Twitter sentiment analysis.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hQZRfHg2CDtc",
        "outputId": "9ce8e75f-587d-422a-b403-7a438bd97edb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: tweepy==4.9.0 in /usr/local/lib/python3.7/dist-packages (4.9.0)\n",
            "Requirement already satisfied: requests-oauthlib<2,>=1.2.0 in /usr/local/lib/python3.7/dist-packages (from tweepy==4.9.0) (1.3.1)\n",
            "Requirement already satisfied: requests<3,>=2.27.0 in /usr/local/lib/python3.7/dist-packages (from tweepy==4.9.0) (2.28.1)\n",
            "Requirement already satisfied: oauthlib<4,>=3.2.0 in /usr/local/lib/python3.7/dist-packages (from tweepy==4.9.0) (3.2.0)\n",
            "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.27.0->tweepy==4.9.0) (2.1.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.27.0->tweepy==4.9.0) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.27.0->tweepy==4.9.0) (2022.6.15)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.27.0->tweepy==4.9.0) (1.24.3)\n"
          ]
        }
      ],
      "source": [
        " !pip install tweepy==4.9.0"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_ODoemLcGJtL"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5BIB_yh6EG-j",
        "outputId": "c74c95d9-d9d1-482b-cd99-e7107c583b3c"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package vader_lexicon to /root/nltk_data...\n",
            "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
          ]
        }
      ],
      "source": [
        "import tweepy\n",
        "import pandas as pd\n",
        "import re\n",
        "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
        "from textblob import TextBlob\n",
        "import nltk\n",
        "nltk.download('vader_lexicon')\n",
        "\n",
        "import numpy as np\n",
        "from PIL import Image\n",
        "from wordcloud import WordCloud, STOPWORDS\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7G-65grxEJHw"
      },
      "outputs": [],
      "source": [
        "#Bearer Token\n",
        "client = tweepy.Client('your api token')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yDnR8WIvEM2u",
        "outputId": "6f836c60-522e-42f7-e47e-799f72de2e8a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "It's easier for nominal liberals to take a benign conservative like Tolkien and add some diversity to his works - again something I basically support - than to gamble on revolutionary truth in fantasy entertainment.\n",
            "@minordissent @PhilippusArabus I lived in what was essentially an ethnostate with Conservative values. Life was  despite much lower tech base mostly better \n",
            "\n",
            "I'm hard pressed to see why getting rid of one problem , the stress caused by diversity is bad .\n",
            "@DesiringGod80 Using the word \"woke.\" Means you are literally part of the poorly uneducated white conservative demographic that refuse diversity, acceptance of others, liberation for women, and many progressive ideals.\n",
            "@NikkiHaley @sunny @NikkiHaley has always embraced her Indian heritage. Not sure if Asunción understands the physical diversity that exists within India - light &amp; dark skin, short &amp; tall, straight &amp; curly hair, short &amp; long names all coexist. We are mostly conservative fyi! #conservativewomen\n",
            "@NikkiHaley has always embraced her Indian heritage. Not sure if Asunción understands the physical diversity that exists within India - light &amp; dark skin, short &amp; tall, straight &amp; curly hair, short &amp; long names all coexist. We are mostly conservative fyi! #conservativewomen https://t.co/I1xxV52pRR\n",
            "@Michele_Tafoya @LeviStraussCo Diversity never includes thought (conservative). It’s a charade.\n",
            "Your right.  Nearly every conservative voted for multiculturalism / diversity.  Mixing cultures doesn't always work. Some does. https://t.co/B2hqKfhpSA\n",
            "@texasdemocrats A conservative \"takeover\" would only balance the vast disparity in diversity of thought among high school teachers and educators in general.\n",
            "@BrightEyedVixen Sure, fill out the suggestion card, but if there are more than one book you have a problem with, you may want to take your conservative ideas &amp; brainwash your kids at home. They are less likely to be made fun of at school because their parents hate diversity &amp; are racists.\n",
            "@spectraspeaks @apbyers 😂 \n",
            "Agreed. I find even when people push for diversity, they’re oftentimes not getting it: all conservative panels and (more commonly) all liberal panels; all male all female, etc. Diversity of thought can come from demographic differences but sometimes still homogeneous thinking\n",
            "@ScottAdamsSays Since academia is disproportionate and overwhelmingly Left leaning, would a conservative candidate \"contribute to the diversity\"?\n",
            "This interview is a big reminder of the big differences that exist on an intra-race basis, and also a stark visualisation of the faux diversity the Conservative Party has adopted - nowhere near as full-hearted as we desperately need from a Government. https://t.co/81nPV9fIHh\n",
            "@SeptemberDresan @justinamash @VoteMeijer @SpeakerPelosi It was nice to see in the @ivoterguide what a difficult time they had trying to make libertarian philosophy fit in there right/left spectrum. Libertarians were rated Liberal, moderate and conservative. We have the greatest diversity of the mind in the LP. Yet we are all here ...\n",
            "@HarlynDeluna According to today’s Marxist oppressor vs oppressed hierarchy it doesn’t count if you’re white, male, and definitely not if you’re conservative! That’s how diversity, equity, and inclusion works! 🙄😡 #SayNoToMarxism #SayHisName #CaylerEllingson\n",
            "Libertarians, Conservatives and Conservative adjacent pundits are using it as a pejorative to stop all diversity and inclusion in ALL forms of entertainment.\n",
            "@RickHills2 @wrdcsc @JuliaMahoneyUVA @AriCohn Seems to me that the longstanding conservative philosophy re: campaign finance (1A is not about providing equal soapboxes -- passage from Buckley v Valeo, on the left) gets chucked right overboard (1A about promoting a diversity of viewpoints -- Judge Oldham, on the right). https://t.co/SSSqbojcQH\n",
            "So a user could join all conservative-oriented groups or all liberal-oriented groups that \"censor\" all competing viewpoints (as subreddits like /r/conservative routinely do). Rather than being exposed to a diversity of speech, they'll be further siloed into insular communities.\n",
            "@bwareofmef @MelissaLantsman @nancyvictoria @PierrePoilievre I idea of UBI has some conservative elements, believe me. It's complicated, but there are solid arguments for it. Also, it's good to have a party that has a diversity of views. If the Libs had that one simple principle, we'd be a much better nation. Also, minds change over time.\n",
            "“Liz Truss, the new Conservative prime minister, announced her cabinet, and for the first time ever, not a single member of the inner circle — what’s referred to as the Great Offices of State — is a white man.” https://t.co/jdqz63V6Nl\n",
            "@tvlmuse @ksorbs Sorbo is right. DeSantis loves diversity. He relates to the racists, women haters, bigots, submorons, conservative \"Christians\", inbreeds, pro fascists and xenophobes.\n",
            "@JesseA1986 @MarinovDidi @ksorbs Sorbo is right. DeSantis loves diversity. He relates to the racists, women haters, bigots, submorons, conservative \"Christians\", inbreeds, pro fascists and xenophobes.\n",
            "When R*d M*ryland failed after getting barely any engagement on here, I thought “huh, bland thoughtless Conservative Commentary™️ can’t really cut it in the open market.” But a couple different area newspapers thought, “we MUST have this DIVERSITY OF THOUGHT for BALANCE!”\n",
            "@ksorbs How not to be an advocate for diversity 101. Step 1)  Bend over. Step 2) spread checks. Step 3) present ass for fucking. \n",
            "Apply same 3 steps for the fallowing.\n",
            " How not to be Racist.\n",
            "How to be a good American.\n",
            "How to be a good liberal\n",
            "How to be a good conservative\n",
            "@kingojungle @Ilegvm They probably fired the teacher, and he's being sued for inflicting trauma, counselors have been put in place at the school as well as safe spaces set up with Play-Doh and crayons. Therapy animals. School closed for a week for diversity training.All conservative viewpoints banned\n",
            "Bizarre reaction to a kids‘ recital. Songs don’t make kids change orientation. His kids must walk on eggshells. Sounds like he should’ve moved to a conservative area; exposure to cultural &amp; religious diversity should’ve fascinated him but made him feel inadequate being different. https://t.co/ogFLwT3D47\n",
            "@HadnNuff @abcnews ABC has a policy of diversity of the backgrounds, but not diversity of thought. Actually diversity of political ideology is not tolerated. One senior ABC personality claimed that employing a conservative in a senior position would lower the ABC standards?!\n",
            "@ksorbs I'm sure he's all for diversity as long as everyone is white, straight &amp; conservative. All others get transported out. He's also making indoctrination a part of his agenda, he wants no one to admit to or fix issues regarding race or sexism and he's totally against LGBTQ. Diverse?\n",
            "@ksorbs We had diversity in the world and we protected our race like every other race to maintain our part in that diversity. Now we have “Diversity” code for turning White countries into hell hole melting pots #WhiteGenocide \n",
            "So are you saying DeSantis is just another fake conservative?\n",
            "@bourdin_fred @melanoma321 Huge conservative movement on Tik Tok. You'd be surprised at the amount and diversity\n",
            "@ASlavitt @Dahlialithwick Don't bother. We all know it will be an indictment of conservative law makers with a few personal attacks thrown in.\n",
            "Or, you could talk about how the \"diversity\" judges from Biden may have overlooked more qualified candidates.\n",
            "@JFLBate96 @hankgreen Maybe true. But I also think young people growing up with the internet is a big factor. Just by scrolling socials we learn about diversity and alternate perspectives, which often challenge conservative beliefs that some of us were taught by our parents. We are exposed to more.\n",
            "@ksorbs We are conservative. We don’t want diversity. Stop playing to the lefts frame\n",
            "Proof we need conservative and diversity of thought in tech. https://t.co/ik2FqgGipP\n",
            "@globeandmail Canadian media and organizations that are promoting the lie that men in womenface are \"women\" or diversity because Toronto/Vancouver hipsters say so, will be responsible for our next conservative government.\n",
            "please stop https://t.co/4tmOyMeZKu\n",
            "@btrotta @BpenfieldJ @walkrightier The cool thing to do is compare any semi-conservative person to a nazi/racist no matter how ignorant/Ill-informed you may be. Some people say they want diversity, inclusion, etc until it comes to political view.\n",
            "@DenisPetit2233 @TorontoStar @vinaymenon When a conservative does black face, that's because he's RAAAACIST!\n",
            "\n",
            "When Teudeau does it, it's to educate us on the benefits of diversity and how united we must be as Canadians, and that we can learn so much of we only take time to put ourselves in the shoes of minorities!\n",
