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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: "Bike guy is a racist …" 88 comments · Page 3 of 4
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None …
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None white people will take over this stolen land , the reason is they work harder than the fat guy on the bike, that fat guy on the bike being racist against the 54 African countries show his true color. He was born in Canada and he can't even afford buying a $3,000 vehicle, he rides $50 dollars bike in -30 Canada winter because he is lazy and racist. The lazy and racist people can't even afford a good lifestyle!!! Indians and Africans owns big real estate properties and business. But the fat racist guy on the bike can only afford KFC Toonie Tuesday 2 dollars chicken and Burger Kings 3 dollars Burger. Again NO ONE IS ILLEGAL ON STOLEN LAND 😅😂 GOD BLESS INDIANS 🙏 GOD BLESS AFRICANS THE RACIST WILL DECLINE
Identity Attack0.48915586
Insult0.47020787
Profanity0.09992486
Threat0.013321015
Severe Toxicity0.023317307
Moderate 0.46716887 Moderate Con 0.458 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
funny vid but rage bait as always for racist persons, keep it up, like ! / what a POS the bike guy ffs (i bet he is not getting served because he is a POS)
funny vid but rage bait as always for racist persons, keep it up, like ! / what a POS the bike guy ffs (i bet he is not getting served because he is a POS)
Identity Attack0.29188538
Insult0.40243408
Profanity0.2347036
Threat0.03649433
Severe Toxicity0.02402156
Moderate 0.45921504 Low Con 0.298 Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
Guy on the bike is legit. Why are we allowing these cultures who have an IQ under what we deem retarded? Is it because we dont want to sound racist?
Guy on the bike is legit. Why are we allowing these cultures who have an IQ under what we deem retarded? Is it because we dont want to sound racist?
Identity Attack0.46028158
Insult0.47384647
Profanity0.28593817
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.45761138 Low Con 0.296 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The guy on the bike was just a virulent racist 😂
The guy on the bike was just a virulent racist 😂
Identity Attack0.3072352
Insult0.43450394
Profanity0.17334256
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.4575469 Low Con 0.246 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
the guy on the bike is racist
the guy on the bike is racist
Identity Attack0.37730414
Insult0.4125297
Profanity0.21673056
Threat0.011508608
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.296 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The guy was a bike morally bankrupt and racist guy and openly anti Eritrean. What does he knows about Eritrea? Nothing.
The guy was a bike morally bankrupt and racist guy and openly anti Eritrean. What does he knows about Eritrea? Nothing.
Identity Attack0.36733335
Insult0.47384647
Profanity0.0569429
Threat0.008556974
Severe Toxicity0.017029278
Moderate 0.4475325 Low Con 0.197 Moral_Argument
Feb 28, 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...
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
Identity Attack0.44690517
Insult0.24424846
Profanity0.17566866
Threat0.016120117
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.46 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
Guy on the bike is openly racist. Against Black people especially.
Guy on the bike is openly racist. Against Black people especially.
Identity Attack0.5135796
Insult0.32211447
Profanity0.12903778
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.376 Identity Attack
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Guy on the bike "I'm as racist as the next guy" LMFAO 🤣
Guy on the bike "I'm as racist as the next guy" LMFAO 🤣
Identity Attack0.36702603
Insult0.27558193
Profanity0.20700185
Threat0.02181799
Severe Toxicity0.023076924
Moderate 0.4394682 Low Con 0.292
Jan 27, 2026 8,721 likes Inside Canada's Indian Invasion...
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
the bike guy is def more racist than the next guy
the bike guy is def more racist than the next guy
Identity Attack0.31892163
Insult0.38406035
Profanity0.16031636
Threat0.010395273
Severe Toxicity0.019998873
Moderate 0.4269174 Low Con 0.204 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy with the bike is so honest he seems racist 😅😅😅
The guy with the bike is so honest he seems racist 😅😅😅
Identity Attack0.31307843
Insult0.27146968
Profanity0.16450337
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.312 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Guy on the bike is a straight up racist and he aint hiding it# what a world we leave in
Guy on the bike is a straight up racist and he aint hiding it# what a world we leave in
Identity Attack0.28034934
Insult0.42881694
Profanity0.13344458
Threat0.010395273
Severe Toxicity0.021419114
Moderate 0.4269174 Low Con 0.238 Moral_Argument
Feb 13, 2026 2 likes Inside Canada's Indian Invasion...
The guy on the bike is lwk Racist
The guy on the bike is lwk Racist
Identity Attack0.32768643
Insult0.38406035
Profanity0.19278693
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.292 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on bike is just racist af and admits it
Guy on bike is just racist af and admits it
Identity Attack0.31015682
Insult0.40243408
Profanity0.22522148
Threat0.0101363575
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.206
Jan 27, 2026 1 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...
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Identity Attack0.28034934
Insult0.36709076
Profanity0.11230402
Threat0.011974656
Severe Toxicity0.019224197
Moderate 0.4014846 Moderate Con 0.306 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
Guy on the bike was the most polite racist I’ve ever seen.
Guy on the bike was the most polite racist I’ve ever seen.
Identity Attack0.23846684
Insult0.40243408
Profanity0.099305905
Threat0.010628296
Severe Toxicity0.015996376
Moderate 0.4014846 Moderate Con 0.387 Meta_Commentary
Jan 28, 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...
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...
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...
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...
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Identity Attack0.36803186
Insult0.33964422
Profanity0.06295506
Threat0.008155655
Severe Toxicity0.012962224
Moderate 0.37751234 Moderate Con 0.446 Moral_Argument
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes 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.