x9f\\x98\\xad .... how am i getting to my yard since they wanna lock everything off',\n",
              " \"When describing salman khan's MEGAR SUPERSTARDOM even oxford dictionary doesnt have the words to describe it\",\n",
              " '',\n",
              " 'Surely salman has raw stardom and loyal fans he doesnt need PR',\n",
              " '',\n",
              " 'THE SALMAN KHAN',\n",
              " 'THE PHENOMENON',\n",
              " \"@sambhavnaseth @BiggBoss Sukla is the main culprit, cunning,. Dictator in #BB13. The way he act like he is the SRK of Bollywood. Infact SRK don't show this kind of attitude. Thanks to #BB13 for unmasking the real dirty Siddharth Sukla. So cheap mentality Sukla\",\n",
              " '@millieannmiller @katrina_wiser @realDonaldTrump Yes it was!',\n",
              " '@Abby419e @nawaf__alAbid24 @salman_f13 @18andrecarrillo @BafGomis @Alhilal_EN @fayez_malki @Turki_alalshikh Bro your nose is bigger than mine',\n",
              " 'When you have to write long ass essays and no ideas coming up, the only thing you have is using the thesaurus to find similar word meanings that have higher word count so that your word count increases ð\\x9f\\x99\\x83',\n",
              " '@Sachislife Happy birthday Bhai. Have a good one.',\n",
              " 'Criiinge  lQUZnx75bQ',\n",
              " \"Did cats actually recognize about the reflection? It seem they're!  TMW6ckKds0\",\n",
              " 'Hurricane Katrina Historic Storm Surge Video - Gulfport, Mississippi  JWmplfnZDt via @YouTube',\n",
              " 'Kareena Kapoor Khan and Ranbir Kapoor shared THESE things about each other; Find out -  UC3DWMlF7t  elG1b4pzgu',\n",
              " '@sambhavnaseth @BiggBoss This is only happening in BB13 where Siddharth is the Monarch and he will rule and he is always right and he will be the winner. Others were always wrong..... Siddharth provokes other and pull the limelight toward him. And Salman scold others. Stop ur dictatorship Sukla #BB13',\n",
              " \"@katrina_wiser @NevadaElJefe I'm old enough to remember when the Democrats lost their shit over W replacing all the Clinton-appointed federal attorneys.\",\n",
              " \"@PatriotBluesT @katrina_wiser @realDonaldTrump Trump rocks. Remember Obama in Rose Garden with the deserter? One of the worst moments in America's history.\",\n",
              " 'COLLECTORS/ART LOVERS - Bid on or View works selected by Elisa Sednaoui and Princess Alia Al-Senussi of Libya for 19/11 CONTEMPORARY CURATED Sale @Sothebys ',\n",
              " '',\n",
              " '10 works sold will benefit the Elisa Sednaoui Foundationâ\\x80\\x99s Funtasia project ð\\x9f\\x8e¨â\\xad\\x90ð\\x9f\\x8e\\x93 ',\n",
              " '',\n",
              " 'ð\\x9f§\\x90  kkjGHcML8g  PfGWP56vHe',\n",
              " '@katrina_herrell You just hate all sports huh? ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82',\n",
              " '@ColorsTV @Vivo_India @BeingSalmanKhan I wish Salman again Cheers #SidNaaz and we get to see some love vibes in the show.',\n",
              " '@Ammir @farnazfassihi @nazar You should be getting some Gram for your efforts, Amir ;)',\n",
              " '@_KatrinaSchmidt @DCist Thanks, Katrina!!',\n",
              " 'Alia can like my tweet but not respond to my text.  m4NALltn10',\n",
              " '@katrina_wiser @THeinrich22 They donâ\\x80\\x99t care. Everything they do is right &amp; everything we do is wrong.  Thatâ\\x80\\x99s why itâ\\x80\\x99ll be Trump 2020. MAGA ð\\x9f\\x87ºð\\x9f\\x87¸',\n",
              " 'is Qatar a rude word now or smth?',\n",
              " '@LASHATYA Itâ\\x80\\x99s just the look of dark water idk lol',\n",
              " '@5_stelly The weed before Katrina',\n",
              " '@Jomboy_ Amir Garrett vs Myles Garrett. Make it happen.',\n",
              " '@nocontextunited Bailly or Rojo',\n",
              " '@katrina_wiser @conserv2mysoul @RepMattGaetz serious not series',\n",
