Skip to content
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: "Make any of it make …" 1,431 comments · Page 58 of 58
Make it easy, don’t go. Lots to see in Canada
Make it easy, don’t go. Lots to see in Canada
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00017231374
Insult0.00020387981
Profanity0.000023755887
Threat0.000051840074
Severe Toxicity0.000002303277
Low Tox 0.00065214984 Humor_Satire
Dec 11, 2025
Refugees make 7k with 4 kids . Great , LIMA Sold in market .Work permit need to cut in numbers . and International students needs to slow down .
Refugees make 7k with 4 kids . Great , LIMA Sold in market .Work permit need to cut in numbers . and International students needs to slow down .
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.000083146835
Insult0.00015745849
Profanity0.000015644278
Threat0.000037995556
Severe Toxicity0.0000022768295
Low Tox 0.0004362653
Dec 7, 2025
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
· 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.000128611
Insult0.00015379084
Profanity0.00001789461
Threat0.000029106137
Severe Toxicity0.000002663863
Low Tox 0.00042464532 Comparative_Framing
Dec 11, 2025
Going and loving it, any chance I get to leave trudeau land is a bonus! As your guest stated they want to make sure travelers are not planning on staying in their country....hmmm every border …
Going and loving it, any chance I get to leave trudeau land is a bonus! As your guest stated they want to make sure travelers are not planning on staying in their country....hmmm every border at every country in the world does this in various ways!!
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00005806109
Insult0.00017108928
Profanity0.000020702953
Threat0.000021759333
Severe Toxicity0.0000023298671
Low Tox 0.00040393107
Dec 11, 2025
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000055455548
Insult0.00013564127
Profanity0.000018634464
Threat0.000021238433
Severe Toxicity0.0000025885317
Low Tox 0.0003046435 Economic_Argument
Apr 15, 2025 17 likes
I went earlier this year. I was the only vehicle at what typically would be a very busy crossing. The only difference, while in the lane, they asked me to open my trunk and examined …
I went earlier this year. I was the only vehicle at what typically would be a very busy crossing. The only difference, while in the lane, they asked me to open my trunk and examined the contents while I remained in the lane. I went forward with no issues. I was not stopped coming back. Before you go, make sure your vehicle is clear of any thing that could generate additional questions.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00004452459
Insult0.00012055086
Profanity0.000018495342
Threat0.00001990034
Severe Toxicity0.000003142657
Low Tox 0.00025909377 Personal_Narrative
Dec 9, 2025 1 likes

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.