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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

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: "Bro this is what happened …" 5 comments
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Identity Attack0.3817989
Insult0.5678696
Profanity0.8089582
Threat0.01750142
Severe Toxicity0.35368225
Toxic 0.8403191 Constructive 0.514 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Don't believe it, what happened to the students? Also, the same people who made the problem are saying "trust us bro" we are fixing things....get outta here.
Don't believe it, what happened to the students? Also, the same people who made the problem are saying "trust us bro" we are fixing things....get outta here.
Identity Attack0.007214582
Insult0.035443626
Profanity0.02126184
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11398677 Moderate Con 0.341
Dec 30, 2025 Deportations From Canada at Their …
Bro this is what happened to Australia
Bro this is what happened to Australia
Identity Attack0.043581683
Insult0.018967867
Profanity0.026590679
Threat0.012285355
Severe Toxicity0.0039482117
Low Tox 0.09872158 Moderate Con 0.316 Comparative_Framing
Jan 27, 2026 26 likes Inside Canada's Indian Invasion...
It’s happening in Texas to bro
It’s happening in Texas to bro
Identity Attack0.008694496
Insult0.011236899
Profanity0.017299367
Threat0.008453408
Severe Toxicity0.0016784668
Low Tox 0.030270588 Low Con 0.296 Comparative_Framing
Jan 28, 2026 1 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.