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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: "These are Punjabis who are …" 343 comments · Page 5 of 14
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are …
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are peaceful people...and Punjabis are good for community they feed homeless people for free. You must hate muslims not hindus or indians..they are peace loving people
Identity Attack0.5051593
Insult0.26957804
Profanity0.07805514
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.575 Identity Attack
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Canada's liberal governments thought that these Punjabi Khalistanis, who kill Hindus and carry out terrorist activities in India, would blackmail India by giving them shelter. But this claim backfired.
Canada's liberal governments thought that these Punjabi Khalistanis, who kill Hindus and carry out terrorist activities in India, would blackmail India by giving them shelter. But this claim backfired.
Identity Attack0.48915586
Insult0.27558193
Profanity0.06746418
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.363 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
These are Punjabis who are closer to ethnic Pakistanis than Indians. Most of these punjabis aren't hindu, and don't like hindu. Don't associate them with Indians. They treat Indians horribly, and aren't hardworking, smart, or …
These are Punjabis who are closer to ethnic Pakistanis than Indians. Most of these punjabis aren't hindu, and don't like hindu. Don't associate them with Indians. They treat Indians horribly, and aren't hardworking, smart, or educated like Indian diasporic community. As an Indian Muslim, most Indians do not like these people. Hindus and Muslims don't behave like these Sikhs.
Identity Attack0.5135796
Insult0.35161978
Profanity0.17008601
Threat0.018710058
Severe Toxicity0.023317307
Moderate 0.4014846 Constructive 0.664 Identity Attack Identity_Assertion
Feb 14, 2026 1 likes Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
Most of these illegal activities are done by Punjabis.
Most of these illegal activities are done by Punjabis.
Identity Attack0.48990932
Insult0.26957804
Profanity0.12639372
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.4013387 Low Con 0.248 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You should’ve went out side, the GTA everyone hates Punjabi
You should’ve went out side, the GTA everyone hates Punjabi
Identity Attack0.43256098
Insult0.2679134
Profanity0.17566866
Threat0.0115345
Severe Toxicity0.021548226
Moderate 0.40060925 Moderate Con 0.311 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
🛑🛑Your Sidhu smuggler wasn’t a PUNJABI he was a Hindu from haryana speaking Hindi and haryanvi, they do that to spoil the name of punjabis & they do a lot of illegal activities in Canada, …
🛑🛑Your Sidhu smuggler wasn’t a PUNJABI he was a Hindu from haryana speaking Hindi and haryanvi, they do that to spoil the name of punjabis & they do a lot of illegal activities in Canada, including extortions !!!! Please make sure you don’t give out wrong information, and spread misinformation towards Punjabis 😊 thank you love your channel ☮️☮️☮️☮️
Identity Attack0.3819294
Insult0.35016364
Profanity0.09260304
Threat0.0347677
Severe Toxicity0.024631912
Moderate 0.39987978 Constructive 0.701
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
India's Unwanted Punjabis are Totally Welcome into Canada, Literally Indian Government Doesn't want those people back in India..
India's Unwanted Punjabis are Totally Welcome into Canada, Literally Indian Government Doesn't want those people back in India..
Identity Attack0.48915586
Insult0.26957804
Profanity0.044167064
Threat0.010188141
Severe Toxicity0.021806452
Moderate 0.39842087 Low Con 0.19 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
As a white Canadian, the Punjabi immigrants are the most tame
As a white Canadian, the Punjabi immigrants are the most tame
Identity Attack0.46028158
Insult0.26957804
Profanity0.12903778
Threat0.012699619
Severe Toxicity0.021806452
Moderate 0.3977292 Moderate Con 0.432 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I mean, I'm an Indian and I am not offended by this video. But, who's suppressing Punjabis in india? Why are they lying? What's the purpose of dividing your own nation? They can't even call …
I mean, I'm an Indian and I am not offended by this video. But, who's suppressing Punjabis in india? Why are they lying? What's the purpose of dividing your own nation? They can't even call cannada their home country and not even india. Shameful.
