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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

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Active: "guy on the bike say …" 52 comments · Page 2 of 3
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Identity Attack0.55044734
Insult0.28997475
Profanity0.0935729
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.673 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
How is this guy on the bike going to say Indians are fine and then say”but the Africans” 💀
How is this guy on the bike going to say Indians are fine and then say”but the Africans” 💀
Identity Attack0.5075293
Insult0.26957804
Profanity0.2366394
Threat0.030623792
Severe Toxicity0.02444411
Moderate 0.4398409 Low Con 0.225 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's …
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's not racism, just pattern recognition.
Identity Attack0.14661247
Insult0.26957804
Profanity0.38343847
Threat0.010705971
Severe Toxicity0.019224197
Moderate 0.4394682 Constructive 0.704 Identity_Assertion
Mar 2, 2026 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...
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get …
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get rid of everyone he batws to cleanse his heart and satisfy it to its fullest, I am sure he will sleep better. His ready to leave this earth cuz it's almost time for him with hatred in his heart. No wonder be didn't amount to anything in life with his high IQ &, intelligence. He could have been a millionaire or president of Canada or something but his just a bike guy. He must do something about we are ready for him.
Identity Attack0.31892163
Insult0.37960073
Profanity0.25915453
Threat0.13815513
Severe Toxicity0.043077253
Moderate 0.4269174 Moderate Con 0.38 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy: low tier whyte Doesn't a good job or money > says Africans are l0w 1Q looooooooooooool. The audacity.
Bike guy: low tier whyte Doesn't a good job or money > says Africans are l0w 1Q looooooooooooool. The audacity.
Identity Attack0.46028158
Insult0.35849577
Profanity0.20262444
Threat0.011974656
Severe Toxicity0.023645958
Moderate 0.4269174 Low Con 0.14 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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 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...
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...
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Identity Attack0.37012735
Insult0.11978693
Profanity0.12815644
Threat0.2566701
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Identity Attack0.36598656
Insult0.19734058
Profanity0.10240069
Threat0.012233571
Severe Toxicity0.014188796
Moderate 0.3389984 Moderate Con 0.385 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
Identity Attack0.29951343
Insult0.25800487
Profanity0.16217725
Threat0.08856395
Severe Toxicity0.023076924
Moderate 0.33836752 Moderate Con 0.318 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery …
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery should be rewarded
Identity Attack0.010433395
Insult0.034451995
Profanity0.015693882
Threat0.24484909
Severe Toxicity0.007133484
Low Tox 0.20056234 Moderate Con 0.457 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
I am Indian American and totally agree with bike guy. Saying truth is not rasicim. That's so sad to see
Identity Attack0.05612817
Insult0.023093075
Profanity0.02385794
Threat0.0076637166
Severe Toxicity0.0024795532
Low Tox 0.10089093 Constructive 0.723 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike talking facts that everyone is too scared to say but go home and say with their friends 😂
Guy on the bike talking facts that everyone is too scared to say but go home and say with their friends 😂
Identity Attack0.0037922803
Insult0.026960457
Profanity0.018119188
Threat0.00756015
Severe Toxicity0.0016784668
Low Tox 0.08083374 Moderate Con 0.32 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike say it is safety but he got 2 locks for his bike😂😂
The guy on the bike say it is safety but he got 2 locks for his bike😂😂
Identity Attack0.005512681
Insult0.01890341
Profanity0.022901481
Threat0.008738215
Severe Toxicity0.0029945374
Low Tox 0.077668175 Moderate Con 0.366 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with …
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with certain things/activity. I say this as someone who was born and raised in a Canadian city that has also seen a drastic shift in its local population.
Identity Attack0.0074365693
Insult0.02373764
Profanity0.013166099
Threat0.006647474
Severe Toxicity0.0012874603
Low Tox 0.050078966 Constructive 0.816
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike was paid by This Tyler(The one making the video) to say all that. If you know you know.
The guy on the bike was paid by This Tyler(The one making the video) to say all that. If you know you know.
Identity Attack0.003884775
Insult0.017292
Profanity0.015488927
Threat0.008194493
Severe Toxicity0.0015258789
Low Tox 0.045625936 Low Con 0.213 Unverified_Claim
Feb 26, 2026 Inside Canada's Indian Invasion...
The guy on the bike is saying what we all think
The guy on the bike is saying what we all think
Identity Attack0.0048097214
Insult0.018645585
Profanity0.017367685
Threat0.008867673
Severe Toxicity0.0019073486
Low Tox 0.043399423 Moderate Con 0.379 Identity_Assertion
Jan 29, 2026 288 likes Inside Canada's Indian Invasion...
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
Identity Attack0.0048097214
Insult0.017012933
Profanity0.019485557
Threat0.008272167
Severe Toxicity0.001821518
Low Tox 0.0414203 Constructive 0.522 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
the guy on the bike is a legend, says how it is. if you see him buy him a beer
the guy on the bike is a legend, says how it is. if you see him buy him a beer
Identity Attack0.0034038029
Insult0.017012933
Profanity0.014839902
Threat0.008634649
Severe Toxicity0.0015163422
Low Tox 0.037577134 Constructive 0.564 Solidarity
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
The guy on the bike says what 90% of the population are thinking and are too afraid to say.
The guy on the bike says what 90% of the population are thinking and are too afraid to say.
Identity Attack0.0031263188
Insult0.016708933
Profanity0.011765569
Threat0.007094103
Severe Toxicity0.00093460083
Low Tox 0.034513097 Moderate Con 0.386 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
Identity Attack0.013546381
Insult0.016632931
Profanity0.011082385
Threat0.0062396824
Severe Toxicity0.0009822845
Low Tox 0.034277402 Constructive 0.59 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy with the bike is a legend says it all perfectly
That guy with the bike is a legend says it all perfectly
Identity Attack0.0064006294
Insult0.015340924
Profanity0.019007329
Threat0.008362788
Severe Toxicity0.0020599365
Low Tox 0.034041706 Moderate Con 0.415 Meta_Commentary
Jan 27, 2026 44 likes Inside Canada's Indian Invasion...
Can't even say I disagree with the guy on the bike.
Can't even say I disagree with the guy on the bike.
Identity Attack0.00224762
Insult0.015872927
Profanity0.011065305
Threat0.006479179
Severe Toxicity0.00076293945
Low Tox 0.032156147 Moderate Con 0.489 Identity_Assertion
Feb 6, 2026 66 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.