Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Some indians are here as …" 4,309 comments · Page 77 of 173
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...
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
800000 Indian in Canada, that’s sad !!! Why is Canadian government doing that. Dump idea.
Identity Attack0.3817989
Insult0.3388922
Profanity0.05243378
Threat0.009540852
Severe Toxicity0.013866014
Moderate 0.37751234 Low Con 0.274 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 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...
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole …
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole purpose is to bring back the wealth and make india great again.
Identity Attack0.44690517
Insult0.16831873
Profanity0.09775851
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.201 Unverified_Claim
Feb 21, 2026 2 likes Inside Canada's Indian Invasion...
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love …
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love others as long as you not call them out and if you do, all these angelic demeanor falls off, they come for you, your family, everyone. - complete respect for the countries they inhabit seeking absolute dominance and control. - then turn the country into sh.... then make their kids move to other countries to encroach and change demographics. Japanese, if you're reading this, don't tell us that the liberal left-wing Indians didn't warn you!!
Identity Attack0.32476485
Insult0.34314156
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.563 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The Indians dont even want the Indians to come here......now thats saying something
The Indians dont even want the Indians to come here......now thats saying something
Identity Attack0.45348886
Insult0.12702756
Profanity0.094219476
Threat0.012596053
Severe Toxicity0.020515325
Moderate 0.37751234 Low Con 0.183 Identity_Assertion
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...
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...
Can you people put White (Western) people on the government? Not those immigrants who just received green card/residency in your country. That Zafar sure is not a true Canadian. You let those people sit in …
Can you people put White (Western) people on the government? Not those immigrants who just received green card/residency in your country. That Zafar sure is not a true Canadian. You let those people sit in the government, ofcourse they'll be sympathetic towards those other immigrants as well. And those Indians are good at sugar-coating. 🤦
Identity Attack0.46028158
Insult0.2469859
Profanity0.059948977
Threat0.009359611
Severe Toxicity0.016771052
Moderate 0.37751234 Moderate Con 0.428 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
I would be okay with Indians if they didn't bring their bad habits, racism and dogma with them.
I would be okay with Indians if they didn't bring their bad habits, racism and dogma with them.
Identity Attack0.44690517
Insult0.26957804
Profanity0.09583591
Threat0.0116639575
Severe Toxicity0.017739398
Moderate 0.37751234 Moderate Con 0.414 Identity_Assertion
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
Go to Austin Texas and literally and you’ll see how they take over apartment complexes and turn them into Indian villages. They’ll take over faster than any Muslims
Go to Austin Texas and literally and you’ll see how they take over apartment complexes and turn them into Indian villages. They’ll take over faster than any Muslims
Identity Attack0.46028158
Insult0.16758773
Profanity0.092279755
Threat0.038220957
Severe Toxicity0.022839356
Moderate 0.37751234 Low Con 0.202 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs more Canadian than Indian!
Canada needs more Canadian than Indian!
Identity Attack0.4508763
Insult0.18355975
Profanity0.05393682
Threat0.008427517
Severe Toxicity0.017997624
Moderate 0.37751234 Low Con 0.175 Identity_Assertion
Jan 29, 2026 1 likes 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...
We are encouraging fraudulent asylum seekers. Overhaul the whole system. There is no reason why Mexicans, Indians and those from functioning democracies should be allowed to seek asylum. Leave voluntarily or be removed forcibly with …
We are encouraging fraudulent asylum seekers. Overhaul the whole system. There is no reason why Mexicans, Indians and those from functioning democracies should be allowed to seek asylum. Leave voluntarily or be removed forcibly with no prospect of future return.
Identity Attack0.43896464
Insult0.24561718
Profanity0.049427703
Threat0.13650303
Severe Toxicity0.021290002
Moderate 0.37751234 Moderate Con 0.311 Policy_Critique
Feb 23, 2026 3 likes 'We do know that there's …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Sad to say, anything by an Indian and I'm out!!
Sad to say, anything by an Indian and I'm out!!
Identity Attack0.44690517
Insult0.16266862
Profanity0.092279755
Threat0.014911477
Severe Toxicity0.018578632
Moderate 0.37751234 Moderate Con 0.329 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
Poor Canada should they go Indian najority or muslim majority
Poor Canada should they go Indian najority or muslim majority
Identity Attack0.46028158
Insult0.17361937
Profanity0.037904397
Threat0.012026439
Severe Toxicity0.017158391
Moderate 0.37751234 Low Con 0.199 Identity_Assertion
Nov 20, 2025 Why Canadians Are Turning Against …
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
Identity Attack0.41052565
Insult0.18977246
Profanity0.16636424
Threat0.022335978
Severe Toxicity0.020515325
Moderate 0.37751234 Constructive 0.533 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I'd rather Indians than Pakistanis.
I'd rather Indians than Pakistanis.
Identity Attack0.46028158
Insult0.16758773
Profanity0.092279755
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.37751234 Moderate Con 0.383 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’d take two Indians over one Muslim
I’d take two Indians over one Muslim
Identity Attack0.46028158
Insult0.11797678
Profanity0.0913099
Threat0.13329996
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.363 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when …
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when the visa expired we returned back to India… stop telling on the whole…. Mention as North Indians, actually these hindi speaking people are frauds even in India. If India seperates as north and south I will support…. These North Indians are bringing down the country’s name….
Identity Attack0.45610145
Insult0.3388922
Profanity0.03489832
Threat0.008764107
Severe Toxicity0.015673593
Moderate 0.37751234 Constructive 0.638
Sep 29, 2025 IRCC Names India in Study …
INDIANS WILL RULE CANADA CURRY ON EVERY STREET
INDIANS WILL RULE CANADA CURRY ON EVERY STREET
Identity Attack0.41975367
Insult0.17361937
Profanity0.08355101
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.181
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Please cover Surrey BC next, it’s so bad here my 16 year old brother can’t find an entry level job because there all taken by Indians
Please cover Surrey BC next, it’s so bad here my 16 year old brother can’t find an entry level job because there all taken by Indians
Identity Attack0.46028158
Insult0.1798321
Profanity0.08549073
Threat0.010602405
Severe Toxicity0.017481172
Moderate 0.37751234 Constructive 0.564 Economic_Argument
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.