            "@Molly85224872 @HanoverHussy @vrarda1 @janeclarejones I don’t have your blind trust. Nor do I trust the Conservative Party’s current far-right ideology. I don’t ask you to believe me, just to stay alert. For now many on the right intersect with women for single sex rights - great- but not gay rights or diversity of gender expression\n",
            "Those 'conservative' folks sure like their rallies.  \n",
            "\n",
            "Apparently they are holding a rally for these parents who have their panties in a bunch. https://t.co/OoupJmJEWu\n",
            "Neat but I can only guess which side of the political aisle these “priorities” will focus on. Why not ask a conservative birder to participate as well? Shouldn’t there be a diversity of political opinions so that voters can make their own choices? https://t.co/84DBiyd9zI\n",
            "@ksorbs As long as your idea of diversity is wealthy, ⚪️, straight, “Christian” conservative.\n",
            "Canada is not Conservative.\n",
            "We are a free nation, build on diversity, progress and respect.\n",
            "#cdnpoli\n",
            "@Mikewhitepart2 @ToneeO_o @Tr00peRR His profile is odd. The perennial “conservative” fence sitter. Literally looking for compromise or peace with the enemy that will never come. He’ll just keep making compromises and cope. Definitely sheltered and hasn’t been meet with “diversity” yet.\n",
            "This is the problem with the Democratic party - they truly believe that POCs can never be Republican. Meanwhile, the Republican party has a TON of diversity and POCs holding office. \n",
            "\n",
            "It is absolutely racist to think that minorities can't be  conservative. https://t.co/S42ahWHcGM\n",
            "@NikkiHaley @sunny Diversity can’t be one-sided.. if you can’t accept conservative p.o.c then you’re no pro diversity. Period.\n",
            "It's funny how much conservatives complain about \"diversity hires\" when they have the most egregious under qualified candidates\n",
            "Clarence Thomas had never held a federal court and had never argued a trial but he was a black conservative so he was a good PR hire to replace Marshall\n",
            "Cool.   NONE of this ESG/CRT/Diversity bullshit is Constitutional. Sue their ASS off. Shut em DOWN. Then go after BlackRock.  https://t.co/rBPIqfR5So\n",
            "Channel 4 is in the middle of a Conservative demanded policy of moving programme commissioning and spending out of London. It also had no financial problems and fosters diversity. And new talent. Plus hour long serious news. Why put it on the market?\n",
            "NUMBER 3 CT SCHOOL SUEING OVER CRT!\n",
            "The conspiracy has worked its way all though the country, I am just asking you to use your commonsense these groups, they hate that more\n",
            "\n",
            "Conservative Parent Group To Host Rally In Southington Over HS Diversity Glossary https://t.co/WigWcPury7\n",
            "@queenofswords6 @maggierobson Sorry for you...it's sadly feels selfish and is a conservative view.\n",
            "Being unable to change, to share or to diversity..\n",
            "\n",
            "The last ten days has shown us the British have a strong sentimentality in character but also uninformed as the majority are unaware of UK history.\n",
            "I think the conservative numbers show some people are misunderstanding the prompt or answering strategically by treating it as a question about diversity in the depictions generally https://t.co/4XOotCt9fe\n",
            "@AlanDersh Enjoying your podcast. I think the Democratic Party used to be better for peace, but that started to end with Obama and def not now it seems re Middle East. I feel conservative groups are more open to diversity of ideas.\n",
            "@ggreenwald Diversity is our strength……unless you’re a black conservative or a Latino illegal alien hoping to stay in a rich, leftist white community.\n",
            "@centristozzy @FurlongJackson @SocialistMMA I have my issues bein more greens/dsa progressive lot, but given \"libertarians\" have bit more diversity spite having alot more conservative esk types, not inclined  write em all off in that kinda sense. Past the \"government bad\" talk they for decriminalization of drugs, anti war\n",
            "@fedupworkingmom @resisterunited @GreenPeaches2 @jeffpayne @RepMTG @KariLake ….move to Minnesota. \n",
            "\n",
            "Want a liberal state?  Plenty to choose from. \n",
            "\n",
            "Want to live in a conservative state?  Got those too. \n",
            "\n",
            "Want to live on a beach?  Yup \n",
            "On a ranch?   Yup.\n",
            "\n",
            "America is great bc of its diversity and differences.  \n",
            "\n",
            "Getting off soapbox :)\n",
            "New Mexico can defend diversity of viewpoints by holding these students accountable. Those who entered the event to disrupt it (or engaged in threatening conduct) should be reprimanded, suspended or expelled depending on the gravity of their conduct... https://t.co/HgmQ1VR3qS\n",
            "@JudgeJeanine Teachers don't want to deal with conservative-fascist parents screaming at them for teaching historical facts, celebrating diversity, and encouraging inclusion. Oh, and they don't want to catch covid from kids - teachers were wiped-out by covid in 2020.\n",
            "@HappyLoubear @Filth33705947 @Gareth_321 @Basildon_Bond76 @Independent If this Conservative party was around ,50 years ago they'd be considered so liberal they'd be laughed at and ignored for being border-line insane.\n",
            "\n",
            "Even hard-core Leftists back then believed in the integrity of borders, 2 genders &amp; stood against gay marriage and diversity quotas.\n",
            "@psarj @Elessel @SawyerHackett Everywhere in the world the urban-rural, homogeneous rural communities compared to urban diversity, liberal- conservative. To me land has too much electoral power. In Canada it’s 18% rural and what was considered Upper Canada is still most populated area in Canada https://t.co/9jV8os3tqq\n",
            "@Amb8819 @michelletandler Nice to see a mention of Dalrymple, been following him for years. \n",
            "(He doesn’t get mentioned much here on Twitter, sadly)\n",
            "\n",
            "He writes regularly over at Law and Liberty: https://t.co/YNqJNMwgFQ.\n",
            "@FamousSheymus1 @gritttty1 @GinaMacina60 @DineshDSouza Do you often celebrate the imprisonment of immigrants? Or is that just done with conservative immigrants? \n",
            "Oh, right. I forgot. Diversity is your strength, unless it's diversity of thought. And not when it's in your neck of the woods.\n",
            "@KamalaHarris what have you done since being Vice president  remember you saying I was that kid on the bus now a champagne socialist roots are forgotten .czar for Texas border crisis Trafficking  smuggling drugs etc  you ran away..Diversity promoted unless its conservative .\n",
            "@1shermoore We might shake our heads at seeing it but rest assured we conservative Texans embrace pluralism &amp; respect diversity of thought. The insults, threats &amp; vandalism is the left's playbook not ours. You might be shocked by a maga hat guy still opening the door for you as a courtesy.\n",
            "@samford_cam Have Bobby Gatlin and Beck Taylor made sure she aligns with all the latest conservative talking points? Wouldn’t want diversity of thought to creep in accidentally.\n",
            "@JustAWiseGuy2 @sastaloha I think it would be really impossible to read my Eastern Eye columns on the leadership contest and to say there was a partisan agenda. I have been very warm about Conservative increases in diversity, again in an accurate non-partisan way.  \n",
            "https://t.co/TxYHlHAb6u\n",
            "@AvdullahYousef (Mostly second generation) The girls tend to wear the hijab less. You also see a lot of \"muslim progressives\", using their identity as a weapon and a tool to get diversity points.\n",
            "You also however see (mostly young men) that become very religious and conservative.\n",
            "@WeHaveIssuespod Basically they harass queer, women, trans, and POC in the industry saying they have jobs bc of “forced diversity.”  They’re trying to reclaim it as a “catch all” for all conservative leaning creators and readers. Including those who don’t believe in harassing diverse creators.\n",
            "Wow-more diversity and cultural enrichment! Keep voting Conservative for more.The Conservatives; diligently facilitating the colonisation of Britain by 3rd world theocratic cultures during its 12  years in government. https://t.co/uPTySSfcrN\n",
            "Wow-such cultural enrichment.Not much evidence of diversity though these bearded wanna be street warriors all seem to belong to the same creed.Keep voting Conservative for more colonisation by 3rd world theocratic cultures.300,000+ coming in per year during 12 years of Tory rule! https://t.co/yhjMpwSy8y\n",
            "@Eedwardsellis @AlyceLMiller @landbutcher That's because you refuse to see the other side to understand their true diversity. I'm a black man and high-end conservative and I love hip-hop as well as rock addictively.\n",
            "These NatCon voices don't want a diversity of thought. They want total acquiescence/total takeover of traditional conservative outlets who aren't as changeable as they are. NR has done an incredible job of incorporating these views into platform without losing their identity.\n",
            "Kevin is one of my favorite writers, and I will greatly miss him at NR. \n",
            "\n",
            "But, National Review is still the most important conservative publication in the world, and that's not hyperbole. It's also one of the few outlets that still allows for a diversity of thought on the right. https://t.co/KF0CfzFDP4\n",
            "@spiritgas @BethanyChance9 @AaronParseghian @10TampaBay It wasn’t that difficult 100 years ago (or even 50). We’ve made it so difficult that some are left with no choice but come here illegally. I don’t blame them. I’m very conservative, but also pro-immigration. Our country was built on diversity. It’s also good for our economy.\n",
            "Rereading \"The Metaphysical Club\" and he makes the point about how it doesn't take much expertise to be a libertarian. I think that pretty well encapsulates the sorry ass state of conservative legal thought, and why the call for \"ideological diversity\" in the academy is horseshit\n",
            "@DMinghella If you want diversity look at the Conservative government.\n",
            "THE DIVERSITY DREAM: “Liz Truss, the new Conservative prime minister, announced her cabinet, and fo… - https://t.co/HEy3ViNdwx\n",
            "THE DIVERSITY DREAM: “Liz Truss, the new Conservative prime minister, announced her cabinet, and fo… - https://t.co/Dx8PWn8XuV\n",
            "@latimes If you want diversity first, story 2nd, go watch Rings of Power. How's that show doing??? I'm not conservative either, but the left is too sensitive!\n",
            "@BenBergquam @ChangeTheSyst14 When a pussy grabbing rapists who brags about it, wins the heart &amp; soul of a conservative Christian man with a little children…it makes me question reality. Nonetheless, it’s always great to see diversity on full display. Yes, I felt 100% represented when I saw that 1 guy. https://t.co/0Bz5qg1HgE\n",
            "THE DIVERSITY DREAM:  “Liz Truss, the new Conservative prime minister, announced her cabinet, and fo… https://t.co/PHY5C5avZR\n",
            "@Tony4WI Welcomes and accepts diversity? What kind of diversity? What YOU determine is diverse? What about Christians? Do you welcome and accept them? Do you welcome and accept people with conservative viewpoints? Do you welcome and accept the unvaccinated? Hypocrite!\n",
