Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "dude on the bike was …" 112 comments · Page 2 of 5
Bike dude was lwk racist
Bike dude was lwk racist
Identity Attack0.34974504
Insult0.37619758
Profanity0.22572558
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.41690505 Low Con 0.279 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
White people scared to point out the problem. One based White dude on a bike.
White people scared to point out the problem. One based White dude on a bike.
Identity Attack0.4830652
Insult0.17237684
Profanity0.11601777
Threat0.02613456
Severe Toxicity0.019482423
Moderate 0.39915034 Low Con 0.26 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
bike dude is diabolical lol
bike dude is diabolical lol
Identity Attack0.035847444
Insult0.32211447
Profanity0.26607355
Threat0.010447056
Severe Toxicity0.017287504
Moderate 0.37751234 Moderate Con 0.34 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
White dude on a bike makes some valid points.
White dude on a bike makes some valid points.
Identity Attack0.39870077
Insult0.15840563
Profanity0.084844165
Threat0.07399795
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.35
Jan 27, 2026 Inside Canada's Indian Invasion...
The difference between Indians in Canada and Africans in Paris is obvious. Homeless dude on the bike needs a givesendgo.
The difference between Indians in Canada and Africans in Paris is obvious. Homeless dude on the bike needs a givesendgo.
Identity Attack0.44690517
Insult0.24493282
Profanity0.028913507
Threat0.008893564
Severe Toxicity0.016125489
Moderate 0.37073207 Moderate Con 0.392 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I haven't even got 6 minutes in and the white dude on the bike has said something racist, so matter of factly, about at least 8 groups of people.....
I haven't even got 6 minutes in and the white dude on the bike has said something racist, so matter of factly, about at least 8 groups of people.....
Identity Attack0.39334553
Insult0.20201176
Profanity0.057944927
Threat0.010032792
Severe Toxicity0.013607788
Moderate 0.36095104 Moderate Con 0.419 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Identity Attack0.3817989
Insult0.2469859
Profanity0.16496858
Threat0.010395273
Severe Toxicity0.016319158
Moderate 0.34328604 Moderate Con 0.32 Moral_Argument
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
Smile went away when bike dude said muslims
Smile went away when bike dude said muslims
Identity Attack0.37222284
Insult0.100019015
Profanity0.11354194
Threat0.031314444
Severe Toxicity0.019095084
Moderate 0.32712606 Low Con 0.266 Meta_Commentary
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
I wanna see more of the white dude on the bike 😂
I wanna see more of the white dude on the bike 😂
Identity Attack0.36702603
Insult0.076819435
Profanity0.110447146
Threat0.057856824
Severe Toxicity0.01644827
Moderate 0.32128486 Moderate Con 0.355 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Identity Attack0.25140062
Insult0.2469859
Profanity0.024199532
Threat0.007353018
Severe Toxicity0.008087158
Moderate 0.32020867 Constructive 0.567 Meta_Commentary
Feb 19, 2026 Inside Canada's Indian Invasion...
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Identity Attack0.25478655
Insult0.24928534
Profanity0.12991914
Threat0.009722093
Severe Toxicity0.009689331
Moderate 0.30319387 Constructive 0.593 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That dude with the bike is correct about Africa intelligence holy moly
That dude with the bike is correct about Africa intelligence holy moly
Identity Attack0.27991617
Insult0.16839184
Profanity0.09868695
Threat0.010265815
Severe Toxicity0.014576134
Moderate 0.30319387 Low Con 0.231 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That dude on the bike inn the high viz is a real one speaking truth but the libs would call him racist for spitting facts
That dude on the bike inn the high viz is a real one speaking truth but the libs would call him racist for spitting facts
Identity Attack0.10815793
Insult0.19967617
Profanity0.078378424
Threat0.009955117
Severe Toxicity0.008049011
Low Tox 0.2854937 Moderate Con 0.38 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dude on the bike is a fk'n legend. Protect him. You may have actually gotten him in some serious legal trouble. Canada does not have the first amendment. I am only a couple of hours …
Dude on the bike is a fk'n legend. Protect him. You may have actually gotten him in some serious legal trouble. Canada does not have the first amendment. I am only a couple of hours over the border, he is nore than welcome to "seek asylum" at my place.
