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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: "Is this guy the same …" 1,684 comments · Page 27 of 68
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...
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...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Y’all fault for supporting that Indian guy at raptors games
Y’all fault for supporting that Indian guy at raptors games
Identity Attack0.38318536
Insult0.24630153
Profanity0.12991914
Threat0.011560392
Severe Toxicity0.021806452
Moderate 0.37751234 Moderate Con 0.318
Dec 29, 2025 Inside Canada's Indian Metropolis (Brampton)
First white guy tripping
First white guy tripping
Identity Attack0.39966375
Insult0.16802633
Profanity0.17008601
Threat0.11769595
Severe Toxicity0.022839356
Moderate 0.37751234 Moderate Con 0.379
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and …
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and Canada. And accept the fact that if you people had that talent then you were not going to hire foreign talents. *You need us Indians* . And you are jealous of us as we Indians earn more than average Canadians or Americans and you don't have the talent to beat us that's why your own companies hire us.
Identity Attack0.38176915
Insult0.3388922
Profanity0.18049006
Threat0.009825659
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.445 Identity_Assertion
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow …
All of the indian and middle eastern truck drivers that come from.Canada. these guys drive in the united states. And they are some of the worst truck drivers i've ever seen out here. They follow too close. They run over curbs and hit poles.All the time. They never slow down to allow anyone to pass.
Identity Attack0.3817989
Insult0.3393024
Profanity0.053435806
Threat0.02181799
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.466 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
He's just as racist as the next guy? He's honest unlike most.
He's just as racist as the next guy? He's honest unlike most.
Identity Attack0.22261032
Insult0.36798462
Profanity0.06596114
Threat0.0079873605
Severe Toxicity0.011138916
Moderate 0.37751234 Moderate Con 0.371 Meta_Commentary
Jan 27, 2026 19 likes Inside Canada's Indian Invasion...
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Identity Attack0.37507164
Insult0.14331897
Profanity0.18909787
Threat0.012130005
Severe Toxicity0.022064678
Moderate 0.37751234 Low Con 0.237 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy is racist towards africans. Africans in some areas can many wives no need to SA women. He should get his stereotypes correct. Why promote this?
That guy is racist towards africans. Africans in some areas can many wives no need to SA women. He should get his stereotypes correct. Why promote this?
Identity Attack0.39461556
Insult0.2679134
Profanity0.05393682
Threat0.008155655
Severe Toxicity0.01322045
Moderate 0.37751234 Moderate Con 0.396 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike just discriminated Indians, Africans, and Muslims.
Guy on the bike just discriminated Indians, Africans, and Muslims.
Identity Attack0.46028158
Insult0.14150882
Profanity0.066963166
Threat0.05236103
Severe Toxicity0.015092585
Moderate 0.37751234 Moderate Con 0.304 Moral_Argument
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
If that white guy is very intelligent so why is he a construction worker huh
If that white guy is very intelligent so why is he a construction worker huh
Identity Attack0.39461556
Insult0.23704576
Profanity0.104876526
Threat0.010291707
Severe Toxicity0.01935331
Moderate 0.37751234 Low Con 0.224 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Identity Attack0.39677486
Insult0.16266862
Profanity0.12220735
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.513 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy must be mad because his doctor is Indian and makes 10x more than he can dream.
This guy must be mad because his doctor is Indian and makes 10x more than he can dream.
Identity Attack0.3817989
Insult0.29383746
Profanity0.15371579
Threat0.010265815
Severe Toxicity0.01483436
Moderate 0.37751234 Low Con 0.245 Humor_Satire
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
That Polish guy needs to wear a shirt. Even on young men, being shirtless can look trashy unless they're on the beach/soccer field.
That Polish guy needs to wear a shirt. Even on young men, being shirtless can look trashy unless they're on the beach/soccer field.
Identity Attack0.31015682
Insult0.35016364
Profanity0.1612468
Threat0.008738215
Severe Toxicity0.013091337
Moderate 0.37751234 Moderate Con 0.462
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That polish guy think indian immigrants are bad, while he himself is an immigrant.
That polish guy think indian immigrants are bad, while he himself is an immigrant.
Identity Attack0.45348886
Insult0.25007802
Profanity0.11292298
Threat0.009747985
Severe Toxicity0.014188796
Moderate 0.37751234 Low Con 0.292
Oct 14, 2025 27 likes Inside Canada's Indian Metropolis (Brampton)
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just …
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just put them in the middle of nowhere and killed their kids in schools centuries ago. Canadians let them get addicted to drugs and let their communities crumble. Now when a community shows up with a harder WORK ETHIC than the locals, THERE IS A PROBLEM???? Its called Getting on the GRIND. But @6:40 Not all the Kids... but a good portion are TAKING AWAY OUR IDENTITY. I work with some amazing humble guys from India... but the same does not go for the rest.
Identity Attack0.27701542
Insult0.30797598
Profanity0.06395709
Threat0.12536226
Severe Toxicity0.02296847
Moderate 0.37751234 Constructive 0.718 Personal_Narrative
Sep 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
Identity Attack0.23694818
Insult0.27763805
Profanity0.11168506
Threat0.009178371
Severe Toxicity0.014317908
Moderate 0.37751234 Low Con 0.178 Meta_Commentary
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
I can only see bad comments and racism from fellow white people. I don’t see any hatred from the other people. Guys not good.
I can only see bad comments and racism from fellow white people. I don’t see any hatred from the other people. Guys not good.
Identity Attack0.40713623
Insult0.21135417
Profanity0.068967216
Threat0.009256045
Severe Toxicity0.013543231
Moderate 0.37751234 Moderate Con 0.458 Moral_Argument
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Identity Attack0.44690517
Insult0.15769513
Profanity0.11354194
Threat0.01508414
Severe Toxicity0.018449519
Moderate 0.37751234 Low Con 0.2 Humor_Satire
Feb 17, 2026 Inside Canada's Indian Invasion...
Tyler slowly turned into a white supremacist “14 words” guy
Tyler slowly turned into a white supremacist “14 words” guy
Identity Attack0.39207554
Insult0.26395
Profanity0.09518933
Threat0.010835429
Severe Toxicity0.014963473
Moderate 0.37751234 Low Con 0.216 Meta_Commentary
Feb 17, 2026 2 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...
4:24 Love the guy talking with the cig hanging out his mouth. Reminds me of times past, better days.
4:24 Love the guy talking with the cig hanging out his mouth. Reminds me of times past, better days.
Identity Attack0.024198212
Insult0.15840563
Profanity0.18786818
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.478 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.