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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 #}

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Active: "Don’t that bike being so …" 890 comments · Page 8 of 36
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Identity Attack0.6007182
Insult0.40698266
Profanity0.21132572
Threat0.037530303
Severe Toxicity0.16960317
Moderate 0.51980776 Moderate Con 0.42 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
bike patrol literaly said "I'm as racist as the next guy". Never thought I'd here someone deadass say that unironically serious on the mfkn internet.
bike patrol literaly said "I'm as racist as the next guy". Never thought I'd here someone deadass say that unironically serious on the mfkn internet.
Identity Attack0.2781757
Insult0.49151286
Profanity0.4662011
Threat0.028206514
Severe Toxicity0.067522444
Moderate 0.51980776 Moderate Con 0.406 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That white guy on the bike is such a fucking beauty. Protect him.
That white guy on the bike is such a fucking beauty. Protect him.
Identity Attack0.3817989
Insult0.3388922
Profanity0.6750904
Threat0.014738814
Severe Toxicity0.049354076
Moderate 0.51980776 Moderate Con 0.416
Feb 4, 2026 Inside Canada's Indian Invasion...
the bike dude is gypsy crusader level racist 😭
the bike dude is gypsy crusader level racist 😭
Identity Attack0.44690517
Insult0.46327567
Profanity0.2637234
Threat0.013631714
Severe Toxicity0.04666401
Moderate 0.51869136 Low Con 0.248 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
Identity Attack0.48915586
Insult0.5130944
Profanity0.3051381
Threat0.0100069
Severe Toxicity0.02373986
Moderate 0.51869136 Low Con 0.287 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
It's Hindu's who eats Cow Poop not Sikh people.. btw bike guy was OG 😂👍
Identity Attack0.55011386
Insult0.5130944
Profanity0.39409557
Threat0.18913531
Severe Toxicity0.45895407
Moderate 0.5140397 Low Con 0.279 Identity Attack Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
Identity Attack0.073429056
Insult0.37052566
Profanity0.44133487
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.5140397 Moderate Con 0.39 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
The guy in the bike is a real racist. Africans are highly intelligent. No wonder you ride a bike in winter. Really bad person.
The guy in the bike is a real racist. Africans are highly intelligent. No wonder you ride a bike in winter. Really bad person.
Identity Attack0.48990932
Insult0.47384647
Profanity0.17380778
Threat0.012130005
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.273 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
Identity Attack0.44690517
Insult0.4710501
Profanity0.28938356
Threat0.012078222
Severe Toxicity0.02416241
Moderate 0.50789946 Moderate Con 0.368 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan count ries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan count ries are low IQ people!
Identity Attack0.5135796
Insult0.48627716
Profanity0.2347036
Threat0.016465442
Severe Toxicity0.08069076
Moderate 0.50789946 Low Con 0.151 Identity Attack Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
The white dude with a bike was hilarioussss 🤣🤣 The man said “atleast Indians are better than the Muslims and Africans” 😭😭😭
The white dude with a bike was hilarioussss 🤣🤣 The man said “atleast Indians are better than the Muslims and Africans” 😭😭😭
Identity Attack0.5689151
Insult0.29383746
Profanity0.20139475
Threat0.027170537
Severe Toxicity0.0475607
Moderate 0.50789946 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
Identity Attack0.1007269
Insult0.46327567
Profanity0.46460027
Threat0.009877442
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.358 Humor_Satire
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
Identity Attack0.5135796
Insult0.5130944
Profanity0.2366394
Threat0.01052473
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.379 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
Identity Attack0.37152436
Insult0.5130944
Profanity0.26802593
Threat0.1368402
Severe Toxicity0.02604016
Moderate 0.50789946 Moderate Con 0.327 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The hatred for black people with the white guy on the bike is astonishing to me 😂
The hatred for black people with the white guy on the bike is astonishing to me 😂
Identity Attack0.56711763
Insult0.30326313
Profanity0.2263305
Threat0.019746035
Severe Toxicity0.024350211
Moderate 0.50759226 Low Con 0.288 Identity Attack Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Identity Attack0.5135796
Insult0.4378843
Profanity0.40878695
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.50759226 Moderate Con 0.47 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That helmet and bike guy should be canadas PM what a goat
That helmet and bike guy should be canadas PM what a goat
Identity Attack0.055218685
Insult0.56997263
Profanity0.240511
Threat0.0100069
Severe Toxicity0.022710243
Moderate 0.50503236 Low Con 0.176 Insult
Jan 27, 2026 381 likes Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
That dude on bike ignorant
That dude on bike ignorant
Identity Attack0.037909906
Insult0.5678696
Profanity0.2356715
Threat0.008764107
Severe Toxicity0.015092585
Moderate 0.4977744 Low Con 0.295 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
Identity Attack0.46028158
Insult0.48627716
Profanity0.2317999
Threat0.013424582
Severe Toxicity0.0475607
Moderate 0.49139655 Low Con 0.153 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
Identity Attack0.49584505
Insult0.4747285
Profanity0.2253223
Threat0.01238892
Severe Toxicity0.042180564
Moderate 0.4850187 Low Con 0.152 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
Identity Attack0.18158256
Insult0.54471385
Profanity0.07223598
Threat0.008453408
Severe Toxicity0.016125489
Moderate 0.4850187 Low Con 0.261 Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Identity Attack0.13805299
Insult0.44802538
Profanity0.38845423
Threat0.027170537
Severe Toxicity0.02406851
Moderate 0.4838166 Moderate Con 0.486 Solidarity
Feb 10, 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.