Datasets:
tweets_hate_speech_detection

Tasks: sentiment-classification

Task Categories: text-classification

Languages: en

Multilinguality: monolingual

Size Categories: 10K<n<100K

Licenses: gpl-3.0

Language Creators: crowdsourced

Annotations Creators: crowdsourced

Source Datasets: original

Dataset card Files Files and versions Community

Dataset Preview Go to dataset viewer

label (class label)	tweet (string)
0 (no-hate-speech)	@user when a father is dysfunctional and is so selfish he drags his kids into his dysfunction. #run
0 (no-hate-speech)	@user @user thanks for #lyft credit i can't use cause they don't offer wheelchair vans in pdx. #disapointed #getthanked
0 (no-hate-speech)	bihday your majesty
0 (no-hate-speech)	#model i love u take with u all the time in urð±!!! ððððð¦ð¦ð¦
0 (no-hate-speech)	factsguide: society now #motivation
0 (no-hate-speech)	[2/2] huge fan fare and big talking before they leave. chaos and pay disputes when they get there. #allshowandnogo
0 (no-hate-speech)	@user camping tomorrow @user @user @user @user @user @user @user dannyâ¦
0 (no-hate-speech)	the next school year is the year for exams.ð¯ can't think about that ð #school #exams #hate #imagine #actorslife #revolutionschool #girl
0 (no-hate-speech)	we won!!! love the land!!! #allin #cavs #champions #cleveland #clevelandcavaliers â¦
0 (no-hate-speech)	@user @user welcome here ! i'm it's so #gr8 !
0 (no-hate-speech)	â #ireland consumer price index (mom) climbed from previous 0.2% to 0.5% in may #blog #silver #gold #forex
0 (no-hate-speech)	we are so selfish. #orlando #standwithorlando #pulseshooting #orlandoshooting #biggerproblems #selfish #heabreaking #values #love #
0 (no-hate-speech)	i get to see my daddy today!! #80days #gettingfed
1 (hate-speech)	@user #cnn calls #michigan middle school 'build the wall' chant '' #tcot
1 (hate-speech)	no comment! in #australia #opkillingbay #seashepherd #helpcovedolphins #thecove #helpcovedolphins
0 (no-hate-speech)	ouch...junior is angryð#got7 #junior #yugyoem #omg
0 (no-hate-speech)	i am thankful for having a paner. #thankful #positive
1 (hate-speech)	retweet if you agree!
0 (no-hate-speech)	its #friday! ð smiles all around via ig user: @user #cookies make people
0 (no-hate-speech)	as we all know, essential oils are not made of chemicals.
0 (no-hate-speech)	#euro2016 people blaming ha for conceded goal was it fat rooney who gave away free kick knowing bale can hit them from there.
0 (no-hate-speech)	sad little dude.. #badday #coneofshame #cats #pissed #funny #laughs
0 (no-hate-speech)	product of the day: happy man #wine tool who's it's the #weekend? time to open up & drink up!
1 (hate-speech)	@user @user lumpy says i am a . prove it lumpy.
0 (no-hate-speech)	@user #tgif #ff to my #gamedev #indiedev #indiegamedev #squad! @user @user @user @user @user
0 (no-hate-speech)	beautiful sign by vendor 80 for $45.00!! #upsideofflorida #shopalyssas #love
0 (no-hate-speech)	@user all #smiles when #media is !! ðð #pressconference in #antalya #turkey ! sunday #throwback love! ððâ¤ï¸
0 (no-hate-speech)	we had a great panel on the mediatization of the public service #ica16
0 (no-hate-speech)	happy father's day @user ðððð
0 (no-hate-speech)	50 people went to nightclub to have a good night and 1 man's actions means those people are lost to their families forever #rip#orlando
0 (no-hate-speech)	i have never had a chance to vote for a presidential candidate i was excited about and this cycle looks to be no different.
0 (no-hate-speech)	#alohafriday #time does #not #exist #positivevibes #hawaiian @user @user @user @user
0 (no-hate-speech)	@user rip to the fellow nohern ireland fan who sadley passed away tonight!.. gawa, forever singing and cheering on fire
0 (no-hate-speech)	it was a hard monday due to cloudy weather. disabling oxygen production for today. #goodnight #badmonday
1 (hate-speech)	it's unbelievable that in the 21st century we'd need something like this. again. #neverump #xenophobia
0 (no-hate-speech)	#taylorswift1989 bull up: you will dominate your bull and you will direct it whatever you want it to do. w
0 (no-hate-speech)	morning~~ #travelingram #dalat #ripinkylife
0 (no-hate-speech)	@user once more only one word tells it all: #photoshop. #enoughisenough #dontphotoshopeverything #wheresallthenaturalphotos
0 (no-hate-speech)	oh, #cedarpoint. waited 2 hours in the valravn line and it stopped working. we were so close.
0 (no-hate-speech)	i am thankful for sunshine. #thankful #positive
0 (no-hate-speech)	when you finally finish a book you've been working on for awhile... #bookworm #ontothenextnovel
0 (no-hate-speech)	yup, being a knicks fan is hard, so its easier to just be an nba fan when the playoffs roll around ð
0 (no-hate-speech)	there is life after social networking. embrace each day. be
0 (no-hate-speech)	my mom shares the same bihday as @user bihday snake! see you this weekend ðð¼
0 (no-hate-speech)	lovely echeveria blooms#flowers #grow #gardening #iphonesia #bliss #blooms #basilicabotanica
0 (no-hate-speech)	i am amazing. #i_am #positive #affirmation
0 (no-hate-speech)	#model i love u take with u all the time in urð±!!! ððððð¦ð¦ð¦