              " '@ShannonOliveir1 @DennisDill @BLoveSoulPower Thanks so much! It looks amazing. There is so much propaganda around our schools post-Katrina. But, the new stats are showing the truth. Over 44% of our schools are F rated. Itâ\\x80\\x99s a disgrace. Corruption and fraud are destroying our schools. #healingschoolsouls',\n",
              " \"@oweee_Katrina I'd get it if it were deeper water but the bathtub too tho?\",\n",
              " '@DGPurser @katrina_wiser Youâ\\x80\\x99re FIRED!!',\n",
              " '@katrina_wiser @adriandt31 @RepStefanik Great job by @RepStefanik !!',\n",
              " 'Another old one. Alia from the MMX series  t8Ingr9CGb',\n",
              " 'Back to back Katrina Chandler buckets for Fort Lewis College, and the Skyhawks open on an 11-0 run. Timeout Highlands with 6:15 to go first quarter. FLC faster, more alert and simply better here early. #RMACwbb',\n",
              " 'Just Listed in #Swansea #IL. 4796 Katrina! Please retweet!   JjBUFzPYfu  e5Tfrwgnaz',\n",
              " '@katrina_wiser @RepStefanik The dem women go from bosey to mousey',\n",
              " '@YE0NJOONS @P1XYJE0N Why you sang it \"haa haa haa HAA-HAA\" ð\\x9f\\x98\\x82 i can\\'t',\n",
              " \"Exclusive Interview: @KatrinaLaw chats about joining the cast of @HawaiiFive0CBS, what's ahead for Quinn Liu, and thanks the fans for welcoming her.  yz7cbvwe1K  N5ceQSQCNA\",\n",
              " 'Andre Amir: A Fashion Icon of Men  VjI7rGBjvP # ð\\x9f¤©',\n",
              " '@aykaay47 @iHrithik Lmao he looks like tiger Shroff more than Hrithik',\n",
              " 'Salman Khan on Kick Start Too Much Fun on Stargold part 1  SRKTIh5V70',\n",
              " '@YourFavorrrite_ Amir started teething at 3 months ð\\x9f\\x98© thatâ\\x80\\x99s why I thought his teeth was going to come early',\n",
              " 'Lol.. that other hash tag \"matdaro salman\" got gul only.. sirf apna wala hi trend kar raha hai.. so proud.. #ShuklaSeMatDaroBahuGang',\n",
              " \"@KatrinaPierson The Country's soul is at stake Katrina and you won't have a job come 2020 so that's why you're sad.\",\n",
              " \"@salman_khilji I don't disagree with that. I'm just saying it started off with the british drawing the borders for india pak,\",\n",
              " 'Egypt sudan, palestine israel',\n",
              " '@OMGitsAliA i use code AliA in the item shop ye ye  FQtj0uGREe',\n",
              " '@carolinedeyga @NoisesOffPlay @Rouse3Simon @katrina_bryan @suzie_mcadam Ooh looks like a local hero reunion! Hope youâ\\x80\\x99re all doing great ð\\x9f\\x98\\x81',\n",
              " '\"The world will no treat you better just because you think you are a good person\" ...',\n",
              " 'katrina chandra i LOVE you',\n",
              " \"Katrina Kaif has the cutest reaction to Sunil Grover's morphed picture with Katy Perry - Times of India  RINFLf8SmV\",\n",
              " 'Karachi Kings should have to buy fawad Alam in squad for psl 2020...',\n",
              " '@iamfawadalam25 @KarachiKingsARY  @Salman_ARY @thePSLt20',\n",
              " 'Might as well get married right now, at least penat balik kerja boleh starlight dahi bini.',\n",
              " \"@katrina_wiser @THeinrich22 It's only bad when Trump does it.\",\n",
              " 'I will date a SRK Fangirl just to say DDLJ is overrated.',\n",
              " '@theedepistolary @DennisDill Interesting you mention Katrina..I got to hear @BLoveSoulPower speak today..You should read this book  OQSDKzxF7i',\n",
              " 'Still not sure about John Le Carre. Admire him as a writer, and good for him for signing that letter to the Guardian, but this still bothers me. First he deserted Salman Rushdie. [Look, \"The Satanic Verses\" was praised by Michael Foot in the Guardian.]',\n",
              " 'I canâ\\x80\\x99t wait til Amir ainâ\\x80\\x99t stun me like Roc ð\\x9f¤¦ð\\x9f\\x8f¾â\\x80\\x8dâ\\x99\\x80ï¸\\x8fð\\x9f\\x98\\x82 breastfed babies be clingy af... Roc was clingy too but it was different cause it was just him at the time ...',\n",
