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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: "Could this be about the …" 411 comments · Page 4 of 17
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
what about surrey, vancouver? also never knew canadians could be this racist, at least in the beginning it only talks about indians being abundant and adding their culture and not harming anyone yet. canadians who …
what about surrey, vancouver? also never knew canadians could be this racist, at least in the beginning it only talks about indians being abundant and adding their culture and not harming anyone yet. canadians who are immigrants themselves are being racist cuz they're white, wut de sigam.
Identity Attack0.50515604
Insult0.3388922
Profanity0.055940874
Threat0.008129764
Severe Toxicity0.016964722
Moderate 0.4269174 Constructive 0.506 Identity Attack Moral_Argument
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
They could start Canadian poop fests now.
They could start Canadian poop fests now.
Identity Attack0.23846684
Insult0.28586254
Profanity0.29209393
Threat0.01698343
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.167 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily …
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily be used as bias leaning toward racism. Increase your understanding of xenophobia and these issues, please. You're spreading ignorance and hate with your work, while posing as being impartial. The lowest thing u could do.
Identity Attack0.08583717
Insult0.36798462
Profanity0.10920923
Threat0.011223801
Severe Toxicity0.016706496
Moderate 0.4269174 Constructive 0.705 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
For 10's of thousands of years this cycle repeats -White people build wonderous civilizations -Brown/Black people see civilization and are bewildered by how something so amazing could be created -Brown/Black people see these amazing people …
For 10's of thousands of years this cycle repeats -White people build wonderous civilizations -Brown/Black people see civilization and are bewildered by how something so amazing could be created -Brown/Black people see these amazing people have white skin -Brown/Black people get jealous -Tiny hats infiltrate White society and tear down border controls -Brown/Black people slowly enter society with Tiny hats help -White people are attacked/killed/graped by the Orcs and White Civilizations are destroyed -Whites Flee to create a new safe prosperous civilization Rinse and Repeat
Identity Attack0.50588524
Insult0.26957804
Profanity0.26631543
Threat0.2836219
Severe Toxicity0.07805709
Moderate 0.4269174 Moderate Con 0.427 Identity Attack
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the …
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the Indians traveled in packs, and densely at that. They could be tracked via smell alone. But the interesting part was, any Indian that did not stick to the pack, and did not smell like shit had endless insults, and general racist remarks made against them. AKA anyone who did not act the part, was simply seen as a traitor. Which is to also say, they fully wanted to bring India here, and had no intention of leaving anything behind.
Identity Attack0.4139151
Insult0.36021477
Profanity0.44752163
Threat0.020609349
Severe Toxicity0.023974609
Moderate 0.42349213 Constructive 0.699 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
Identity Attack0.3817989
Insult0.16817254
Profanity0.17380778
Threat0.44942492
Severe Toxicity0.048457388
Moderate 0.40891263 Moderate Con 0.444 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada Immigration is laughable, am a legal immigrant, but we South Africans , could not bring our families to Canada! But Pakistani, East Indian families could come over, with out speaking English or French!!! Wake …
Canada Immigration is laughable, am a legal immigrant, but we South Africans , could not bring our families to Canada! But Pakistani, East Indian families could come over, with out speaking English or French!!! Wake up Canada, soon you will be minority!!!!
Identity Attack0.4482637
Insult0.35161978
Profanity0.02836696
Threat0.009100696
Severe Toxicity0.018836858
Moderate 0.40336934 Constructive 0.501
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler …
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler can get a lot more done than that stupid Nick Shirley who had that old man Dave figure everything out so he could swoop in and take all the credit for it. Dave ended Walz not Shirley.
Identity Attack0.04177703
Insult0.44464502
Profanity0.29209393
Threat0.012130005
Severe Toxicity0.016900165
Moderate 0.4014846 Constructive 0.617 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
Identity Attack0.27914262
Insult0.2469859
Profanity0.16171204
Threat0.038220957
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.294 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
You should see the state of the GTA at this point, it's ridiculous. I grew up there, in the span of just 30 years it's like a night and day difference in demographics. We went …
You should see the state of the GTA at this point, it's ridiculous. I grew up there, in the span of just 30 years it's like a night and day difference in demographics. We went from a high-trust society that could leave our doors unlocked during the day to the exact opposite. You can't walk around at night in some areas anymore, there is just so much violence now. Especially from gangs or wannabe fake gansters.
Identity Attack0.050216515
Insult0.46625584
Profanity0.13608865
Threat0.0130621
Severe Toxicity0.01083374
Moderate 0.4014846 Constructive 0.699 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Please make more scammer videos you could go to Athens praque Copenhagen and many more those are just down places
Please make more scammer videos you could go to Athens praque Copenhagen and many more those are just down places
Identity Attack0.08004672
Insult0.24928534
Profanity0.1854088
Threat0.053654157
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.295 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Now if only we could send the rest of them french immigrants home😂😂😂
Now if only we could send the rest of them french immigrants home😂😂😂
Identity Attack0.46028158
Insult0.17361937
Profanity0.094219476
Threat0.04098356
Severe Toxicity0.023076924
Moderate 0.39915034 Low Con 0.21 Identity_Assertion
Nov 21, 2025 Quebec Ends Economic Immigration Program …
As an immigrant in Canada 🇨🇦, this country has been good to me, my kids were born on this land. Had I been raised in my birth country. I could not have brought any kids …
As an immigrant in Canada 🇨🇦, this country has been good to me, my kids were born on this land. Had I been raised in my birth country. I could not have brought any kids in this life. THANK YOU Canada. Now, it is appalling to see a whole bunch of immigrants using Cdns soft side to play with the system. They are all refugees. C’mon just on my freaking street every other building is rented by 2-3 immigrants. Which means no flat is left for people whom lwere either burned in Canada or legally immigrated here This massive immigration must stop.
