measuring-hate-speech

comment_id int32 1 50.1k	annotator_id int32 1 11.1k	platform int8 0 3	sentiment float64 0 4	respect float64 0 4	insult float64 0 4	humiliate float64 0 4	status float64 0 4	dehumanize float64 0 4	violence float64 0 4	genocide float64 0 4	attack_defend float64 0 4	hatespeech float64 0 2	hate_speech_score float64 -8.34 6.3	text stringlengths 7 603	infitms float64 0.1 5.9	outfitms float64 0.07 9	annotator_severity float64 -1.82 1.36	std_err float64 0.02 1.9	annotator_infitms float64 0.39 2.01	annotator_outfitms float64 0.28 9	hypothesis float64 -1.58 0.99	target_race_asian bool 2 classes	target_race_black bool 2 classes	target_race_latinx bool 2 classes	target_race_middle_eastern bool 2 classes	target_race_native_american bool 2 classes	target_race_pacific_islander bool 2 classes	target_race_white bool 2 classes	target_race_other bool 2 classes	target_race bool 2 classes	target_religion_atheist bool 2 classes	target_religion_buddhist bool 2 classes	target_religion_christian bool 2 classes	target_religion_hindu bool 2 classes	target_religion_jewish bool 2 classes	target_religion_mormon bool 2 classes	target_religion_muslim bool 2 classes	target_religion_other bool 2 classes	target_religion bool 2 classes	target_origin_immigrant bool 2 classes	target_origin_migrant_worker bool 2 classes	target_origin_specific_country bool 2 classes	target_origin_undocumented bool 2 classes	target_origin_other bool 2 classes	target_origin bool 2 classes	target_gender_men bool 2 classes	target_gender_non_binary bool 2 classes	target_gender_transgender_men bool 2 classes	target_gender_transgender_unspecified bool 2 classes	target_gender_transgender_women bool 2 classes	target_gender_women bool 2 classes	target_gender_other bool 2 classes	target_gender bool 2 classes	target_sexuality_bisexual bool 2 classes	target_sexuality_gay bool 2 classes	target_sexuality_lesbian bool 2 classes	target_sexuality_straight bool 2 classes	target_sexuality_other bool 2 classes	target_sexuality bool 2 classes	target_age_children bool 2 classes	target_age_teenagers bool 2 classes	target_age_young_adults bool 2 classes	target_age_middle_aged bool 2 classes	target_age_seniors bool 2 classes	target_age_other bool 2 classes	target_age bool 2 classes	target_disability_physical bool 2 classes	target_disability_cognitive bool 2 classes	target_disability_neurological bool 2 classes	target_disability_visually_impaired bool 2 classes	target_disability_hearing_impaired bool 2 classes	target_disability_unspecific bool 2 classes	target_disability_other bool 2 classes	target_disability bool 2 classes	target_politics_alt_right bool 2 classes	target_politics_communist bool 2 classes	target_politics_conservative bool 2 classes	target_politics_democrat bool 2 classes	target_politics_green_party bool 2 classes	target_politics_leftist bool 2 classes	target_politics_liberal bool 2 classes	target_politics_libertarian bool 2 classes	target_politics_republican bool 2 classes	target_politics_socialist bool 2 classes	target_politics_other bool 2 classes	target_politics bool 2 classes	annotator_gender stringclasses 5 values	annotator_trans stringclasses 3 values	annotator_educ stringclasses 8 values	annotator_income stringclasses 5 values	annotator_ideology stringclasses 8 values	annotator_gender_men bool 2 classes	annotator_gender_women bool 2 classes	annotator_gender_non_binary bool 2 classes	annotator_gender_prefer_not_to_say bool 2 classes	annotator_gender_self_describe bool 2 classes	annotator_transgender bool 2 classes	annotator_cisgender bool 2 classes	annotator_transgender_prefer_not_to_say bool 2 classes	annotator_education_some_high_school bool 2 classes	annotator_education_high_school_grad bool 2 classes	annotator_education_some_college bool 2 classes	annotator_education_college_grad_aa bool 2 classes	annotator_education_college_grad_ba bool 2 classes	annotator_education_professional_degree bool 2 classes	annotator_education_masters bool 2 classes	annotator_education_phd bool 2 classes	annotator_income_<10k bool 2 classes	annotator_income_10k-50k bool 2 classes	annotator_income_50k-100k bool 2 classes	annotator_income_100k-200k bool 2 classes	annotator_income_>200k bool 2 classes	annotator_ideology_extremeley_conservative bool 2 classes	annotator_ideology_conservative bool 2 classes	annotator_ideology_slightly_conservative bool 2 classes	annotator_ideology_neutral bool 2 classes	annotator_ideology_slightly_liberal bool 2 classes	annotator_ideology_liberal bool 2 classes	annotator_ideology_extremeley_liberal bool 1 class	annotator_ideology_no_opinion bool 2 classes	annotator_race_asian bool 2 classes	annotator_race_black