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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: "While at Conestoga College (Indian …" 6 comments
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, …
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, then bring their whole family. They don't even care about the schooling. They say " blame Trudeau" "We are taking advantage of the stupidity"
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.71120167
Profanity0.29168049
Threat0.009929225
Severe Toxicity0.023076924
Toxic 0.718943 Constructive 0.519 Insult Unverified_Claim
Oct 9, 2025 IRCC Names India in Study …
Kick out the Indian students. Conestoga college is the indian production industry
Kick out the Indian students. Conestoga college is the indian production industry
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.17486192
Profanity0.18356428
Threat0.5195707
Severe Toxicity0.15706694
Moderate 0.50759226 Low Con 0.098 Identity Attack Threat
Aug 27, 2025 Why Canadians Are Turning Against …
Close Conestoga college and put them in jail they destroyed the future of our children they are all suffer from stress because Indians have made the life in Csnada miserable they can’t find jobs the …
Close Conestoga college and put them in jail they destroyed the future of our children they are all suffer from stress because Indians have made the life in Csnada miserable they can’t find jobs the price of house is so high
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.10363861
Threat0.085497424
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.401
Oct 3, 2025 1 likes IRCC Names India in Study …
Conestoga, Lambton and all colleges 1 year diplomas to Indian students need to be shutdown !
Conestoga, Lambton and all colleges 1 year diplomas to Indian students need to be shutdown !
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.28034934
Insult0.07301756
Profanity0.023789622
Threat0.028206514
Severe Toxicity0.008277893
Low Tox 0.2553839 Low Con 0.167
Sep 30, 2025 1 likes IRCC Names India in Study …
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.2823795
Insult0.09416737
Profanity0.042413518
Threat0.008738215
Severe Toxicity0.0065612793
Low Tox 0.25462922 Constructive 0.59 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04925346
Insult0.015948927
Profanity0.011133623
Threat0.0069905366
Severe Toxicity0.0015258789
Low Tox 0.05725329 Constructive 0.539 Policy_Critique
Sep 26, 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.