            "\"Curiously little attention has been paid to the new Conservative prime minister's cabinet. For the first time ever, not a single member of the inner circle — what’s referred to as the Great Offices of State — is a white man.\" https://t.co/QHbaNeGXWc\n",
            "@KarinMary1 They cleared his name because he's a rich, straight white male conservative - the diversity pick /s\n",
            "»(..) I can’t drive home hard enough how embarrassingly pathetic this line of argument is. To dispel this conservative cope, lets see what the response was in “Martha’s Vineyard (..)”. White liberals genuinely love diversity. It makes them feel good. It gives them the tingles.«\n",
            "»There seems to be a fantasy shared by the so called “conservative” punditry and many GOP figures that white liberals in America “talk the talk” but they don’t “walk the walk.” They support “diversity for thee, but not for me.”«\n",
            "2. Diversity is evident too within Christianity. Thus, when they invoke 'freedom of religion', which Christianity are they referring to? Most of the time, it's their conservative, homophobic, bigoted Christianity.\n",
            "@jusnaturaliste there might be, but \"viewpoint diversity\" is at root about making the Steve Sailer types respectable, of course lots of \"conservative\" nonsense wants to come along for the ride\n",
            "@Rusty2954 @RihannaFreak20 Diversity has its good points. Dark skinned Tories are actually Conservative!\n",
            "@Dean_A_Savage @TorontoStar @LeahGazan I guess you don't understand the concept of Private Member Bills and that the Conservative Party is the only party that welcomes diversity of thought.\n",
            "NOTE: Dont be fooled by the title.\n",
            "\n",
            "Interesting perspective shared in this opinion piece. The new prime minister of the UK has hired the most diverse cabinet in history. \n",
            "\n",
            "\"Liz Truss, the new Conservative prime minister, announced…https://t.co/wWbuMdg2tT https://t.co/X4tZUjtGhj\n",
            "@KDbyProxy @BrentToderian The thing that undermines the “social compact” is not the absence of some vague culture, it’s the cynical use of diversity as a wedge. The homogeneity in Scandinavian countries makes it harder for conservative politicians to demonize welfare recipients as ‘other.’\n",
            "@fox32news What’s wrong with being conservative?  Why does the left hate diversity of opinions?  FOX 32 is almost as bad as WGN, but in close competition.\n",
            "@WatchChad I have conservative friends; they're not very vocal about their beliefs (given that we live in a liberal bubble), but I appreciate diversity of opinion.\n",
            "\n",
            "OTOH, there's a difference between principled conservatism and politics as entertainment. I have no patience for fascists.\n",
            "@marklevinshow The conservative bullshit spoon fed to the poorly educated has convinced a whole lot of white men that their supposed suffering is because of the diversity in America, and \"imigrants\".....this is typical NAZI crap. \n",
            "FOX &amp; Mark Levin are guilty as sin for spreading it. https://t.co/hlBU6Wi19p\n",
            "\"After two years of the Biden administration secretly flying illegals to conservative areas, now those chickens coming home to roost and the very same act is considered a hate crime.\"  https://t.co/NrAROJpDup\n",
            "@Dominiquetaegon What are you even on about?. You aren't white, as much as you like to think you are. You are very much part of the diversity. Being Conservative doesn't change your skin colour.  What you are referring to is an Islamic problem not a diversity problem. There's good and bad people.\n",
            "@Tony4WI Does that diversity include a white, female, middle-aged, Catholic, small-government conservative? Or no, since I don't check enough boxes?\n",
            "@calvinrobinson Well known to be racist? The conservative party has as much diversity as labour.\n",
            "#Canada | According to recent research, Canadian universities are seriously deficient in viewpoint diversity and have instead become politically homogeneous institutions. \n",
            "\n",
            "https://t.co/4PzUd4knfs\n",
            "@NofDestruction @pencilforge Again, everyone who works with him, loves the man, everyone.  The only ones with an issue are these far-left weirdos who want Hollywood to be 100% conservative free which goes against the principal of what diversity actually means.\n",
            "@ninety6days It's age profile. 1 in 8 sounds conservative even, but and awful lot of those born abroad are British, about a fifth. Of others a lot are transitory workforce. But where ireland has diversity, amongst our youth, it will take time for em to fall into the rep demographic.\n",
            "\"Although Arabs were the most open nation in producing erotic literature in the medieval ages, their surviving figurative arts are more conservative than the works of non-Arab Muslims.\"\n",
            " \n",
            "@JamalBakir on gender &amp; sexual diversity in medieval Islamic art ⬇ https://t.co/kWqbIKLd1V\n",
            "Yes but just think of all that cultural enrichment and diversity-Keep voting Conservative for more https://t.co/2V1TX4pU5T\n",
            "Wow-so much cultural enrichment! -Keep voting Conservative for more-300,000+ per year coming in during 12  years of so called Conservative rule.Oh-and after 70 years of Pakistani independence-the child brides  keep coming-Forget the civil unrest just think of all that diversity. https://t.co/IWqg5MCjo0\n",
            "Cultural enrichment and all its joys. Not much diversity here they all seem to belong to the same creed.Keep voting Conservative for lots of tough talk but massive 3rd world migrant inflows. 12 years of  Conservative rule have brought us so much multicultural enrichment. https://t.co/8YezAhvOcS https://t.co/YpTJj2wN6E\n",
            "When Diversity Isn’t the Right Kind of Diversity: The British Conservative prime minister is Liz Truss,  and for the 1st time ever, not a single member of the inner circle of her cabinet — what’s referred to as the Great Offices of State — is a white man\n",
            " https://t.co/FkJcT1fzI7\n",
            "@GodlessLiz MAGA sees fascism as the only way of re-establishing conservative racism. \n",
            "\n",
            "There are not enough MAGAs to win general elections democratically. Hence the move to a dictator wannabe.\n",
            "\n",
            "https://t.co/dolAXXusja\n",
            "@JYSexton MAGA sees fascism as the only way of re-establishing conservative racism. \n",
            "\n",
            "There are not enough MAGAs to win general elections democratically. Hence the move to a dictator wannabe.\n",
            "\n",
            "https://t.co/dolAXXusja\n",
            "@matthewjdowd Plus JC was queer. \n",
            "\n",
            "MAGA sees fascism as the only way of re-establishing conservative racism. There are not enough MAGAs to win general elections democratically. Hence the move to a dictator wannabe.\n",
            "\n",
            "https://t.co/dolAXXusja\n",
            "@jfistacuffs MAGA sees fascism as the only way of re-establishing conservative racism. There are not enough MAGAs to win general elections democratically. Hence the move to a dictator wannabe.\n",
            "\n",
            "https://t.co/dolAXXusja\n",
            "@robreiner MAGA sees fascism as the only way of re-establishing conservative racism. There are not enough MAGAs to win general elections democratically. Hence the move to a dictator wannabe.\n",
            "\n",
            "https://t.co/dolAXXusja\n",
            "#UnitedWeWin If you’re anti-diversity to point that you have no room for conservative voices from diverse &amp; minority groups, please unfriend me. \n",
            "\n",
            "I’m proudly #AmericaFirst #prolife #MAGA #capitalist #LEO #2A #military #StandWithUkraine #Israel #antiprogressive #antisocialist\n",
            "@Holbornlolz #Diversity #Enrichment No point voting #Conservative  any more\n",
            "@Calvinwhite1998 @MYORANGESHINY @TomiLahren @UNM Hey retard. I never said anyone said she was there. Radicalized lib college students praise diversity and inclusion (of skin color) but ONLY if those voices are all in agreement. This is at least the 5th time I saw a video of a conservative speaker being chased off a campus.\n",
            "Anyone who still subscribes to this farce after the amount of diversity within the conservative movement has been amply shown, is just seeking to divide the country, and inflame their base. \n",
            "\n",
            "Quit being part of the problem Eric. https://t.co/nNUclqtrL6\n",
            "@Cernovich That must be why all Conservative Christian schools &amp; churches are pastey white\n",
            "\n",
            "But liberal public &amp; private schools are diverse &amp; their churches are even more diverse.\n",
            "\n",
            "Because liberals oppose diversity?\n",
            "\n",
            "Peddling in irrationalism just makes the right look like a mob of morons.\n",
            "“Liz Truss, the new Conservative prime minister, announced her cabinet, and for the first time ever, not a single member of the inner circle — what’s referred to as the Great Offices of State — is a white man.” https://t.co/Z9hEG20MAz\n",
            "@FriendExx @ellie_kelson I think a good chunk of us fall into pro LGB, pro choice, pro diversity categories. \n",
            "I was considered a centrist with conservative leanings not long ago but now far right extremist because I agree with all of your “anti” sentiments here as well.\n",
            "@tessykaneza /4 we don't need 3rd \"genders\" to support diverse men and women the way conservative cultures did. And since they are being used to erase, displace and replaces sexes in language and law, they hurt us rather than add to diversity\n",
            "Gender is bullshit. And not harmless bullshit https://t.co/84qXTBCRhC\n",
            "@iainmacwhirter Ridiculous… just this instant diversity is hardly a pattern or makes a dent in racism, sexism, classism elitism, conservative economics where Sunak Promised well off district he was delivering funds from poorer areas to them! My God… England… Conservatives are vicious\n",
            "Trans Mega-Ta-Tas In Clown World Canada: Shop class teacher now says he's a woman -- and wears plastic megaboobs to school. Diversity! The post Trans Mega-Ta-Tas In Clown World Canada appeared first on The American Conservative. https://t.co/KUieiF7Onr https://t.co/zrCYjqbmPe\n",
            "@StanSampson @BevH111 @saffire56 @DWUhlfelderLaw Not sure how that disproves anything I said. Y’all don’t like diversity. I highly doubt a conservative city would welcome that. It’s possible but I highly doubt it\n",
            "“Labour MP Imran Hussain asked in reference to then-Prime Minister Boris Johnson: “When is he coming for me?” … Johnson told Hussain to “look at the Conservative front bench today”, highlighting the optics of diversity in light of these chilling deportation powers. https://t.co/UhfUKrvpEV\n",
            "@LionelMedia diversity means more to me than it does to the lefties who don't/won't  accept me for being a conservative\n",
            "@StanSampson @BevH111 @saffire56 @DWUhlfelderLaw 😂 that’s already a lie. Majority of conservative cities are rural. And y’all already admitted y’all don’t like diversity\n",
            "Harvard selection is usually liberals to mix it up a conservative get into for diversity no different then black or brown. \n",
