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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: "Justin Destroyed Canada with his …" 5 comments
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.044612918
Insult0.7065844
Profanity0.09518933
Threat0.011715741
Severe Toxicity0.021935565
Moderate 0.6407703 Low Con 0.201 Insult Policy_Critique
Feb 24, 2026 10 likes 'We do know that there's …
WHY WOULD JUSTIN TRUDEAU ALLOW DEVIL WORSHIPPERS INTO THIS GREAT NATION BY THE DROVES. HIS GOAL WAS TO DESTROY CANADA AND HE HAS SUCCEEDED IN THIS GOAL
WHY WOULD JUSTIN TRUDEAU ALLOW DEVIL WORSHIPPERS INTO THIS GREAT NATION BY THE DROVES. HIS GOAL WAS TO DESTROY CANADA AND HE HAS SUCCEEDED IN THIS GOAL
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1232452
Insult0.42367843
Profanity0.12286829
Threat0.09776353
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.225 Unverified_Claim
Sep 19, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
Justin Trudeau has destroyed Canada.
Justin Trudeau has destroyed Canada.
Canada's tighter immigration policy divides the country • … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.08170113
Insult0.24630153
Profanity0.03715288
Threat0.08089764
Severe Toxicity0.01083374
Moderate 0.3389984 Low Con 0.202 Policy_Critique
Feb 11, 2026 233 likes Canada's tighter immigration policy divides …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving large handouts of of our Canadian tax dollars to support the new immigrants that our coming into Canada. Why is the government giving large hand outs to these Indian immigrants instead of helping us true Canadians who helped built this Country. It is a dam shame to see what the Liberal Government our doing to this country of ours were many are homeless, high cost of living and the high crimes that happens every day in Canada and what does the government do is let these criminals back into our streets where us true Canadians do not feel safe any more. The one thing that pisses me off is seeing is all these new immigrants coming into Canada by the thousands that are taking away our Canadian entry jobs like Walmart, McDonalds and A & W fast food restaurant where as our young born Canadian students and others can not find a job to help them pay for there school loans and get a good education degree. We need to put a stop to this. For enough is enough before our Liberal Government destroys our country.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2331515
Insult0.18604483
Profanity0.1719469
Threat0.008738215
Severe Toxicity0.012054443
Low Tox 0.28425202 Constructive 0.688 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
We have become too liberal not too conservative. Justin Trudeau has destroyed the once great country that Canada once was. Trudeau and Carney and the WEF globalists want to destroy the west so they can …
We have become too liberal not too conservative. Justin Trudeau has destroyed the once great country that Canada once was. Trudeau and Carney and the WEF globalists want to destroy the west so they can control us but as long as people keep,voting Liberal then nothing will change.
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.045901958
Insult0.07270074
Profanity0.014327513
Threat0.016465442
Severe Toxicity0.0037384033
Low Tox 0.17631748 Low Con 0.299
Sep 10, 2025 1 likes Why Canadians Are Turning Against …

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.