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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: "Not indian, punjabi" 147 comments · Page 1 of 6
Fuck me them punjabis and Indians won’t mix well
Fuck me them punjabis and Indians won’t mix well
Identity Attack0.6637263
Insult0.5678696
Profanity0.8186401
Threat0.2836219
Severe Toxicity0.45895407
Toxic 0.90451443 Low Con 0.182 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
Identity Attack0.6458014
Insult0.6991143
Profanity0.7654259
Threat0.12996206
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.289 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they …
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they supply to the punjab through pakistan border all the Punjabi singer who live in canada are also part of it,so being racists towards indian will not help you ask your government to take action on them and return them to indian government
Identity Attack0.5135796
Insult0.5678696
Profanity0.50818664
Threat0.10542984
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.35 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
Best way to destroy a country, bring in a tonne of Indians, Punjabis, Muslims.
Best way to destroy a country, bring in a tonne of Indians, Punjabis, Muslims.
Identity Attack0.7207808
Insult0.42881694
Profanity0.25824076
Threat0.5195707
Severe Toxicity0.35368225
Moderate 0.68408644 Low Con 0.159 Identity Attack Threat
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Identity Attack0.6220118
Insult0.6149945
Profanity0.44366163
Threat0.1338057
Severe Toxicity0.45895407
Moderate 0.65996873 Low Con 0.214 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
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...
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...
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...
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...
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...
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...
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)
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...
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Identity Attack0.6220118
Insult0.36798462
Profanity0.20016506
Threat0.34552678
Severe Toxicity0.16960317
Moderate 0.52811706 Low Con 0.286 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
Identity Attack0.56445944
Insult0.5130944
Profanity0.32658687
Threat0.11002964
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.507 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under …
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under the boot of the racist Indian government
Identity Attack0.4508763
Insult0.56997263
Profanity0.24910301
Threat0.13228847
Severe Toxicity0.10702737
Moderate 0.51869136 Moderate Con 0.347 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black …
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black people start protesting against Mass immigration and fake students from India.
Identity Attack0.5135796
Insult0.36798462
Profanity0.39409557
Threat0.04363242
Severe Toxicity0.056527592
Moderate 0.50503236 Constructive 0.54 Identity Attack
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Punjabi already destroyed canada.shame on indian government and people.
Punjabi already destroyed canada.shame on indian government and people.
Identity Attack0.54151535
Insult0.40698266
Profanity0.08840031
Threat0.13599728
Severe Toxicity0.02420936
Moderate 0.4850187 Low Con 0.135 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes 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.