Identity Attack0.025203101
Insult0.15414265
Profanity0.36230123
Threat0.008246276
Severe Toxicity0.010986328
Low Tox 0.2854903 Constructive 0.777
Jan 27, 2026 Inside Canada's Indian Invasion...
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian or a Vietnamese person a driver's licence. They drive a car like they drive a motorcycle. Canada has rules and stuff. Red lights means stop. Signalling. Lanes. Passenger right of way. They need to learn this before the DMV gives them a pass
Identity Attack0.316
Insult0.0808917
Profanity0.033645786
Threat0.009825659
Severe Toxicity0.009536743
Low Tox 0.28312725 Constructive 0.658 Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
White dude with the bike was saying every quiet part out loud haha! Based.
White dude with the bike was saying every quiet part out loud haha! Based.
Identity Attack0.28034934
Insult0.07808672
Profanity0.07255927
Threat0.011456826
Severe Toxicity0.009498596
Low Tox 0.27750343 Moderate Con 0.407 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike dude is fed up 😂
Bike dude is fed up 😂
Identity Attack0.013144426
Insult0.1378885
Profanity0.11539881
Threat0.009747985
Severe Toxicity0.007171631
Low Tox 0.23812068 Low Con 0.275
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike dude lowkey speaking facts
Bike dude lowkey speaking facts
Identity Attack0.012061302
Insult0.1669316
Profanity0.082581155
Threat0.0074048014
Severe Toxicity0.005645752
Low Tox 0.2312681 Moderate Con 0.301 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The dude with the bike made me fall from the chair from a laught attack LMFAO. He’s a real one
The dude with the bike made me fall from the chair from a laught attack LMFAO. He’s a real one
Identity Attack0.011543332
Insult0.06407392
Profanity0.11539881
Threat0.03235042
Severe Toxicity0.011062622
Low Tox 0.22712809 Moderate Con 0.435 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The chubby dude on the bike speaks the truth.
The chubby dude on the bike speaks the truth.
Identity Attack0.0093974555
Insult0.16788013
Profanity0.052934792
Threat0.007922632
Severe Toxicity0.0041770935
Low Tox 0.22043827 Moderate Con 0.302 Meta_Commentary
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Bike dude is based, but is he "based", this should be the norm. It's called having a functioning brain.
Bike dude is based, but is he "based", this should be the norm. It's called having a functioning brain.
Identity Attack0.0073625734
Insult0.16551061
Profanity0.025907494
Threat0.006420923
Severe Toxicity0.00333786
Low Tox 0.21374844 Moderate Con 0.336
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude on a bike is 4chan incarnate lmao
Dude on a bike is 4chan incarnate lmao
Identity Attack0.017364962
Insult0.06512285
Profanity0.12158839
Threat0.012492486
Severe Toxicity0.011138916
Low Tox 0.20265625 Low Con 0.158 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
I wanna be friends with that dude on the bike. Finally a truthful canuck
I wanna be friends with that dude on the bike. Finally a truthful canuck
Identity Attack0.015757138
Insult0.07333439
Profanity0.119731516
Threat0.013702838
Severe Toxicity0.008811951
Low Tox 0.20219094 Moderate Con 0.474 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
DUDE ON THE BIKE SPITTING FACTS
DUDE ON THE BIKE SPITTING FACTS
Identity Attack0.009471451
Insult0.07935401
Profanity0.05243378
Threat0.011767523
Severe Toxicity0.0065612793
Low Tox 0.20149297 Low Con 0.16 Meta_Commentary
Jan 27, 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.