            "Yale an Harvard admissions mostly  rich white boy in the sixties the weather under ground terrorist groups where found walking the halls of Yale&amp;Harvard https://t.co/y8EHitZqAj\n",
            "Dark night of the sole: teenagers are taking adults on tours of Brisbane – and it’s brilliant chaos https://t.co/axbnvYibjB Kids are great. Our future is bright. Australia has such diversity. We just have to sideline the conservative old buggers.\n",
            "@tip_ct @HorseSense25 @TruByte @instinctnaturel @MTStringer1 @1717mule @Evry1H8sGrtzLOL @DigiMalice @Bigteethyouhave @Missy8008135 @Flattielover @Trumpster20 @TreatHunterDog @ElegantLadyBlue @Sofie_Z1 @JusticeAIways @schmevilagain @MmmGarmonbozia @LordButters22 @Saggit95 @BIDEN_WON__ @ErasmusPapa_ @cake_candace @KleeOntheRight @TastyMorsel6 @antiLibmob @Synyster63 @gmarshall1965 @TimBrow11019235 @StirredCrazy @ValSunshine59 @Andy51115454 @KathyOIson @FreeAsFuck45 @PruBaker_10 @JimB0066 @Kelledin @lizstl13 @mike60510 @WhatIsAWomanBot @MrChingonE @RonnieB24970596 @nitros1954 @GrahamC37637916 @TomDoubting @James47377771 @MarcySillver1 @2020_re_VISION @IZMKS44 @BassistOld Democrats cities are joining in. Soon, dozens if not hundreds of cities will be dumpling our illegals in the likes of Martha’s Vineyard, DC, NYC, and Chicago. Gonna bless them with some of that diversity they keep hollerin about.\n",
            "\n",
            "https://t.co/xJzf8AavEl\n",
            "@AbsoluteChad239 @JackPosobiec Diversity to you means everyone looks different. Superficial without substance.\n",
            "\n",
            "Conservatives believe in functional diversity. Substance while being color blind.\n",
            "\n",
            "I’d rather be a conservative than a phony lib who would piss on their own mother for a nickel.\n",
            "If you believe diversity should bring new views, organise your diversity around different live paths, ideologies and origins not races, sexes etc. Two white guys one communist the second conservative will be more diverse than two gay disabled PoC gender studies BAs.\n",
            "@NoDynynTruth @mslagrace Conservative people are in Butte. But, they're in the minority. I think sometimes what gets Butte people in trouble is our lack of diversity here. Just being real. If we get more diverse kinds of people, maybe that'll change. Or, we'll get white-washed. I dunno. I can't say yet!\n",
            "@move2strike @JoeWelker8 Very interesting and so true( imho) Understand that migrants will provide a lot of diversity of political opinion- from conservative R to very progressive D. Most of us are the products of earlier generations of migrants from Europe, Russia, China,Japan\n",
            "@TheRaDR @JoyAnnReid That diversity need ends right where that “diverse” person’s conservative belief begins, doesn’t it?\n",
            "In 2005 my college had a month-long meltdown after a conservative student wrote an article about diversity on campus. Happy to talk on the record about it\n",
            "For years, the Conservatives have trailed the Labour Party on diversity within its ranks. Cameron wanted to bring more ethnic minorities in. And he did. \n",
            "\n",
            "#politics #race #leadership #conservatives #labourparty #diversity #minorities #ukhousing https://t.co/QGxDXeHfkG\n",
            "@ClayTravis Their idea of diversity is no Conservative views allowed.\n",
            "A key education specialist for the Department of Defense has made tweets so patently racist that it is evident she... #BreakingNews #conservative #ConservativeNews #trump #republican\n",
            "\n",
            "https://t.co/YZL1QUTKVC\n",
            "@CrusaderLewd Or Japan isn't the conservative monolith you thought it was and they happen to, like the rest of the world, have a diversity of opinions. Mind blowing I know.\n",
            "@dijoni Disney could have saved themselves alot of backlash simply by telling the story of this mermaid that actually has canon in the story. But no. White liberal Hollywood wanted to use Halle Bailey (As A Battering Ram) to teach white Conservative American a lesson about diversity. https://t.co/EhFJyeyx5l\n",
            "@DashDobrofsky I’m not a conservative, and I can still see that she couldn’t so much as shut down a toilet seat. Biden’s party wanted this. They champion it. Why are they losing their minds when it happens on their doorstep? I thought they embraced diversity. This is hypocrisy. Simple as that.\n",
            "@FrancisBegbie_1 @JBananasPhD @toadmeister @FrancisBegbie_1\n",
            "#Gottingen \n",
            "\n",
            "academe did however be centrist and even leaned conservative for a while , concern is not right nor left , it is more echo chambers and not having diversity of perspective\n",
            "https://t.co/sW0wUXAy8P\n",
            "Disney could have saved themselves alot of backlash simply by telling the story of this mermaid that actually has canon in the story. But no. White liberal Hollywood wanted to use Halle Bailey (As A Battering Ram) to teach white Conservative America a lesson about diversity. https://t.co/USMrysJ8co\n",
            "We need set “thought diversity” quotas to ensure 50% conservative and 50% socialist? Liberal? What about left ring academics who have some conservative views? How do we define them? Maybe let academic freedom exist, accept that some groups are drawn to teaching and learning more? https://t.co/9nEOLAAClX\n",
            "@toadmeister \"Earlier this year, the Harvard Crimson found that that only 1.5% of Harvard faculty identify as ‘conservative’, compared to 82% who identify as ‘liberal’.\" - Lack of diversity of thought/opinion is disconcerting.\n",
            "@TuckerCarlson Send them to all the Liberal Santuary NIMBY capitals: Aspen, Brentwood (LA), Malibu, Santa Monica, Montecito, The Hamptons,  the Upper West/East Side of NY. Conservative truck drivers from AZ, TX and FLA could help out with transport. A Berlin airlift for much needed diversity!\n",
            "@TimothyDailey1 @Pollos_Hernandy He has conservative views like not supporting BLM or this trend of diversity.\n",
            "My super conservative, quintessentially manly boomer father in law thinks the diversity in Rings of Power is cool. So, you know, maybe some of you punks need to settle the fuck down.\n",
            "@xanthas11 @nkanow @OffendingMuch @duttonj63 @GovRonDeSantis I live here as well.  I'm sorry you're surrounded by such lack of diversity of thought.  My town is about 50/50 liberal vs conservative.\n",
            "@HollyBullardFL @mattyglesias An overarching theme in Coddling is that diversity of thought is critical on campus, and recently, progressives have often limited that.  Seems to me HB7 is just the conservative version of limiting diversity of thought/discussion/free speech.  Both are wrong.\n",
            "@ChristianWalk1r Hi queen, yass diversity rocks but the conservative right wingers you worship barely tolerate you. Do you need a reminder to look yourself in the mirror?\n",
            "OMG IM SCREAMING YALL THEY UNIRONICALLY SAID, “if we want diversity we should vote conservative” LMAOOOOOOOOOOOOOOOOO\n",
            "@JamesBradleyCA If you are suggesting that \"liberal, diversity-loving\" Martha's Vineyard is the opposite of FL and TX, you're basically admitting that FL and TX are conservative and racist.\n",
            "Let’s pub an article outlining a growing social crisis that’s a deeply concerning predictor of intensifying harm on a Friday when no one will read it so we can save space in our Sunday paper for a conservative oped arguing the criminalization of diversity is good. https://t.co/u6e95VQwiF\n",
            "@RebelNewsOnline The Liberals accept diversity but not if your a freedom loving Christian that hold Conservative points of view!  You Bud are a lying hypocrite!\n",
            "Conservative media *really* talking about how white MVineyard is as if The Libs are being owned by a taste of their own diversity medicine………….\n",
            "@AaronBastani @elle_griff Right on both counts. It is a truly conservative country and the tension between states republicanism and monarchist action lies in fact that most republicans are still ardent nationalists. Thus they will be drawn to the banners of nationalism in all their sordid diversity\n",
            "@MysteryGrove remember when the conservative talking point was that the illegals were supposed to stay in MV and blow up crime rates to \"make them feel what we go thru,\" and how it immediately shifted to \"haha lol they can't handle diversity\" when they all voluntarily left? such weak posturing\n",
            "The self-described “woke” chief diversity, equity and inclusion officer in the Department of Defense’s education branch... #BreakingNews #conservative #ConservativeNews #trump #republican\n",
            "\n",
            "https://t.co/wcKDLRFNQM\n",
            "@verbal_wn13 @MissHavisham10 @abundantpundit @covie_93 What the hell kind of conservative whines about \"embracing diversity\"? Oh, I get it. You're the last remaining Jeb voter. Carry on, brave soldier.\n",
            "@jam0000000000 @youngbear55821 @PissOffNow77 I see some conservative activist website sources and some white ppl complaining about diversity. Are you truly not willing to admit White Christians are the majority in our population? Or does fear drive the narrative?\n",
            "@juscallmebeej @tedcruz Well when you live off government hand outs you not going to vote conservative. Why can the liberal elite have diversity I thought that was a strength let’s get Martha’s Vineyard a little less white.\n",
            "@TrulyNiceHart @VaelynVp @TimRunsHisMouth Diversity IS a strength.....unless you're a conservative.\n",
            "@JaredKukura I’ve noticed this!!! A lot of them are supported by predominantly white people from very wealthy conservative churches which are groups that often lack diversity in thought and ideas.\n",
            "@GavinNewsom I'd like to know too, is THIS kidnapping? Or is it just when conservative governors do it?? Aren't you for diversity, tolerance, social justice type stuff??? Here's your chance to shine!! You just be sure to set everybody straight, and do what's right, right?? https://t.co/ZX7bj92oHW\n",
            "@joycelechtenbe1 @PurpleHazedays Sweden won’t be good for them, its turning conservative.\n",
            "The Vikings  had enough of diversity and Inclusion. They learned it the hard way.\n",
            "@sleepinmoneyJR @CNN @MSNBC I hope some wealthy conservative buys them a place to stay…let’s lock down that diversity!!\n",
            "@NickKnudsenUS @humanwhohears Conservative, controlling White men cannot be allowed to ever dominate our country again. Their disdain for any diversity or shared success/equality is arrogant and has destroyed our ability to come together. It's time they walked among us, not over/on top of us.\n",
            "@Mediaite @jaketapper @colbyhall it's not a cancer, it's the core. This irrational hatred of equity and diversity has been the base of conservative thought for my entire life.\n",
            "I too applaud the current Conservative diversity initiative. Nice to see so many largely white people from all walks of life publicly self-identify as having fringe views. #cdnpoli #canpoli #canpoli https://t.co/ByPmeWdVht\n",
            "@WillemsenRyan @Roman_Baber Doug will retire probably. But we will have Conservative Ontario forever. Diversity isnour strength! Libs will never win an election ever again thanks to Kathleen Wynne\n",
            "Good luck with the Liberal mini-van party.\n",
            "Maybe you shouldn’t write checks you can’t cash. Maybe you should realize illegal immigration is wrong and not use it as a platform to stand above us conservative heathens. But hey, diversity is our strength right? We need to diversify Martha’s Vineyard right away!\n",
