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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: "It is absolutely wild the …" 4 comments
How there's no immigration cap per country? This is absolutely wild. Diversity my ass.
How there's no immigration cap per country? This is absolutely wild. Diversity my ass.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.11163961
Insult0.44464502
Profanity0.6242122
Threat0.010990778
Severe Toxicity0.06488878
Toxic 0.743089 Low Con 0.268
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations have legal penalties for rape. Africans are “stupid” and “can’t keep a job at McDonald’s”? But somehow Nigerians are some of the smartest, most accomplished people I’ve met in my life. The ones I know are doctors, lawyers, engineers, work in tech, living in mansions and driving cars this miserable white trash of a man would only dream of. The irony of someone with such a limited worldview calling other people “low IQ” is wild. Education isn’t just about what you think you know, it’s knowing when you’re completely out of your depth. Instead of blaming entire populations for why you think they’re beneath you, maybe ask yourself why tearing others down is the only way you know how to feel superior.
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.57787937
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.478 Insult Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35948995
Insult0.25800487
Profanity0.19401662
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.3389984 Low Con 0.167 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
It is absolutely wild the difference in immigration now vs pre-2015. I had a brief marriage in my early 20’s to a man that was a Turkish PR and when we had our child in …
It is absolutely wild the difference in immigration now vs pre-2015. I had a brief marriage in my early 20’s to a man that was a Turkish PR and when we had our child in 2012 - back when Kenney was minister - we were unable to get a 3 week visitor visa approved for his mother and 17 year old sister to come to Halifax from Istanbul to meet the baby because they were considered at risk for not leaving. This is despite my former MiL providing documents showing she had property, a business and an ailing husband to return to. They appealed the decision once, the result was the same and they were then told they couldn’t re-apply for a certain length of time. We ended up taking the baby there when he was a few months old as it was so much easier. Now everything’s a free for all
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.031980325
Insult0.028612386
Profanity0.017436003
Threat0.0067445673
Severe Toxicity0.0020122528
Low Tox 0.07450261 Constructive 0.773 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.