              " 'These Madrasa Students believe in everything said by these Fake Mullahs. God Forbid Donâ\\x80\\x99t let another Salman Taseer incident happen,i can see another Mumtaz Qadri is in making. May Allah Pak keep IK and everybody save, aameen. ',\n",
              " '@DCLahore @KP_Police1 @MashwaniAzhar @ImranKhanPTI',\n",
              " 'Nick Groff &amp; Katrina Weidman share their stories! #radio  R9w1kStSZj  4guBI90shR',\n",
              " 'Aishwarya Rai Bachchan, Alia Bhatt, Anushka Sharma, Kajol, Vijay Deverakonda And Many, Many More  ',\n",
              " '',\n",
              " 'New Delhi:Â\\xa0',\n",
              " 'Katy Perry, who is in Mumbai for her upcoming concert at the One Plus Music Festival, was given a warm welcome by ... ',\n",
              " ' 6akJRFufN1',\n",
              " \"20 minutes to go and hopefully Red and Katrina go to blows I'm ready for it #TheBlacklist  rsySBjecKG\",\n",
              " '@TopofNepal Salman Khan Fans Must watch this Tubelight  3G4J6ICAEs',\n",
              " '@Madcowmoomoo @izboogie @TDL555 Hey the Celtics beat the 73-9 Warriors with a midget (IT), a fat guy (sullinger), a Canadian with T-Rex arms (olynyk), a doofy guy with just a high school degree (amir johnson), Swedish Larry bird (Jerebko), and the greatest player in the entire world (lord Marcus Smart)  MISgPbNhye',\n",
              " '@training_nepal Salman Khan Fans Must watch this Tubelight  zEv1trPloB',\n",
              " '@coolala124 @clab_srk @iamsrk Junior SRK',\n",
              " '@katrina_wiser @Wyn1745 @RepStefanik This woman is a rising star ð\\x9f\\x8c\\x9f!! ð\\x9f\\x91\\x8fð\\x9f\\x8f»ð\\x9f\\x91\\x8fð\\x9f\\x8f»ð\\x9f\\x91\\x8fð\\x9f\\x8f»â\\x9d¤ï¸\\x8fð\\x9f\\x87ºð\\x9f\\x87¸ð\\x9f\\x92ªð\\x9f\\x8f»ð\\x9f\\x92ªð\\x9f\\x8f»ð\\x9f\\x92ªð\\x9f\\x8f»',\n",
              " '@AntonioParis @SettleTheStars Not quite the rings i expected to see',\n",
              " 'Alia keep looking at myke saying momma ð\\x9f¤£ð\\x9f¤£ð\\x9f¤£',\n",
              " 'Sadder than a tweet will allow me to express, and iâ\\x80\\x99m going to miss having you as my ETL, but I know that youâ\\x80\\x99re moving on to bigger and better things, and I couldnâ\\x80\\x99t be more happy for you! Youâ\\x80\\x99re valued and appreciated more than you know! ð\\x9f\\x99\\x8fð\\x9f\\x8f¼â\\x9d¤ï¸\\x8f @CarlyTGT  RWBUlazrIW',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  sdr1uphP8F',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  xyVAsEFJoN',\n",
              " 'They should make a movie for this battle  frtlw2vzIn',\n",
              " '#Schiff did not let the clowns disrupt the hearings today... bravo!!!',\n",
              " '@ShannonOliveir1 @DennisDill Interesting. The average teacher life span in New Orleans is 2 years. I worked with many young and enthusiastic teachers who pledged to never leave here. They are all out of education now and this state. I think we have a different level of issues-after Katrina.',\n",
              " 'The headline ð\\x9f¤\\x94  CmiUvzACgb',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  icwgIZXm4h',\n",
              " 'I helped set up the food at a south Asian studies event because the intern looked stressed and the white academics thought I was the Indian food caterer and kept asking where to put their plates I just came to learn about south asian literature why are ppl like this omg',\n",
              " '@ladyaimless1 Schools out Alice Cooper',\n",
              " 'Summer Time Mungo Jerry',\n",
              " 'Walking on sunshine Katrina and the Waves',\n",
              " '@MystikMuva Yeah Iâ\\x80\\x99m 23. Lol. But I really was either in 4th or 5th. That album came out around Katrina so yeah I think 4th ð\\x9f\\x98\\x82ð\\x9f\\x98\\x82 donâ\\x80\\x99t say that you got me feeling young I was also in 4th grade singing that â\\x80\\x9cgetting some headâ\\x80\\x9d song. Didnâ\\x80\\x99t know what it meant til I got popped in the mouth ð\\x9f\\x98\\x9eð\\x9f\\x98\\x82',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  eaGP6SsyJk',\n",
