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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: "It was better before they …" 672 comments · Page 3 of 27
lol the Bike guy was the man it’s just us poor white trash left. So good haha He ain’t wrong though. They are the better of the immigrants i suppose.
lol the Bike guy was the man it’s just us poor white trash left. So good haha He ain’t wrong though. They are the better of the immigrants i suppose.
Identity Attack0.6106996
Insult0.5588244
Profanity0.31043148
Threat0.010602405
Severe Toxicity0.16960317
Moderate 0.60152835 Moderate Con 0.376 Identity Attack Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Those are dropheads they are like Zombies to me so I think Immigrants has better culture than Canadians.
Those are dropheads they are like Zombies to me so I think Immigrants has better culture than Canadians.
Identity Attack0.57150364
Insult0.5723624
Profanity0.25001678
Threat0.010990778
Severe Toxicity0.1465323
Moderate 0.5972042 Low Con 0.246 Identity Attack Insult Identity_Assertion
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
I love reading the white rage in the comments. Bigoted pond scum seething about people looking for a better life. Seethe more whites.
Identity Attack0.58354634
Insult0.5678696
Profanity0.33317488
Threat0.018192071
Severe Toxicity0.067522444
Moderate 0.5921536 Low Con 0.299 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not …
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not eat the better western food? yall still eating that nasty turd world food? upgrade your food game.
Identity Attack0.28034934
Insult0.54525656
Profanity0.39670458
Threat0.00951496
Severe Toxicity0.041283876
Moderate 0.5885171 Low Con 0.157 Insult Identity_Assertion
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Mass call centers Canada u better do a mass deportation also before ur city become trash lands
Mass call centers Canada u better do a mass deportation also before ur city become trash lands
Identity Attack0.45610145
Insult0.5739874
Profanity0.1631077
Threat0.014048163
Severe Toxicity0.023645958
Moderate 0.5779532 Low Con 0.201 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
hell yes time to get mad at minorities to make myself feel better
hell yes time to get mad at minorities to make myself feel better
Identity Attack0.38445538
Insult0.3388922
Profanity0.48510036
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.568186 Moderate Con 0.335
Jan 27, 2026 Inside Canada's Indian Invasion...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
'Its like home' its not fucking supposed to be. Thats our problem. Our home is not supposed to be like your 'home' you left from. If thats how you feel you should just go back …
'Its like home' its not fucking supposed to be. Thats our problem. Our home is not supposed to be like your 'home' you left from. If thats how you feel you should just go back 'home'. Edit: I have no issue with immigration, immigrants, or other cultures. I hate the abuse of the system, and lack of humility when given a better opportunity.
Identity Attack0.2831485
Insult0.3486032
Profanity0.6001929
Threat0.013010317
Severe Toxicity0.08859174
Moderate 0.5559701 Constructive 0.637 Identity_Assertion
Jan 28, 2026 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...
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
Identity Attack0.5913144
Insult0.4718924
Profanity0.21997347
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.184 Identity Attack Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on …
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on our heads not diapers. We wash our feet in the bath not public sinks. You stink you are pigs. You work for next to nothing then send the money home to India. Last but not least if you say it is easier in India then as I said earlier please go back. Did you see the sign in the church donate and get a tax receipt.
Identity Attack0.48915586
Insult0.5678696
Profanity0.15459715
Threat0.010731863
Severe Toxicity0.024725812
Moderate 0.54325575 Moderate Con 0.448 Insult Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are still way better than radical islamists and africans who have zombified Europe!
Indians are still way better than radical islamists and africans who have zombified Europe!
Identity Attack0.6007182
Insult0.4339631
Profanity0.22602804
Threat0.054624002
Severe Toxicity0.07805709
Moderate 0.53579444 Low Con 0.149 Identity Attack Fear_Threat
Feb 15, 2026 Inside Canada's Indian Invasion...