            "@HariPrasad91 Also, imagine thinking that the super rich people on Martha's Vineyard live there year round and never travel anywhere they might meet anyone different.\n",
            "\n",
            "If you wanna see people who haven't been exposed to much diversity you need to look in poor conservative rural areas.\n",
            "Large cross cultural study finds parenthood tends to make people more conservative in their political views.\n",
            "\n",
            "May help explain the lack of political diversity in academia, a career which is increasingly seen as incompatible with caregiving duties that come with having kids. https://t.co/nNqKTT3xC9\n",
            "To the foolish left; you cannot have inclusivity and diversity by segregating yourself from the poor when you are rich, from the white if you're  black, from the conservative if you're liberal, nor can inclusivity or diversity exist without cultural appropriation. So @JoeBiden https://t.co/CPm2mJNmGx\n",
            "Demrats 🐀🐀have become some of the most hateful people. Listen to their toxic hatred toward Republicans!! They \"claim\" to be the Party of \"inclusion and diversity\" yet they can't stand individual thought and individual  freedoms. They censor Conservative speech. Such hypocrites.\n",
            "@ChristinaPushaw Diversity is strength, yes.\n",
            "But, for you guys, the cruelty is the point.\n",
            "No huddled masses for you.\n",
            "No shining city on a hill.\n",
            "No Christian compassion.\n",
            "Not even any conservative compassion.\n",
            "Just cruelty.\n",
            "@CasualO18693515 @Rsogie @RosRosbut28 @kirklapointe @mynamesnotgordy Hey, interesting opinion. I'm a conservative when it comes to finances and tend to be more left leaning when it comes to social services, be open to diversity. I'm also Catholic but want nothing with mentions of God in matters of public life and the state, regardless of religion.\n",
            "@itschappy It reminds me a lot of Texas… liberal big cities, conservative small towns. We’ve had a great experience in big cities with the church (Houston now Portland). A lot of diversity, different beliefs, and just general acceptance of people.\n",
            "Martha's Vineyard got some good old fashioned diversity training this week from a conservative Desantis. Suddenly the Democrats get Trump minded when their bubble gets popped about shelling out money they have or don't\n",
            "They're just as conservative as me. Hypocrisy bubble! Pop! https://t.co/yRTcGfNCKY\n",
            "@KatlynHarrison Consultants from the Conservative party. Consultants from the Liberal Party. Developers from Kanata AND Orleans!   That's the diversity you want.\n",
            "@DylanMacKayPhD And if by ‘right wing or conservative’ they really mean intolerant old jerks, then I think it’s not really a ‘crisis’ of any sorts, including ‘view point diversity’. What utter nonsense. Their outdated ideas can’t win so they want to legislate them by tying to funding. Lol.\n",
            "@HNzekwue @estvoxpopuli @britknee_00 @CNN But even if you wanted to use the lazy conservative definition, having an Ariel of African descent would only encourage more acceptance of diversity. That’s why there are so many videos of children of all races enjoying the trailer.\n",
            "@crazytrain6701 @catturd2 I was responding to your use of the word diversity. But those that are open to diff cultures &amp; ethnicities are more likely to consider multiple perspectives. I also understand that there are conservative liberals &amp; liberal conservatives. But ppl tend to vote along party lines.\n",
            "ethnic diversity reveals nothing has changed. ‘More than two-thirds of the new Cabinet went to fee-paying private schools, including Braverman, Cleverly and Kwarteng, compared to just 7% of the British population as a whole. The past four Conservative prime ministers all\n",
            "Spent the day in a diversity training to be your “authentic self”, and had to pretend I’m not a conservative. #ItsFine\n",
            "@ConservativeCD @AlexisNaomiii That is one tough line to straddle, lady. I'm not super conservative, but I support a diversity of thoughts and voices, so I'ma follow ya. Oh... and plus 1 on the idea that libertarianism must logically support individuality.\n",
            "@Acyn @vidiot_ Two lifelong conservative, Federalist Society lawyers is the new version of diversity of opinion, huh?\n",
            "@MysteryGrove The left is smarter. They transport immigrants and pay for their housing and welfare in the conservative areas that they want to destroy with diversity. \n",
            "\n",
            "“Diversity” means destroying Christian communities.\n",
            "\"88% [of Canadian professors] self-identity as left-leaning, with only 9% voting for conservative parties.\"\n",
            "\n",
            "Given what we know about motivated reasoning, this means we should trust academics' judgment ~less~ when they arrive at left-leaning conclusions.\n",
            "\n",
            " https://t.co/7Y1DP95uaA\n",
            "The fastest way to turn a liberal into a conservative is to make them walk the talk. Diversity! All are welcome! As long as its not on THEIR doorstep.\n",
            "The Identity Trap: Race, Representation and the Rise of Conservative Diversity – Byline Times https://t.co/at86wJFJAq\n",
            "@LibyaLiberty That is more of a conservative religious look than a diversity look. When are people going to learn that the only bigger right wing theocrats than Christians are Muslims, globally speaking.\n",
            "@John_Kngston @WeWillGTT @kristenrudd Public schools are diverse by design. All socioeconomic levels, racial diversity and intellectual ability. Homeschoolers tend to be highly selective (mostly religious, conservative, middle class and white.)\n",
            "So when Progressives and Biden send plane after plane, and bus after bus to other states from the border with illegals it's called Compassion and Diversity.  When a Conservative such as DeSantis does it's called human trafficking. This is how the game is played right?.🤔\n",
            "As long as diversity isn't personal and within 10 feet of her. Me and my family are not like this and I'm a conservative. It's a horrible myth that progressives are actually that. Most aren't. https://t.co/cpLh5MFSao\n",
            "One thing I really don't get with 'viewpoint diversity' discourse is that it isn't actually about viewpoint diversity, it's about underrepresentation of particular conservative/right wing viewpoints in particular institutions. But advocates are very unwilling to *name the views*.\n",
            "@CarolusJacomus @JamesMartinSJ You’re correct.  His radical politics dictates that only left wing pet groups can be marginalized.  They talk about diversity until some conservative Catholics favor the old Latin mass then they crush them in the name of unity??  Just radical leftists disguised as priests.\n",
            "Just absolutely incoherent. But he managed to work in a few conservative mad Libs of things they hate: George Soros, black women, abortion, diversity. https://t.co/py17b6U1Bc\n",
            "Their Diversity officer is racist? \n",
            "I’m shocked! 😱\n",
            "\n",
            "Biden DOD Staffer Anti-white Posts Resurface - Conservative Journal Review https://t.co/09YVbWpMrv\n",
            "In the UK and US, conservative parties pander to diversity, rebuff white bases https://t.co/e4vqX9FLhR\n",
            "@Martyupnorth_2 I'm a 44 yr old dad, volunteer in my community.  I'm a socially left leaning fiscal conservative.  I chair an inclusive council that manages diversity in the workplace. I want a gov that respects ALL.  Trudeau considers me an extremist that must be dealt with. \n",
            "#TrudeauMustGo\n",
            "So far, I'm the only one who's done meaningful outreach. I'm glad I reached out in March 2020 and united the country. Now, Trudeau's fading again.\n",
            "\n",
            "@fabricevil I have a \"Plan B\" in mind for #Canada's absence, everywhere...\n",
            "\n",
            "https://t.co/wyao69gGxh\n",
            "@WestComicGuy @RyanB81111387 @BuckSexton I’ll never get how mfs who read comics. X-MEN COMICS AT THAT become conservative. 🤦‍♂️🤦‍♂️🤦‍♂️ A comic literary about diversity, SJW shit, racism, bigotry and xenophobia. \n",
            "\n",
            "This just tells me you do not know how to read and like comic’s because they “got a bunch of purrdy pictures”\n",
            "@kherm14 @Conservative_X1 @carolynryan I’m so proud of Governor DeSantis recognizing the lack of diversity on Martha’s Vineyard.  This is truly awe inspiring and we should spend whatever money it takes.  Diversity is our strength.  ✊🏽☮️🏳️‍⚧️🏳️‍🌈🇨🇳🇨🇺🇻🇪\n",
            "@boisemayor Some of that diversity is people who have conservative Christian values.\n",
            "Many Black and Brown people are socially progressive. Many are socially conservative. To deny whole peoples capacity for ideological diversity is essentialist and racist.\n",
            "\n",
            "Black and Brown people are not pawns for your political agenda\n",
            "@Quack_Factory Many Black people are conservative. On many issues. It is in my opinion racist to deny peoples of their capacity for ideological diversity\n",
            "@DavidAFrench boldly questioning the world’s leading Mermaid expert.\n",
            "\n",
            "And furiously penning his next article: “The Conservative Case for Mermaid Diversity” https://t.co/OgB98eiKbr\n",
            "@KjSwan426 @RepDylan @GovRonDeSantis Mayor lightfoot “we love diversity, we are a sanctuary city”\n",
            "She was sent 50 illegals, she complained loudly/shouted no notice  and promptly shipped them to a conservative suburb with no notice. Cannot write that level of hypocrisy and fraud. So dear it is you that is ignorant.\n",
            "🏳️‍🌈 Full support for #EuroPride2022 !\n",
            "@PES_Women and @RainbowRose_PES are in #Belgrade to participate on the #Pride, to take a stand for diversity against the conservative backlash in Serbia and to urge women and #LGBTI across Europe to reclaim their space.\n",
            "https://t.co/C0HRCotUVb https://t.co/GYTQdRc7dI\n",
            "@r8chelg My method of coping is to find one of the good ones, a country club conservative who might have unintentional bias, but has good intentions due to a lack of exposure to unbiased information, critical thinking, and cultural diversity. Then I avoid talking about politics.\n",
            "🤔📚 Boardroom diversity is now an issue that has been caught up in America’s ongoing, polarising culture war.\n",
            "https://t.co/7Y51axhBVd\n",
            "@IUPUI students, join us today at 7:30 pm in CE 409 (campus center) to hear our guest speaker, @whitleyjyates, director of Diversity and Engagement for the Indiana GOP, local business leader, and law student. There will be pizza!\n",
            "\n",
            "#conservative #republican #iupui #iu\n",
            "@thenikkifire Which is understandable. Please don’t read mine as “everything is perfectly safe all the time!” I just get annoyed with the conservative media painting a picture that everywhere diversity exists and has a large population is automatically some sort of war zone.\n",
            "@MacStipanovich @ChristinaPushaw Conservative here, and I'm not bothered at all. I think it's about time that Martha's Vineyard became strengthened by diversity. Give us your poor, your huddled masses...\n",
            "i thought it was blown out of proportion but scrolling thru social media makes me realise people are deadass like this\n",