              " '@Kanatunga @desimojito Ranbir kapoor has no fans this poll is invalid',\n",
              " 'My boy had a great Freshman year! So thankful for our Coaches!!! Not only do you push these boys to become the best athletes they can be, yâ\\x80\\x99all are teaching them to be successful and respectable men.',\n",
              " '#raiderpride',\n",
              " '#34',\n",
              " '#sr2023',\n",
              " '#varsityfootball  GtgEWds7NC',\n",
              " '@Michael_Boomin Yes we do',\n",
              " 'this movie was so fkin good peak srk ngl  1jfSLNuR5c',\n",
              " '@BeingSalmanKhan Salman bhai Meri help kro please',\n",
              " '@amir_s_siagha79 @mk1977_ewa Look at those claws.',\n",
              " '@BeingSalmanKhan Good Morning â\\x9d¤Dear Salman Khanâ\\x9d¤ ð\\x9f\\x98\\x8a  JRpTC5FYwt',\n",
              " '@plannerwrites @sbr255 @KimChatman47 @Te_amo_ShahRukh @Iamumeshh @shruvkhan @ericablueyz @iamsrk @SabineBat1 @Lil33252309 @barbara22950854 @hendsrk1 @barloubrajae @springtmarler @Lilia02105890 @Ekinorev51 @eileenmeljay A very accurate description of him, indeed! â\\x99¥ï¸\\x8f',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  3rVbQ3dN99',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  jm0QIxmypy',\n",
              " \"ive had writers block this whole week and i've had to take hours every night after work just to squeeze out absolute crap onto the paper and im hype rn cuz i finally broke out of this part of the cycle!\",\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  zbkKrnwpnV',\n",
              " \"World's best mum braving the cold to get Katrina her Sword and Shield  P2hEMnH7L7\",\n",
              " 'Nick Groff &amp; Katrina Weidman share their stories! #radio  KggWOOo5fc  I1CAOM2tB2',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  aVt6xn8LDL',\n",
              " 'They really put Hrithik and Tiger in a movie together. well i know this is coming but not this soonð\\x9f\\x98\\x85',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  cSMv4Wkh8Z',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  iVWoiIiFD0',\n",
              " '@ashu_sidheart @biki_goodboy @Devoleena_23 Everything is for footage and an escape route to avoid Salman ki daat',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  e6xYCWz250',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  pv2UQdlu7B',\n",
              " 'Brazzers â\\x80\\x93 Inked Goth Katrina Jade Gets Double Stuffed  0oIA3KsuvG',\n",
              " 'Kennesaw St head coach Amir Abdur-Rahim here with two assistants at @HawksNaismith to check in on recent signees Chris Youngblood and Brandon Stroud for East Coweta. The Owls have also offered 2021 forward Robbie Armbrester for Therrell in this one. @ksuowlhowl',\n",
              " '@katrina_wiser @RepStefanik #Boom again and again',\n",
              " '@katrina_wiser Obama was smart about putting in loyal people to him,he took no chances.',\n",
              " '@Katrina_HRM Yeah. Lived there for 8 years',\n",
              " 'Because one thing is clear in my mind however branded cloths I wear, I will never going to look like Shahrukh khan.',\n",
              " '@Salman_butt81 They are all trash.. ignore them... letthem barkð\\x9f\\x98\\x89',\n",
              " '@KatrinaPierson @DonaldJTrumpJr Its takes an astonishing lack of self awareness to be as stupid as Katrina Pierson. But here we are.',\n",
              " 'remember when amir and i accidentally kissed',\n",
              " '@kassy_alia @GamecockMBB So glad to see you and your son ð\\x9f\\x98\\x8a.  Wonderful family ð\\x9f¥°',\n",
              " '@katrina_wiser @NevadaElJefe Yeah and then he gave a plane load of cash to Iran.',\n",
              " \"Do i watch katrina velarde's concert or ano sheeeet\",\n",
              " 'Paranormal Lockdown stars Nick Groff &amp; Katrina Discuss the Future of the Paranormal Field #Radio ',\n",
              " ' WMFLj7mgVx',\n",
