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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: "Tyler can only do so …" 535 comments · Page 11 of 22
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
2:54 I love how cold Tyler looks next to a Canadien
2:54 I love how cold Tyler looks next to a Canadien
Identity Attack0.15945168
Insult0.06984934
Profanity0.096482486
Threat0.051391184
Severe Toxicity0.016254602
Low Tox 0.25462922 Moderate Con 0.372 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
TYLER PLEASE RESPOND I HAVE YOUR UNCLE AS MY MATH TEACHER PLEASE READ THIS EVERYBODY LIKE THIS SO HE SEES IT YOU SHOULD COME TO THE SCHOOL 🙏 PLEASE!!
TYLER PLEASE RESPOND I HAVE YOUR UNCLE AS MY MATH TEACHER PLEASE READ THIS EVERYBODY LIKE THIS SO HE SEES IT YOU SHOULD COME TO THE SCHOOL 🙏 PLEASE!!
Identity Attack0.00932346
Insult0.06739554
Profanity0.044417568
Threat0.014911477
Severe Toxicity0.0125103295
Low Tox 0.2412222 Moderate Con 0.483 Advertisement_Spam
Feb 4, 2026 4 likes Inside Canada's Indian Invasion...
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Tyler's videos over the years prove that white people wherever they be are actually really cool.
Identity Attack0.27798235
Insult0.05964688
Profanity0.07449899
Threat0.010550622
Severe Toxicity0.008888245
Low Tox 0.23812068 Moderate Con 0.466 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's funny how Tyler keeps rattling all the American liberals and leftists. Keep going man 😂😂
It's funny how Tyler keeps rattling all the American liberals and leftists. Keep going man 😂😂
Identity Attack0.10221587
Insult0.14512913
Profanity0.035399333
Threat0.021645326
Severe Toxicity0.0059890747
Low Tox 0.23812068 Low Con 0.265 Meta_Commentary
Jan 27, 2026 73 likes Inside Canada's Indian Invasion...
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Identity Attack0.21668483
Insult0.07840354
Profanity0.075792134
Threat0.008466354
Severe Toxicity0.009460449
Low Tox 0.23739935 Moderate Con 0.463 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American I would not tolerate this infestation in my country. Like I literally would not tolerate it and I would do something about it to make sure this doesn’t happen.
Identity Attack0.057492398
Insult0.11978693
Profanity0.07934829
Threat0.010291707
Severe Toxicity0.0061416626
Low Tox 0.23523538 Constructive 0.582
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler once again shows why he is the worlds biggest POS
Tyler once again shows why he is the worlds biggest POS
Identity Attack0.011839314
Insult0.16868424
Profanity0.0913099
Threat0.0072106146
Severe Toxicity0.00667572
Low Tox 0.23523538 Low Con 0.153 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler is no different from them in mentality.
Tyler is no different from them in mentality.
Identity Attack0.009767435
Insult0.16788013
Profanity0.021808386
Threat0.0061231707
Severe Toxicity0.0030517578
Low Tox 0.22311419 Low Con 0.166
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
Identity Attack0.23922618
Insult0.06858205
Profanity0.01620627
Threat0.008789998
Severe Toxicity0.0052261353
Low Tox 0.22177623 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I wonder where this guy tyler is from - he defo aint no true american. from europe or something
I wonder where this guy tyler is from - he defo aint no true american. from europe or something
Identity Attack0.11163961
Insult0.09270445
Profanity0.03915693
Threat0.00866054
Severe Toxicity0.005302429
Low Tox 0.22043827 Low Con 0.27 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Identity Attack0.009249465
Insult0.07491849
Profanity0.057944927
Threat0.02613456
Severe Toxicity0.0065994263
Low Tox 0.22043827 Constructive 0.645
Jan 27, 2026 Inside Canada's Indian Invasion...
“I don’t have the $6,000 but I got a knife from the gas station” -Tyler Oliveira
“I don’t have the $6,000 but I got a knife from the gas station” -Tyler Oliveira
Identity Attack0.008879486
Insult0.020901557
Profanity0.038154904
Threat0.30148876
Severe Toxicity0.013607788
Low Tox 0.22043827 Low Con 0.252 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
Tyler brother, next time your in Canada, pickup a toque! you wont be hunching your shoulders up to protect your ears. Ahem, sorry in American that's a ... beanie
Tyler brother, next time your in Canada, pickup a toque! you wont be hunching your shoulders up to protect your ears. Ahem, sorry in American that's a ... beanie
Identity Attack0.05794714
Insult0.086852804
Profanity0.028913507
Threat0.016120117
Severe Toxicity0.0062561035
Low Tox 0.21508642 Constructive 0.605 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you …
As an Indian I agree with the stance Tyler has made, but I also saw a comment saying "Wanting your country to not turn into India is not racist." definitely it isn't but do you know what is suggestively r@c!st? When the bloke mentioned 'Motherland Punjab' the editor snapped to a cliche dirty road that seems to be Indian.
Identity Attack0.22935481
Insult0.08558089
Profanity0.069969244
Threat0.010032792
Severe Toxicity0.0062942505
Low Tox 0.21374844 Constructive 0.762 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Tyler....the guy on the bike is definitely going to jail lol Canada will arrest him
Tyler....the guy on the bike is definitely going to jail lol Canada will arrest him
Identity Attack0.010655383
Insult0.06739554
Profanity0.023994578
Threat0.13532294
Severe Toxicity0.0059509277
Low Tox 0.21241048 Low Con 0.225
Jan 27, 2026 Inside Canada's Indian Invasion...
So After Tyler Found Zero Illegal Activity In Kiryas Joel He goes after the Indians 😂😂😂😂
So After Tyler Found Zero Illegal Activity In Kiryas Joel He goes after the Indians 😂😂😂😂
Identity Attack0.18391247
Insult0.06599696
Profanity0.040409464
Threat0.011042561
Severe Toxicity0.0073623657
Low Tox 0.20265625 Low Con 0.106 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Identity Attack0.009471451
Insult0.14512913
Profanity0.03489832
Threat0.03304107
Severe Toxicity0.0042915344
Low Tox 0.200795 Moderate Con 0.458 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Identity Attack0.24970764
Insult0.056133457
Profanity0.015967157
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.19986437 Constructive 0.741 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
Identity Attack0.008213525
Insult0.1505596
Profanity0.062454045
Threat0.010705971
Severe Toxicity0.004386902
Low Tox 0.19986437 Constructive 0.641 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
Tyler this unbelievble journalism you should get award for this
Tyler this unbelievble journalism you should get award for this
Identity Attack0.0050317086
Insult0.09855611
Profanity0.024404489
Threat0.008440462
Severe Toxicity0.0031471252
Low Tox 0.19939905 Low Con 0.186 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You're a G Tyler O!
You're a G Tyler O!
Identity Attack0.0093974555
Insult0.15769513
Profanity0.07967158
Threat0.007689608
Severe Toxicity0.0065994263
Low Tox 0.19870108 Moderate Con 0.476 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler go to sleep!!!
Tyler go to sleep!!!
Identity Attack0.005438685
Insult0.06794841
Profanity0.03915693
Threat0.012751401
Severe Toxicity0.0062179565
Low Tox 0.19789438 Moderate Con 0.349
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Tyler, you were freezing in the video hahahah so colddddd
Tyler, you were freezing in the video hahahah so colddddd
Identity Attack0.011173353
Insult0.037395194
Profanity0.0913099
Threat0.011974656
Severe Toxicity0.011520386
Low Tox 0.19599396 Moderate Con 0.486 Humor_Satire
Feb 16, 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.