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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: "bro all of them are …" 392 comments · Page 4 of 16
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Identity Attack0.10221587
Insult0.4302003
Profanity0.47001255
Threat0.024235269
Severe Toxicity0.16496792
Moderate 0.5779532 Moderate Con 0.314 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Identity Attack0.022791367
Insult0.26957804
Profanity0.5643384
Threat0.027688526
Severe Toxicity0.1465323
Moderate 0.5779532 Low Con 0.227 Humor_Satire
Jan 27, 2026 1,120 likes Inside Canada's Indian Invasion...
8:20 I swear bro is rasict to blacks
8:20 I swear bro is rasict to blacks
Identity Attack0.57150364
Insult0.36798462
Profanity0.26628086
Threat0.03165977
Severe Toxicity0.0394905
Moderate 0.57271194 Moderate Con 0.309 Identity Attack Meta_Commentary
Feb 18, 2026 Inside Canada's Indian Invasion...
They are indians, bro! They won't stab you or kidnapp like mexicans. They will just scam you.
They are indians, bro! They won't stab you or kidnapp like mexicans. They will just scam you.
Identity Attack0.5707127
Insult0.40243408
Profanity0.3496935
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.5721988 Moderate Con 0.35 Identity Attack Threat Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
snitching is crazy bro gone get himself hurt
snitching is crazy bro gone get himself hurt
Identity Attack0.048737846
Insult0.36798462
Profanity0.28364125
Threat0.53875744
Severe Toxicity0.16960317
Moderate 0.56269526 Low Con 0.252 Threat Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
10 people. , That's all you can do. Bro the Police are useless
10 people. , That's all you can do. Bro the Police are useless
Identity Attack0.19890837
Insult0.6051471
Profanity0.2337357
Threat0.012906751
Severe Toxicity0.019611536
Moderate 0.55739564 Moderate Con 0.331 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
the dislikes are from india people bro 💀
the dislikes are from india people bro 💀
Identity Attack0.57554024
Insult0.37166002
Profanity0.26593533
Threat0.01940071
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.184 Identity Attack
Nov 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Identity Attack0.5051609
Insult0.4339631
Profanity0.37854016
Threat0.010783645
Severe Toxicity0.056527592
Moderate 0.5532103 Low Con 0.199 Identity Attack Identity_Assertion
Sep 3, 2025 Why Canadians Are Turning Against …
Bro took the help of a Pakistani to prove that Indians are bad 😂
Bro took the help of a Pakistani to prove that Indians are bad 😂
Identity Attack0.58354634
Insult0.46327567
Profanity0.26586622
Threat0.029933142
Severe Toxicity0.0912254
Moderate 0.54325575 Low Con 0.234 Identity Attack
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro I want to see you try and get smuggled
Bro I want to see you try and get smuggled
Identity Attack0.052490227
Insult0.27969417
Profanity0.2761231
Threat0.52547425
Severe Toxicity0.112294696
Moderate 0.52811706 Moderate Con 0.339 Threat Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
bro lowkey racist
bro lowkey racist
Identity Attack0.40351558
Insult0.47384647
Profanity0.27882218
Threat0.014220826
Severe Toxicity0.03680043
Moderate 0.51869136 Moderate Con 0.369 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bro punjais don’t eat poop other indian states people eat mostly hindus
Bro punjais don’t eat poop other indian states people eat mostly hindus
Identity Attack0.48915586
Insult0.4339631
Profanity0.39409557
Threat0.06238277
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.223 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Ur very brave bro damn be careful with these things...
Ur very brave bro damn be careful with these things...
Identity Attack0.025806036
Insult0.25404143
Profanity0.6242122
Threat0.01187109
Severe Toxicity0.023129508
Moderate 0.5140397 Moderate Con 0.475 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro is sponsored by a bunch of scammers
Bro is sponsored by a bunch of scammers
Identity Attack0.05612817
Insult0.53014356
Profanity0.26603898
Threat0.009747985
Severe Toxicity0.021806452
Moderate 0.50789946 Low Con 0.17 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Identity Attack0.44690517
Insult0.47384647
Profanity0.33808854
Threat0.018019408
Severe Toxicity0.028730227
Moderate 0.50789946 Moderate Con 0.494 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of …
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of the statues 💀 Crazy that you were in my neighbourhood Hahahah (I’m turkish not indian), I could have given you some more insight Hahaha
Identity Attack0.22935481
Insult0.2817503
Profanity0.39409557
Threat0.04098356
Severe Toxicity0.16960317
Moderate 0.50759226 Constructive 0.615 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro freezing balls. You haven’t seen cold Tyler, 💀
Bro freezing balls. You haven’t seen cold Tyler, 💀
Identity Attack0.019676208
Insult0.16337912
Profanity0.42990944
Threat0.012596053
Severe Toxicity0.02402156
Moderate 0.50759226 Low Con 0.259 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Identity Attack0.48915586
Insult0.48675314
Profanity0.17752954
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.438 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
Bro, can't believe you went with the smugglers, Indians in Canada are very shooty
Bro, can't believe you went with the smugglers, Indians in Canada are very shooty
Identity Attack0.55011386
Insult0.46173862
Profanity0.22673377
Threat0.06939816
Severe Toxicity0.02444411
Moderate 0.4850187 Moderate Con 0.317 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
wtf did bro get himself into
wtf did bro get himself into
Identity Attack0.012943448
Insult0.17237684
Profanity0.5643384
Threat0.010239923
Severe Toxicity0.023411209
Moderate 0.4826145 Moderate Con 0.333 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
9:02 bro's naked too 😭
9:02 bro's naked too 😭
Identity Attack0.059311368
Insult0.16124763
Profanity0.33258784
Threat0.044925548
Severe Toxicity0.02439716
Moderate 0.48141238 Moderate Con 0.373
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
14:41 wtf is that bro 😂😂😂 the little tuktuk on the highway 😂
14:41 wtf is that bro 😂😂😂 the little tuktuk on the highway 😂
Identity Attack0.019475231
Insult0.16875735
Profanity0.46460027
Threat0.021990653
Severe Toxicity0.041283876
Moderate 0.48021027 Moderate Con 0.316 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
bro talking about low IQ when he thinks muslim is a race lmfao
bro talking about low IQ when he thinks muslim is a race lmfao
Identity Attack0.50515443
Insult0.36798462
Profanity0.24727546
Threat0.013476364
Severe Toxicity0.024725812
Moderate 0.47886392 Low Con 0.175 Identity Attack
Jan 27, 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.