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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: "So Punjab is not a …" 274 comments · Page 2 of 11
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going …
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going abroad those who were useless are not able to earn a living here.
Identity Attack0.2877625
Insult0.6798578
Profanity0.20808282
Threat0.009023022
Severe Toxicity0.023076924
Moderate 0.6289369 Moderate Con 0.438 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Khalistanis are terrorists read the punjab history
Khalistanis are terrorists read the punjab history
Identity Attack0.65625757
Insult0.5588244
Profanity0.33453682
Threat0.2330281
Severe Toxicity0.44787344
Moderate 0.62702215 Low Con 0.145 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that …
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that is anti right in the sense its everything is a cop out because its maga. While we fight over left and right, These invaders will come in, use our social programs to amass massive amounts of wealth, power and control, and they will insert themselves into government, and convince you rejecting their wants and needs is racist, and wrong. it will tear you down and rip you apart. They are here to take over! Theres a world movement from muslims and Hindus and punjabs all fighting to tear down the colonialism that once conquered them, and the people in power are allowing it because they're DEI!
Identity Attack0.46614665
Insult0.5739874
Profanity0.5013569
Threat0.067232
Severe Toxicity0.17009245
Moderate 0.60311776 Moderate Con 0.425 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if we try to raise our voice
Identity Attack0.60238177
Insult0.5739874
Profanity0.44366163
Threat0.511324
Severe Toxicity0.45895407
Moderate 0.6027529 Moderate Con 0.464 Identity Attack Insult Threat Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
Punjab people are the worst and don't fit in here at all. Time for them to go.
Punjab people are the worst and don't fit in here at all. Time for them to go.
Identity Attack0.6227552
Insult0.5130944
Profanity0.2761231
Threat0.13549154
Severe Toxicity0.21902075
Moderate 0.60254884 Low Con 0.286 Identity Attack Insult
Jun 19, 2025 2 likes How Canada broke its immigration …
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
Identity Attack0.2795294
Insult0.43158367
Profanity0.46460027
Threat0.022335978
Severe Toxicity0.16960317
Moderate 0.6020386 Moderate Con 0.471 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
None of the punjabs speak english. I dont get how these pooptards were allowed if they cant speak english
Identity Attack0.5498214
Insult0.5678696
Profanity0.4596479
Threat0.02924249
Severe Toxicity0.26766825
Moderate 0.5921536 Low Con 0.236 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
These Punjabis don't ever know to use their resources carefully here they are draining ground water , spraying pesticides in bulk for their profit sakes . THEY ARE SO PROUD TO BE PUNJABI BUT IDIOTS …
These Punjabis don't ever know to use their resources carefully here they are draining ground water , spraying pesticides in bulk for their profit sakes . THEY ARE SO PROUD TO BE PUNJABI BUT IDIOTS FROGOT THAT CANCER TRAIN RUNS FROM PUNJAB BECAUSE OF THEIR PESTICIDES
Identity Attack0.5135796
Insult0.6109131
Profanity0.4098025
Threat0.1733226
Severe Toxicity0.35368225
Moderate 0.5885171 Moderate Con 0.312 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT …
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT OWN CORRUPTED MLA'S PEOPLE AND CORRUPTED RULING PARTY. THESE FKRS GET FUNDING FROM TERRORISTS ORGANIZATIONS EVEN FROM PAKISTAN. THEY HAVE A LONG HISTORY FROM PAKIS WHERE THEIR LEADERS AND GURUS AND THEIR SONS GOT KILLED BECAUSE OF MUSLIM RULERS BUT THEY NEW GEN CHOSE TO SHAKE HANDS WITH PAKIS.. THIS YEAR PM CARNEY IS GOING TO DEAL WITH MODI AND ALL THIS REFERENDUM BULLSHIT YOU SEE .. YOU WONT SEE THAT ANYMORE..
Identity Attack0.5135796
Insult0.57566804
Profanity0.46460027
Threat0.43656045
Severe Toxicity0.45510182
Moderate 0.584095 Low Con 0.256 Identity Attack Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
Identity Attack0.57957685
Insult0.5678696
Profanity0.29984993
Threat0.11002964
Severe Toxicity0.23226175
Moderate 0.568186 Constructive 0.515 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and …
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and see what they did with punjab..most of youths are drug addict there and rest of the addicts are living in canada where their government is openly supporting these crooks
Identity Attack0.50917345
Insult0.5739874
Profanity0.15195307
Threat0.016810767
Severe Toxicity0.02378681
Moderate 0.5559701 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
Identity Attack0.55044734
Insult0.563347
Profanity0.46460027
Threat0.13853464
Severe Toxicity0.45895407
Moderate 0.5559701 Low Con 0.229 Identity Attack Insult Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Identity Attack0.6007182
Insult0.48228607
Profanity0.11354194
Threat0.061736204
Severe Toxicity0.13863131
Moderate 0.54325575 Low Con 0.284 Identity Attack Call_To_Action
Sep 27, 2025 IRCC Names India in Study …
Deport all punjab ones they are Khalistanis 😂
Deport all punjab ones they are Khalistanis 😂
Identity Attack0.60238177
Insult0.5393265
Profanity0.31761163
Threat0.42643023
Severe Toxicity0.50703704
Moderate 0.54325575 Low Con 0.164 Identity Attack Insult Call_To_Action
Feb 8, 2026 Inside Canada's Indian Invasion...
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I hope they deport government officials that ant indigenous to the land and all them greedy white privileged government officials that stealing indigenous peoples land I hope everyone of them gets vasia revoked all punjab …
I hope they deport government officials that ant indigenous to the land and all them greedy white privileged government officials that stealing indigenous peoples land I hope everyone of them gets vasia revoked all punjab immigration
Identity Attack0.38381913
Insult0.05766874
Profanity0.0004221033
Threat0.020270811
Severe Toxicity0.00013786586
Moderate 0.52929455
Apr 17, 2025
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
The guy who said Motherland Punjab not india is a person in right mind as no person in his right mind will say Motherland India except 1 billion poop eating cultist.😂
Identity Attack0.46028158
Insult0.5015486
Profanity0.42990944
Threat0.09929679
Severe Toxicity0.2281948
Moderate 0.52007306 Low Con 0.233 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Id BET every one smells like a STANKY UN WASHED PUNJAB!!!
Id BET every one smells like a STANKY UN WASHED PUNJAB!!!
Identity Attack0.38208112
Insult0.5145894
Profanity0.26634997
Threat0.022853967
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.182 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Over a million punjab came to Canada in the last 20 years no doubt no one is able to find work or buy a home. Our country is f.cked
Identity Attack0.29951343
Insult0.4339631
Profanity0.49576873
Threat0.009048914
Severe Toxicity0.034110364
Moderate 0.51980776 Constructive 0.501 Economic_Argument
Jan 27, 2026 924 likes Inside Canada's Indian Invasion...
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Identity Attack0.44690517
Insult0.47384647
Profanity0.33808854
Threat0.018019408
Severe Toxicity0.028730227
Moderate 0.50789946 Moderate Con 0.494 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Punjab is also in India... Khalistani chooooo
Punjab is also in India... Khalistani chooooo
Identity Attack0.5274064
Insult0.5130944
Profanity0.41255033
Threat0.34827536
Severe Toxicity0.45895407
Moderate 0.50789946 Low Con 0.232 Identity Attack Insult Identity_Assertion
Jan 29, 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.