Identity Attack0.36702603
Insult0.36021477
Profanity0.39207047
Threat0.01254427
Severe Toxicity0.023176458
Moderate 0.3972142 Constructive 0.686 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own …
im in the UK and agree with you guys - Canada is unrecognizable within the last 5 years; mass immigration of low class immigrants, selfish and greedy people - they could live in their own country - if not then integrate into Canada properly like with the UK and New Zealand and Australia and others and contribute better - Am I asking for too much??
Identity Attack0.36702603
Insult0.40243408
Profanity0.025087673
Threat0.007301235
Severe Toxicity0.01302678
Moderate 0.39644176 Constructive 0.695 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is …
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is what really pisses me off wit this.
Identity Attack0.10699738
Insult0.33964422
Profanity0.2268346
Threat0.01750142
Severe Toxicity0.015867263
Moderate 0.38601747 Moderate Con 0.449 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
0:55 this only needs to be true on paper of course, in reality someone could be a worthless leech on the country that doesn't even care to be Canadian or integrate they only want to …
0:55 this only needs to be true on paper of course, in reality someone could be a worthless leech on the country that doesn't even care to be Canadian or integrate they only want to take advantage of Canadian systems and slightly higher pay that other countries. But who cares? Number high! Yay!
Identity Attack0.11860296
Insult0.40243408
Profanity0.089370176
Threat0.0074954215
Severe Toxicity0.011520386
Moderate 0.37955463 Moderate Con 0.471
Jun 19, 2025 1 likes How Canada broke its immigration …
The NDP is the perfect Petri dishe Singh was called out years in advance for putting his pension ahead of his NDP brethren. "parasite on society" And was willing to lie cheat and steal. No …
The NDP is the perfect Petri dishe Singh was called out years in advance for putting his pension ahead of his NDP brethren. "parasite on society" And was willing to lie cheat and steal. No sense of Urgency Singh could have pulled Off the biggest win in for the NDP but Greed got in Singh way 100 % From Hero with Jack Layton to Zero !! "lost Liberal decade" Pierre Marcel Poilievre for PM asap
Identity Attack0.020882076
Insult0.4596616
Profanity0.07514556
Threat0.009023022
Severe Toxicity0.01083374
Moderate 0.37795907 Moderate Con 0.405 Call_To_Action
Feb 17, 2026 48 likes LILLEY UNLEASHED: The fall of …
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Identity Attack0.27798235
Insult0.37846634
Profanity0.040910475
Threat0.007883795
Severe Toxicity0.0074386597
Moderate 0.37751234 Low Con 0.242 Comparative_Framing
Dec 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be …
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be “they trade among themselves”. And that “themselves” include anyone who trade with them as the Pakistani guy said. So white people used to trade among themselves and having a system tilted towards them was “great” but brown people doing the same is bad? So just pure and simple xenophobia? Or is it “bad” in any measurable outcome? Economy, crime, employment?
Identity Attack0.43896464
Insult0.27558193
Profanity0.12286829
Threat0.012181788
Severe Toxicity0.017803956
Moderate 0.37751234 Constructive 0.539
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is what I tell people it could be worse they could be muslims just look at Europe.
This is what I tell people it could be worse they could be muslims just look at Europe.
Identity Attack0.45348886
Insult0.11616662
Profanity0.1554785
Threat0.044278983
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.439 Fear_Threat
Feb 13, 2026 Inside Canada's Indian Invasion...
This is a racist video, any immigrant working towards creating a better place for themselves is not a problem, they could have just went on welfare and you would be complaining about that. Stop looking …
This is a racist video, any immigrant working towards creating a better place for themselves is not a problem, they could have just went on welfare and you would be complaining about that. Stop looking at others and being player haters, those complaining are people who had a few hundred years head start and renting from these people now and are ashamed of themselves.
Identity Attack0.2869935
Insult0.26957804
Profanity0.082581155
Threat0.009359611
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.442 Moral_Argument
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Born here too and yes Canada has changed for the worst I'm not racist either but I do notice there is less jobs and less homes and dirt messy places too! Like Vancouver not the …
Born here too and yes Canada has changed for the worst I'm not racist either but I do notice there is less jobs and less homes and dirt messy places too! Like Vancouver not the island even Burnaby has changed it uses to be peaceful and now it's full of crime and I was born there! I no longer live there and everything has changed my old home gone😢 the beautiful trees gone😢 and like you said the issue with the price hike freaking killing us on disability, my family all adults have to buy noodles which if you have heartburn issues is a no no but it's cheap and the 1 thing we can afford but iits cause us to need the doctor to give us medication for heartburn. The good food like rice is almost 3 dollars a bag in knorrs that gives you 1 meal.. we can't afford that, hence why we go to snack isle because you could get a 3 dollar snack that will last you way longer than the other.. I'm always worrying.
Identity Attack0.21470967
Insult0.344702
Profanity0.21673056
Threat0.038911607
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.876 Personal_Narrative
Sep 7, 2025 1 likes Why Canadians Are Turning Against …

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.