              " \"@BeingAmani Oh God..I replied that tweet before reading this one. Yes...I remember this. That's why I avoid myself to join any negativity on Twitter for Salman. If he never said anything, I will be the first one to smash those morons!\",\n",
              " '@katrina_wiser @Erikajakins Bill fired all US attorneys a day into first term in order to provide cover for the guy he REALLY wanted gone: the guy investigating Arkansas shenanigans. Yes: ALL were fired.',\n",
              " '@Sister_Alia ',\n",
              " '',\n",
              " \"The boy's bang on again \",\n",
              " ' x3jYLDx2xT',\n",
              " 'katrina kick linette out of ur fandom  uOLqZLOdJJ',\n",
              " '@Adri San Antonio? ',\n",
              " '',\n",
              " 'I think heâ\\x80\\x99ll be the nominee in a future election.',\n",
              " '@KatrinaPierson Katrina  you such a hoodrat!....',\n",
              " '@BearGrylls @rogerfederer Just like n modi partysipet your wild life show  that type Bollywood film star partysipet your show bear  Gls and Salman sharukh amir and ather you ask them that show gone supper hit india i think thanks sir',\n",
              " '@AbuRoadman @Saira1Ummah @Master_Siddiq @Sister_Alia @Abifulanfulan Shoe*',\n",
              " '@Tombx7M @katrina_wiser A long . . .  long . . .  long time ago.',\n",
              " 'Yo everyoneâ\\x80\\x99s out here getting married or engaged and Iâ\\x80\\x99m like yo have you seen that one spongebob episode where penny takes it away?  luCUOOLGvO',\n",
              " '@katrina_wiser @KelleyUSA Funny how all the outrage is one direction.',\n",
              " 'One of those things that makes you go hmmmm?',\n",
              " \"AHHHH i just sat down for an hour and absolutely HAMMERED out 1000 GOOD words for my novel!! i feel amazing tbh. most days getting 450 out in a session is excruciating (and then i have to do three of those) but man i really do live for these occasional good ones :') #nanowrimo\",\n",
              " 'love shaped by katrina stuart  omTzi7nTnx',\n",
              " 'Itâ\\x80\\x99s been years since I drawn anything I put the pencil down when Katrina hit New Orleans I should be wayyyy better then this but I forgot how drawing made me feel so free n stress wasnâ\\x80\\x99t a factor    I need to pick it back up  n0Z7r00qC0',\n",
              " '@snehil_niharika @BeingSalmanKhan Salman bhai is not biased, but u are. ',\n",
              " 'Where were u when Mahira intentionally abused Sid and Shefali, and also did age shaming on Sid? ',\n",
              " 'Now, when Bhau did a silly joke, u r getting angry and talking of morality.',\n",
              " '@AbuRoadman @Saira1Ummah @Master_Siddiq @Sister_Alia @Abifulanfulan The show definitely fits.. if you canâ\\x80\\x99t see what is problematic about this guys tweet about â\\x80\\x9cblacksâ\\x80\\x9d I donâ\\x80\\x99t know where to begin.',\n",
              " '@utdyouri Bin Salman needs to hurry up. Then we can have them all ð\\x9f\\x98\\x8fð\\x9f\\x98\\x82',\n",
              " '@KatrinaPierson I agree with Katrina.  George Conway is a big zero without his talented, beautiful and influential wife.  Go Kellyanne!!!',\n",
              " '@katrina_wiser @mitchellvii @DanOHerrin Thank you!  I am also a legal immigrant to this wonderful USA. I will never understand how any â\\x80\\x9cjoeâ\\x80\\x9d can go vote. You must be a citizen on my opinion!',\n",
              " 'Great work, Cath! @LTUresearchers @LTUJudithLumley ',\n",
              " 'See *Healing the past by nurturing the future* website for more info ',\n",
              " ' BlCSa2pnKe  ASrSHmQBgT  p5lCCmhcS1',\n",
              " \"@Nisa2Tweets Buy Salman khan has never spoken even one negative thing about #Asim. I don't understand why you guys are upset\",\n",
              " \"@swiggityswoi false. You underestimate the extent to which America's character today is a mere adaption of British colonialism. They remain the silent catalysts of how the world is run today\",\n",
              " '100 Ball League - Haseeb Defeats Amir Sultan in Round 2',\n",
              " '',\n",
