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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: "Even as an Indian, i …" 455 comments · Page 3 of 19
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach …
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach on the bike couldn't keep him his mouth shut even while taking a break from eating.
Identity Attack0.55044734
Insult0.5678696
Profanity0.36230123
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.464 Identity Attack Insult Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
The Muslim communities do not integrate. That's very UNCanadian! Get rid of them. We don't need to be harassed or humiliated. New Indians feel they can poop anywhere, even on the beach and then they …
The Muslim communities do not integrate. That's very UNCanadian! Get rid of them. We don't need to be harassed or humiliated. New Indians feel they can poop anywhere, even on the beach and then they cover it up with sand. Makes me want to take my dog for a walk on the beach. Not. They should be forced to learn to speak English and follow the rules.
Identity Attack0.6220118
Insult0.48569724
Profanity0.26098207
Threat0.34804323
Severe Toxicity0.2322463
Moderate 0.57271194 Constructive 0.51 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Identity Attack0.5203519
Insult0.5739874
Profanity0.1067334
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.5721988 Constructive 0.538 Identity Attack Insult Personal_Narrative
Jan 28, 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...
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 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 …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. …
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. My Wife is Japanese and works as a Firmware engineer here in Tokyo. She's always saying how the Indians even scam at work by using others work.
Identity Attack0.6220118
Insult0.44802538
Profanity0.29209393
Threat0.049774777
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.765 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to …
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to say “new immigrants “ are bad..
Identity Attack0.5135796
Insult0.54525656
Profanity0.21456863
Threat0.009696201
Severe Toxicity0.02373986
Moderate 0.5559701 Moderate Con 0.372 Identity Attack Insult
Oct 14, 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...
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Identity Attack0.45610145
Insult0.4596616
Profanity0.3158166
Threat0.012906751
Severe Toxicity0.06101104
Moderate 0.52811706 Moderate Con 0.49 Moral_Argument
Feb 11, 2026 Inside Canada's Indian Invasion...
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
Identity Attack0.56445944
Insult0.5130944
Profanity0.32658687
Threat0.11002964
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.507 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
"they cant even be a cashier" omfg white racist guy on the bike is not so off on that one lmao. I work retail and I had to train an indian woman who had been …
"they cant even be a cashier" omfg white racist guy on the bike is not so off on that one lmao. I work retail and I had to train an indian woman who had been living in canada for over a year atp and months into her working with me I had to teach her that a dollar had 100 cents in it.. I have no idea how she managed to live here for so long or why tf my manager even hired her
Identity Attack0.49584505
Insult0.47384647
Profanity0.39409557
Threat0.011715741
Severe Toxicity0.04666401
Moderate 0.52007306 Constructive 0.62 Personal_Narrative
Feb 4, 2026 Inside Canada's Indian Invasion...
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
Identity Attack0.56445944
Insult0.4339631
Profanity0.2761231
Threat0.014566151
Severe Toxicity0.051147457
Moderate 0.51980776 Low Con 0.255 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
U need to band indians, even the jobs they r taking over
U need to band indians, even the jobs they r taking over
Identity Attack0.5913144
Insult0.36798462
Profanity0.22552395
Threat0.40858683
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.233 Identity Attack
Oct 2, 2025 IRCC Names India in Study …
you ain`t getting a job in those places as a white person i guarantee you that only indians apply ZERO absolute chance as a white person to get even a menial job to clean garbage
you ain`t getting a job in those places as a white person i guarantee you that only indians apply ZERO absolute chance as a white person to get even a menial job to clean garbage
Identity Attack0.55044734
Insult0.4339631
Profanity0.28249276
Threat0.012181788
Severe Toxicity0.035007052
Moderate 0.51980776 Low Con 0.211 Identity Attack
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
every homeless person is white. nowhere to rent unless your indian. they are even racist against themselves.
every homeless person is white. nowhere to rent unless your indian. they are even racist against themselves.
Identity Attack0.58354634
Insult0.37733194
Profanity0.16031636
Threat0.016638106
Severe Toxicity0.02406851
Moderate 0.51980776 Low Con 0.276 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
Even the indians are sick of indians, they tell me everyday 😂
Even the indians are sick of indians, they tell me everyday 😂
Identity Attack0.55044734
Insult0.40243408
Profanity0.26600444
Threat0.038220957
Severe Toxicity0.09649272
Moderate 0.51869136 Low Con 0.275 Identity Attack Humor_Satire
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada …
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada not India .
Identity Attack0.57957685
Insult0.32211447
Profanity0.22105443
Threat0.5251682
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.494 Identity Attack Threat Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Can’t even get a job in my own country because these people are only hiring Indians. it’s ridiculous. I hope something happens soon.
Can’t even get a job in my own country because these people are only hiring Indians. it’s ridiculous. I hope something happens soon.
Identity Attack0.50515765
Insult0.47384647
Profanity0.25001678
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.5140397 Moderate Con 0.416 Identity Attack Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men …
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men who do no parenting and also speak no English. You can't argue with them or it's a "hate crime." Local Canadians live in fear of the government protecting these worthless people.
Identity Attack0.4774257
Insult0.53014356
Profanity0.07999486
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.608 Insult Fear_Threat
Jan 27, 2026 2 likes 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.