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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: "I bet you that place …" 4 comments
Your last question basically points to how racist you are yourself. It's the same question I bet aboriginals ask about how whites over populated the 'Hammmericas' and turned it into a Eurocentric place. We still …
Your last question basically points to how racist you are yourself. It's the same question I bet aboriginals ask about how whites over populated the 'Hammmericas' and turned it into a Eurocentric place. We still ask that question, remember I came here as a kid and got to observe all of this bs in this country.
Inside Canada's Indian Metropolis (Brampton) · 143: Cluster #142
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.20808282
Threat0.008375733
Severe Toxicity0.02116089
Moderate 0.4269174 Constructive 0.616 Identity_Assertion
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I bet you that place smells like $hitty curry. Lol
I bet you that place smells like $hitty curry. Lol
Inside Canada's Indian Metropolis (Brampton) · 328: Cluster #327
Close reading → Discourse → Video sentiment →
Identity Attack0.014350293
Insult0.16337912
Profanity0.0961592
Threat0.0071717775
Severe Toxicity0.008277893
Low Tox 0.27525392 Moderate Con 0.322 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
It's not a lie. I have friends telling me stories of Indian Immigrants in small towns like Renfrew, Eaganville, Barrie, and other smaller places in between where there following and harrassing women in small towns. …
It's not a lie. I have friends telling me stories of Indian Immigrants in small towns like Renfrew, Eaganville, Barrie, and other smaller places in between where there following and harrassing women in small towns. And their daughters alone side them. And their are never arrested. These people have disappeared of the internet 6-8 yrs ago and are popping up in small towns and even smaller villages along the highway. Parking on private property access roads for fires and picnics with there kids. I have seen it first hand all over lanark county and across the east end heading out to Embrun and east towards Plantagenet. And for anyone to deny this..it's because you live in a bubble and never leave the city. Can't goto the Ottawa River anywhere without seeing people bathing in the runoff from our fields and confronting locals tell them to stop trashing out forest and community . All the while throwing garbage into the river and bushes wherever they stop to get out of their cars. These Indians and Muslims do not care about the rules or our country. The Immigrants have over run the country and will not leave peacefully. Ask them yourself if they will. I bet they stand defiantly in your face and tell you "no". Even when they legally do not belong here. This will cause a civil war soon enough. Canada wants it's country back. And they will get it back from the liberals and their foreign army of vagrant, Canadian hating deciples. The time of the liberals has come to and end. Canada will be great again and the liberals will be back at the bottom where they belong. Especially after what they've done to the country and its people. Disgusting that no one has done it YET!!
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.22631748
Insult0.083359696
Profanity0.055940874
Threat0.03373172
Severe Toxicity0.008354187
Low Tox 0.22445217 Constructive 0.597
Sep 28, 2025 1 likes IRCC Names India in Study …
who's gonna bet that this place pollution is worse than the rest of canada?
who's gonna bet that this place pollution is worse than the rest of canada?
Inside Canada's Indian Metropolis (Brampton) · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.018972786
Insult0.022319598
Profanity0.011355659
Threat0.0063432488
Severe Toxicity0.0013065338
Low Tox 0.059232414 Low Con 0.2 Question
Sep 21, 2025 60 likes 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.