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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: "This is amazing! Keep it …" 5 comments
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Just got back from my first ever cruise and fully enjoyed it. Sat through a few presentations on how the ship actually keeps us all safe and afloat and had a behind the scenes peek …
Just got back from my first ever cruise and fully enjoyed it. Sat through a few presentations on how the ship actually keeps us all safe and afloat and had a behind the scenes peek at where the amazing crew eat , sleep and socialize. Also learned how they hire and vet their staff, including all background and health checks before they can work for Royal Caribbean (Celebrity). Hey Mr PM, perhaps you could join this board and learn a thing or two on how to “onboard” people to safeguard all.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002626848
Insult0.02103047
Profanity0.0137468055
Threat0.0065244893
Severe Toxicity0.0010681152
Low Tox 0.032863233 Constructive 0.828 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This is amazing! Keep it up!
This is amazing! Keep it up!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004643231
Insult0.0092228865
Profanity0.017982552
Threat0.009178371
Severe Toxicity0.0018692017
Low Tox 0.017969469 Moderate Con 0.419 Solidarity
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Amazing news let's keep it up 😄
Amazing news let's keep it up 😄
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0026823445
Insult0.008272881
Profanity0.013200258
Threat0.0076119336
Severe Toxicity0.0011491776
Low Tox 0.013508516 Moderate Con 0.441
Dec 26, 2025 Deportations From Canada at Their …
Michelle you are amazing. Keep up the great work :)
Michelle you are amazing. Keep up the great work :)
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.0033298072
Insult0.007892879
Profanity0.013302735
Threat0.007249452
Severe Toxicity0.0011348724
Low Tox 0.011874928 Moderate Con 0.47 Solidarity
Sep 29, 2025 IRCC Names India in Study …

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.