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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: "THEY'RE EVERYWHERE!" 31 comments · Page 2 of 2
It's not just Brampton, Indians have taken every job at gas stations, Tim Hortons, fast food, retail stores, you name it... They're everywhere.
It's not just Brampton, Indians have taken every job at gas stations, Tim Hortons, fast food, retail stores, you name it... They're everywhere.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.17070955
Insult0.033790905
Profanity0.017914234
Threat0.007314181
Severe Toxicity0.0037384033
Low Tox 0.15213956 Constructive 0.53
Oct 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The same in Australia. They transformed Australia in India. They're everywhere. They're messing every country
The same in Australia. They transformed Australia in India. They're everywhere. They're messing every country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.105256535
Insult0.039444692
Profanity0.030138692
Threat0.008764107
Severe Toxicity0.004272461
Low Tox 0.14950264 Low Con 0.224
Jan 27, 2026 Inside Canada's Indian Invasion...
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect …
TFW completely destroyed the Canadian job market. Canadian companies would rather use the program than hire local Canadian workers or young workers who are looking for there first job opportunity and gain experience. I respect immigrants who come to Canada, contribute to the community and economy and are willing to leave their culture in the past and adapt to our culture and language. I don’t respect immigrants who refuse to adapt to our language and culture. You’re in Canada, it’s either English and French, stop speaking Punjabi everywhere because we all can’t stand it, especially in businesses. Canada has a major immigration problem at this point. It’s not racist when it’s true. The truth is on film and everyone sees it. Canadians deserve better than what is happening right now. All we want is opportunities and opportunities to buy homes and have families. But the Canadian government would rather bend over to the Punjabi’s. What a disgrace!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.07508347
Insult0.04910661
Profanity0.014293353
Threat0.007870848
Severe Toxicity0.002784729
Low Tox 0.121732734 Constructive 0.654 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
THEY'RE EVERYWHERE!
THEY'RE EVERYWHERE!
Inside Canada's Indian Invasion... · 324: Cluster #323
Close reading → Discourse → Video sentiment →
Identity Attack0.0035887922
Insult0.010210892
Profanity0.015386449
Threat0.0070034824
Severe Toxicity0.001411438
Low Tox 0.022374803 Moderate Con 0.301 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They're everywhere.
They're everywhere.
Inside Canada's Indian Invasion... · 324: Cluster #323
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.007664877
Profanity0.012243799
Threat0.006925808
Severe Toxicity0.00084877014
Low Tox 0.01218908 Low Con 0.284 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They're everywhere.
They're everywhere.
Inside Canada's Indian Invasion... · 324: Cluster #323
Close reading → Discourse → Video sentiment →
Identity Attack0.0027378413
Insult0.007607877
Profanity0.012107162
Threat0.0068999166
Severe Toxicity0.00082969666
Low Tox 0.012000589 Low Con 0.284 Fear_Threat
Feb 28, 2026 3 likes 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.