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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: "Why isn’t the US dollar …" 2 comments
We can no longer fix this issue because the majority or our country is IMMIGRANTS! They literally can out vote real Canadians. We have lost our country. The west doesn’t even get a say in …
We can no longer fix this issue because the majority or our country is IMMIGRANTS! They literally can out vote real Canadians. We have lost our country. The west doesn’t even get a say in federal politics…immigration is a multi billion dollar industry. There is nothing left in this country for our children and I am truly scared to grow old here with millions of immigrants who hate us and our country, running everything and filling our medical system. Whites are blames for being racist yet anyone with common sense can see whites are the LEAST racist of all. We are doomed, and quite honestly this country isn’t worrh fighting for…we don’t have free speech or the right to self preservation for a country that won’t stfu about ‘human rights’
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.39743927
Profanity0.089370176
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.4475325 Constructive 0.502 Identity Attack Fear_Threat
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 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.