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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 are definitely gaming the …" 2 comments
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) …
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) will use the hell out of it. That's why it works in places like Denmark, Finland, etc. They don't let just ANYONE in, it's actually quite difficult. Nothing wrong with Immigration as long as the immigrants assimilate and do so legally.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17769934
Insult0.07301756
Profanity0.17055123
Threat0.008259222
Severe Toxicity0.0077819824
Low Tox 0.22445217 Constructive 0.689 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I …
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I attend one of these temples of worship. Despite this, I still made friends with different races of people. I think my community needs to branch out a little more and learn about other cultures that live amongst us. Maybe we need to have a little less pride on where we come from? I don't know what the exact answer is. One thing I know is we can definitely get along. Just need the community to adapt more and actually learn Canadian culture. Maybe go see a Blue Jays game at the Skydom? Maybe know who Wayne Gretzky is?? LOL.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.042292643
Insult0.020385906
Profanity0.025360947
Threat0.0075083673
Severe Toxicity0.0024414062
Low Tox 0.06579731 Constructive 0.864 Personal_Narrative
Oct 8, 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.