            "\n",
            "conservative white people can’t even handle imaginary diversity\n"
          ]
        }
      ],
      "source": [
        "# give me the tweets !!\n",
        "\n",
        "query = 'apple diversity -is:retweet lang:en '\n",
        "paginator = tweepy.Paginator(\n",
        "    client.search_recent_tweets,           # The method you want to use\n",
        "    query=query,                           # Some argument for this method\n",
        "    max_results=50,                       # How many tweets per page\n",
        "    limit=10                              # How many pages to retrieve\n",
        ")\n",
        "\n",
        "\n",
        "tweet_list = []\n",
        "\n",
        "for tweet in paginator.flatten(): # Total number of tweets to retrieve\n",
        "    tweet_list.append(tweet)\n",
        "    print(tweet)\n",
        "  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "wGnQdTkdEP3J"
      },
      "outputs": [],
      "source": [
        "def preprocess_tweet(sen):\n",
        "    '''Cleans text data up, only 2 or more char long non-stepwords composed of A-Z & a-z only\n",
        "    in lowercase'''\n",
        "    \n",
        "    sentence = sen.lower()\n",
        "\n",
        "    # Remove RT\n",
        "    sentence = re.sub('RT @\\w+: ',\" \", sentence)\n",
        "\n",
        "  \n",
        "    sentence = re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\",\" \", sentence) # regex for the removing the puctuations.\n",
        "\n",
        "    # Single character removal\n",
        "    sentence = re.sub(r\"\\s+[a-zA-Z]\\s+\", ' ', sentence)  # When we remove apostrophe from the word \"Mark's\", the apostrophe is replaced by an empty space. Hence, we are left with single character \"s\" that we are removing here.\n",
        "\n",
        "    # Remove multiple spaces\n",
        "    sentence = re.sub(r'\\s+', ' ', sentence)  # Next, we remove all the single characters and replace it by a space which creates multiple spaces in our text. Finally, we remove the multiple spaces from our text as well.\n",
        "\n",
        "    return sentence"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "7IgyWpRXKIy8",
        "outputId": "da6938cc-f302-4d65-e74d-470fe4a143c2"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-de59db1d-6f9e-4b1b-9861-d145fa6d13b6\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>It's easier for nominal liberals to take a ben...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>@minordissent @PhilippusArabus I lived in what...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>@DesiringGod80 Using the word \"woke.\" Means yo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>@NikkiHaley @sunny @NikkiHaley has always embr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>@NikkiHaley has always embraced her Indian her...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-de59db1d-6f9e-4b1b-9861-d145fa6d13b6')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-de59db1d-6f9e-4b1b-9861-d145fa6d13b6 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-de59db1d-6f9e-4b1b-9861-d145fa6d13b6');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                text\n",
              "0  It's easier for nominal liberals to take a ben...\n",
              "1  @minordissent @PhilippusArabus I lived in what...\n",
              "2  @DesiringGod80 Using the word \"woke.\" Means yo...\n",
              "3  @NikkiHaley @sunny @NikkiHaley has always embr...\n",
              "4  @NikkiHaley has always embraced her Indian her..."
            ]
          },
          "execution_count": 247,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Creates the  new dataframe and new features\n",
        "tweet_list_df = pd.DataFrame(tweet_list)\n",
        "tweet_list_df = pd.DataFrame(tweet_list_df['text'])\n",
        "tweet_list_df.head(5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qJVBbgtPKLG1"
      },
      "outputs": [],
      "source": [
        "def preprocess_tweet(sen):\n",
        "    '''Cleans text data up, leaving only 2 or more char long non-stepwords composed of A-Z & a-z only\n",
        "    in lowercase'''\n",
        "    \n",
        "    sentence = sen.lower()\n",
        "\n",
        "    # Remove RT\n",
        "    sentence = re.sub('RT @\\w+: ',\" \", sentence)\n",
        "\n",
        "    # Remove special characters\n",
        "    sentence = re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\",\" \", sentence)\n",
        "\n",
        "    # Single character removal\n",
        "    sentence = re.sub(r\"\\s+[a-zA-Z]\\s+\", ' ', sentence)  # When we remove apostrophe from the word \"Mark's\", the apostrophe is replaced by an empty space. Hence, we are left with single character \"s\" that we are removing here.\n",
        "\n",
        "    # Remove multiple spaces\n",
        "    sentence = re.sub(r'\\s+', ' ', sentence)  # Next, we remove all the single characters and replace it by a space which creates multiple spaces in our text. Finally, we remove the multiple spaces from our text as well.\n",
        "\n",
        "    return sentence"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "-sknyLWAEbgr",
        "outputId": "1f934647-31fc-47b4-d4b5-09cb6e59a832"
      },
      "outputs": [
        {
          "ename": "NameError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-2-4838de5b6c39>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mcleaned_tweets\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mtweet\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtweet_list_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'text'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m   \u001b[0mcleaned_tweet\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpreprocess_tweet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m   \u001b[0mcleaned_tweets\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcleaned_tweet\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'tweet_list_df' is not defined"
          ]
        }
      ],
      "source": [
        "cleaned_tweets = [] #tweets cleaning\n",
        "\n",
        "for tweet in tweet_list_df['text']:\n",
        "  cleaned_tweet = preprocess_tweet(tweet)\n",
        "  cleaned_tweets.append(cleaned_tweet)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "9CQqzbL9Ef8J",
        "outputId": "2fff36c9-229b-48e3-9b21-9eb6640c9032"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-a46afca2-ec5c-43d1-a7dc-ab1394c61b83\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>cleaned</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>It's easier for nominal liberals to take a ben...</td>\n",
              "      <td>it easier for nominal liberals to take benign ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>@minordissent @PhilippusArabus I lived in what...</td>\n",
              "      <td>lived in what was essentially an ethnostate w...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>@DesiringGod80 Using the word \"woke.\" Means yo...</td>\n",
              "      <td>using the word woke means you are literally p...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>@NikkiHaley @sunny @NikkiHaley has always embr...</td>\n",
              "      <td>has always embraced her indian heritage not s...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>@NikkiHaley has always embraced her Indian her...</td>\n",
              "      <td>has always embraced her indian heritage not s...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a46afca2-ec5c-43d1-a7dc-ab1394c61b83')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-a46afca2-ec5c-43d1-a7dc-ab1394c61b83 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-a46afca2-ec5c-43d1-a7dc-ab1394c61b83');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                text  \\\n",
              "0  It's easier for nominal liberals to take a ben...   \n",
              "1  @minordissent @PhilippusArabus I lived in what...   \n",
              "2  @DesiringGod80 Using the word \"woke.\" Means yo...   \n",
              "3  @NikkiHaley @sunny @NikkiHaley has always embr...   \n",
              "4  @NikkiHaley has always embraced her Indian her...   \n",
              "\n",
              "                                             cleaned  \n",
              "0  it easier for nominal liberals to take benign ...  \n",
              "1   lived in what was essentially an ethnostate w...  \n",
              "2   using the word woke means you are literally p...  \n",
              "3   has always embraced her indian heritage not s...  \n",
              "4   has always embraced her indian heritage not s...  "
            ]
          },
          "execution_count": 250,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "tweet_list_df['cleaned'] = pd.DataFrame(cleaned_tweets) #cleaning done\n",
        "tweet_list_df.head(5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "rg31I9zQEhco",
        "outputId": "c735a42c-a08c-4ce8-bf3e-88528f00f68b"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-5bef42a9-3920-47ec-bbed-d78a4b3a626c\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>cleaned</th>\n",
              "      <th>polarity</th>\n",
              "      <th>subjectivity</th>\n",
              "      <th>sentiment</th>\n",
              "      <th>neg</th>\n",
              "      <th>neu</th>\n",
              "      <th>pos</th>\n",
              "      <th>compound</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>It's easier for nominal liberals to take a ben...</td>\n",
              "      <td>it easier for nominal liberals to take benign ...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.619</td>\n",
              "      <td>0.381</td>\n",
              "      <td>0.9246</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>@minordissent @PhilippusArabus I lived in what...</td>\n",
              "      <td>lived in what was essentially an ethnostate w...</td>\n",
              "      <td>-0.181944</td>\n",
              "      <td>0.534722</td>\n",
              "      <td>negative</td>\n",
              "      <td>0.222</td>\n",
              "      <td>0.618</td>\n",
              "      <td>0.160</td>\n",
              "      <td>-0.4427</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>@DesiringGod80 Using the word \"woke.\" Means yo...</td>\n",
              "      <td>using the word woke means you are literally p...</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.366667</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.067</td>\n",
              "      <td>0.788</td>\n",
              "      <td>0.145</td>\n",
              "      <td>0.3818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>@NikkiHaley @sunny @NikkiHaley has always embr...</td>\n",
              "      <td>has always embraced her indian heritage not s...</td>\n",
              "      <td>0.072222</td>\n",
              "      <td>0.447972</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.045</td>\n",
              "      <td>0.870</td>\n",
              "      <td>0.085</td>\n",
              "      <td>0.1872</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>@NikkiHaley has always embraced her Indian her...</td>\n",
              "      <td>has always embraced her indian heritage not s...</td>\n",
              "      <td>0.072222</td>\n",
              "      <td>0.447972</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.045</td>\n",
              "      <td>0.870</td>\n",
              "      <td>0.085</td>\n",
              "      <td>0.1872</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5bef42a9-3920-47ec-bbed-d78a4b3a626c')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5bef42a9-3920-47ec-bbed-d78a4b3a626c button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5bef42a9-3920-47ec-bbed-d78a4b3a626c');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                text  \\\n",
