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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: "USA is now on the …" 407 comments · Page 17 of 17
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes …
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes enough security steps before getting influx. It is not the country where from you come, it is who is coming. And, if one has clean records, what should one worry?
· 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.000120073375
Insult0.00013968495
Profanity0.000021232883
Threat0.000024228715
Severe Toxicity0.0000028339366
Low Tox 0.0003879494
Dec 8, 2025 10 likes
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in …
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in Canada so long USA
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00005048602
Insult0.00017170592
Profanity0.000022286635
Threat0.000020514557
Severe Toxicity0.0000023438358
Low Tox 0.0003805725 Call_To_Action
Dec 8, 2025 1 likes
Sure but why are the mainstream stations not reporting on the November 2025 USA National Security Strategy document which Trump has outlined the conquer of the western hemisphere?
Sure but why are the mainstream stations not reporting on the November 2025 USA National Security Strategy document which Trump has outlined the conquer of the western hemisphere?
· 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.00005063371
Insult0.00017739397
Profanity0.000016815164
Threat0.000017663213
Severe Toxicity0.0000020114255
Low Tox 0.00037477972
Dec 10, 2025
we should not go to USA as a Tourist ,why we should money to USA Tourism industires rather than support to our Domestic . usa is now not a time tested friend .its over .now …
we should not go to USA as a Tourist ,why we should money to USA Tourism industires rather than support to our Domestic . usa is now not a time tested friend .its over .now we should focus on self reliance . remove barrier ,hurdel, licence system except in some (but even after licence ,poor performance , reinstate even big fault )
· 37: Cluster #36
Close reading → Video sentiment →
Identity Attack0.000056782043
Insult0.00015144878
Profanity0.000019743107
Threat0.000019144813
Severe Toxicity0.000002437973
Low Tox 0.0003610599
Dec 8, 2025
We visit the USA all the time.. its really not as bad as it sounds.. if your under 30 day vacationing its a breeze still.
We visit the USA all the time.. its really not as bad as it sounds.. if your under 30 day vacationing its a breeze still.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00006231277
Insult0.00013964926
Profanity0.000019498235
Threat0.000021856373
Severe Toxicity0.000002441512
Low Tox 0.00032973185
Dec 8, 2025 1 likes
I think I’ll just pass on the USA all together.
I think I’ll just pass on the USA all together.
· 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.00006300301
Insult0.00012718012
Profanity0.000018338258
Threat0.00003494602
Severe Toxicity0.0000023340838
Low Tox 0.00032733235
Dec 12, 2025
I'm fully prepared to travel to a non-USA destination
I'm fully prepared to travel to a non-USA destination
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000055972334
Insult0.00012668001
Profanity0.000017764909
Threat0.000023637538
Severe Toxicity0.0000026657283
Low Tox 0.00029859119 Personal_Narrative
Dec 9, 2025

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.