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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "Lol had to go on …" 64 comments · Page 1 of 3
Go to Winnipeg it's same shit lol taxi driver s all from India, Amazon warehouse and Amazon driver s all from India 🇮🇳 lol fucked up
Go to Winnipeg it's same shit lol taxi driver s all from India, Amazon warehouse and Amazon driver s all from India 🇮🇳 lol fucked up
Identity Attack0.5135796
Insult0.5739874
Profanity0.86331284
Threat0.04233929
Severe Toxicity0.45895407
Toxic 0.9248995 Moderate Con 0.411 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and …
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and laugh smh…! lol go on “EDP WATCH” see what “American are doing” fucking dumb ass!
Identity Attack0.57150364
Insult0.71027446
Profanity0.764141
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.8778702 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has always been a Shithole going back at least 50 years. Horrible place and the white people are complete retards lol .
Brampton has always been a Shithole going back at least 50 years. Horrible place and the white people are complete retards lol .
Identity Attack0.7426507
Insult0.7657292
Profanity0.70864636
Threat0.023026628
Severe Toxicity0.44860926
Toxic 0.85850734 Low Con 0.278 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only …
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Identity Attack0.4911651
Insult0.68668073
Profanity0.73341435
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.76197964 Low Con 0.258 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand …
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Identity Attack0.5124616
Insult0.67735565
Profanity0.70864636
Threat0.44942492
Severe Toxicity0.68373036
Toxic 0.7510937 Low Con 0.248 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
No illegal immigrants on stolen land. lol. Between the indigenous claims and the immigrant claims we the people who pay for them will get squeezed out. Then who's going to fund the bullshit?
No illegal immigrants on stolen land. lol. Between the indigenous claims and the immigrant claims we the people who pay for them will get squeezed out. Then who's going to fund the bullshit?
Identity Attack0.46028158
Insult0.5497792
Profanity0.70864636
Threat0.012906751
Severe Toxicity0.16960317
Toxic 0.74954444 Moderate Con 0.335 Insult Fear_Threat
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
Identity Attack0.55044734
Insult0.47384647
Profanity0.5013569
Threat0.2836219
Severe Toxicity0.3247677
Moderate 0.61223894 Low Con 0.263 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture …
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture a lot of them are gunna think the rules out here are ridiculous
Identity Attack0.5485698
Insult0.5130944
Profanity0.36230123
Threat0.025961896
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.3 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Who tf wants to go to canada in 2026. Its worse than india lol
Who tf wants to go to canada in 2026. Its worse than india lol
Identity Attack0.5135796
Insult0.40243408
Profanity0.40783462
Threat0.011741633
Severe Toxicity0.05742428
Moderate 0.51980776 Low Con 0.16 Identity Attack Comparative_Framing
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, …
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, its simply vetting and screening the applicants and tracking them. Its that simple. Mismanagement costs canadians, and these people are all paid 100k+ to Mismanage? So theyre not doing jack shit lol why am I paying taxes? Give me the money so I can go buy a house
Identity Attack0.2028587
Insult0.4339631
Profanity0.4798129
Threat0.010990778
Severe Toxicity0.02430326
Moderate 0.5140397 Moderate Con 0.497
Oct 1, 2025 1 likes IRCC Names India in Study …
it's mostly Toronto and the big cities you'd be pretty dumb to think we're going to give up everything to people who can't even speak english? just feels like overload when you open borders, but …
it's mostly Toronto and the big cities you'd be pretty dumb to think we're going to give up everything to people who can't even speak english? just feels like overload when you open borders, but honestly these immigrants are ubering us around, getting our food and groceries for us. I wonder if they've realized they've been scammed into thinking they can create a life here in Canada off a 10-15$/hr job lol
Identity Attack0.37953663
Insult0.5177041
Profanity0.20483992
Threat0.009644418
Severe Toxicity0.01986976
Moderate 0.4826145 Constructive 0.632 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going …
You people deserve this and what's coming next. I've been telling for over 5 years what needs to be done to stop all of this, bit you refuse to do it. You believe it's going to get done by 'peacefully protesting' lol. The first thing EVERYONE should be doing is STOP PAYING F*CKING TAXES! The second thing, is to organize into large groups and start dealing with politicians, cops, judges, etc the way they need to be dealt with! Grown adults acting like children!
