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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Bro on the bike is …" 34 comments · Page 1 of 2
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
Bro on the bike is a certified neanderthal. He rlly thinks his kind is the shit.
Identity Attack0.23542951
Insult0.6308392
Profanity0.83974665
Threat0.012130005
Severe Toxicity0.19761463
Toxic 0.8460273 Low Con 0.205 Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
Bro on the bike is a G. "Africans are horrible people!" Lol
Bro on the bike is a G. "Africans are horrible people!" Lol
Identity Attack0.7406625
Insult0.57787937
Profanity0.33453682
Threat0.021127338
Severe Toxicity0.23226519
Toxic 0.718943 Moderate Con 0.336 Identity Attack Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
Identity Attack0.10221587
Insult0.46923602
Profanity0.4681068
Threat0.063352615
Severe Toxicity0.3498543
Toxic 0.718943 Low Con 0.227 Humor_Satire
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in …
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in front of families, on the beaches, on toilet seats, don’t flush or wash their hands or themselves, they stank up any place they’re in, they’re starting to form clans and sh**ting up neighbourhoods, these are just facts! We are sick and tired of imported low wage labourers taking f’n jobs so that corps can maximize profit! NEVER believe them when they lie and tell you “it’s because the citizens don’t want the jobs”, that’s a load a BS!! White dude on the bike is based af and spitting facts! Deport 70% of them and put a moratorium on immigration NOW!
Identity Attack0.57150364
Insult0.6120431
Profanity0.6242122
Threat0.09623027
Severe Toxicity0.38274905
Toxic 0.71760553 Constructive 0.615 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Identity Attack0.057037655
Insult0.34314156
Profanity0.67055607
Threat0.049451493
Severe Toxicity0.14916596
Moderate 0.6342749 Moderate Con 0.481 Meta_Commentary
Jan 29, 2026 24 likes Inside Canada's Indian Invasion...
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Identity Attack0.022791367
Insult0.26957804
Profanity0.5643384
Threat0.027688526
Severe Toxicity0.1465323
Moderate 0.5779532 Low Con 0.227 Humor_Satire
Jan 27, 2026 1,120 likes 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...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Bike guy just racist bro
Bike guy just racist bro
Identity Attack0.33675182
Insult0.4125297
Profanity0.22321637
Threat0.011767523
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.267 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants …
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants from not america. also africa isn't a country
Identity Attack0.50515604
Insult0.26957804
Profanity0.16636424
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.457 Identity Attack Unverified_Claim
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
Bro on the bike.....I bet hes a damn good friend to have.
Bro on the bike.....I bet hes a damn good friend to have.
Identity Attack0.011099357
Insult0.24928534
Profanity0.49576873
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.42349213 Constructive 0.595
Jan 27, 2026 207 likes Inside Canada's Indian Invasion...
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
Identity Attack0.4774257
Insult0.33154017
Profanity0.11477985
Threat0.008582866
Severe Toxicity0.018836858
Moderate 0.4014846 Constructive 0.556 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Bro on the bike is super racist
Bro on the bike is super racist
Identity Attack0.36733335
Insult0.26957804
Profanity0.16682947
Threat0.012596053
Severe Toxicity0.022839356
Moderate 0.4014846 Moderate Con 0.307 Meta_Commentary
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
Bro on the bike is blunt😂all Africans😂😂
Bro on the bike is blunt😂all Africans😂😂
Identity Attack0.46028158
Insult0.2469859
Profanity0.16217725
Threat0.05171447
Severe Toxicity0.030523606
Moderate 0.4014846 Low Con 0.29 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Identity Attack0.018369852
Insult0.24928534
Profanity0.4401715
Threat0.011612174
Severe Toxicity0.023076924
Moderate 0.3977292 Moderate Con 0.397 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Pedal Bike Helmet Safety Vest bro is low key 200 IQ. Droppin serious knowledge 😂🧠
Pedal Bike Helmet Safety Vest bro is low key 200 IQ. Droppin serious knowledge 😂🧠
Identity Attack0.014953227
Insult0.22770336
Profanity0.080318145
Threat0.009955117
Severe Toxicity0.009841919
Low Tox 0.29405528 Low Con 0.299 Humor_Satire
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
Bro that guy on the bike was nuclear 😂😂
Bro that guy on the bike was nuclear 😂😂
Identity Attack0.018872296
Insult0.047349896
Profanity0.08096472
Threat0.13815513
Severe Toxicity0.016319158
Low Tox 0.25462922 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
bike bro spitting facts! he needs his own podcast!!
bike bro spitting facts! he needs his own podcast!!
Identity Attack0.0055496786
Insult0.10587067
Profanity0.057944927
Threat0.0077802283
Severe Toxicity0.0044059753
Low Tox 0.2359567 Moderate Con 0.366 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Identity Attack0.010951365
Insult0.0670459
Profanity0.069969244
Threat0.025961896
Severe Toxicity0.0077056885
Low Tox 0.22311419 Low Con 0.237 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I think bro on the bike will be the mascot of future Liberals vs Conservatives civil war
I think bro on the bike will be the mascot of future Liberals vs Conservatives civil war
Identity Attack0.04435511
Insult0.03710241
Profanity0.027410502
Threat0.054947287
Severe Toxicity0.0052261353
Low Tox 0.15987846 Low Con 0.217 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
As an African immigrant to the GTA, I'd love to educate bro on the bike but he's been through enough. I forgive him
As an African immigrant to the GTA, I'd love to educate bro on the bike but he's been through enough. I forgive him
Identity Attack0.120924085
Insult0.03710241
Profanity0.03715288
Threat0.009696201
Severe Toxicity0.0049209595
Low Tox 0.15490346 Constructive 0.719 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
BRO ON THE BIKE LOST AF HAHA
BRO ON THE BIKE LOST AF HAHA
Identity Attack0.005771666
Insult0.036545437
Profanity0.07191269
Threat0.012854968
Severe Toxicity0.007095337
Low Tox 0.14429577 Low Con 0.243 Humor_Satire
Feb 8, 2026 4 likes Inside Canada's Indian Invasion...
bro in the bike should start his own podcast
bro in the bike should start his own podcast
Identity Attack0.009693438
Insult0.036325075
Profanity0.041160982
Threat0.01187109
Severe Toxicity0.004272461
Low Tox 0.14256015 Low Con 0.268 Meta_Commentary
Jan 28, 2026 716 likes Inside Canada's Indian Invasion...
Good lord 😂😭 bike bro has no chill
Good lord 😂😭 bike bro has no chill
Identity Attack0.008213525
Insult0.028281843
Profanity0.057944927
Threat0.009592636
Severe Toxicity0.0047683716
Low Tox 0.11098998 Moderate Con 0.308 Meta_Commentary
Mar 2, 2026 Inside Canada's Indian Invasion...
I got arrested for watching the bike guy bro be careful
I got arrested for watching the bike guy bro be careful
Identity Attack0.008768492
Insult0.020772645
Profanity0.025497584
Threat0.025443908
Severe Toxicity0.0032234192
Low Tox 0.11067997 Moderate Con 0.422 Humor_Satire
Feb 9, 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.