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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: "Bull shit canada" 3 comments
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely …
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely on the workers who get the working visa. So they cannot go back to India.
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.13618062
Insult0.25303623
Profanity0.8147593
Threat0.0041770977
Severe Toxicity0.00029806927
Toxic 0.89366525
Apr 17, 2025 1 likes
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these …
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these guys do in Canada you could never get away with in India if you were a foreigner
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.67254376
Profanity0.6919765
Threat0.04524883
Severe Toxicity0.35368225
Toxic 0.8460273 Constructive 0.546 Identity Attack Insult Comparative_Framing
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND …
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND BEFORE,WHO WAS WORKING AT WALMART,TIN HORTON,MCDONALD,GAS STATIONS AND OTHER PLACES ??YOU WILL SEE 95% OF CANADIANS AND ABOUT 5% OF TEMPORARY WORKERS ..I WOULD SAY THAT BETWEEN 50 AND 100 000 CANADIANS LOST THEIR JOBS TO FOREIGNERS !!!! THEY BRING IN 50 TO 100 000 FOREIGNERS AND SEND THE SAME AMOUNT OF CANADIANS ON EI OR ON WELFARE !!! WHO WERE THE GAINERS ? THE COMPANIES WHO HIRED THEM (WALMART,MACDONALD,GAS STATIONS,TIM HORTON,ND SO ON) AND THE TEMPORARY WORKERS....THESE PEOPLE SHOULD NOT HAVE BEEN HIRED IN ANY WAY !!!! SO,I DON'T GIVE A SHIT WHEN YOU SAY THAT MAYBE A MILLION WILL LOSE THEIR STATUS..CANADIANS COME FIRST AND WHEN IT'S IMPOSSIBLE TO FIND CANADIAN WORKERS,THEN THEY BRING FOREIGNERS ( IN THE FARMING ..
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.01580861
Insult0.050302777
Profanity0.50067884
Threat0.0009623418
Severe Toxicity0.000058776946
Moderate 0.5660313
Apr 21, 2025

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.