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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: "“They walk around naked..” Polish …" 7 comments
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? …
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? White people took over large swathes of land everywhere and killed the natives. Forget being America's 51st state, you're already India's 29th.
Identity Attack0.55044734
Insult0.6677319
Profanity0.36230123
Threat0.14960353
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.36 Identity Attack Insult Moral_Argument
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
8:39 They all look similar. Is polish where everyone looks grumpy or blonde. 9:01 They walk around naked said by a naked man😂
8:39 They all look similar. Is polish where everyone looks grumpy or blonde. 9:01 They walk around naked said by a naked man😂
Identity Attack0.25478655
Insult0.26957804
Profanity0.3051381
Threat0.049128212
Severe Toxicity0.02604016
Moderate 0.47119883 Moderate Con 0.303
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
Identity Attack0.37012735
Insult0.36798462
Profanity0.3320008
Threat0.058180105
Severe Toxicity0.024960563
Moderate 0.47119883 Moderate Con 0.399 Humor_Satire
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
9:01 “They never even cover up the window, they walk naked” - literally Polish man who’s walking around naked 😂😂😂
Identity Attack0.33675182
Insult0.19734058
Profanity0.2564132
Threat0.035113025
Severe Toxicity0.02416241
Moderate 0.45751464 Low Con 0.235
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Come on the Polish guy is just straight racist. "They all look the same", "They don't cover their windows, they walk around naked in their house" Brother you're naked outside the house in the video. …
Come on the Polish guy is just straight racist. "They all look the same", "They don't cover their windows, they walk around naked in their house" Brother you're naked outside the house in the video. Why are you peeping Tom looking into people's windows?
Identity Attack0.46028158
Insult0.40243408
Profanity0.12727508
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.417
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
Identity Attack0.46028158
Insult0.31740165
Profanity0.22572558
Threat0.027343199
Severe Toxicity0.023246882
Moderate 0.4398409 Moderate Con 0.331 Humor_Satire
Jan 2, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
“They walk around naked..” Polish dude 9:00. The irony.
“They walk around naked..” Polish dude 9:00. The irony.
Identity Attack0.104676254
Insult0.15840563
Profanity0.17241211
Threat0.01119791
Severe Toxicity0.013543231
Moderate 0.34757367 Low Con 0.228 Humor_Satire
Sep 19, 2025 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.