Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "These are Punjabis who are …" 343 comments · Page 1 of 14
Canada sucks Punjabi penis
Canada sucks Punjabi penis
Identity Attack0.73072165
Insult0.72868866
Profanity0.8802007
Threat0.044278983
Severe Toxicity0.61260825
Toxic 0.95048624 Moderate Con 0.326 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You dumbfuck they were using fake punjabi names none of them were Punjabi and Sikhs plus none of them were speaking Punjabi you cumskin do your research thoroughly before blaming in a video
You dumbfuck they were using fake punjabi names none of them were Punjabi and Sikhs plus none of them were speaking Punjabi you cumskin do your research thoroughly before blaming in a video
Identity Attack0.38223284
Insult0.72756535
Profanity0.7796426
Threat0.094697006
Severe Toxicity0.5454843
Toxic 0.9288007 Low Con 0.158 Insult Meta_Commentary
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Identity Attack0.60238177
Insult0.6675394
Profanity0.78491896
Threat0.08396416
Severe Toxicity0.50703704
Toxic 0.911035 Low Con 0.214 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Punjabis built all of Canada like it or not. They do the jobs whites don’t want to do. They build everything from the ground up and developed all shitty ghetto neighborhoods into suburbia. Not our …
Punjabis built all of Canada like it or not. They do the jobs whites don’t want to do. They build everything from the ground up and developed all shitty ghetto neighborhoods into suburbia. Not our fault most whites have drug problems. They on welfare, smoke Fent, have all different baby mamas. And they all smell cat dirty wet dogs and cigarettes. Fuckin stinkers
Identity Attack0.6649212
Insult0.71551245
Profanity0.776286
Threat0.046218675
Severe Toxicity0.45895407
Toxic 0.85173553 Moderate Con 0.383 Identity Attack Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bloody fucking Punjabi khalistanis
Bloody fucking Punjabi khalistanis
Identity Attack0.7426507
Insult0.7657292
Profanity0.80158395
Threat0.49142194
Severe Toxicity0.71338886
Toxic 0.83334327 Low Con 0.203 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on …
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on India any chance the get. 😢
Identity Attack0.7426507
Insult0.68668073
Profanity0.68353343
Threat0.2836219
Severe Toxicity0.52737635
Toxic 0.8252207 Moderate Con 0.324 Identity Attack Insult Identity_Assertion
Feb 11, 2026 Inside Canada's Indian Invasion...
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and …
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and the government allowed it in the name of social justice. Idiotic traitors.
Identity Attack0.5612457
Insult0.802824
Profanity0.39409557
Threat0.015602129
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.499 Identity Attack Insult Fear_Threat
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...
punjabi community and islamic invasion are the only reason why entire north america fuc*ed up!
punjabi community and islamic invasion are the only reason why entire north america fuc*ed up!
Identity Attack0.6487889
Insult0.5130944
Profanity0.70864636
Threat0.037530303
Severe Toxicity0.35368225
Toxic 0.7761081 Low Con 0.172 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada suck even more now that Punjabi there
Canada suck even more now that Punjabi there
Identity Attack0.57150364
Insult0.5739874
Profanity0.55356324
Threat0.009696201
Severe Toxicity0.34189755
Toxic 0.7675452 Low Con 0.267 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Identity Attack0.48915586
Insult0.5739874
Profanity0.7107322
Threat0.04524883
Severe Toxicity0.26195827
Toxic 0.7570315 Moderate Con 0.483 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
Identity Attack0.6649212
Insult0.6677319
Profanity0.36230123
Threat0.012130005
Severe Toxicity0.21596274
Toxic 0.7308154 Low Con 0.218 Identity Attack Insult
Jun 18, 2025 How Canada broke its immigration …
Why are they worshipping canadian river or lake...it is not Ganga or Yamuna river...that is funny and embarrassing...educated idiots...i am a punjabi immigrant but that is idiotic..it should not be allowed and they should be …
Why are they worshipping canadian river or lake...it is not Ganga or Yamuna river...that is funny and embarrassing...educated idiots...i am a punjabi immigrant but that is idiotic..it should not be allowed and they should be fined for doing that..but oh wait it is against Canadian values where criminals can come to your home and victim gets charged for protecting his/her family
Identity Attack0.3817989
Insult0.75027496
Profanity0.2963245
Threat0.013321015
Severe Toxicity0.05742428
Toxic 0.7252971 Moderate Con 0.487 Insult Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Identity Attack0.4054415
Insult0.48399165
Profanity0.58072567
Threat0.1329628
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.399 Solidarity
Jan 28, 2026 1 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...
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the stares etc. You should interview successful white people, no the homeless ones, ofcourse they are going to blame the visbily succesful ones—but then just like he said he does not give a shit, the punjabis to does not give a shit,
Identity Attack0.55044734
Insult0.54471385
Profanity0.6919765
Threat0.016120117
Severe Toxicity0.18538254
Moderate 0.6989911 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( …
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( MENA ). They calm their ass over to a white nation. But in their own home nation they call themselves as white like...
Identity Attack0.6458014
Insult0.5678696
Profanity0.5365423
Threat0.13616586
Severe Toxicity0.35368225
Moderate 0.6863638 Low Con 0.296 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Canada didnt do shit. Punjabis did...... Locusts
Canada didnt do shit. Punjabis did...... Locusts
Identity Attack0.5516043
Insult0.5935568
Profanity0.64657205
Threat0.042662576
Severe Toxicity0.349583
Moderate 0.6863638 Low Con 0.15 Identity Attack Insult Identity_Assertion
Jun 18, 2025 8 likes How Canada broke its immigration …
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
Identity Attack0.5135796
Insult0.5543018
Profanity0.6370159
Threat0.07399795
Severe Toxicity0.35368225
Moderate 0.6852916 Low Con 0.194 Identity Attack Insult Policy_Critique
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...
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Identity Attack0.43896464
Insult0.6798578
Profanity0.24818924
Threat0.010239923
Severe Toxicity0.02514347
Moderate 0.6588125 Low Con 0.209 Insult 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.