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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: "WEF puppet Trudeau" 3 comments
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he …
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he was a leader. He was just a brain dead puppet. Stupid people will do anything to be more popular, even though everyone laughs at them when they leave the room. Carney is sinister and has more brains, but just look at his family to see where his mind is at.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.20088354
Insult0.755201
Profanity0.26463717
Threat0.0113014765
Severe Toxicity0.023645958
Toxic 0.7105462 Low Con 0.3 Insult Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Blame the Liberal party and justin trudeau, they are WEF puppets.
Blame the Liberal party and justin trudeau, they are WEF puppets.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.10235514
Insult0.5145894
Profanity0.073529124
Threat0.008764107
Severe Toxicity0.011138916
Moderate 0.46982017 Low Con 0.141 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." …
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." This initiative began in 2015 under the leadership of Justin Trudeau, who is often perceived as a puppet of the World Economic Forum (WEF). Your vote is overshadowed by the large cities that are controlled by liberals. If you want a glimpse of Canada, look at what's happening in England right now. If nothing changes, that could be the future of this country!💯
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.027815815
Insult0.07555214
Profanity0.019690514
Threat0.00789674
Severe Toxicity0.0025367737
Low Tox 0.14429577 Constructive 0.639 Unverified_Claim
Sep 8, 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.