0 (no-hate-speech)	#whenever im and #something goes #wrong \|
0 (no-hate-speech)	feeling blue #illustration
0 (no-hate-speech)	the best pa about life is knowing who you are! ðâï¸ð¼ð» â¦
0 (no-hate-speech)	#abc2020 getting ready 2 remove the victums frm #pulseclub #prayfororlando
0 (no-hate-speech)	for her #bihday we got her a #nose #job @user ðð¶ððð #bihday #petunia we love you ð
0 (no-hate-speech)	off to concelebrate at the #albanpilgrimage for the first time. @user
0 (no-hate-speech)	@user let the scum-baggery begin.....
0 (no-hate-speech)	thank you! ðð super love it! â¤ï¸ zpamdelacruz #wedding# @ dolores, capas tarlac.
0 (no-hate-speech)	a scourge on those playing baroque pieces on piano beyond belief
1 (hate-speech)	@user lets fight against #love #peace
0 (no-hate-speech)	happy fatherâs day, mr. rayos #video #fathers #day #rayos #world #hotvideo #videos
0 (no-hate-speech)	@user ascot times with this babe â¤ï¸â¤ï¸ #ascot #fashion #monochrome #style #instahappyday
0 (no-hate-speech)	the weekend..is here!!ððððð #selfie #yolo #xoxo #like4like
0 (no-hate-speech)	happy at work conference: right' mindset leads to culture-of-development organizations #work #mindset
0 (no-hate-speech)	christina grimmie's last performance before being shot... via @user #christinarip #voice #christinagrimmie
0 (no-hate-speech)	we are ready to dance #roar #preschoolers #students #proudâ¦
0 (no-hate-speech)	you've really hu my feelings :(
0 (no-hate-speech)	@user my wife whom i adore had to miss your poland show because she had surgery. her name is bridget & she's my everything.
0 (no-hate-speech)	@user i am so jealous of you right now.... #chatiado
0 (no-hate-speech)	i celebrate every man that has played it's fatherly role. father's day#
0 (no-hate-speech)	i'm sure they are just as happy.... ðð½ðð½ðð½ hour
1 (hate-speech)	ð©the white establishment can't have blk folx running around loving themselves and promoting our greatness
0 (no-hate-speech)	good morning! the journey begins! ððð»ð³ #travel #yeah #thejourneybegins #helloâ¦
0 (no-hate-speech)	@user # if you #luv #hottweets like this from â¶ â¥#venusexchangeâ¥
0 (no-hate-speech)	our new brochures have arrived! how exciting!! #aworks #solutions
0 (no-hate-speech)	so much stuff happening in florida! first #orlando shooting and now #disneygatorattack on a two year old kidð¥ð
0 (no-hate-speech)	@user ferrari will do itðªð¼ for the sake of the championship. this gp is clearly a turning point rb, ferrari,mercs...ð
0 (no-hate-speech)	aced my first test! #proud
0 (no-hate-speech)	seeks probe into #udtapunjab' leak, points finger at #amarinder, #aap
0 (no-hate-speech)	@user wrapping up #senseaboutmaths @user 6th @user @user @user
1 (hate-speech)	@user hey, white people: you can call people 'white' by @user #race #identity #medâ¦
0 (no-hate-speech)	@user @user you might be. just have not shown here today. regurgitated talking points and name calling?
0 (no-hate-speech)	sometimes you have to raise a few brows to raise the bar. #golfstrengthandconditioning #strong #felixfoisgolf
0 (no-hate-speech)	about that ððð #greathonour #careerconvos @user @user
0 (no-hate-speech)	@user designing #innovative learning space @user to include #wateringhole #cave #mountaintop #campfire @user hâ¦
1 (hate-speech)	how the #altright uses & insecurity to lure men into #whitesupremacy
0 (no-hate-speech)	carrying a gun wouldn't of helped if you can't take it in with you. gun control won't stop the black market! terrorism will get worse!
0 (no-hate-speech)	use the power of your mind to #heal your body!! - #altwaystoheal #healthy #peace!
0 (no-hate-speech)	woohoo!! just over 5 weeks to go!
0 (no-hate-speech)	being in a far away place where you have no family members hus
0 (no-hate-speech)	ready to rehearse tonight with new music and new videos, look out for the announcement! #midweek #newmusic #watchthisspace #guitar
0 (no-hate-speech)	now on monday nights at 8pm on #up channel!!!! i finally get to see what all the fuss is about!!!
0 (no-hate-speech)	watching the new episodes of @user on @user
0 (no-hate-speech)	@user offline now after a very nice and long night.. ð #snapchat @user #redhead #vermillionred
0 (no-hate-speech)	15 things incredibly #people do
0 (no-hate-speech)	yes! received my acceptance letter for my masters so will be back at @user again in october! #goodtimes #history
0 (no-hate-speech)	daughter riding her bike around driveway, son playing his guitar for us while we enjoy ðº by the campfire... #summeime #memories
0 (no-hate-speech)	omg!!! loving this station!!! way to jam out at work!!! while getting work done of course!!!! #memories @user
0 (no-hate-speech)	@user i'll always hope that one day i'll get to hug you, but i don't think that it's gonna happen anytime soon...
0 (no-hate-speech)	#model i love u take with u all the time in urð±!!! ððððð¦ð¦ð¦
0 (no-hate-speech)	couple having sex fat naked japanese girls
0 (no-hate-speech)	#hump on that #hump day #humpersð© @ edwardsville, pennsylvania
0 (no-hate-speech)	personalised we... gbp 7.99 get here: #shop #cool #home #fun

