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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "So Punjab is not a …" 274 comments · Page 1 of 11
Where the fuck is punjab, you fucking traitorous assholes? Indian government and Indians should never give a flying fuck about these pieces or shit khalistanis. Fucking backstabbing snakes
Where the fuck is punjab, you fucking traitorous assholes? Indian government and Indians should never give a flying fuck about these pieces or shit khalistanis. Fucking backstabbing snakes
Identity Attack0.79850346
Insult0.87506694
Profanity0.94929975
Threat0.35782173
Severe Toxicity0.6532936
Toxic 0.9749944 Low Con 0.112 Identity Attack Insult Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
Fucker doesn't know about the second part of Punjab located in pakistan. The shit for brains can only research about a even 90% of that country don't even know about.
Fucker doesn't know about the second part of Punjab located in pakistan. The shit for brains can only research about a even 90% of that country don't even know about.
Identity Attack0.44690517
Insult0.6831271
Profanity0.90258646
Threat0.02803385
Severe Toxicity0.47886345
Toxic 0.9288007 Low Con 0.225 Insult Meta_Commentary
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
It's not poonjab you motherfucker, it's punjab 😅
It's not poonjab you motherfucker, it's punjab 😅
Identity Attack0.3817989
Insult0.7344449
Profanity0.8907955
Threat0.053330876
Severe Toxicity0.51028454
Toxic 0.91625386 Low Con 0.208 Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
Identity Attack0.28034934
Insult0.5072643
Profanity0.80158395
Threat0.079364374
Severe Toxicity0.45895407
Toxic 0.8988238 Low Con 0.272 Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
when little shyt stain punjab and paki started showing up driving around in nice cars the neighborhood went to shit
when little shyt stain punjab and paki started showing up driving around in nice cars the neighborhood went to shit
Identity Attack0.5203519
Insult0.6308392
Profanity0.8089582
Threat0.021472665
Severe Toxicity0.35368225
Toxic 0.8629672 Low Con 0.217 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Fucking indians named singh, patel who speaks punjab, hindi and gujarat are spoiling canada
Fucking indians named singh, patel who speaks punjab, hindi and gujarat are spoiling canada
Identity Attack0.7856228
Insult0.7218519
Profanity0.79449326
Threat0.34804323
Severe Toxicity0.6612285
Toxic 0.8540474 Low Con 0.127 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
Identity Attack0.16993292
Insult0.47273466
Profanity0.84995824
Threat0.016638106
Severe Toxicity0.35368225
Toxic 0.85333383 Moderate Con 0.362 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why don't they come back and fight here
Identity Attack0.38185352
Insult0.7967344
Profanity0.43781817
Threat0.026652548
Severe Toxicity0.2322463
Toxic 0.85173553 Moderate Con 0.425 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho …
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho 7:12 biggest cope ever from a half ass assimilator
Identity Attack0.46028158
Insult0.6308392
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.8460273 Moderate Con 0.308 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
2:25 Then go back to fucking Punjab
2:25 Then go back to fucking Punjab
Identity Attack0.5516043
Insult0.61794597
Profanity0.776286
Threat0.34552678
Severe Toxicity0.61260825
Toxic 0.8364697 Low Con 0.193 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
fukk you you dirty punjab
fukk you you dirty punjab
Identity Attack0.6649212
Insult0.7657292
Profanity0.78491896
Threat0.34804323
Severe Toxicity0.65725857
Toxic 0.8364697 Low Con 0.239 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Identity Attack0.2816105
Insult0.6149945
Profanity0.70864636
Threat0.047835086
Severe Toxicity0.44969136
Toxic 0.7570315 Low Con 0.25 Insult Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Identity Attack0.40255263
Insult0.7657292
Profanity0.38343847
Threat0.017156094
Severe Toxicity0.05473421
Toxic 0.7510937 Moderate Con 0.387 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Just like the black somali trash that got dumped in MN, Canada will get a taste of some punjab ass "diversity". They are literally coming over to your country and shitting on it, and you …
Just like the black somali trash that got dumped in MN, Canada will get a taste of some punjab ass "diversity". They are literally coming over to your country and shitting on it, and you smile and say "we need this diversity". Just remember canada: once they start forming r@pe gangs and banging your innocent children, just remember: you wanted this.
Identity Attack0.6649212
Insult0.6407567
Profanity0.5865656
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Low Con 0.288 Identity Attack Insult Fear_Threat
Jan 28, 2026 2 likes 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...
hey @tyleroliveira , the Temple you went to is a Hindu Temple. Sikhs live in Punjab and their religion is completely different. they believe in one sole creator and they have gurus. love your channel …
hey @tyleroliveira , the Temple you went to is a Hindu Temple. Sikhs live in Punjab and their religion is completely different. they believe in one sole creator and they have gurus. love your channel but don’t spread the false shit brother
Identity Attack0.36733335
Insult0.4810288
Profanity0.65961236
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6863638 Constructive 0.548 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Punjabs are the worst type of Indians
Punjabs are the worst type of Indians
Identity Attack0.70098627
Insult0.5130944
Profanity0.33376193
Threat0.031314444
Severe Toxicity0.2322566
Moderate 0.6667219 Low Con 0.213 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this is all you hear in the the streets no Punjab no Chinese not losers taking advantage of the tax payers contribution
Identity Attack0.57150364
Insult0.57566804
Profanity0.48510036
Threat0.012337137
Severe Toxicity0.17315048
Moderate 0.6544696 Constructive 0.557 Identity Attack Insult Comparative_Framing
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here in India!!😂😂😂
Identity Attack0.55803186
Insult0.6306599
Profanity0.17706433
Threat0.13768311
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.316 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
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...
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
Identity Attack0.4887047
Insult0.5130944
Profanity0.5865656
Threat0.09623027
Severe Toxicity0.18232453
Moderate 0.6426206 Low Con 0.274 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Identity Attack0.32768643
Insult0.5015486
Profanity0.541926
Threat0.032695748
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.468 Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
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...

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.