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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "They made it so we …" 361 comments · Page 2 of 15
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Isn't that sick 2 people? 7 or 8 years in jail for peaceful protest. I hope so many Canadians come out to defend them. I'll be one of them. Government. Pretty d*** disgusting, Trudeau. Made …
Isn't that sick 2 people? 7 or 8 years in jail for peaceful protest. I hope so many Canadians come out to defend them. I'll be one of them. Government. Pretty d*** disgusting, Trudeau. Made that happen telling my neighbors when they had an extra person in the house. Go to hell. I can't stand none of you. I totally agree with that woman speaking about this. I refused to totally hate myself for my opinion. I see. What's going on? It's a takeover.
Identity Attack0.15945168
Insult0.5678696
Profanity0.46460027
Threat0.056563694
Severe Toxicity0.16960317
Moderate 0.5921536 Constructive 0.656 Insult Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Identity Attack0.5548181
Insult0.48313886
Profanity0.28708664
Threat0.036149003
Severe Toxicity0.08595808
Moderate 0.5885171 Moderate Con 0.444 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Identity Attack0.10221587
Insult0.4534306
Profanity0.5013569
Threat0.01119791
Severe Toxicity0.02444411
Moderate 0.5885171 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Aint no way we're finally getting a deep dive olivera video on this. Made my damn day
Identity Attack0.026007013
Insult0.24493282
Profanity0.6069483
Threat0.022163315
Severe Toxicity0.055630904
Moderate 0.57271194 Moderate Con 0.361 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
Identity Attack0.48990932
Insult0.47020787
Profanity0.5249258
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.389
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For other countries , Canada has made immigration soo difficult with education level requirements/income requirements/ blah blah but not for Indians. They now consider themselves owners of that part of Canada and try to enforce …
For other countries , Canada has made immigration soo difficult with education level requirements/income requirements/ blah blah but not for Indians. They now consider themselves owners of that part of Canada and try to enforce their shitty rules from back home.
Identity Attack0.45610145
Insult0.4986907
Profanity0.47435758
Threat0.008686432
Severe Toxicity0.02491361
Moderate 0.5716857 Moderate Con 0.311
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
They have Raped this Country n made it Khalistani nation.... Shame
They have Raped this Country n made it Khalistani nation.... Shame
Identity Attack0.57150364
Insult0.563347
Profanity0.40929472
Threat0.44185185
Severe Toxicity0.50703704
Moderate 0.56269526 Low Con 0.208 Identity Attack Insult
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. …
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. It's awful!
Identity Attack0.44690517
Insult0.45135358
Profanity0.30866358
Threat0.016292779
Severe Toxicity0.045767322
Moderate 0.5566829 Moderate Con 0.5 Identity_Assertion
Nov 16, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking …
🚩🚩🚩Shaitan made Hindus Eat Cow POOP (Panchgavya), Drink Cow Urine, Self Urine(Shivambu), as mentioned in Hindu Scriptures. Cow Poop Idols r worshipped in Gowardhan Pooja Festival. May Allah Guide all mankind. in Vedas too Drinking Self Urine अथर्ववेद संहिता भाग-१ काण्ड-६ सूक्त-४४ - रोगनाशन सूक्त१४२७. रुद्रस्य मूत्रमस्यमृतस्य नाभिः । विषाणका नाम वा असि पितॄणां मूलादुत्थिता वातीकृतनाशनी ॥३ ॥ रुद्र का मूत्र अमृतरूप रस है एवं यह विषाणका नामक ओषधि है। इनके विशेष यौगिक प्रयोग से आनुवंशिक 'वात रोग' भी अपने मूल कारण सहित नष्ट हो जाते हैं ॥३ ॥ [ १० रुद्राक्ष से उत्सर्जित द्रव (तेल), यह विशेष विधियों से निकाला जाता है। २- मेघ का उत्सर्जी द्रव अर्थात् वृष्टि आन। यहाँ जल विकित्सा और शिवाम्यु-चिकित्सा अर्थात् पुत्र-विकित्सा की ओर संकेत मिलता है।।
Identity Attack0.57150364
Insult0.54471385
Profanity0.41031027
Threat0.3485223
Severe Toxicity0.6130557
Moderate 0.5559701 Moderate Con 0.399 Identity Attack Insult Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s about damn time someone made a video about this 🎉
It’s about damn time someone made a video about this 🎉
Identity Attack0.025203101
Insult0.17486192
Profanity0.57236236
Threat0.018882722
Severe Toxicity0.052044146
Moderate 0.5559701 Low Con 0.272 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a canadien i am sad at the amount of homeless canadiens canada wants to be inclusive so fuck the born and made in canada lets give houses and 5k a month for them too …
As a canadien i am sad at the amount of homeless canadiens canada wants to be inclusive so fuck the born and made in canada lets give houses and 5k a month for them too move here ...
