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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: "Well, if you don't have …" 686 comments · Page 3 of 28
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are …
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are awful drivers.
Identity Attack0.5135796
Insult0.5130944
Profanity0.28593817
Threat0.13582869
Severe Toxicity0.05025077
Moderate 0.5716857 Moderate Con 0.337 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
5:27 “rape is in their culture” well maybe lets look at the catholic church or rich white people
Identity Attack0.55044734
Insult0.3388922
Profanity0.33954415
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.163 Identity Attack Moral_Argument
Jan 27, 2026 3 likes 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...
Letting dirty subhumans in ur country never ends well
Letting dirty subhumans in ur country never ends well
Identity Attack0.4907465
Insult0.5393265
Profanity0.3283819
Threat0.04029291
Severe Toxicity0.109661035
Moderate 0.568186 Low Con 0.223 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
What a clown show. Might as well pull out the turbin dudes in pierres front bench to explain how great our immigration has been. Dump of a country now.
What a clown show. Might as well pull out the turbin dudes in pierres front bench to explain how great our immigration has been. Dump of a country now.
Identity Attack0.10221587
Insult0.6261769
Profanity0.098067984
Threat0.011482717
Severe Toxicity0.018578632
Moderate 0.568186 Low Con 0.141 Insult Identity_Assertion
Feb 20, 2026 LILLEY UNLEASHED: The fall of …
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND …
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND BEFORE,WHO WAS WORKING AT WALMART,TIN HORTON,MCDONALD,GAS STATIONS AND OTHER PLACES ??YOU WILL SEE 95% OF CANADIANS AND ABOUT 5% OF TEMPORARY WORKERS ..I WOULD SAY THAT BETWEEN 50 AND 100 000 CANADIANS LOST THEIR JOBS TO FOREIGNERS !!!! THEY BRING IN 50 TO 100 000 FOREIGNERS AND SEND THE SAME AMOUNT OF CANADIANS ON EI OR ON WELFARE !!! WHO WERE THE GAINERS ? THE COMPANIES WHO HIRED THEM (WALMART,MACDONALD,GAS STATIONS,TIM HORTON,ND SO ON) AND THE TEMPORARY WORKERS....THESE PEOPLE SHOULD NOT HAVE BEEN HIRED IN ANY WAY !!!! SO,I DON'T GIVE A SHIT WHEN YOU SAY THAT MAYBE A MILLION WILL LOSE THEIR STATUS..CANADIANS COME FIRST AND WHEN IT'S IMPOSSIBLE TO FIND CANADIAN WORKERS,THEN THEY BRING FOREIGNERS ( IN THE FARMING ..
Identity Attack0.01580861
Insult0.050302777
Profanity0.50067884
Threat0.0009623418
Severe Toxicity0.000058776946
Moderate 0.5660313
Apr 21, 2025
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...
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...
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be …
Well keep crying 😂. Mauritian in the US here. Kick us out if you can. Why waste so much energy on a thing that you know won’t change sh!t? We are here, we will be here forever. Just get rolling with it.
Identity Attack0.30256465
Insult0.42881694
Profanity0.5188411
Threat0.13178273
Severe Toxicity0.06101104
Moderate 0.5566829 Moderate Con 0.354 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
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...
Well a lot of YOU voted for Trudeau oops I mean Carney and this is why we work hard to stay broke so pat yourself on the back b1tches , wokeness is killing us 🙏
Well a lot of YOU voted for Trudeau oops I mean Carney and this is why we work hard to stay broke so pat yourself on the back b1tches , wokeness is killing us 🙏
Identity Attack0.10221587
Insult0.5130944
Profanity0.44133487
Threat0.34804323
Severe Toxicity0.10702737
Moderate 0.54823303 Moderate Con 0.354 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
👏👏👏Well Done Pedo-‘fle’ Canada🇨🇦. You build a country, a nation, the blood, sweat, and tears…. Only to just hand it all off on a plate to (🇵🇰🇧🇩🇮🇳). Absolute Degeneracy, and an utter Disgrace. 🤮🤮🤮🤮👎👎👎👎
👏👏👏Well Done Pedo-‘fle’ Canada🇨🇦. You build a country, a nation, the blood, sweat, and tears…. Only to just hand it all off on a plate to (🇵🇰🇧🇩🇮🇳). Absolute Degeneracy, and an utter Disgrace. 🤮🤮🤮🤮👎👎👎👎
Identity Attack0.3895355
Insult0.5130944
Profanity0.19770569
Threat0.061412923
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.266 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their own culture, religion & language. History is repeating itself....this time for good. @ 2:11 "the country which they (immigrants) comes from is a shit hole", yes the same way EU & UK were a shit hole for when the colonizers from EU & UK arrived in Canada, US, Latin America they bought with them lots of viral diseases and infections. Whole of pre industrial EU & UK was very much a shit hole. @ 8:55 "they live naked", well I guess this Polish man is trying to be like them. Anybody not paying taxes, creating ruckus of any kind, stealing form anywhere, not following the rules of the state should be prosecuted irrespective of their nationality, religion, race, gender, color, ethnicity, etc.
