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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: "This is so messed up, …" 207 comments · Page 9 of 9
Canada needs more MPs like this Lady. She is competent + genuinely concerned for the mess + taking concrete measures in her power/actions and not mere lip service or condemnation
Canada needs more MPs like this Lady. She is competent + genuinely concerned for the mess + taking concrete measures in her power/actions and not mere lip service or condemnation
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004680229
Insult0.019354604
Profanity0.012551232
Threat0.006259101
Severe Toxicity0.00088214874
Low Tox 0.033334624 Constructive 0.542
Sep 30, 2025 3 likes IRCC Names India in Study …
I know it’s messed up but hilarious at the same time. History has pattens but we don’t seem to learn from the past and how to get along and share. And I mean globally not …
I know it’s messed up but hilarious at the same time. History has pattens but we don’t seem to learn from the past and how to get along and share. And I mean globally not just here in Canada. Let the fun times continue until we change the system.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.012566907
Profanity0.011492296
Threat0.006479179
Severe Toxicity0.0007867813
Low Tox 0.021314176 Constructive 0.511
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
· 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.00015537774
Insult0.0020847507
Profanity0.00016495452
Threat0.00006489256
Severe Toxicity0.0000027788956
Low Tox 0.0042628814 Fear_Threat
Dec 8, 2025
Make sure to mess up some infrastructure
Make sure to mess up some infrastructure
· 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.00014798979
Insult0.0004389834
Profanity0.00004632586
Threat0.0011601831
Severe Toxicity0.000005123389
Low Tox 0.0024030143
Dec 10, 2025
Avoid the mess across the border by not going there. As PM Carney said, "Who cares!"
Avoid the mess across the border by not going there. As PM Carney said, "Who cares!"
· 47: Cluster #46
Close reading → Video sentiment →
Identity Attack0.00007325862
Insult0.00040508676
Profanity0.000036944686
Threat0.000045733977
Severe Toxicity0.0000021014323
Low Tox 0.0010937346
Dec 10, 2025
🎉IRCC has discovered excessive abuse and fraud in the immigration system. Immigration is federal and they have the absolute power and rights to enforce the laws to cancel visas. The immigration system was abused and …
🎉IRCC has discovered excessive abuse and fraud in the immigration system. Immigration is federal and they have the absolute power and rights to enforce the laws to cancel visas. The immigration system was abused and in a complete mess. Every country must fix their own citizens or country problems first before bringing in foreigners to make it worse. Sorry-the liberal government failed with its policies for the last 9 years how can we trust them now?😨
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000080583275
Insult0.00046100013
Profanity0.000023650031
Threat0.000024857662
Severe Toxicity0.0000017907762
Low Tox 0.0010544771 Unverified_Claim
Apr 18, 2025 1 likes
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a …
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a spike in housing prices and many other problems. This then affected every Canadian. A lot are becoming even poorer. It is one of the reasons they had more tent cities and 2 million people going to food banks along with 2/3 of Canadians with only 500.00 a month after all monthly bills were paid. That's 2/3 of Canadians. The Convoy had released these figures over a year ago at CPAC. Proving that Canada is in a huge mess economically because of these Liberal policies. @minimaxmiaandme.4971 - I don't hide behind a fake name. The Supreme Court ruled in favor of the convoy or did you forget? The Liberals violated Canadians' Constitutional Rights to Protest. Which proves they are more credible than the Liberals. Now be man enough to show your real identity.
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00017204595
Insult0.00035070546
Profanity0.000051291976
Threat0.00004996549
Severe Toxicity0.000008668661
Low Tox 0.00093127653 Economic_Argument
Apr 15, 2025 18 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.