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: "We have way too many …" 157 comments · Page 7 of 7
We can thank the Liberal party and J.T for letting in way too many immigrants since 2017. He solidified many votes for te liberals by doing so. It wasnt to help Canada grow. It was …
We can thank the Liberal party and J.T for letting in way too many immigrants since 2017. He solidified many votes for te liberals by doing so. It wasnt to help Canada grow. It was to help the Liberal Party grow.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010433395
Insult0.011692902
Profanity0.00995513
Threat0.0061878995
Severe Toxicity0.0008392334
Low Tox 0.02343543 Constructive 0.651 Policy_Critique
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Way too many way too fast.
Way too many way too fast.
Inside Canada's Indian Metropolis (Brampton) · 185: Cluster #184
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.00979289
Profanity0.013883443
Threat0.008259222
Severe Toxicity0.0013542175
Low Tox 0.020842785 Low Con 0.239
Sep 19, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
Way too many!
Way too many!
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027748393
Insult0.009944891
Profanity0.012448754
Threat0.00704232
Severe Toxicity0.0011587143
Low Tox 0.019603057 Low Con 0.295
Jan 20, 2026 1 likes Why Canada’s immigration system has …
ICE is too much, but our system is way too little. We don’t even know how many overstayers we have.
ICE is too much, but our system is way too little. We don’t even know how many overstayers we have.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019608864
Insult0.009393888
Profanity0.0108774295
Threat0.0064532873
Severe Toxicity0.00067710876
Low Tox 0.014953613 Moderate Con 0.4 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.008918885
Profanity0.009767254
Threat0.006265574
Severe Toxicity0.0005698204
Low Tox 0.014953613 Moderate Con 0.498 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
That is barely a reduction in the permanent resident quota at all. It’s still way too many to absorb. It should be at most a third of that.
That is barely a reduction in the permanent resident quota at all. It’s still way too many to absorb. It should be at most a third of that.
New rules, regulations take effect across Canada · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.0018776412
Insult0.008747884
Profanity0.010723713
Threat0.006550381
Severe Toxicity0.0006580353
Low Tox 0.013822667 Low Con 0.261 Policy_Critique
Jan 4, 2026 5 likes New rules, regulations take effect …
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way …
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way for many years. Really nothing really new here. Just enforcing the law that has been in place since 1996. Known as the 96 Act of the INA. I am a retired INS Inspector and spent 17 years on the San Diego/Tijuana land border crossing. I put my entry stamp on thousands of I-94's.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00074456655
Insult0.00022661212
Profanity0.00003744463
Threat0.00004035115
Severe Toxicity0.0000029890857
Low Tox 0.00093714095 Personal_Narrative
Dec 10, 2025 4 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.