bool 2 classes	annotator_race_latinx bool 2 classes	annotator_race_middle_eastern bool 2 classes	annotator_race_native_american bool 2 classes	annotator_race_pacific_islander bool 2 classes	annotator_race_white bool 2 classes	annotator_race_other bool 2 classes	annotator_age float64 18 81 ⌀	annotator_religion_atheist bool 2 classes	annotator_religion_buddhist bool 2 classes	annotator_religion_christian bool 2 classes	annotator_religion_hindu bool 2 classes	annotator_religion_jewish bool 2 classes	annotator_religion_mormon bool 2 classes	annotator_religion_muslim bool 2 classes	annotator_religion_nothing bool 2 classes	annotator_religion_other bool 2 classes	annotator_sexuality_bisexual bool 2 classes	annotator_sexuality_gay bool 2 classes	annotator_sexuality_straight bool 2 classes	annotator_sexuality_other bool 2 classes
47,777	10,873	3	0	0	0	0	2	0	0	0	0	0	-3.9	Yes indeed. She sort of reminds me of the elder lady that played the part in the movie "Titanic" who was telling her story!!! And I wouldn't have wanted to cover who I really am!! I would be proud!!!! WE should be proud of our race no matter what it is!!	0.81	1.88	0.36	0.34	1.35	1.23	-1.130178	true	true	true	true	true	true	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_ba	<10k	neutral	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	25	false	false	true	false	false	false	false	false	false	false	false	true	false
39,773	2,790	2	0	0	0	0	2	0	0	0	2	0	-6.52	The trans women reading this tweet right now is beautiful	0.96	0.43	-0.35	1	0.57	0.42	-1.146973	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	some_college	<10k	neutral	false	true	false	false	false	false	true	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	30	false	false	true	false	false	false	false	false	false	false	false	true	false
47,101	3,379	3	4	4	4	4	4	4	0	0	4	2	0.36	Question: These 4 broads who criticize America, what country did they flee to get here? And now they want to make OUR America like THEIR former HELL HOLE. I don't think so!!!!!!!!!! Let them explain their GRATITUDE for letting them in OUR country.	0.9	0.74	-0.48	0.31	1.16	0.67	-0.207369	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	some_college	100k-200k	slightly_conservative	true	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	true	false	41	false	false	false	false	false	false	false	true	false	false	false	true	false
43,625	7,365	3	2	3	2	1	2	0	0	0	3	0	0.26	It is about time for all illegals to go back to their country of origin and keep our freeway open and prevent heavy traffic.	0.81	0.68	0.86	0.29	1.18	0.87	-0.055536	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	high_school_grad	10k-50k	neutral	true	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	42	true	false	false	false	false	false	false	false	false	false	false	true	false
12,538	488	0	4	4	4	4	4	4	4	1	3	2	1.54	For starters bend over the one in pink and kick that ass and pussy to get a taste until she's begging for a dick inside her.	0.76	0.63	-0.54	0.51	0.95	1	0.104225	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	masters	10k-50k	neutral	false	true	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	27	false	false	true	false	false	false	false	false	false	false	false	true	false
11,001	527	0	1	1	0	0	2	0	0	0	2	0	-4.93	Sounds like the kinda wholsesome life I'd die for ❤️ never met any black Lesbians before so i guess you're my first ever.	0.59	0.23	-0.28	0.48	0.6	0.56	-1.186106	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	high_school_grad	10k-50k	extremely_liberal	true	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	30	false	false	false	false	false	false	false	false	true	false	false	true	false
13,168	3,275	0	4	4	4	4	3	3	0	0	3	2	0.17	Who the fuck is this insignificant simple minded redneck? When he gets a vagina he can decide what he wants to do with it.	1.11	0.96	-0.21	0.3	0.92	0.71	-0.047389	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	high_school_grad	50k-100k	extremely_conservative	true	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	37	false	false	true	false	false	false	false	false	false	false	false	true	false
17,034	6,801	0	4	4	4	4	4	0	0	0	3	2	2.08	Fuck off you insufferable retarded faggot.	0.75	0.96	0.38	0.36	0.92	0.81	0.446312	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_ba	100k-200k	extremely_liberal	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	47	true	false	false	false	false	false	false	false	false	false	false	true	false
