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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: "Same in all Europe Im …" 5 comments
Im european, and i really hope that canadians will do somethings about this. If not, it will become a shithole like europe
Im european, and i really hope that canadians will do somethings about this. If not, it will become a shithole like europe
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.47384647
Profanity0.6001929
Threat0.029587816
Severe Toxicity0.10702737
Moderate 0.6020386 Moderate Con 0.319 Fear_Threat
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
Im from England. We have this problem here but with muslims. But I don't thing America has a right to speak against immigrantion when every white American comes from Europe. Nothing wrong with it, but …
Im from England. We have this problem here but with muslims. But I don't thing America has a right to speak against immigrantion when every white American comes from Europe. Nothing wrong with it, but America isn't a white country it's a big melting pot of different races.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.32211447
Profanity0.22792831
Threat0.028379176
Severe Toxicity0.02439716
Moderate 0.44039994 Constructive 0.771 Identity Attack Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
as an arab muslim from saudi im ngl indians are not the worst type of immigrants, they work and dont bother ofhers much. europe on the other hand is getting worse and worse i went …
as an arab muslim from saudi im ngl indians are not the worst type of immigrants, they work and dont bother ofhers much. europe on the other hand is getting worse and worse i went to italy for tourism and i saw italian women get harrassed by arab north africans. its so sad they live in fear in their own countries. a strange thing
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4054415
Insult0.1640896
Profanity0.14313951
Threat0.025961896
Severe Toxicity0.018126737
Moderate 0.3389984 Constructive 0.688 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Same in all Europe Im from Portugal Tired of unemployed mf's
Same in all Europe Im from Portugal Tired of unemployed mf's
Inside Canada's Indian Invasion... · 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.19693321
Insult0.17361937
Profanity0.2376073
Threat0.013372798
Severe Toxicity0.01683561
Moderate 0.30539915 Moderate Con 0.371 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...

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.