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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: "Demographic change should be taken …" 3 comments
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of judicial reform.. to ensure Chaos.. & the eventual Militarized police officers... & The acceptance of law and...Dis. order..... . This really ruins it for the people who appreciate the opportunity for Canadian citizens who really do wish to be legitimate taxpayers & actually work.... ... Just another example of how the government is utterly COMPLICIT in denigrating the Judicial SYSTEM... ... .... This is not a Party Partisanship issue... . It is the.. weakening of our system as a whole... ... As we have seen... The demographics of crime... Is an extreme issue... Not to be taken lightly.... This is beyond sad... It is sheer Apathy.. of the Canadian government to... Protect against outside influences.... Perhaps we might consider that.... ... Some people don't have a creed of .. Civil obedience... Our laws must change... & Radically... As .. some are just given to the thoughts of... Scamming the system... & Trying to get away with.. whatever they can... We need actual... Teeth in our Judicial SYSTEM.. 😮...
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.01139534
Insult0.05144889
Profanity0.01764096
Threat0.007521313
Severe Toxicity0.0023174286
Low Tox 0.103494145 Moderate Con 0.496 Fear_Threat
Dec 24, 2025 Deportations From Canada at Their …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to boom, as I thought would all other ethnicities. Regardless of the changes of demographics, Brampton is still such a beautiful city, just taken over by overpopulation at a fast pace. We do not complain, but as a Country we should consider the rate of growth as a positive but also has many negatives. Finding jobs in Brampton is nearly impossible as a young adult - and also looking for new homes with landlords that aren't of Indian descent is becoming a rare occurrence. Changes can be made to benefit both Canadians and Indians as we are known for accepting all cultures, that is what I love about Canada. It is a sight to see when you witness the Indian culture in Brampton, lets not take that away!
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.060220852
Insult0.03070583
Profanity0.021876704
Threat0.008867673
Severe Toxicity0.0033569336
Low Tox 0.09785384 Constructive 0.869 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Demographic change should be taken very very seriously everywhere in the world
Demographic change should be taken very very seriously everywhere in the world
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009693438
Insult0.009032886
Profanity0.017777596
Threat0.010421164
Severe Toxicity0.0020694733
Low Tox 0.030270588 Low Con 0.214 Fear_Threat
Nov 13, 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.