40,171	10,363	3	4	4	4	3	3	3	0	1	1	0	-0.66	OMG! The EGO's of these young, young, inexperienced women display are remarkable! So self absorbed - so, so proud of the mistakes their constituents all made in giving them a bit of power. They'll be quite surprised to find that the vast majority of Americans think that these women represent the very WORST of "modern" America. Egos out of control !!	0.92	0.77	-0.99	0.34	1.3	2.08	-0.199284	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_aa	50k-100k	slightly_conservative	false	true	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	true	false	35	false	false	true	false	false	false	false	false	false	false	false	true	false
1,006	10,615	0	4	4	4	4	4	4	4	0	4	2	-0.38	Worthless whore, these tits with look nice with bite marks and cum	1.06	0.88	-1.19	0.35	0.98	0.85	0.452932	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	masters	50k-100k	extremely_liberal	false	true	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	30	true	false	false	false	false	false	false	false	false	false	false	true	false
23,643	9,750	2	0	0	0	0	2	0	0	0	2	0	-3.6	9) uhhhh i like being lgbt a lot. i feel proud of what i have done to help others in my community	0.7	0.31	0.61	0.36	1.04	0.76	-1.205321	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_ba	10k-50k	liberal	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	30	false	false	true	false	false	false	false	false	false	false	false	true	false
14,241	7,331	0	3	3	3	3	3	2	1	1	2	0	-0.5	Instagram refugees lmao, let's build a wall instead	0.6	0.53	-0.54	0.42	0.92	0.77	-0.221611	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_ba	100k-200k	liberal	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	64	false	false	true	false	false	false	false	false	false	false	false	true	false
20,583	7,259	2	4	2	1	2	2	3	0	0	2	0	-2.43	@terryelaineh1 @UKLabour Why do 3.8 million #50sWomen not constitute "The Many" not the few? Why is Labour not supporting women who've contributed all their working lives, paid for past pensions and NOW still paying, just for being women over 60! #BackTo60 #OneVoice #JudicialReview #CEDAW	2.66	2.15	0.52	0.37	1.43	1.45	-0.678335	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	male	no	college_grad_aa	50k-100k	neutral	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	33	false	false	false	false	false	false	false	false	true	false	false	true	false
30,879	1,329	2	2	2	2	2	2	2	2	0	2	0	-1.8	I said it yesterday, I knew this is about to go down. Mangalore: Police now booked those Hindus who caught Ansari in the act of rap!ng that poor calf under sections 506, 504 (intentional insult with intent to provoke breach of peace), 323 & 153A. Judiciary is the most corrupt. URL	0.43	0.51	-0.01	0.42	1.35	1.63	-0.327224	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	some_college	50k-100k	conservative	false	true	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	47	true	false	false	false	false	false	false	false	false	false	false	true	false
29,527	2,171	2	3	3	3	3	4	3	0	0	3	0	0.99	White Small Little Invisible Clits Are A Disgrace 🤢 Pay Me For You Having Such a Small Disgraceful Useless Object Kik GoddesssJayy #Findom #Sph #Whiteslave #Humiliation #Pindick #Cashslave #Cuck #Cuckold #EbonyDomme	0.59	0.55	0.74	0.31	1.21	1.58	0.243318	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_ba	10k-50k	liberal	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	true	false	true	false	46	false	false	false	false	false	false	false	true	false	false	false	true	false
23,016	10,173	2	3	1	0	0	2	0	0	0	0	0	-3.09	Ladies buy a gun learn how to use it effectively and kill these mother fuckers. URL	1.17	0.49	0	0.38	0.78	0.76	0.23959	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	some_college	10k-50k	conservative	true	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	25	false	false	false	false	false	false	false	true	false	true	false	false	false
22,819	9,912	2	2	2	3	2	2	2	0	0	2	1	-1.85	@ghostofthor same energy as the "YOU DONT LOOK INDIAN STOP LYING ABOUT BEING SOUTH ASIAN" cc	0.71	0.44	-0.02	0.31	0.96	0.85	-0.990813	true	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_aa	10k-50k	liberal	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	34	true	false	false	false	false	false	false	false	false	false	false	true	false
36,534	9,312	2	4	4	4	4	2	2	1	0	3	2	1.62	@suddenlywestan Because you are a country of mentally ill terrorists. Whoever says different is an enabler, ignorant and blind to endless/countless wars and aggression and the death rate by American terrorist acts. Fuck you American scum!	1.03	0.98	-0.14	0.35	0.99	1.07	0.320763	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_ba	10k-50k	conservative	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	27	false	false	true	false	false	false	false	false	false	false	false	true	false
