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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: "it's too late they are …" 210 comments · Page 9 of 9
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
A stand needs to be taken b4 it’s too late. We are still the majority for NOW. But we are becoming less with every passing month and year.
Why Canadians Are Turning Against Immigrants. · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.009165886
Profanity0.010792031
Threat0.0068287146
Severe Toxicity0.0007247925
Low Tox 0.015833238 Constructive 0.51 Fear_Threat
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
Canada Border Services..As of late 2025 and early 2026, the Canada Border Services Agency (CBSA) is actively managing a "wanted" inventory of approximately 30,000 to 32,000 individuals with active deportation warrants.
Canada Border Services..As of late 2025 and early 2026, the Canada Border Services Agency (CBSA) is actively managing a "wanted" inventory of approximately 30,000 to 32,000 individuals with active deportation warrants.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005253696
Insult0.007968879
Profanity0.009135309
Threat0.006479179
Severe Toxicity0.0006389618
Low Tox 0.014011159 Moderate Con 0.383 Unverified_Claim
Feb 26, 2026 4 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Trudeau and Jagmeet did this. It’s too late now.
Trudeau and Jagmeet did this. It’s too late now.
Why Canadians Are Turning Against Immigrants. · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.0015354111
Insult0.009526889
Profanity0.009553759
Threat0.0066280556
Severe Toxicity0.00066280365
Low Tox 0.013822667 Low Con 0.202 Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
About time. Id say 15 yrs to late.
About time. Id say 15 yrs to late.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0020441315
Insult0.007778878
Profanity0.011355659
Threat0.008116818
Severe Toxicity0.0008916855
Low Tox 0.013257195 Moderate Con 0.394 Policy_Critique
Jan 21, 2026 3 likes Why Canada’s immigration system has …
to little to late tanks to Trudeau Miller and COmpany
to little to late tanks to Trudeau Miller and COmpany
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0014984132
Insult0.009982891
Profanity0.00993805
Threat0.006149062
Severe Toxicity0.00066280365
Low Tox 0.013068704 Low Con 0.112 Policy_Critique
Dec 31, 2025 Deportations From Canada at Their …
Too late for this decision....
Too late for this decision....
Quebec Ends Economic Immigration Program | Your Morning · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.001294925
Insult0.0077408776
Profanity0.009733095
Threat0.0072106146
Severe Toxicity0.00074386597
Low Tox 0.013068704 Moderate Con 0.357
Nov 19, 2025 88 likes Quebec Ends Economic Immigration Program …
Not missing….check Tim Hortons lately?
Not missing….check Tim Hortons lately?
IRCC Names India in Study Permit Fraud | … · 75: Cluster #74
Close reading → Video sentiment →
Identity Attack0.0012856756
Insult0.008462882
Profanity0.010108846
Threat0.0063885585
Severe Toxicity0.0006008148
Low Tox 0.011246625 Moderate Con 0.337
Nov 7, 2025 IRCC Names India in Study …
Too l little too late...LIBERALS.🤢🤢🤢🤮
Too l little too late...LIBERALS.🤢🤢🤢🤮
· 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.00005619429
Insult0.0010182618
Profanity0.00008775075
Threat0.00003525864
Severe Toxicity0.0000020282087
Low Tox 0.0015724008
Apr 16, 2025
too late
too late
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00006178916
Insult0.00025729672
Profanity0.000022318325
Threat0.00008172909
Severe Toxicity0.0000024254591
Low Tox 0.000707845
Apr 14, 2025 7 likes
It's about time. But a bit too late.. I'm one of the few remaining left on the jobsite, and I can see how bad things are getting.
It's about time. But a bit too late.. I'm one of the few remaining left on the jobsite, and I can see how bad things are getting.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00006414467
Insult0.0001809268
Profanity0.00001852327
Threat0.000027989234
Severe Toxicity0.0000020678071
Low Tox 0.00044596 Personal_Narrative
Apr 19, 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.