              " 'Haseeb Scored 89 for 9 in 9.1 Overs',\n",
              " 'Amir Sultan Scored 86 for 10 in 8.7 Overs',\n",
              " '',\n",
              " 'Congratulations Haseeb #Cricket19  TlNcULCmsd',\n",
              " '@SaudiEmbassyUSA @rbalsaud Proud of our country, Saudi Arabia is going to be bigger and bigger by the youth and the leaders of great mentality, as well as the passion for success, and most importantly for the vision and its sponsor, his royal highness Prince Mohammad Bin Salman.',\n",
              " 'I donated $20 and $10',\n",
              " '',\n",
              " ' KCN5UD5E7Q',\n",
              " \"@AmirCostello Get to know me and everything about me on my page. DM me and let's chat Amir\",\n",
              " '@HawksNaismith Tip Off Classic for the night. Taking the floor are a pair of @KSUOWLSMBB signees in Chris Goungblood/Brandon Stroud that are expected to usher in HC Amir Abdur Rahimâ\\x80\\x99s new wave. Both guards could have easily chosen to be on the mid + level, but opted to stay home.',\n",
              " '@Amir_Garrett you related to Myles Garrett?',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7KCVle_0SVAl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 319
        },
        "outputId": "cb2391d8-3106-4b6f-c397-a55dcc24b755"
      },
      "source": [
        "def word_cloud(tweets):\n",
        "  stopwords = set(STOPWORDS)\n",
        "  wordcloud = WordCloud(background_color=\"white\", stopwords=stopwords, random_state = 2016).generate(\" \".join([tw for tw in tweets]))\n",
        "  plt.figure( figsize=(10,5), facecolor='k')\n",
        "  plt.imshow(wordcloud)\n",
        "  plt.axis(\"off\")\n",
        "  plt.title(\"Twitter WordCloud\")\n",
        "word_cloud(tweets)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xwo7ejnHSl5V",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "raw = ' '.join(tweets)\n",
        "tags = [re.sub(r\"(\\W+)$\", \"\", j[1:]) for j in [i for i in raw.split() if i.startswith(\"@\")]]\n",
        "df = pd.DataFrame({\"tags\": tags})"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fN-MyQvHSzot",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "outputId": "d676dfb2-237f-41dc-a0d0-e159ad44d230"
      },
      "source": [
        "print(df['tags'].value_counts().head(25))"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "katrina_wiser      811\n",
            "BeingSalmanKhan    717\n",
            "iamsrk             444\n",
            "BiggBoss           253\n",
            "ColorsTV           237\n",
            "Neha_hrithik       200\n",
            "ShivaayXannika     184\n",
            "RealKrutika        173\n",
            "iHrithik           165\n",
            "RepMattGaetz       154\n",
            "oZaalimaa          136\n",
            "RepStefanik        135\n",
            "Vivo_India         133\n",
            "Sister_Alia        131\n",
            "yehmalaalishq      126\n",
            "PDdancing          125\n",
            "akshaykumar        122\n",
            "realDonaldTrump    118\n",
            "sambhavnaseth      113\n",
            "sidharth_shukla    112\n",
            "shahrukhdevdas     111\n",
            "SKFilmsOfficial    109\n",
            "sonakshisinha      104\n",
            "arbaazSkhan        104\n",
            "katrina_hutch      102\n",
            "Name: tags, dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KKoXzW7wS4It",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "72d15f70-3198-4418-ce63-baaab20ae03c"
      },
      "source": [
        "fig, ax = plt.subplots()\n",
        "plt.xlabel('Top trending Tweets')\n",
        "df['tags'].value_counts().head(25).plot(ax=ax, kind='bar',figsize=(18,7))"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f114b2ad2e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1296x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7x2R4ovLS9Km",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 631
        },
        "outputId": "344a8793-ad4a-45b3-8aa0-d4f0c6e063f7"
