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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: "These are Punjabis who are …" 343 comments · Page 12 of 14
As an immigrant myself ( indian, punjabi) i have only one question. How did liberals win. Is the democracy sleeping.
As an immigrant myself ( indian, punjabi) i have only one question. How did liberals win. Is the democracy sleeping.
Identity Attack0.06929302
Insult0.03312982
Profanity0.021740068
Threat0.008155655
Severe Toxicity0.0025558472
Low Tox 0.11388343 Constructive 0.52
Aug 25, 2025 Why Canadians Are Turning Against …
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did …
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did make false and fake credentials.I can challenge if fhey are taken IELTS here in Canada their score would be 2 Alhamdulillah we came from a Cosmopolitan citt on POINTS and worked hard in Middle East in Medical facilities.
Identity Attack0.036105253
Insult0.0623257
Profanity0.0137468055
Threat0.006168481
Severe Toxicity0.0021076202
Low Tox 0.11336674 Constructive 0.659 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
They are not india they are punjabi
They are not india they are punjabi
Identity Attack0.105836816
Insult0.0350029
Profanity0.048175167
Threat0.008090926
Severe Toxicity0.005531311
Low Tox 0.113263406 Low Con 0.177 Identity_Assertion
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabi men are so tall.
Punjabi men are so tall.
Identity Attack0.10221587
Insult0.04383647
Profanity0.06395709
Threat0.011249693
Severe Toxicity0.007019043
Low Tox 0.113263406 Moderate Con 0.318 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
Id rather have punjabis folks; they're so lovely for real
Id rather have punjabis folks; they're so lovely for real
Identity Attack0.10221587
Insult0.026702631
Profanity0.045419596
Threat0.009540852
Severe Toxicity0.005264282
Low Tox 0.112333365 Moderate Con 0.459 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
My local Walmart is 100% Indian ( Punjabi) and I can only wonder how non Indians feel when they walk into a store in Canada with total Punjabi conversations. The staff is often not adequately …
My local Walmart is 100% Indian ( Punjabi) and I can only wonder how non Indians feel when they walk into a store in Canada with total Punjabi conversations. The staff is often not adequately informed about products and their placement in the store.
Identity Attack0.10815793
Insult0.028061481
Profanity0.014122557
Threat0.0062137907
Severe Toxicity0.002155304
Low Tox 0.11202335 Constructive 0.707 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canadian flags all over the Punjabi human trafficker safehouse. This is the most canadian thing I've ever seen!.
Canadian flags all over the Punjabi human trafficker safehouse. This is the most canadian thing I've ever seen!.
Identity Attack0.08087392
Insult0.031697463
Profanity0.013166099
Threat0.007793174
Severe Toxicity0.003452301
Low Tox 0.11161 Moderate Con 0.371 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis. Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Identity Attack0.10293542
Insult0.023608726
Profanity0.029186781
Threat0.008815889
Severe Toxicity0.0039100647
Low Tox 0.11150667 Constructive 0.744 Personal_Narrative
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Hindus and Punjabis are fighting in Brampton. Frequently Police have to get involved.
Hindus and Punjabis are fighting in Brampton. Frequently Police have to get involved.
Identity Attack0.10221587
Insult0.022964163
Profanity0.023243073
Threat0.01940071
Severe Toxicity0.003643036
Low Tox 0.11140333 Moderate Con 0.425
Sep 20, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
They are not indian they are Punjabi
They are not indian they are Punjabi
Identity Attack0.10221587
Insult0.04149419
Profanity0.04291453
Threat0.008026198
Severe Toxicity0.005340576
Low Tox 0.11140333 Low Con 0.218 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
its mainly the punjabis
its mainly the punjabis
Identity Attack0.10221587
Insult0.03335018
Profanity0.034397304
Threat0.008686432
Severe Toxicity0.0051879883
Low Tox 0.11078331 Low Con 0.298 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Identity Attack0.10221587
Insult0.027218282
Profanity0.03489832
Threat0.00951496
Severe Toxicity0.0037002563
Low Tox 0.1104733 Constructive 0.697
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@17:07 That sounds like Pakistani side of Punjabi
@17:07 That sounds like Pakistani side of Punjabi
Identity Attack0.10221587
Insult0.047349896
Profanity0.04592061
Threat0.010110466
Severe Toxicity0.0073623657
Low Tox 0.1100022 Low Con 0.266
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Identity Attack0.10221587
Insult0.02373764
Profanity0.019758832
Threat0.0068999166
Severe Toxicity0.0024795532
Low Tox 0.10913446 Constructive 0.648
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Punjabi, I’m lowk kinda hurt by these comments
As a Punjabi, I’m lowk kinda hurt by these comments
Identity Attack0.054763943
Insult0.026444806
Profanity0.043415543
Threat0.009877442
Severe Toxicity0.0032806396
Low Tox 0.10783285 Moderate Con 0.499 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Punjabi people are very protective of everyone they around.
Punjabi people are very protective of everyone they around.
Identity Attack0.099072486
Insult0.027218282
Profanity0.029596692
Threat0.009230154
Severe Toxicity0.0042915344
Low Tox 0.10739898 Moderate Con 0.455 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration canada and Punjabi canada are conjoined twins. Differences one wears a safety hockey cloth headgear.
Immigration canada and Punjabi canada are conjoined twins. Differences one wears a safety hockey cloth headgear.
Identity Attack0.04177703
Insult0.033570543
Profanity0.014088398
Threat0.0071199946
Severe Toxicity0.0024795532
Low Tox 0.102626406 Moderate Con 0.369 Humor_Satire
Oct 3, 2025 1 likes IRCC Names India in Study …
Brampton ward 4 - punjabi organized crime, safehouses
Brampton ward 4 - punjabi organized crime, safehouses
Identity Attack0.04667538
Insult0.034562174
Profanity0.020851927
Threat0.011819307
Severe Toxicity0.004673004
Low Tox 0.10175867 Low Con 0.212
Oct 1, 2025 2 likes IRCC Names India in Study …
Tamils Punjabi Indians Muslims Chinese Bangladesh Philippinos
Tamils Punjabi Indians Muslims Chinese Bangladesh Philippinos
Identity Attack0.10221587
Insult0.045007613
Profanity0.06044999
Threat0.012181788
Severe Toxicity0.010757446
Low Tox 0.10175867 Low Con 0.249 Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Indian problem or Punjabi problem?
Indian problem or Punjabi problem?
Identity Attack0.10221587
Insult0.054376744
Profanity0.035649836
Threat0.010654188
Severe Toxicity0.009346008
Low Tox 0.09828771 Low Con 0.229 Question
Feb 28, 2026 Inside Canada's Indian Invasion...
Punjabis 🤣
Punjabis 🤣
Identity Attack0.037136484
Insult0.05203446
Profanity0.07385241
Threat0.00756015
Severe Toxicity0.005302429
Low Tox 0.09611836 Moderate Con 0.38
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
PUNJABI AAGAYE OIII
PUNJABI AAGAYE OIII
Identity Attack0.051808115
Insult0.054376744
Profanity0.059447967
Threat0.02181799
Severe Toxicity0.008201599
Low Tox 0.0926474 Low Con 0.181 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hey man you’r driver was not Punjabi he was Haryanvi that’s a different state
Hey man you’r driver was not Punjabi he was Haryanvi that’s a different state
Identity Attack0.027815815
Insult0.025542418
Profanity0.020578653
Threat0.006925808
Severe Toxicity0.002784729
Low Tox 0.091913216 Moderate Con 0.417 Meta_Commentary
Feb 6, 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.