              "0  It's easier for nominal liberals to take a ben...   \n",
              "1  @minordissent @PhilippusArabus I lived in what...   \n",
              "2  @DesiringGod80 Using the word \"woke.\" Means yo...   \n",
              "3  @NikkiHaley @sunny @NikkiHaley has always embr...   \n",
              "4  @NikkiHaley has always embraced her Indian her...   \n",
              "\n",
              "                                             cleaned  polarity  subjectivity  \\\n",
              "0  it easier for nominal liberals to take benign ...  0.000000      0.000000   \n",
              "1   lived in what was essentially an ethnostate w... -0.181944      0.534722   \n",
              "2   using the word woke means you are literally p...  0.033333      0.366667   \n",
              "3   has always embraced her indian heritage not s...  0.072222      0.447972   \n",
              "4   has always embraced her indian heritage not s...  0.072222      0.447972   \n",
              "\n",
              "  sentiment    neg    neu    pos  compound  \n",
              "0  positive  0.000  0.619  0.381    0.9246  \n",
              "1  negative  0.222  0.618  0.160   -0.4427  \n",
              "2  positive  0.067  0.788  0.145    0.3818  \n",
              "3  positive  0.045  0.870  0.085    0.1872  \n",
              "4  positive  0.045  0.870  0.085    0.1872  "
            ]
          },
          "execution_count": 251,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Calculates Negative, Positive, Neutral and Compound values\n",
        "\n",
        "tweet_list_df[['polarity', 'subjectivity']] = tweet_list_df['cleaned'].apply(lambda Text: pd.Series(TextBlob(Text).sentiment))\n",
        "for index, row in tweet_list_df['cleaned'].iteritems():\n",
        "    score = SentimentIntensityAnalyzer().polarity_scores(row)\n",
        "    neg = score['neg']\n",
        "    neu = score['neu']\n",
        "    pos = score['pos']\n",
        "    comp = score['compound']\n",
        "    if comp <= -0.05:\n",
        "        tweet_list_df.loc[index, 'sentiment'] = \"negative\"\n",
        "    elif comp >= 0.05:\n",
        "        tweet_list_df.loc[index, 'sentiment'] = \"positive\"\n",
        "    else:\n",
        "        tweet_list_df.loc[index, 'sentiment'] = \"neutral\"\n",
        "    tweet_list_df.loc[index, 'neg'] = neg\n",
        "    tweet_list_df.loc[index, 'neu'] = neu\n",
        "    tweet_list_df.loc[index, 'pos'] = pos\n",
        "    tweet_list_df.loc[index, 'compound'] = comp\n",
        "\n",
        "tweet_list_df.head(5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WNWM8UmcEjdH"
      },
      "outputs": [],
      "source": [
        "#Create new data frames for all sentiments (positive, negative and neutral)\n",
        "\n",
        "tweet_list_df_negative = tweet_list_df[tweet_list_df[\"sentiment\"]==\"negative\"]\n",
        "tweet_list_df_positive = tweet_list_df[tweet_list_df[\"sentiment\"]==\"positive\"]\n",
        "tweet_list_df_neutral = tweet_list_df[tweet_list_df[\"sentiment\"]==\"neutral\"]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dGWCyw0iElRB"
      },
      "outputs": [],
      "source": [
        "#Function for count_values_in single columns\n",
        "\n",
        "def count_values_in_column(data,feature):\n",
        "    total=data.loc[:,feature].value_counts(dropna=False)\n",
        "    percentage=round(data.loc[:,feature].value_counts(dropna=False,normalize=True)*100,2)\n",
        "    return pd.concat([total,percentage],axis=1,keys=['Total','Percentage'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "kQ-Z6zNCEnCH",
        "outputId": "fc37a495-030b-467a-ead9-3b795975b0bb"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-7c8eb0fb-e7f1-478c-9b9a-3b66a940b921\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Total</th>\n",
              "      <th>Percentage</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>positive</th>\n",
              "      <td>117</td>\n",
              "      <td>54.42</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>negative</th>\n",
              "      <td>79</td>\n",
              "      <td>36.74</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>neutral</th>\n",
              "      <td>19</td>\n",
              "      <td>8.84</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7c8eb0fb-e7f1-478c-9b9a-3b66a940b921')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-7c8eb0fb-e7f1-478c-9b9a-3b66a940b921 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-7c8eb0fb-e7f1-478c-9b9a-3b66a940b921');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "          Total  Percentage\n",
              "positive    117       54.42\n",
              "negative     79       36.74\n",
              "neutral      19        8.84"
            ]
          },
          "execution_count": 254,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Count_values for sentiment\n",
        "count_values_in_column(tweet_list_df,\"sentiment\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "Ny6PjforEpTv",
        "outputId": "d4cde48e-57f9-43f0-e101-c1b4561add50"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "#checking in the pie chart\n",
        "pichart = count_values_in_column(tweet_list_df,\"sentiment\")\n",
        "# names= pc.index\n",
        "# size=pc[\"Percentage\"]\n",
        "\n",
        "names= pichart.index\n",
        "size=pichart[\"Percentage\"]\n",
        "\n",
        "# Create a circle for the center of the plot\n",
        "my_circle=plt.Circle( (0,0), 0.7, color='white')\n",
        "plt.pie(size, labels=names, colors=['green','blue','red'])\n",
        "p=plt.gcf()\n",
        "p.gca().add_artist(my_circle)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1JgB0150Eq3p",
        "outputId": "1c6c3257-adf8-4e84-ce72-c6d49bcca8fd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n",
            "/content/drive/My Drive/Project_TwitterAPI_Sentiments\n",
            "c1_wordcloud.png  c2_sentimentanalysis_output.csv\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "%cd /content/drive/My Drive/Project_TwitterAPI_Sentiments\n",
        "!ls"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RD-OyOJQEt6H"
      },
      "outputs": [],
      "source": [
        "#Function to Create Wordcloud\n",
        "# I am not doing this anymore.\n",
        "def create_wordcloud(text):\n",
        "    mask = np.array(Image.open(\"/content/drive/My Drive/Project_TwitterAPI_Sentiments/c1_wordcloud.png\"))\n",
        "    stopwords = set(STOPWORDS)\n",
        "    wc = WordCloud(background_color=\"white\",\n",
        "                  mask = mask,\n",
        "                  max_words=20,\n",
        "                  stopwords=stopwords,\n",
        "                  repeat=True)\n",
        "    wc.generate(str(text))\n",
        "    wc.to_file(\"c1_wordcloud.png\")\n",
        "    print(\"Word Cloud Saved Successfully\")\n",
        "    path=\"c1_wordcloud.png\"\n",
        "    display(Image.open(path))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "id": "Up8GZhmFEvOe",
        "outputId": "7024c189-ceef-4162-fbb3-8e1eff683aba"
      },
      "outputs": [
        {
          "ename": "ValueError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/wordcloud/wordcloud.py\u001b[0m in \u001b[0;36mgenerate_from_frequencies\u001b[0;34m(self, frequencies, max_font_size)\u001b[0m\n\u001b[1;32m    458\u001b[0m                     font_size = int(2 * sizes[0] * sizes[1]\n\u001b[0;32m--> 459\u001b[0;31m                                     / (sizes[0] + sizes[1]))\n\u001b[0m\u001b[1;32m    460\u001b[0m                 \u001b[0;31m# quick fix for if self.layout_ contains less than 2 values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mIndexError\u001b[0m: list index out of range",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/wordcloud/wordcloud.py\u001b[0m in \u001b[0;36mgenerate_from_frequencies\u001b[0;34m(self, frequencies, max_font_size)\u001b[0m\n\u001b[1;32m    463\u001b[0m                     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 464\u001b[0;31m                         \u001b[0mfont_size\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msizes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    465\u001b[0m                     \u001b[0;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mIndexError\u001b[0m: list index out of range",
            "\nDuring handling of the above exception, another exception occurred:\n",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-99-d80f587665fc>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Creating wordcloud for all tweets\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mcreate_wordcloud\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_list_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"cleaned\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;31m# create_wordcloud(tweet_list_df_positive[\"text\"].values)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m# create_wordcloud(tweet_list_df_negative[\"cleaned\"].values)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m<ipython-input-98-94996fac52cc>\u001b[0m in \u001b[0;36mcreate_wordcloud\u001b[0;34m(text)\u001b[0m\n\u001b[1;32m      9\u001b[0m                   \u001b[0mstopwords\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstopwords\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m                   repeat=True)\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0mwc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m     \u001b[0mwc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"c1_wordcloud.png\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Word Cloud Saved Successfully\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/wordcloud/wordcloud.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self, text)\u001b[0m\n\u001b[1;32m    637\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    638\u001b[0m         \"\"\"\n\u001b[0;32m--> 639\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate_from_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    640\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    641\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_check_generated\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/wordcloud/wordcloud.py\u001b[0m in \u001b[0;36mgenerate_from_text\u001b[0;34m(self, text)\u001b[0m\n\u001b[1;32m    619\u001b[0m         \"\"\"\n\u001b[1;32m    620\u001b[0m         \u001b[0mwords\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 621\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate_from_frequencies\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwords\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    622\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    623\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/wordcloud/wordcloud.py\u001b[0m in \u001b[0;36mgenerate_from_frequencies\u001b[0;34m(self, frequencies, max_font_size)\u001b[0m\n\u001b[1;32m    465\u001b[0m                     \u001b[0;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    466\u001b[0m                         raise ValueError(\n\u001b[0;32m--> 467\u001b[0;31m                             \u001b[0;34m\"Couldn't find space to draw. Either the Canvas size\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    468\u001b[0m                             \u001b[0;34m\" is too small or too much of the image is masked \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    469\u001b[0m                             \"out.\")\n",
            "\u001b[0;31mValueError\u001b[0m: Couldn't find space to draw. Either the Canvas size is too small or too much of the image is masked out."