7,287	4,546	0	4	4	3	2	4	2	0	0	3	2	1	This sub is full of grade A faggots Comedy fucking Ebola	0.66	0.57	0.25	0.33	0.87	0.83	0.346855	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	some_college	10k-50k	liberal	true	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	true	false	33	true	false	false	false	false	false	false	false	false	true	false	false	false
32,074	5,487	2	2	2	0	0	2	0	0	0	2	0	-2.88	Progress 👍 LGBT rights in Europe: Some countries 'moving backwards on equality for first time in a decade' \| Euronews URL #NewsSuite URL	0.45	0.24	-0.1	0.29	0.78	0.89	-1.166478	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	some_high_school	10k-50k	liberal	false	true	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	34	false	false	true	false	false	false	false	false	false	false	false	true	false
46,526	3,863	3	3	3	2	2	2	0	0	0	2	0	-0.76	Joshua Lelo so you have seen all actors from every community and have deducted no one beats Scarlett? Another African with inferiority complex 🤦🏾‍♀️.	0.7	0.63	0.35	0.29	0.72	0.68	-0.565168	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_ba	100k-200k	extremely_liberal	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	38	false	false	true	false	false	false	false	false	false	false	false	true	false
30,683	2,576	2	3	2	3	3	3	2	0	0	2	0	-0.66	He is a racist just like his Father who tried to keep blacks out of his housing Apts back in the day. URL	0.93	0.64	0.59	0.34	1.21	1.21	-0.288919	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	high_school_grad	10k-50k	liberal	true	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	62	false	false	false	false	false	false	false	true	false	false	false	true	false
15,758	8,749	0	2	2	2	0	2	0	0	0	2	0	-2.05	No, they only do that to black people	0.46	0.72	0.47	0.3	0.62	0.38	-0.262152	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_aa	<10k	extremely_liberal	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	23	true	false	false	false	false	false	false	false	false	false	true	false	false
14,868	3,948	0	2	2	1	2	2	1	0	0	1	0	-4.09	Many of the families who are being separated at the border and who are being kept in poor conditions did try to cross legally, through legal ports of entry seeking asylum.	0.97	0.34	-0.4	0.37	0.8	0.71	-0.782955	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	phd	50k-100k	liberal	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	36	true	false	false	false	false	false	false	false	false	false	false	true	false
11,817	3,559	0	4	4	4	4	4	4	4	3	4	2	1.77	Get rid of them and their anchor babies and grand babies. Fucking worthless guinees	0.74	0.66	0.12	0.33	0.71	0.64	0.426784	false	false	false	false	false	false	false	true	true	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_ba	50k-100k	slightly_liberal	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	true	false	36	false	false	true	false	false	false	false	false	false	false	false	true	false
4,373	5,717	0	3	3	2	3	2	2	1	1	2	0	-0.85	So hot!!! Wish she squirted in my mouth 💦	1.24	1.09	0.2	0.41	1.03	0.98	-0.18453	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_ba	10k-50k	neutral	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	33	false	false	true	false	false	false	false	false	false	false	false	true	false
1,323	2,017	0	0	0	0	1	2	0	0	0	1	0	-5.42	Thank you for posting this! Gives us other "normal" women confidence. We all aren't skinny, or shaved, of perky. Doesn't mean we still aren't sexy.	1.38	0.87	-0.04	0.51	0.53	0.37	-1.102327	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	some_college	10k-50k	extremely_liberal	false	true	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	39	false	false	false	false	false	false	false	true	false	false	false	true	false
38,126	6,701	2	4	3	3	3	2	0	0	0	3	1	-0.88	Y'all always slip up and say how y'all see women period because this includes the majority of women in yall lives that's not related to you. Especially since men demand pussy just from taking you out, selling you weed or even being nice to you. Niggas can't even be friends lol URL	1.09	0.82	0.2	0.34	0.91	0.63	-0.187778	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_aa	50k-100k	conservative	false	true	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	true	false	34	false	false	true	false	false	false	false	false	false	false	false	true	false
26,362	2,689	2	2	2	1	1	2	1	0	0	2	0	-1.76	okay but am i the only one who keep thinking that the tarzan song, "you'll be in my heart" by phil collins is such a gay rights themed song. URL	0.57	0.37	0.5	0.35	0.83	0.74	-0.976074	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_ba	10k-50k	slightly_liberal	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	true	false	23	false	false	true	false	false	false	false	false	false	false	false	true	false
