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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: "Just future liberal voters" 6 comments
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will …
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will reproduce like crazy. Then you need to collect even more taxes, robbing your hard-working population to provide for them, and you get even more surprised. But of course, you know exactly what you're doing. Those low-quality migrants are your future voters. That's why your asses in the government seats aren't going to be replaced anytime soon. Good job, liberals! Just remember, the branch you're sawing off now is the one you're sitting on. Your fall is inevitable; it's only a matter of time.
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.489133
Profanity0.40878695
Threat0.023199292
Severe Toxicity0.0394905
Moderate 0.50789946 Moderate Con 0.39 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Blind Liberals Voters should watch this,They r voting and ruining future of their kids
Blind Liberals Voters should watch this,They r voting and ruining future of their kids
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.28622448
Insult0.40975618
Profanity0.0684662
Threat0.015774792
Severe Toxicity0.015092585
Moderate 0.4014846 Low Con 0.154
Oct 11, 2025 IRCC Names India in Study …
It’s easy to find them they are working at Tim Hortons walmart gas stations driving trucks the liberals know where they are they just want to close their eyes because they see them as their …
It’s easy to find them they are working at Tim Hortons walmart gas stations driving trucks the liberals know where they are they just want to close their eyes because they see them as their future voters
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.019776696
Insult0.039444692
Profanity0.014566627
Threat0.01086132
Severe Toxicity0.0024604797
Low Tox 0.11057663 Low Con 0.2
Oct 3, 2025 2 likes IRCC Names India in Study …
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.029273475
Profanity0.010365041
Threat0.0067898775
Severe Toxicity0.0012969971
Low Tox 0.07212844 Constructive 0.572 Call_To_Action
Feb 24, 2026 'We do know that there's …
Just future liberal voters
Just future liberal voters
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.009989422
Insult0.011540901
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0011062622
Low Tox 0.024967449 Low Con 0.255 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
It was purely designed to import a vast number of future liberal voters. There was no other reason. With how quickly citizenship is granted here after getting your PR, it's obvious.
It was purely designed to import a vast number of future liberal voters. There was no other reason. With how quickly citizenship is granted here after getting your PR, it's obvious.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004439743
Insult0.012262905
Profanity0.011201942
Threat0.0064727063
Severe Toxicity0.00077724457
Low Tox 0.021667719 Moderate Con 0.392 Unverified_Claim
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …

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.