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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "The biggest scammers are from …" 6 comments
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Why the F is indians everyone!?!? Punjabi biggest scammer on EARTH
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Video sentiment →
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...
These indians go to canada and drive and make street dirty like its india- no respect at all. Also biggest scammer, i hope this traffickers get jailed
These indians go to canada and drive and make street dirty like its india- no respect at all. Also biggest scammer, i hope this traffickers get jailed
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.5739874
Profanity0.24341469
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.285 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The biggest scammers are from india and they are destroying Canada
The biggest scammers are from india and they are destroying Canada
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.17987521
Threat0.06939816
Severe Toxicity0.051147457
Moderate 0.5721988 Low Con 0.23 Identity Attack Insult Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
90% of the staff of IRCC are Indians. They are aware of the cover-up. They are the biggest scammers. Look at how they are stuttering.
90% of the staff of IRCC are Indians. They are aware of the cover-up. They are the biggest scammers. Look at how they are stuttering.
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.5129801
Profanity0.14049543
Threat0.011456826
Severe Toxicity0.023076924
Moderate 0.47323486 Low Con 0.145 Insult Unverified_Claim
Sep 28, 2025 13 likes IRCC Names India in Study …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false documents and Canada not only made them welcome but also let them enter politics, police, government positions many with just PR and not even citizenship holders. How can an India citizen with Canadian Residency work as a customs officer or police with no Canadian citizenship?
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.28622448
Insult0.1640896
Profanity0.02119352
Threat0.0074306927
Severe Toxicity0.0064086914
Low Tox 0.27525392 Constructive 0.726 Policy_Critique
Jan 27, 2026 160 likes Inside Canada's Indian Invasion...
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what …
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what 'used' to be a balanced multicultural way of life - is now being completely replaced by, majority led, india and a select handful of a few other nations - philippines, nigeria, bangladesh and some middle eastern nations. most of these nations - minus the philippines - have very different values and laws from the west. gender inequality, caste systems and not to mention religious / secular conflicts. racism is also incredible in those nations - again, minus the philippines. the only reason i include the philippines on this list as well is because their numbers are also very high in terms of the recent immigration scams but still not as high as india - who by large is the biggest scammer by a mile. these nations export canadian capital to their home nations and recycle the cash and bring in more of their own people. it is blatant soft power take over of canada without firing a single shot. canadians need to wake up and bring back balanced immigration. i will never accept sharia law, caste systems of gender inequality in canada but it is already here and their population is hundreds to thousands of times more than canada and they are already establishing incredibly strong roots here.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.039737478
Profanity0.016342908
Threat0.007081157
Severe Toxicity0.00333786
Low Tox 0.11398677 Moderate Con 0.434
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.