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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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Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Dude just say it’s INDIA …" 3 comments
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in …
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in they're Culture, they don't see it as lying!!! I bet anything he found away around the rules and cheated and lied to get his RN Certificate and now does the bare minimum at his job, thats what he meant by its easy now!!! Note he also said Canada is like Indian, that just means they are turning it into India, so how can a person say they're proud to be Canadian??? Proud to be a Canadian means you asymulate, not turn it into India! Your getting a warped opinion from a lying Indian!!! That said I did meet a few good Indian elders mostly, as they follow the beliefs were all equal and treat you with respect, but if it ever comes down to an Indian against a white person in a dispute, the Indian will Always be favored in they're communities!!!😎😎😎
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38230872
Insult0.3388922
Profanity0.07611542
Threat0.010058682
Severe Toxicity0.018836858
Moderate 0.37751234 Constructive 0.73 Unverified_Claim
Sep 20, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
Dude just say it’s INDIA ….
Dude just say it’s INDIA ….
IRCC Names India in Study Permit Fraud | … · 109: Cluster #108
Close reading → Discourse → Video sentiment →
Identity Attack0.039714564
Insult0.018581128
Profanity0.02208166
Threat0.0077154995
Severe Toxicity0.002670288
Low Tox 0.057748068 Low Con 0.191 Identity_Assertion
Oct 2, 2025 IRCC Names India in Study …

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.