5,410	123	0	3	3	3	2	2	1	0	0	3	0	-0.83	Them - DON'T YOU DARE OBJECTIFY US!! Also them - Gets publicly naked as much as fucking possible.	0.45	0.4	0.04	0.3	0.81	0.76	-0.629415	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_ba	10k-50k	liberal	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	33	true	false	false	false	false	false	false	false	false	false	false	true	false
39,276	44	2	4	4	4	4	4	4	1	1	2	2	1.28	@KeGutta These niggas straight bitches	0.89	0.75	-0.37	0.46	1.07	0.97	-0.126042	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_ba	50k-100k	slightly_conservative	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	true	false	53	false	false	true	false	false	false	false	false	false	false	false	true	false
32,811	3,540	2	3	3	3	2	2	3	0	0	2	0	0.14	Cold hoe that's a must, bitch body A plus, bitch pussy A1	1.22	1.05	0.46	0.42	0.71	0.6	-0.105618	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	masters	100k-200k	neutral	true	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	29	true	false	false	false	false	false	false	false	false	false	false	true	false
33,729	3,610	2	1	3	3	3	1	2	0	0	2	2	-2.36	Da real white thug	1.3	1.48	-0.09	0.36	0.76	0.73	-0.383547	false	true	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	female	no	college_grad_ba	10k-50k	liberal	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	36	false	false	false	false	false	false	false	false	true	false	false	true	false
47,480	8,856	3	4	4	2	3	2	2	0	0	2	0	-0.11	Deport AOC and friends to mexico! Tell them if they want to help the problem to start there! Problem solved for all!	0.65	0.56	-0.12	0.29	1.84	3.12	-0.210612	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	some_college	50k-100k	neutral	false	true	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	62	false	false	false	false	false	false	false	true	false	false	false	true	false
10,694	8,325	0	0	0	0	0	2	0	0	0	0	0	-5.59	You are an amazing dad! Don't forget that girls can have crush's on other girls too. My mom always asked me is I like anyone rather than any boys and would always talk about "when you bring home a boyfriend or girlfriend" which got old once it became clear I was straight but was still the right approach.	0.72	0.19	-0.3	0.71	0.74	6.58	-1.18458	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	college_grad_ba	10k-50k	liberal	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	39	false	false	true	false	false	false	false	false	false	false	false	true	false
1,031	5,754	0	2	2	1	2	2	2	0	0	2	0	-2.78	I'd suck that cock dry and then fill all your holes with cum 😉	0.14	0.09	0.15	0.65	0.79	0.87	0.31138	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_aa	50k-100k	liberal	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	true	false	26	false	true	false	false	false	false	false	false	false	true	false	false	false
48,834	8,072	3	3	3	3	2	2	2	1	0	1	0	-1.99	@LT Wilson I think you are a joke for assuming and being so negative and prudish. She clearly hasn't slept with everyone and bullies like you ridiculous.	1.05	0.66	-0.23	0.6	1.22	1.26	-0.319046	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	true	false	false	true	true	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	masters	100k-200k	extremely_liberal	true	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	25	false	false	false	false	false	false	false	false	true	false	false	true	false
43,341	5,860	3	4	4	4	3	3	1	1	0	3	2	1.02	Dwight Howard is a undercover Faggot, this guy was caught on camera fondling Isiah Canaan penis when you were playing for the Rockets. Dwight's career is over because he's softer than marmalade and he couldn't shoot a beach ball into a ocean.	0.52	0.49	0.28	0.32	0.77	0.51	0.202971	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	some_college	10k-50k	extremely_liberal	false	true	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	33	true	false	false	false	false	false	false	false	false	false	false	true	false
47,870	227	3	4	3	3	2	2	0	0	0	2	0	-0.16	At this point joe is a retard that cares about transgender playing sports. Sad to see	0.58	0.43	0.89	0.59	0.86	0.66	-0.165925	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	male	no	college_grad_aa	10k-50k	slightly_liberal	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	31	true	false	false	false	false	false	false	false	false	false	false	true	false
49,895	9,488	3	0	1	1	1	1	0	0	0	2	0	-4	Hero Rohit Sharma love From Pakistan😍😍	1.07	0.54	-0.7	0.48	1.28	1.35	-1.280583	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	false	female	no	high_school_grad	50k-100k	neutral	false	true	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	71	false	false	false	false	false	false	false	false	true	false	false	true	false

