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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: "If the bike guy gets …" 33 comments · Page 1 of 2
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get …
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get accepted by white ppl
Identity Attack0.55044734
Insult0.7090544
Profanity0.7785769
Threat0.02924249
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.265 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
Identity Attack0.4931391
Insult0.563347
Profanity0.5724795
Threat0.058826666
Severe Toxicity0.45895407
Toxic 0.8364697 Low Con 0.137 Insult Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Identity Attack0.6007182
Insult0.6149945
Profanity0.6001929
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Moderate Con 0.476 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of …
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of polleivre
Identity Attack0.23391083
Insult0.54471385
Profanity0.5365423
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.455 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Identity Attack0.5913144
Insult0.5270482
Profanity0.34391102
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.367 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
Identity Attack0.035331827
Insult0.37619758
Profanity0.6528205
Threat0.019055385
Severe Toxicity0.052940834
Moderate 0.6027529 Moderate Con 0.316 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
If the bike guy gets fired let’s all donate a shit ton of money to him.
If the bike guy gets fired let’s all donate a shit ton of money to him.
Identity Attack0.034300596
Insult0.37392882
Profanity0.6242122
Threat0.04718852
Severe Toxicity0.02406851
Moderate 0.5885171 Low Con 0.285 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Identity Attack0.2808415
Insult0.48569724
Profanity0.1654338
Threat0.015947454
Severe Toxicity0.023152983
Moderate 0.47622904 Low Con 0.184 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a wife/girlfriend with them, they're constantly berating her. I've found Indians are cheap but generally polite, the biggest problem is that there's just too damn many of them and they don't assimilate, so you become a stranger in your own hometown when they move in. I remember looking for a place to get takeout around my boyfriend's house and it was literally 90% Indian food, 10% pizza with butter chicken and tandoori toppings.
Identity Attack0.5135796
Insult0.4339631
Profanity0.4113413
Threat0.035113025
Severe Toxicity0.09649272
Moderate 0.46716887 Constructive 0.798 Identity Attack Personal_Narrative
Jan 27, 2026 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...
Get that guy on the bike a podcast he’s the goat
Get that guy on the bike a podcast he’s the goat
Identity Attack0.042550452
Insult0.4718924
Profanity0.32479182
Threat0.019918699
Severe Toxicity0.023076924
Moderate 0.45703048 Moderate Con 0.312 Meta_Commentary
Mar 1, 2026 6 likes 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...
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...
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...
that bike guy should get arrested
that bike guy should get arrested
Identity Attack0.072601855
Insult0.15698463
Profanity0.09775851
Threat0.2836219
Severe Toxicity0.014447021
Moderate 0.3375374 Low Con 0.262 Fear_Threat
Feb 20, 2026 2 likes Inside Canada's Indian Invasion...
GET THAT BIKE GUY A SEAT IN THE SENATE
GET THAT BIKE GUY A SEAT IN THE SENATE
Identity Attack0.019977676
Insult0.3388922
Profanity0.06295506
Threat0.009540852
Severe Toxicity0.007133484
Moderate 0.32397532 Low Con 0.195 Call_To_Action
Mar 3, 2026 Inside Canada's Indian Invasion...
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Identity Attack0.023193322
Insult0.061626412
Profanity0.114160895
Threat0.13815513
Severe Toxicity0.018707745
Moderate 0.3057765 Low Con 0.256 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Nah you shoulda blurred bike guy he's going to get arrested in that Communist state
Nah you shoulda blurred bike guy he's going to get arrested in that Communist state
Identity Attack0.11163961
Insult0.11616662
Profanity0.09034003
Threat0.13815513
Severe Toxicity0.013672344
Moderate 0.30514878 Low Con 0.216 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
this bike guy gonna get everyone from the uk watching arrested lol
this bike guy gonna get everyone from the uk watching arrested lol
Identity Attack0.044612918
Insult0.10294484
Profanity0.08840031
Threat0.11769595
Severe Toxicity0.010223389
Low Tox 0.29039988 Low Con 0.239 Humor_Satire
Jan 27, 2026 618 likes Inside Canada's Indian Invasion...
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
Identity Attack0.2774022
Insult0.06858205
Profanity0.07708528
Threat0.012285355
Severe Toxicity0.009422302
Low Tox 0.2553839 Constructive 0.521 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bike guy is gonna get arrested for sure
Bike guy is gonna get arrested for sure
Identity Attack0.029402243
Insult0.06250052
Profanity0.050680235
Threat0.22120713
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.213 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is hilariously honest. But Africa is too diverse for his generalization though. Even within one country. But man..70? I think I should get an IQ test.😂
Bike guy is hilariously honest. But Africa is too diverse for his generalization though. Even within one country. But man..70? I think I should get an IQ test.😂
Identity Attack0.17614605
Insult0.08533409
Profanity0.06295506
Threat0.0077802283
Severe Toxicity0.0062179565
Low Tox 0.22579013 Constructive 0.538 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a call back or an interview. Also that lady who didn't want to be interviewed and the guy on the bike were based. Our Goverment has been pumping them into the country for 10 years without requiring them to speak English or french. Lastly before anyone attacks the man on the bike, check science...
Identity Attack0.16373143
Insult0.07967083
Profanity0.018392462
Threat0.009385503
Severe Toxicity0.0048446655
Low Tox 0.2028889 Constructive 0.68 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Identity Attack0.028418748
Insult0.08434689
Profanity0.01535229
Threat0.07476458
Severe Toxicity0.004863739
Low Tox 0.20056234 Low Con 0.16 Call_To_Action
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.