      },
      "source": [
        "df['tags'].value_counts().head(25).plot(kind='pie', autopct='%.2f', radius=3)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f114a9ab518>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hKxffbTtTCUM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "outputId": "4b22c341-f5b4-4bf4-cac4-b6681f3b1db7"
      },
      "source": [
        "trends=df['tags'].value_counts().head(25);\n",
        "dictionary = trends.to_dict()\n",
        "value=list(trends)\n",
        "trend=[*dictionary]\n",
        "optimized_trends=['Katrina Kaif','Salmaan Khan','Shahrukh Khan','Salmaan Khan','Others','Neha Hritik','Others','Kritika Yadadv','Hritik Roshan','Others','Shahrukh Khan','Others','Others','Alia Bhatt','Others','Others','Akshay Kumar','Others', 'Sambhavana Seth','Sidharth Shukla', 'Shahrukh Khan', 'Salmaan Khan', 'Arbaaz Khan','Sonakshi Sinha','Katrina kaif']\n",
        "odf = pd.DataFrame({\"tags\": trend, 'number':value,'trend':optimized_trends})\n",
        "print(odf)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "               tags  number            trend\n",
            "0     katrina_wiser     811     Katrina Kaif\n",
            "1   BeingSalmanKhan     717     Salmaan Khan\n",
            "2            iamsrk     444    Shahrukh Khan\n",
            "3          BiggBoss     253     Salmaan Khan\n",
            "4          ColorsTV     237           Others\n",
            "5      Neha_hrithik     200      Neha Hritik\n",
            "6    ShivaayXannika     184           Others\n",
            "7       RealKrutika     173   Kritika Yadadv\n",
            "8          iHrithik     165    Hritik Roshan\n",
            "9      RepMattGaetz     154           Others\n",
            "10        oZaalimaa     136    Shahrukh Khan\n",
            "11      RepStefanik     135           Others\n",
            "12       Vivo_India     133           Others\n",
            "13      Sister_Alia     131       Alia Bhatt\n",
            "14    yehmalaalishq     126           Others\n",
            "15        PDdancing     125           Others\n",
            "16      akshaykumar     122     Akshay Kumar\n",
            "17  realDonaldTrump     118           Others\n",
            "18    sambhavnaseth     113  Sambhavana Seth\n",
            "19  sidharth_shukla     112  Sidharth Shukla\n",
            "20   shahrukhdevdas     111    Shahrukh Khan\n",
            "21  SKFilmsOfficial     109     Salmaan Khan\n",
            "22    sonakshisinha     104      Arbaaz Khan\n",
            "23      arbaazSkhan     104   Sonakshi Sinha\n",
            "24    katrina_hutch     102     Katrina kaif\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vrpQIxrhTHOU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "outputId": "09a1c752-3bee-4edc-ea2a-db04f74fda09"
      },
      "source": [
        "data= odf.groupby(['trend'])['number'].agg('sum')\n",
        "final=data.sum()\n",
        "print(data)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "trend\n",
            "Akshay Kumar        122\n",
            "Alia Bhatt          131\n",
            "Arbaaz Khan         104\n",
            "Hritik Roshan       165\n",
            "Katrina Kaif        811\n",
            "Katrina kaif        102\n",
            "Kritika Yadadv      173\n",
            "Neha Hritik         200\n",
            "Others             1212\n",
            "Salmaan Khan       1079\n",
            "Sambhavana Seth     113\n",
            "Shahrukh Khan       691\n",
            "Sidharth Shukla     112\n",
            "Sonakshi Sinha      104\n",
            "Name: number, dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8fEcEi2nTKYl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        },
        "outputId": "4f4253cb-2d44-4083-a974-81690f4589fd"
      },
      "source": [
        "data.plot(kind='pie', autopct='%.2f', radius=2);"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PCOPeoR2TNm1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}