Identity Attack0.04512853
Insult0.40698266
Profanity0.4756165
Threat0.032005094
Severe Toxicity0.02458496
Moderate 0.47886392 Moderate Con 0.445
Aug 25, 2025 Why Canadians Are Turning Against …
Touism going to bomb lowe lol
Touism going to bomb lowe lol
Identity Attack0.0056645693
Insult0.0035298043
Profanity0.00056530803
Threat0.46818352
Severe Toxicity0.00013382558
Moderate 0.47309914
Dec 8, 2025
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …. Canada’s all yours … (watches as the nation they’ve built becomes a rat infested despotic welfare state ) it’s all yours y’all … 😂not a problem … the sooner Canadians accept it the sooner it’ll become a third world country the sooner we can take it back and do what we do … 😂 rescue and restore turds off of the global crap heap and then we put nice bow on them
Identity Attack0.36702603
Insult0.4794537
Profanity0.22889622
Threat0.1366716
Severe Toxicity0.08332442
Moderate 0.47119883 Low Con 0.252 Fear_Threat
Aug 30, 2025 Why Canadians Are Turning Against …
Holy fok the last few minutes had my anxiety going LOL seemed sketchy asf maan I'd be long gone after my Pizza Pizza
Holy fok the last few minutes had my anxiety going LOL seemed sketchy asf maan I'd be long gone after my Pizza Pizza
Identity Attack0.019676208
Insult0.14874944
Profanity0.5013569
Threat0.011508608
Severe Toxicity0.043077253
Moderate 0.46186632 Moderate Con 0.46 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Lol now you know how us first nation feel n your ancestors raped n pillaged by the way what is your culture ? Its been going in the wrong direction since first contact with non …
Lol now you know how us first nation feel n your ancestors raped n pillaged by the way what is your culture ? Its been going in the wrong direction since first contact with non native people 😢
Identity Attack0.36702603
Insult0.336253
Profanity0.2661081
Threat0.13815513
Severe Toxicity0.042180564
Moderate 0.4394682 Moderate Con 0.423
Aug 28, 2025 Why Canadians Are Turning Against …
It’s the same as when the English invaded all the brown countries and robbed THEM lol go figure hey
It’s the same as when the English invaded all the brown countries and robbed THEM lol go figure hey
Identity Attack0.46028158
Insult0.24928534
Profanity0.1696208
Threat0.042985857
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.193 Comparative_Framing
Feb 17, 2026 3 likes Inside Canada's Indian Invasion...
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need …
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need to go, but m0r0ns elected the liberals again, and well if you check the numbers so far on the immigration website, they are already set for another record year, they are not lowering the numbers its all gas lighting.
Identity Attack0.36702603
Insult0.4339631
Profanity0.26583168
Threat0.042985857
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.451 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Right. Christians in western countries, trying to be cool, rejecting the church. Outsiders come in take over empty churches to make mosques, and temples. Now they cry over it. White people don't make babies, create …
Right. Christians in western countries, trying to be cool, rejecting the church. Outsiders come in take over empty churches to make mosques, and temples. Now they cry over it. White people don't make babies, create labor shortage. Immigrants come to fill the gap. White people cry even more. White people don't go to schools to learn, earn useful degrees in Stem, medical etc. Immigrants come to replace. White people say its "great replacement". LOL See what I'm saying. THAT'S WHY. I HAVE THE ANSWER.
Identity Attack0.49032792
Insult0.26957804
Profanity0.14754629
Threat0.018537397
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.539 Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about …
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about an American education system would compare to say the local village school in rural Kenya? Do you think something like that would play a part in iq level? Some of you need to get your own checked I swear. 35% of Kenyans live under the FOOD poverty standard. 18.3 million people live under the food poverty line in the United States (13%> of US population) 18.5 million live under the food poverty line in Kenya. The population of Kenya is around 53 million. That’s just over 1/7 of the US population. Do you think that maybe plays a part? That’s only one country, we can keep going, if you crunch the numbers on the whole continent it’s so obvious that you’d have to be .. low iq not to see it lol.
Identity Attack0.37082586
Insult0.4125297
Profanity0.07223598
Threat0.009281937
Severe Toxicity0.018707745
Moderate 0.4014846 Moderate Con 0.48
Jan 27, 2026 Inside Canada's Indian Invasion...
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
LOL!! “I will go next year, i mean next month” @ 2:24 they are good at scamming.
LOL!! “I will go next year, i mean next month” @ 2:24 they are good at scamming.
Identity Attack0.01565665
Insult0.2469859
Profanity0.16450337
Threat0.013269233
Severe Toxicity0.013285006
Moderate 0.3722269 Moderate Con 0.305 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Go do the democrat fraud cities next lol we need your version of nick shirleys video
Go do the democrat fraud cities next lol we need your version of nick shirleys video
Identity Attack0.10221587
Insult0.28791866
Profanity0.07934829
Threat0.015256803
Severe Toxicity0.013285006
Moderate 0.36867723 Low Con 0.099 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro walk into a brown town and wonder why there's so many brown people. Well. duhh bro lol. Go to Chinatown. Who do you see most there?
Bro walk into a brown town and wonder why there's so many brown people. Well. duhh bro lol. Go to Chinatown. Who do you see most there?
Identity Attack0.41222036
Insult0.15911613
Profanity0.09992486
Threat0.011327368
Severe Toxicity0.01644827
Moderate 0.3666224 Low Con 0.291
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. …
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. All the punjabis and sindhis want to go to canada. Thx for making the vid. I will share with my ex classmates who work at gas stations lol.
Identity Attack0.38185352
Insult0.27558193
Profanity0.13785136
Threat0.026479885
Severe Toxicity0.02296847
Moderate 0.3666224 Constructive 0.634
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.