          ]
        }
      ],
      "source": [
        "# Creating wordcloud for all tweets\n",
        "\n",
        "#create_wordcloud(tweet_list_df[\"cleaned\"].values)\n",
        "# create_wordcloud(tweet_list_df_positive[\"text\"].values)\n",
        "# create_wordcloud(tweet_list_df_negative[\"cleaned\"].values)\n",
        "# create_wordcloud(tweet_list_df_neutral[\"text\"].values)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "o-w7tmMrEy_u"
      },
      "outputs": [],
      "source": [
        "#Calculating tweet's lenght and word count\n",
        "tweet_list_df['text_len'] = tweet_list_df['cleaned'].astype(str).apply(len)\n",
        "tweet_list_df['text_word_count'] = tweet_list_df['cleaned'].apply(lambda x: len(str(x).split()))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "gx0PXA9BEztn",
        "outputId": "3d2bc550-1405-4954-eb99-1222508480aa"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-66c38b4f-1288-4ba2-b31e-0b5c426d7a3e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text_len</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>sentiment</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>negative</th>\n",
              "      <td>205.29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>neutral</th>\n",
              "      <td>165.68</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>positive</th>\n",
              "      <td>205.09</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-66c38b4f-1288-4ba2-b31e-0b5c426d7a3e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-66c38b4f-1288-4ba2-b31e-0b5c426d7a3e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-66c38b4f-1288-4ba2-b31e-0b5c426d7a3e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "           text_len\n",
              "sentiment          \n",
              "negative     205.29\n",
              "neutral      165.68\n",
              "positive     205.09"
            ]
          },
          "execution_count": 259,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "round(pd.DataFrame(tweet_list_df.groupby(\"sentiment\").text_len.mean()),2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "gBuvc_dTE1pr",
        "outputId": "af761054-8e62-49c3-e383-c68d6b67deee"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-c725fac4-bf0c-4f7e-8fa7-4d8bc527ae48\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text_word_count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>sentiment</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>negative</th>\n",
              "      <td>33.81</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>neutral</th>\n",
              "      <td>26.68</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>positive</th>\n",
              "      <td>34.14</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c725fac4-bf0c-4f7e-8fa7-4d8bc527ae48')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c725fac4-bf0c-4f7e-8fa7-4d8bc527ae48 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c725fac4-bf0c-4f7e-8fa7-4d8bc527ae48');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "           text_word_count\n",
              "sentiment                 \n",
              "negative             33.81\n",
              "neutral              26.68\n",
              "positive             34.14"
            ]
          },
          "execution_count": 260,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "round(pd.DataFrame(tweet_list_df.groupby(\"sentiment\").text_word_count.mean()),2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "Fn38Rp6jE3iV",
        "outputId": "a3b776db-65fb-4577-d354-96fbfa117afd"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-aeebbf58-fdb7-48c8-856f-7d9a10ba4902\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>cleaned</th>\n",
              "      <th>polarity</th>\n",
              "      <th>subjectivity</th>\n",
              "      <th>sentiment</th>\n",
              "      <th>neg</th>\n",
              "      <th>neu</th>\n",
              "      <th>pos</th>\n",
              "      <th>compound</th>\n",
              "      <th>text_len</th>\n",
              "      <th>text_word_count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>It's easier for nominal liberals to take a ben...</td>\n",
              "      <td>it easier for nominal liberals to take benign ...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.619</td>\n",
              "      <td>0.381</td>\n",
              "      <td>0.9246</td>\n",
              "      <td>205</td>\n",
              "      <td>31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>@minordissent @PhilippusArabus I lived in what...</td>\n",
              "      <td>lived in what was essentially an ethnostate w...</td>\n",
              "      <td>-0.181944</td>\n",
              "      <td>0.534722</td>\n",
              "      <td>negative</td>\n",
              "      <td>0.222</td>\n",
              "      <td>0.618</td>\n",
              "      <td>0.160</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>213</td>\n",
              "      <td>37</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>@DesiringGod80 Using the word \"woke.\" Means yo...</td>\n",
              "      <td>using the word woke means you are literally p...</td>\n",
              "      <td>0.033333</td>\n",
              "      <td>0.366667</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.067</td>\n",
              "      <td>0.788</td>\n",
              "      <td>0.145</td>\n",
              "      <td>0.3818</td>\n",
              "      <td>198</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>@NikkiHaley @sunny @NikkiHaley has always embr...</td>\n",
              "      <td>has always embraced her indian heritage not s...</td>\n",
              "      <td>0.072222</td>\n",
              "      <td>0.447972</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.045</td>\n",
              "      <td>0.870</td>\n",
              "      <td>0.085</td>\n",
              "      <td>0.1872</td>\n",
              "      <td>260</td>\n",
              "      <td>41</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>@NikkiHaley has always embraced her Indian her...</td>\n",
              "      <td>has always embraced her indian heritage not s...</td>\n",
              "      <td>0.072222</td>\n",
              "      <td>0.447972</td>\n",
              "      <td>positive</td>\n",
              "      <td>0.045</td>\n",
              "      <td>0.870</td>\n",
              "      <td>0.085</td>\n",
              "      <td>0.1872</td>\n",
              "      <td>261</td>\n",
              "      <td>41</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aeebbf58-fdb7-48c8-856f-7d9a10ba4902')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-aeebbf58-fdb7-48c8-856f-7d9a10ba4902 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-aeebbf58-fdb7-48c8-856f-7d9a10ba4902');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                text  \\\n",
              "0  It's easier for nominal liberals to take a ben...   \n",
              "1  @minordissent @PhilippusArabus I lived in what...   \n",
              "2  @DesiringGod80 Using the word \"woke.\" Means yo...   \n",
              "3  @NikkiHaley @sunny @NikkiHaley has always embr...   \n",
              "4  @NikkiHaley has always embraced her Indian her...   \n",
              "\n",
              "                                             cleaned  polarity  subjectivity  \\\n",
              "0  it easier for nominal liberals to take benign ...  0.000000      0.000000   \n",
              "1   lived in what was essentially an ethnostate w... -0.181944      0.534722   \n",
              "2   using the word woke means you are literally p...  0.033333      0.366667   \n",
              "3   has always embraced her indian heritage not s...  0.072222      0.447972   \n",
              "4   has always embraced her indian heritage not s...  0.072222      0.447972   \n",
              "\n",
              "  sentiment    neg    neu    pos  compound  text_len  text_word_count  \n",
              "0  positive  0.000  0.619  0.381    0.9246       205               31  \n",
              "1  negative  0.222  0.618  0.160   -0.4427       213               37  \n",
              "2  positive  0.067  0.788  0.145    0.3818       198               29  \n",
              "3  positive  0.045  0.870  0.085    0.1872       260               41  \n",
              "4  positive  0.045  0.870  0.085    0.1872       261               41  "
            ]
          },
          "execution_count": 261,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# get the csv in dgrive  and need to send it splunk\n",
        "tweet_list_df.to_csv(\"/content/drive/My Drive/Project_TwitterAPI_Sentiments/c2_sentimentanalysis_output.csv\", sep=',', encoding='UTF-8')\n",
        "tweet_list_df.head(5)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}