Identity Attack0.5135796
Insult0.5130944
Profanity0.44613865
Threat0.12536226
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.49 Identity Attack Insult Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend …
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend 400$ to prove she speaks ENGLISH, (she speaks it fluently),, she paid taxes the moment she landed and got a job, bought a car, a small apartment. Everything Canadian,, not like these degenerate scum sucking immigrants. Had to spend another 500$ to extend her visa for another year.. Everything was going well. Until these worthless liberal cockroaches knocks on her door and told her she has 1 month to leave, because shes taking a JOB away from a CANADIAN!!!.. Are you fuckin kidding me.. These worthless ungrateful, self serving pakis, indies and chinese and who knows what else we let in, are getting subsidies to work at tim hortons,, Walmart,, canadaian tires.. Meanwhile our real Canadian kids can't get summer jobs or part times,, because of these worthless immigrants. Shes corporate, she doesn't take small coffee serving jobs..
Identity Attack0.5135796
Insult0.5543018
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.484 Identity Attack Insult Personal_Narrative
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Identity Attack0.41222036
Insult0.4339631
Profanity0.5013569
Threat0.017156094
Severe Toxicity0.027833538
Moderate 0.51980776 Constructive 0.639 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
Identity Attack0.46028158
Insult0.29855028
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.07542343
Moderate 0.51980776 Moderate Con 0.422
Nov 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Easy peasy deport them 2 israhelll they welcome there racist people wil blend in well there
Easy peasy deport them 2 israhelll they welcome there racist people wil blend in well there
Identity Attack0.5135796
Insult0.42367843
Profanity0.30690086
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.135 Identity Attack
Aug 26, 2025 Why Canadians Are Turning Against …
White should go back to Europe as well 🤡🤡🤡🤢
White should go back to Europe as well 🤡🤡🤡🤢
Identity Attack0.55044734
Insult0.3388922
Profanity0.24910301
Threat0.07246469
Severe Toxicity0.16496792
Moderate 0.51869136 Low Con 0.119 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it …
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it hadn't been a farming town for decades. Hell, when we moved here the Bramalea part of the city had a population well over 18,000 people, never mind Brampton as a whole. And that old church you talked about was a synagogue. I know because I grew up a few blocks from there in Professors Lake.
Identity Attack0.11512129
Insult0.4339631
Profanity0.5188411
Threat0.012337137
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.701
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Personally disgusted ,angered etc.I feel like a minority in my own country... I work hard AND I pay my taxes....the immigration scene from South Asia is so disturbing they don't pay taxes, supposed Universities, colleges...BS …
Personally disgusted ,angered etc.I feel like a minority in my own country... I work hard AND I pay my taxes....the immigration scene from South Asia is so disturbing they don't pay taxes, supposed Universities, colleges...BS ..... its a cover... the free loading HAS TO DAMN WELL STOP.
Identity Attack0.39870077
Insult0.4125297
Profanity0.42709363
Threat0.01187109
Severe Toxicity0.03590374
Moderate 0.5140397 Constructive 0.528
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Identity Attack0.55044734
Insult0.40243408
Profanity0.2263305
Threat0.063999176
Severe Toxicity0.03321367
Moderate 0.50759226 Low Con 0.25 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming …
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming someone that says Indians eat poo and rape is part of the African culture…I get the feeling this comment section is full of Pierre and Trump fan boys. You get my well deserved dislike Tyler
Identity Attack0.43896464
Insult0.46476576
Profanity0.31043148
Threat0.09623027
Severe Toxicity0.052940834
Moderate 0.50503236 Moderate Con 0.459 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
1:14 IMMIGRANTS ARE VERY WELL FED BY THE PERVERSE GOVERNMENT WHICH ABANDONED CANADIANS! FMK
1:14 IMMIGRANTS ARE VERY WELL FED BY THE PERVERSE GOVERNMENT WHICH ABANDONED CANADIANS! FMK
Identity Attack0.4453683
Insult0.43450394
Profanity0.29209393
Threat0.014393489
Severe Toxicity0.038593806
Moderate 0.5024724 Low Con 0.286
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)

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.