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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 12 of 36
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...
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst themselves and enjoy their culture at home. The guy with the bike is disgusting with his comments about people from Africa. A few bad people don't describe an entire race. One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it. Meeting a human smuggler is dangerous and stupid.
Identity Attack0.2308735
Insult0.47020787
Profanity0.16217725
Threat0.04098356
Severe Toxicity0.017610285
Moderate 0.4014846 Constructive 0.71 Policy_Critique
Jan 29, 2026 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...
Guy on the bike is a bigot
Guy on the bike is a bigot
Identity Attack0.109318495
Insult0.4339631
Profanity0.17864552
Threat0.00789674
Severe Toxicity0.013801457
Moderate 0.4013387 Low Con 0.238 Moral_Argument
Jan 27, 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...
who wins, Canadian racist bike guy vs American Tom from Zinc & Harrison?
who wins, Canadian racist bike guy vs American Tom from Zinc & Harrison?
Identity Attack0.36702603
Insult0.40243408
Profanity0.024541125
Threat0.007598988
Severe Toxicity0.0126394415
Moderate 0.3977292 Low Con 0.187 Meta_Commentary
Feb 26, 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...
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Identity Attack0.48915586
Insult0.2659317
Profanity0.22592722
Threat0.071698055
Severe Toxicity0.023076924
Moderate 0.3974717 Moderate Con 0.428 Fear_Threat
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
The person on the bike was racist.
The person on the bike was racist.
Identity Attack0.2823795
Insult0.36798462
Profanity0.1184936
Threat0.009851551
Severe Toxicity0.016771052
Moderate 0.3969567 Low Con 0.299 Moral_Argument
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Bike guy is insane 😂
Bike guy is insane 😂
Identity Attack0.033527173
Insult0.42567953
Profanity0.21132572
Threat0.009307829
Severe Toxicity0.013285006
Moderate 0.39644176 Moderate Con 0.348 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the …
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the guy on the bike is quite racists nobody east poop but people who don't wash their @$$ after business don't have to give hygienic advice 😂
Identity Attack0.37082586
Insult0.3416952
Profanity0.2366394
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.39644176 Constructive 0.535 Moral_Argument
Feb 4, 2026 Inside Canada's Indian Invasion...
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Well WOW! Canada really is the “friendliest” place on earth. Buddy on the bike is the friendliest racist I think I’ve ever watched 😂
Well WOW! Canada really is the “friendliest” place on earth. Buddy on the bike is the friendliest racist I think I’ve ever watched 😂
Identity Attack0.36702603
Insult0.35505778
Profanity0.047173142
Threat0.007974415
Severe Toxicity0.014640691
Moderate 0.39441586 Moderate Con 0.357 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
W bike guy! Everyone should be just like that guy! This plague is being levied against all of us Europeans everywhere we exist in significant numbers by a rootless international clique and their shabbos puppets!
W bike guy! Everyone should be just like that guy! This plague is being levied against all of us Europeans everywhere we exist in significant numbers by a rootless international clique and their shabbos puppets!
Identity Attack0.28034934
Insult0.39297962
Profanity0.12903778
Threat0.012596053
Severe Toxicity0.016964722
Moderate 0.39021665 Moderate Con 0.345 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The guy on the bike is about as cultured as a bag of potatoes
The guy on the bike is about as cultured as a bag of potatoes
Identity Attack0.06522302
Insult0.40243408
Profanity0.15195307
Threat0.009463178
Severe Toxicity0.016641939
Moderate 0.39021665 Low Con 0.156 Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Guy in the bike is the reason why its easier to take over. To think some cultures or people are okay to r**e or are low IQ shows why there is no competition because the …
Guy in the bike is the reason why its easier to take over. To think some cultures or people are okay to r**e or are low IQ shows why there is no competition because the locals are not informed, less traveled or limited education.
Identity Attack0.10221587
Insult0.3388922
Profanity0.39409557
Threat0.010938995
Severe Toxicity0.023076924
Moderate 0.38434127 Low Con 0.216 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
That bike guy is just straight up racism what are y'all on bout 🙏🙏
That bike guy is just straight up racism what are y'all on bout 🙏🙏
Identity Attack0.20878418
Insult0.3388922
Profanity0.077731855
Threat0.01052473
Severe Toxicity0.016964722
Moderate 0.3811502 Low Con 0.288 Moral_Argument
Feb 8, 2026 2 likes 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...
This guy with the bike is sub-70s IQ 😂
This guy with the bike is sub-70s IQ 😂
Identity Attack0.059311368
Insult0.36798462
Profanity0.15107171
Threat0.009618527
Severe Toxicity0.015415368
Moderate 0.37751234 Low Con 0.131 Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The bike guy just said the opposite against Africans as compared to Indians 😂😂😂
The bike guy just said the opposite against Africans as compared to Indians 😂😂😂
Identity Attack0.44690517
Insult0.16337912
Profanity0.1067334
Threat0.010938995
Severe Toxicity0.01986976
Moderate 0.37751234 Low Con 0.17 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
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...
WTG Tyler. You probably just got that orange vest bike guy stabbed
WTG Tyler. You probably just got that orange vest bike guy stabbed
Identity Attack0.024198212
Insult0.10587067
Profanity0.09195647
Threat0.44942492
Severe Toxicity0.022710243
Moderate 0.37751234 Moderate Con 0.426 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Don’t that bike being so racist 😂
Don’t that bike being so racist 😂
Identity Attack0.2795294
Insult0.24424846
Profanity0.16171204
Threat0.0103175985
Severe Toxicity0.021031776
Moderate 0.37751234 Low Con 0.244 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and …
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and hardworking
Identity Attack0.45610145
Insult0.24928534
Profanity0.10425757
Threat0.016810767
Severe Toxicity0.019998873
Moderate 0.37751234 Moderate Con 0.493 Unverified_Claim
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
mate on the bike just spitting facts
mate on the bike just spitting facts
Identity Attack0.017063495
Insult0.15769513
Profanity0.14666493
Threat0.40348873
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.444 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.