End of preview (truncated to 100 rows)

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Dataset Card for Tweets Hate Speech Detection

Dataset Summary

The objective of this task is to detect hate speech in tweets. For the sake of simplicity, we say a tweet contains hate speech if it has a racist or sexist sentiment associated with it. So, the task is to classify racist or sexist tweets from other tweets.

Formally, given a training sample of tweets and labels, where label ‘1’ denotes the tweet is racist/sexist and label ‘0’ denotes the tweet is not racist/sexist, your objective is to predict the labels on the given test dataset.

Supported Tasks and Leaderboards

[More Information Needed]

Languages

The tweets are primarily in English Language.

Dataset Structure

Data Instances

The dataset contains a label denoting is the tweet a hate speech or not

{'label': 0,  # not a hate speech
 'tweet': ' @user when a father is dysfunctional and is so selfish he drags his kids into his dysfunction.   #run'}

Data Fields

label : 1 - it is a hate speech, 0 - not a hate speech.
tweet: content of the tweet as a string.

Data Splits

The data contains training data with :31962 entries

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

Crowdsourced from tweets of users

Who are the source language producers?

Cwodsourced from twitter

Annotations

Annotation process

The data has been precprocessed and a model has been trained to assign the relevant label to the tweet

Who are the annotators?

The data has been provided by Roshan Sharma

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

With the help of this dataset, one can understand more about the human sentiments and also analye the situations when a particular person intends to make use of hatred/racist comments