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
Identity Attack0.30103904
Insult0.5678696
Profanity0.45190978
Threat0.034422375
Severe Toxicity0.038593806
Moderate 0.52811706 Constructive 0.521 Insult Personal_Narrative
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
INDIANS ARE 10 TIMES BETTER THAN THE RACIST ISLAMISTS❤️ RUSSIA 🇷🇺 N INDIA 🇮🇳 ARE CLOSE FRIENDS
Identity Attack0.55044734
Insult0.4196762
Profanity0.2258264
Threat0.03856628
Severe Toxicity0.16233426
Moderate 0.52811706 Moderate Con 0.387 Identity Attack Identity_Assertion
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but …
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but immigration of Judeo-Christian Europeans who all assimilated into Canadian Culture. In the last 3 decades they have been trying to destroy that Canada by bringing in people from everywhere but Judeo-Christian nations with nothing in common with that Canadian culture and trying to force Canadians to accept being replaced by non assimilating 2nd, 3rd and 4th world Rodents who try to turn the country into the shitholes they ran from. You can lie all you want. Canada is finished if they don't deport everything that came in illegally under Trudeau and Harper that have been allowed to discriminate openly along with the women against the White males that created everything. That is what's happened in Canada, not the BS you spew here. Deport them all and Make Canada Canada again. One last point, foreign students have been the biggest nothingness brought in. Canadian kids get excluded because the foreign student pays twice the tuition, that's the only reason they are brought in. The majority make nothing better and disrespect the country openly, daily. That is the truth about Canada and immigration.
Identity Attack0.11307524
Insult0.32162124
Profanity0.013995135
Threat0.0039436007
Severe Toxicity0.0041283946
Moderate 0.5240014
Apr 14, 2025
Indian are better than muslim and africans. at least they are peaceful
Indian are better than muslim and africans. at least they are peaceful
Identity Attack0.6320481
Insult0.35849577
Profanity0.20483992
Threat0.014220826
Severe Toxicity0.13336399
Moderate 0.52139956 Low Con 0.197 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Identity Attack0.10409598
Insult0.5543018
Profanity0.20592089
Threat0.014393489
Severe Toxicity0.023076924
Moderate 0.52139956 Moderate Con 0.485 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need to assimilate to Countries they go to and learn the language. Also the Polish guy was right about them being Dirty. They need to do much better on that issue. If you have been the India it is VERT DIRTY. The Hindu & Sikh people know about the Muslims. We Westerns need to learn it also before it's to Late.
Identity Attack0.57150364
Insult0.4810288
Profanity0.28708664
Threat0.44605255
Severe Toxicity0.35368225
Moderate 0.52007306 Constructive 0.675 Identity Attack Fear_Threat
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
the problem is that they come to different countries in order to lead a better life but then don't integrate, complain and turn it into the shithole they left... how can they not expect people …
the problem is that they come to different countries in order to lead a better life but then don't integrate, complain and turn it into the shithole they left... how can they not expect people to get upset???
Identity Attack0.27340925
Insult0.45135358
Profanity0.5013569
Threat0.011146127
Severe Toxicity0.02604016
Moderate 0.52007306 Moderate Con 0.423 Fear_Threat
Nov 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run …
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run the roads in the city by themselves all hours and when you see these people getting in their cars they DONT buckle their children in their seats. The immigrants who come here and disrespect everything need to go💯 i know some of them are actually coming here for help and a better life and they do try but the majority of these immigrants need to follow our laws or leave 💯
Identity Attack0.5135796
Insult0.4810288
Profanity0.20483992
Threat0.0287245
Severe Toxicity0.16960317
Moderate 0.51980776 Constructive 0.537 Identity Attack
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
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...
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed at proven, bogus asylum seekers and those whose Visas have expired and have no right to even remain in Canada. Also, I don't care what kind of a mess a legitimate asylum seeker is fleeing, I do not believe anyone "from away" is entitled to better health care benefits than Canadian citizens.
Identity Attack0.17381613
Insult0.56997263
Profanity0.22612886
Threat0.008789998
Severe Toxicity0.019998873
Moderate 0.509388 Constructive 0.621 Insult Policy_Critique
Feb 24, 2026 52 likes 'We do know that there's …

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.