Identity Attack0.3825363
Insult0.4196762
Profanity0.5188411
Threat0.019228047
Severe Toxicity0.12809667
Moderate 0.5532103 Moderate Con 0.455 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home …
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home 😢
Identity Attack0.53446084
Insult0.5130944
Profanity0.2659699
Threat0.011638066
Severe Toxicity0.02458496
Moderate 0.52811706 Constructive 0.562 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
08:44 I never made this realization until now. I always had a hard time concieving how many car/truck accidents are caused by Indian foreigners. This actually makes alot of sense. WTF
08:44 I never made this realization until now. I always had a hard time concieving how many car/truck accidents are caused by Indian foreigners. This actually makes alot of sense. WTF
Identity Attack0.4911651
Insult0.34392178
Profanity0.45190978
Threat0.030623792
Severe Toxicity0.09912638
Moderate 0.52007306 Constructive 0.503
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
WHY DO WE EVEN NEED IMMIGRANTS ANYMORE? Every government for the past 50 years has ignored WHY our birthrates are declining. Every government in the past 50 years has ignored the cultural destruction occurring because …
WHY DO WE EVEN NEED IMMIGRANTS ANYMORE? Every government for the past 50 years has ignored WHY our birthrates are declining. Every government in the past 50 years has ignored the cultural destruction occurring because they flood us with people from 3rd world 💩 holes rather than white European Christians with shared values, heritage, & ethics. Immigrants are not only of ZERO VALUE today, but are permanently destroying everything that made us a united, cohesive, safe, democratic, free society.
Identity Attack0.5502601
Insult0.47384647
Profanity0.2801717
Threat0.039947584
Severe Toxicity0.16960317
Moderate 0.509388 Low Con 0.271 Identity Attack Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Ngl this video actually made me sick. Normalization of racism towards Indians is rediculous and generalizing Indians as a sneaky ppl invading a foreign country is ridiculous. While it is true there r problems in …
Ngl this video actually made me sick. Normalization of racism towards Indians is rediculous and generalizing Indians as a sneaky ppl invading a foreign country is ridiculous. While it is true there r problems in the Canadian immigration system its not the fault of the ppl who use it for a better life, rather the fault of politicians who allowed it. Do better Tyler!
Identity Attack0.43256098
Insult0.5130944
Profanity0.21348765
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.703 Insult Moral_Argument
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
Canada stopped being a first world country when Canada let the their world move and made their values Canadian values! Where you are permitted to go a beach did a hole shite into and just …
Canada stopped being a first world country when Canada let the their world move and made their values Canadian values! Where you are permitted to go a beach did a hole shite into and just cover it up! That is an Indian value not a Canadian one!
Identity Attack0.4054415
Insult0.43296707
Profanity0.44475567
Threat0.010887212
Severe Toxicity0.024631912
Moderate 0.50503236 Low Con 0.24
Aug 25, 2025 Why Canadians Are Turning Against …
Canadian women birth rate of 1-1/3 children per woman is a great explanation of where the Woke fools come from . Instead of immigration we should have been increasing the child tax credits if you …
Canadian women birth rate of 1-1/3 children per woman is a great explanation of where the Woke fools come from . Instead of immigration we should have been increasing the child tax credits if you made it so a family with 3+ children did not pay taxes you would have family having 4 children per woman and it would cost us less per person than the support of these so called immigrants
Identity Attack0.37361985
Insult0.5208188
Profanity0.15635987
Threat0.008440462
Severe Toxicity0.020644438
Moderate 0.48141238 Moderate Con 0.483 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of dollars to the economy. If they were all "not working" like that bald guy said, the city wouldn't be as productive or be as rich or as sprawling. Is it too much immigration all at the same time, yeah but locals would have problem with non-white people even if there was litte immigration. Stop the immigration numbers and disgruntled whites would still have an issue with Brampton despite majority white cities the same size as Brampton not being as productive, rapidly facing demographic and economic decline. Majority of the accusations the white people made, were not even proven in the video. I mean ok I guess.
Identity Attack0.48915586
Insult0.48627716
Profanity0.40878695
Threat0.033386398
Severe Toxicity0.044870634
Moderate 0.48021027 Constructive 0.743 Moral_Argument
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
They made church into a temple😂😂wtf😂 never those i would see something like that in my life
They made church into a temple😂😂wtf😂 never those i would see something like that in my life
Identity Attack0.2308735
Insult0.22303216
Profanity0.44431314
Threat0.013372798
Severe Toxicity0.02458496
Moderate 0.47886392 Low Con 0.276 Identity_Assertion
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government …
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government certainly has ten times that money But they will use our money our pensions to bury this once great country
Identity Attack0.02721288
Insult0.5208188
Profanity0.27747265
Threat0.009877442
Severe Toxicity0.014705247
Moderate 0.47886392 Moderate Con 0.394 Insult Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …

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.