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Canadian Immigration Dashboard [ CID ]
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

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Active: "What do you mean by …" 386 comments · Page 1 of 16
what the fuck is this title? i mean dude, their immigrants not fucking zombies
what the fuck is this title? i mean dude, their immigrants not fucking zombies
Identity Attack0.55044734
Insult0.57566804
Profanity0.90862066
Threat0.018192071
Severe Toxicity0.45895407
Toxic 0.9391453 Low Con 0.18 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Identity Attack0.10221587
Insult0.48627716
Profanity0.90150756
Threat0.03373172
Severe Toxicity0.46947223
Toxic 0.9288007 Moderate Con 0.36 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Identity Attack0.7426507
Insult0.6991143
Profanity0.776286
Threat0.025961896
Severe Toxicity0.44787344
Toxic 0.88599813 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Not all indians eat their shit. Also you went to a very specific part of indian that does shit stuff, it doesnt mean they are gonna bring it to our country.
Not all indians eat their shit. Also you went to a very specific part of indian that does shit stuff, it doesnt mean they are gonna bring it to our country.
Identity Attack0.55044734
Insult0.5101222
Profanity0.8449782
Threat0.012803185
Severe Toxicity0.2847981
Toxic 0.8364697 Low Con 0.241 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" …
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" mean? Canada is made up of a ton of different cultures. Stupid video and stupid commentors.
Identity Attack0.37152436
Insult0.7804726
Profanity0.48510036
Threat0.009981008
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.493 Insult Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Identity Attack0.39461556
Insult0.563347
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.23225145
Toxic 0.7701451 Low Con 0.29 Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. …
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. At this point I'm positive that Canada is a failed state
Identity Attack0.5948528
Insult0.5270482
Profanity0.71218073
Threat0.018364733
Severe Toxicity0.35022295
Toxic 0.75208336 Moderate Con 0.458 Identity Attack Insult Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
What the fuck mean invasion
What the fuck mean invasion
Identity Attack0.034300596
Insult0.24287975
Profanity0.84506536
Threat0.009799767
Severe Toxicity0.16960317
Toxic 0.74954444 Low Con 0.264 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
Identity Attack0.5983441
Insult0.5130944
Profanity0.61633086
Threat0.042985857
Severe Toxicity0.23225316
Toxic 0.73663366 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Whites means = racist and rasicm other race
Whites means = racist and rasicm other race
Identity Attack0.7028837
Insult0.47630358
Profanity0.29209393
Threat0.033386398
Severe Toxicity0.30192792
Moderate 0.6852916 Low Con 0.213 Identity Attack Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
20:25 compared to cartel smuggling thats a fcuking deluxe safehouse man xD I mean its not correct neither legal but those are cotton candy smugglers telling you to go to pizza pizza :3
20:25 compared to cartel smuggling thats a fcuking deluxe safehouse man xD I mean its not correct neither legal but those are cotton candy smugglers telling you to go to pizza pizza :3
Identity Attack0.10221587
Insult0.40243408
Profanity0.6001929
Threat0.025616571
Severe Toxicity0.34189755
Moderate 0.6827122 Moderate Con 0.445 Humor_Satire
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Identity Attack0.6458014
Insult0.57787937
Profanity0.36230123
Threat0.021645326
Severe Toxicity0.35058254
Moderate 0.6667219 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this …
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this damn country and these new people don't give a s*** about it they're destroying everything I mean how many videos do you got to see if I'm dumping garbage and using our beaches as washrooms
Identity Attack0.19495805
Insult0.4710501
Profanity0.5722072
Threat0.1115629
Severe Toxicity0.23224458
Moderate 0.6611249 Constructive 0.568 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Hi, Canadian here... Fucking hate that they are taking over. As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad. Edit: 4:54 This is …
Hi, Canadian here... Fucking hate that they are taking over. As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad. Edit: 4:54 This is what I mean!
Identity Attack0.39966375
Insult0.36798462
Profanity0.64080805
Threat0.018019408
Severe Toxicity0.17926651
Moderate 0.6426206 Constructive 0.685 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
omg the audacity of that guy T.T WHAT THE HECK does he mean by muslim nation omg
omg the audacity of that guy T.T WHAT THE HECK does he mean by muslim nation omg
Identity Attack0.5108175
Insult0.37846634
Profanity0.44366163
Threat0.049128212
Severe Toxicity0.2391185
Moderate 0.6308517 Low Con 0.3 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
Identity Attack0.01565665
Insult0.46327567
Profanity0.6069483
Threat0.010032792
Severe Toxicity0.02514347
Moderate 0.62702215 Low Con 0.255 Unverified_Claim
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Identity Attack0.6227552
Insult0.56997263
Profanity0.14490221
Threat0.010731863
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.423 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if …
When I sit in meetings at my job in healthcare and I'm the only person that speaks English, and I mean these people can't make themselves understood properly, I don't give a shit anymore if its racist, our country is broken.
Identity Attack0.36702603
Insult0.4339631
Profanity0.6242122
Threat0.014220826
Severe Toxicity0.07542343
Moderate 0.6027529 Constructive 0.537 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
What do you expect. Were outnumbered in our own country. Canadian won't be the language. The Muslims are very mean. And Indians take all the jobs. And hate us.
What do you expect. Were outnumbered in our own country. Canadian won't be the language. The Muslims are very mean. And Indians take all the jobs. And hate us.
Identity Attack0.6649212
Insult0.47357693
Profanity0.1612468
Threat0.013269233
Severe Toxicity0.04397394
Moderate 0.60254884 Constructive 0.509 Identity Attack Fear_Threat
Aug 29, 2025 Why Canadians Are Turning Against …
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that …
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that allow them to abuse our system!
Identity Attack0.14661247
Insult0.6336687
Profanity0.26614267
Threat0.0103175985
Severe Toxicity0.023076924
Moderate 0.60254884 Low Con 0.283 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Just because we don't believe in multiculturalism doesn't make us racist. It means we like our country's culture as it is and don't want to conform to another's radical ass ways
Just because we don't believe in multiculturalism doesn't make us racist. It means we like our country's culture as it is and don't want to conform to another's radical ass ways
Identity Attack0.24150419
Insult0.37960073
Profanity0.5722072
Threat0.008738215
Severe Toxicity0.023692908
Moderate 0.6020386 Moderate Con 0.436 Identity_Assertion
Aug 29, 2025 Why Canadians Are Turning Against …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean imagine this happened to India, prolly Indians would react the same or even worst than that. And on top of that, some Khalistani terrorists are set free in Canada.
Identity Attack0.5203519
Insult0.48313886
Profanity0.5318404
Threat0.025443908
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.589 Identity Attack Personal_Narrative
Feb 11, 2026 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.