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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 2 of 14
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t …
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t be speaking Hindi when trying to translate it, dudes a scumbag
Identity Attack0.36942887
Insult0.6677319
Profanity0.4170448
Threat0.033386398
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.336 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is disgustingly trashy now. All punjabis
Brampton is disgustingly trashy now. All punjabis
Identity Attack0.5502601
Insult0.6308392
Profanity0.4098025
Threat0.10542984
Severe Toxicity0.34950548
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the …
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the highway in a 18 wheeler from a middle lane
Identity Attack0.4453683
Insult0.65865606
Profanity0.36230123
Threat0.13599728
Severe Toxicity0.05025077
Moderate 0.6308517 Moderate Con 0.41 Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All trash punjabis are in Canada , as an Indian I can easily see that
All trash punjabis are in Canada , as an Indian I can easily see that
Identity Attack0.6220118
Insult0.56997263
Profanity0.33453682
Threat0.010705971
Severe Toxicity0.1762085
Moderate 0.6289369 Moderate Con 0.301 Identity Attack Insult Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
Identity Attack0.65625757
Insult0.4794537
Profanity0.114160895
Threat0.053330876
Severe Toxicity0.23224287
Moderate 0.62136006 Moderate Con 0.369 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
I heard that the Punjabis tend to be a bit rapey.
I heard that the Punjabis tend to be a bit rapey.
Identity Attack0.57150364
Insult0.48627716
Profanity0.41436642
Threat0.31721663
Severe Toxicity0.3476075
Moderate 0.62136006 Moderate Con 0.437 Identity Attack Unverified_Claim
Feb 3, 2026 Inside Canada's Indian Invasion...
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
Identity Attack0.6007182
Insult0.6336687
Profanity0.4681068
Threat0.34804323
Severe Toxicity0.50703704
Moderate 0.62136006 Low Con 0.142 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 year and have all the punjabis deported to india. Simple.
Identity Attack0.55044734
Insult0.49389273
Profanity0.5381406
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.369 Identity Attack
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...
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
Identity Attack0.5983441
Insult0.5678696
Profanity0.26735115
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.219 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@2:30 is lying, from the early 1970's Brampton has been Punjabi these people saying there is an influx are dumbasses, now there is a wave that don't try to mix with the white people
@2:30 is lying, from the early 1970's Brampton has been Punjabi these people saying there is an influx are dumbasses, now there is a wave that don't try to mix with the white people
Identity Attack0.49032792
Insult0.5208188
Profanity0.48510036
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.395 Insult Unverified_Claim
Nov 12, 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...
Dude only HINDU eat poop, most Indian in Canada are PUNJABIS who are not HINDUS but SIKHS and they don't worship cows or eat cow poo.
Dude only HINDU eat poop, most Indian in Canada are PUNJABIS who are not HINDUS but SIKHS and they don't worship cows or eat cow poo.
Identity Attack0.55044734
Insult0.5130944
Profanity0.357228
Threat0.026652548
Severe Toxicity0.19761463
Moderate 0.5779532 Moderate Con 0.336 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
You guys have spoiled your country by letting in sicks(sikhs) and punjabis. Hope someday you have courage to kick them out
You guys have spoiled your country by letting in sicks(sikhs) and punjabis. Hope someday you have courage to kick them out
Identity Attack0.56445944
Insult0.48313886
Profanity0.26802593
Threat0.52199906
Severe Toxicity0.34954423
Moderate 0.568186 Low Con 0.226 Identity Attack Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Morone on wheels that's all they are no excuses for driving and being on cell phones Punjabi idioicracy
Morone on wheels that's all they are no excuses for driving and being on cell phones Punjabi idioicracy
Identity Attack0.37953663
Insult0.5739874
Profanity0.41031027
Threat0.032695748
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.192 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We like immigrants.....just not arrogant, inconsiderate punjabis
We like immigrants.....just not arrogant, inconsiderate punjabis
Identity Attack0.55044734
Insult0.54471385
Profanity0.20592089
Threat0.011094344
Severe Toxicity0.028730227
Moderate 0.55739564 Moderate Con 0.31 Identity Attack Insult Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
💯 🍃 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...
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Identity Attack0.6220118
Insult0.48627716
Profanity0.12286829
Threat0.013113883
Severe Toxicity0.042180564
Moderate 0.5559701 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in …
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in the rise of crime, but not everything is shit, a lot of punjabis here are actually great ppl, but there are lots of bad apples that make life in brampton sub par. if you talk to the right ppl and be in the right eviroments, brampton is okay..... still prefer edmonton.
Identity Attack0.46028158
Insult0.47384647
Profanity0.57236236
Threat0.011793415
Severe Toxicity0.12019568
Moderate 0.5532103 Constructive 0.759
Jan 27, 2026 Inside Canada's Indian Invasion...
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
Identity Attack0.54996765
Insult0.5678696
Profanity0.29456177
Threat0.33609006
Severe Toxicity0.35368225
Moderate 0.54325575 Moderate Con 0.331 Identity Attack Insult Call_To_Action
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.