End of preview. Expand in Data Studio

Dataset card for Measuring Hate Speech

This is a public release of the dataset described in Kennedy et al. (2020) and Sachdeva et al. (2022), consisting of 39,565 comments annotated by 7,912 annotators, for 135,556 combined rows. The primary outcome variable is the "hate speech score" but the 10 constituent ordinal labels (sentiment, (dis)respect, insult, humiliation, inferior status, violence, dehumanization, genocide, attack/defense, hate speech benchmark) can also be treated as outcomes. Includes 8 target identity groups (race/ethnicity, religion, national origin/citizenship, gender, sexual orientation, age, disability, political ideology) and 42 target identity subgroups, as well as 6 annotator demographics and 40 subgroups. The hate speech score incorporates an IRT adjustment by estimating variation in annotator interpretation of the labeling guidelines.

This dataset card is a work in progress and will be improved over time.

Key dataset columns

hate_speech_score - continuous hate speech measure, where higher = more hateful and lower = less hateful. > 0.5 is approximately hate speech, < -1 is counter or supportive speech, and -1 to +0.5 is neutral or ambiguous.
text - lightly processed text of a social media post
comment_id - unique ID for each comment
annotator_id - unique ID for each annotator
sentiment - ordinal label that is combined into the continuous score
respect - ordinal label that is combined into the continuous score
insult - ordinal label that is combined into the continuous score
humiliate - ordinal label that is combined into the continuous score
status - ordinal label that is combined into the continuous score
dehumanize - ordinal label that is combined into the continuous score
violence - ordinal label that is combined into the continuous score
genocide - ordinal label that is combined into the continuous score
attack_defend - ordinal label that is combined into the continuous score
hatespeech - ordinal label that is combined into the continuous score
annotator_severity - annotator's estimated survey interpretation bias

Code to download

The dataset can be downloaded using the following python code:

import datasets 
dataset = datasets.load_dataset('ucberkeley-dlab/measuring-hate-speech', 'binary')   
df = dataset['train'].to_pandas()
df.describe()

Citation

@article{kennedy2020constructing,
  title={Constructing interval variables via faceted Rasch measurement and multitask deep learning: a hate speech application},
  author={Kennedy, Chris J and Bacon, Geoff and Sahn, Alexander and von Vacano, Claudia},
  journal={arXiv preprint arXiv:2009.10277},
  year={2020}
}

Contributions

Dataset curated by @ck37, @pssachdeva, et al.

References

Kennedy, C. J., Bacon, G., Sahn, A., & von Vacano, C. (2020). Constructing interval variables via faceted Rasch measurement and multitask deep learning: a hate speech application. arXiv preprint arXiv:2009.10277.

Pratik Sachdeva, Renata Barreto, Geoff Bacon, Alexander Sahn, Claudia von Vacano, and Chris Kennedy. 2022. The Measuring Hate Speech Corpus: Leveraging Rasch Measurement Theory for Data Perspectivism. In Proceedings of the 1st Workshop on Perspectivist Approaches to NLP @LREC2022, pages 83–94, Marseille, France. European Language Resources Association.

Downloads last month: 13

Homepage:

hatespeech.berkeley.edu

Paper:

arxiv.org

Size of downloaded dataset files:

20.1 MB

Size of the auto-converted Parquet files:

20.1 MB

Number of rows:

135,556

Paper for kush5699/measuring-hate-speech

Constructing interval variables via faceted Rasch measurement and multitask deep learning: a hate speech application

Paper • 2009.10277 • Published Sep 22, 2020