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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: "How ironic for a white …" 5 comments
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done …
How ironic for a white person to speak on colonization and “their country” being taken over by non whites. White people have colonized every freakin continent and called it theirs and now when it’s done to them they don’t like it or feel safe then got all sorts or derogatory and racist remarks for these groups. It’s called karma. Ask the Indians about that😂😂😂😂😂😂😂😂😂😂 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.45135358
Profanity0.46460027
Threat0.028897164
Severe Toxicity0.18844056
Moderate 0.5885171 Moderate Con 0.432 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Pretty ironic, givin that all the white people are colonizers originally
Pretty ironic, givin that all the white people are colonizers originally
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.24928534
Profanity0.1352073
Threat0.009230154
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.208 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.22859548
Insult0.06529768
Profanity0.069969244
Threat0.10696311
Severe Toxicity0.010604858
Low Tox 0.24282593 Low Con 0.279 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his …
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his fellow Southern European friends the kind of problems they felt and how difficult it was for them to assimilate in the society. Discrimination against Italians and the internal migration from NY to NJ is known to most people. Spanish were not even granted citizenship for the most part. I agree that immigrants should assimilate, not create a dirty atmosphere and be respectful but the xenophobia in this video is insane and so ironic, coming from a Portugese man.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.008789998
Severe Toxicity0.006828308
Low Tox 0.2396185 Constructive 0.791 Comparative_Framing
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.