Identity Attack0.3825363
Insult0.37960073
Profanity0.058445938
Threat0.010395273
Severe Toxicity0.014898917
Moderate 0.3977292 Constructive 0.633 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians …
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians are bad.. no not at all, but the ones that push their religion on others are most definetly bad and lack at civic sense. Punjabis get a lot of hate cuz 70% of them faked their student visas and got here, same goes for any tamil and indian or any country YOU CANNOT DO SOMETHING ILLEGALY THEN DEMAND TO BE TREATED THE SAME AS A LEGAL CIVILLIAN. and then there are people with no civic sense. it is wild
Identity Attack0.4482637
Insult0.35849577
Profanity0.14490221
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.751 Personal_Narrative
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Image of punjabi in canada is worst now stop going there better remigrate to our own country
Image of punjabi in canada is worst now stop going there better remigrate to our own country
Identity Attack0.39677486
Insult0.30797598
Profanity0.064458095
Threat0.012337137
Severe Toxicity0.019482423
Moderate 0.3974717 Low Con 0.27 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
80% of Punjabis 👳🏽‍♂️👳🏾‍♂️👳🏽‍♂️ and Muslims ☪️ are on welfare, costing taxpayers billions 💸💸💸.
80% of Punjabis 👳🏽‍♂️👳🏾‍♂️👳🏽‍♂️ and Muslims ☪️ are on welfare, costing taxpayers billions 💸💸💸.
Identity Attack0.46028158
Insult0.3388922
Profanity0.09744903
Threat0.014911477
Severe Toxicity0.045767322
Moderate 0.39021665 Moderate Con 0.362 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a normal family house. So actually you failed to show to scary side from them. You expected something like cartel side action. 😂😂😂😂 . Did the food tasted good at least. Indians not Africans which you met in Rome or Paris. Punjabi are human threating religion. You should have know that. Or atleast read about Sikh religion. Maybe then you will realize the real deal!!!
Identity Attack0.44690517
Insult0.32211447
Profanity0.19524631
Threat0.038220957
Severe Toxicity0.023458159
Moderate 0.39021665 Moderate Con 0.381 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Identity Attack0.35948995
Insult0.24767025
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.023645958
Moderate 0.38601747 Constructive 0.575 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why would a Punjabi would accept to cross a white American into the US?
Why would a Punjabi would accept to cross a white American into the US?
Identity Attack0.46028158
Insult0.16875735
Profanity0.119731516
Threat0.051391184
Severe Toxicity0.023076924
Moderate 0.38601747 Low Con 0.225 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
punjabis ..should learn english
punjabis ..should learn english
Identity Attack0.44690517
Insult0.27969417
Profanity0.11292298
Threat0.012803185
Severe Toxicity0.023076924
Moderate 0.38434127 Low Con 0.174 Identity_Assertion
Sep 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton has become New India... Note the relationship between skyrocketing scam, fraud, and the population of Punjabi's and Sikhs
Brampton has become New India... Note the relationship between skyrocketing scam, fraud, and the population of Punjabi's and Sikhs
Identity Attack0.38246045
Insult0.40243408
Profanity0.15938593
Threat0.035458352
Severe Toxicity0.023076924
Moderate 0.3811502 Low Con 0.3 Unverified_Claim
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
16:51 he is not speaking Punjabi thats Hindi . This whole operation thing is fake
16:51 he is not speaking Punjabi thats Hindi . This whole operation thing is fake
Identity Attack0.14875233
Insult0.16839184
Profanity0.1413768
Threat0.014048163
Severe Toxicity0.017481172
Moderate 0.37751234 Low Con 0.196 Unverified_Claim
Jan 29, 2026 6 likes Inside Canada's Indian Invasion...
Punjabi hoosiers 😂
Punjabi hoosiers 😂
Identity Attack0.3817989
Insult0.43296707
Profanity0.33453682
Threat0.056240413
Severe Toxicity0.11492836
Moderate 0.37751234 Low Con 0.226 Humor_Satire
Feb 5, 2026 Inside Canada's Indian Invasion...
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...
COVER THE INDIAN TRUCKERS. THE BOBBY PUNJABIS OF THE ROAD
COVER THE INDIAN TRUCKERS. THE BOBBY PUNJABIS OF THE ROAD
Identity Attack0.39773783
Insult0.33998606
Profanity0.16264248
Threat0.04363242
Severe Toxicity0.023692908
Moderate 0.37751234 Low Con 0.204
Jan 27, 2026 Inside Canada's Indian Invasion...
16:58 17:14 17:46 all these instances you say it’s “Punjabi” when in reality it is Hindi. You are spreading misinformation for some unknown reason. Your Smuggler is faking his identity and you’re too oblivious to …
16:58 17:14 17:46 all these instances you say it’s “Punjabi” when in reality it is Hindi. You are spreading misinformation for some unknown reason. Your Smuggler is faking his identity and you’re too oblivious to it.
Identity Attack0.17769934
Insult0.26957804
Profanity0.13168186
Threat0.019746035
Severe Toxicity0.019482423
Moderate 0.37751234 Low Con 0.232 Unverified_Claim
Jan 28, 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.