Skip to content
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: "Albertan here... we want all …" 7 comments
Albertan here... we want all the 💩 skins deported yesterday
Albertan here... we want all the 💩 skins deported yesterday
Inside Canada's Indian Invasion... · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.5130944
Profanity0.38413823
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.317 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04667538
Insult0.43450394
Profanity0.09034003
Threat0.10542984
Severe Toxicity0.01573815
Moderate 0.3972142 Constructive 0.583 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand …
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand what happening right now. No one in Canada (except maybe Albertans) want to live in your fascist dictatorship.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19100772
Insult0.40243408
Profanity0.027410502
Threat0.0070164283
Severe Toxicity0.007972717
Moderate 0.37751234 Constructive 0.507 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Blame whomever voted Liberal. I’m Albertan. We want out
Blame whomever voted Liberal. I’m Albertan. We want out
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.1232452
Insult0.06921569
Profanity0.020442016
Threat0.019228047
Severe Toxicity0.0059509277
Low Tox 0.21107252 Moderate Con 0.437
Aug 26, 2025 8 likes Why Canadians Are Turning Against …
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate …
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate attempt to hide their miserable economic performance have relied on immigration to falsely boost the numbers. Albertans want out.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.099899694
Insult0.113185234
Profanity0.016172111
Threat0.006835188
Severe Toxicity0.0033187866
Low Tox 0.20149297 Moderate Con 0.486 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yeah. We want rule of law, and we want Danielle Smith to be tried and convicted and put in prison for treason. That's what albertans want the sane albertans
Yeah. We want rule of law, and we want Danielle Smith to be tried and convicted and put in prison for treason. That's what albertans want the sane albertans
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.016360072
Insult0.061801232
Profanity0.013780965
Threat0.06939816
Severe Toxicity0.004463196
Low Tox 0.16158698 Moderate Con 0.445 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Albertan, this makes me want to stay part of canaduh so much more LOL.
As an Albertan, this makes me want to stay part of canaduh so much more LOL.
Inside Canada's Indian Metropolis (Brampton) · 140: Cluster #139
Close reading → Discourse → Video sentiment →
Identity Attack0.021987455
Insult0.023995465
Profanity0.021808386
Threat0.006809296
Severe Toxicity0.0024032593
Low Tox 0.07212844 Constructive 0.502 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.