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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.

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Active: "So Punjab is not a …" 274 comments · Page 11 of 11
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Identity Attack0.026408968
Insult0.013592913
Profanity0.016137952
Threat0.00704232
Severe Toxicity0.0012588501
Low Tox 0.03592727 Moderate Con 0.436 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Why do they keep saying Punjab that territory and province is in India.
Why do they keep saying Punjab that territory and province is in India.
Identity Attack0.023193322
Insult0.011692902
Profanity0.013849284
Threat0.0069387536
Severe Toxicity0.0012874603
Low Tox 0.032627538 Low Con 0.255 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjab (Pakistan): A province in Pakistan with a large Punjabi population. Punjab (India): A state in India, predominantly Sikh, known for its rich culture.
Punjab (Pakistan): A province in Pakistan with a large Punjabi population. Punjab (India): A state in India, predominantly Sikh, known for its rich culture.
Identity Attack0.023997234
Insult0.011122898
Profanity0.02023706
Threat0.00789674
Severe Toxicity0.0019931793
Low Tox 0.029563503 Moderate Con 0.396 Comparative_Framing
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Punjabi guy "It feels like home as it also snows in Punjab...
Punjabi guy "It feels like home as it also snows in Punjab...
Identity Attack0.016259583
Insult0.013288911
Profanity0.016547862
Threat0.0076766624
Severe Toxicity0.00166893
Low Tox 0.027324399 Constructive 0.522 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They are from one state only Punjab
They are from one state only Punjab
Identity Attack0.017967897
Insult0.013592913
Profanity0.01627459
Threat0.0070034824
Severe Toxicity0.0020313263
Low Tox 0.026735162 Low Con 0.263
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
Little punjab
Little punjab
Identity Attack0.016159095
Insult0.018645585
Profanity0.021535112
Threat0.008453408
Severe Toxicity0.0025558472
Low Tox 0.026617315 Moderate Con 0.341 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So Punjab is not a part of India right?
So Punjab is not a part of India right?
Identity Attack0.015154205
Insult0.010172892
Profanity0.015249812
Threat0.006815769
Severe Toxicity0.0012207031
Low Tox 0.023906821 Low Con 0.247 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
India 🕉️❌ Punjab ✅
India 🕉️❌ Punjab ✅
Identity Attack0.015857628
Insult0.015416925
Profanity0.023379711
Threat0.009178371
Severe Toxicity0.0034713745
Low Tox 0.023317585 Low Con 0.207 Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Brother it's Punjab Pronounce it Panjab
Brother it's Punjab Pronounce it Panjab
Identity Attack0.013948337
Insult0.014580919
Profanity0.020510335
Threat0.008867673
Severe Toxicity0.0024986267
Low Tox 0.022964042 Moderate Con 0.353 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab and india are not different india is Punjab and Punjab is india🇮🇳🇮🇳🇮🇳🇮🇳
Punjab and india are not different india is Punjab and Punjab is india🇮🇳🇮🇳🇮🇳🇮🇳
Identity Attack0.014249804
Insult0.0113509
Profanity0.015488927
Threat0.007573096
Severe Toxicity0.0020694733
Low Tox 0.022610499 Moderate Con 0.319 Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
I am the Punjab
I am the Punjab
Identity Attack0.009434453
Insult0.010438894
Profanity0.01982715
Threat0.009048914
Severe Toxicity0.0020313263
Low Tox 0.022256956 Moderate Con 0.45 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
Where the Punjab is actually
Where the Punjab is actually
Identity Attack0.010951365
Insult0.00975489
Profanity0.016889455
Threat0.007819066
Severe Toxicity0.0015926361
Low Tox 0.021314176 Low Con 0.288 Meta_Commentary
Feb 11, 2026 Inside Canada's Indian Invasion...
PUNJAB ❌ POONJAB ✅
PUNJAB ❌ POONJAB ✅
Identity Attack0.011247349
Insult0.013896915
Profanity0.020920247
Threat0.008000307
Severe Toxicity0.0027656555
Low Tox 0.019351736 Low Con 0.12 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Punjab people are good
Punjab people are good
Identity Attack0.009989422
Insult0.010058892
Profanity0.017777596
Threat0.007909686
Severe Toxicity0.001821518
Low Tox 0.01859777 Moderate Con 0.368 Solidarity
Feb 11, 2026 Inside Canada's Indian Invasion...
Punjab , which country??
Punjab , which country??
Identity Attack0.009212466
Insult0.009488888
Profanity0.014532468
Threat0.006576272
Severe Toxicity0.001039505
Low Tox 0.016838523 Low Con 0.297
Jan 27, 2026 Inside Canada's Indian Invasion...
punjab
punjab
Identity Attack0.0071405866
Insult0.009469888
Profanity0.017504321
Threat0.008220384
Severe Toxicity0.0015544891
Low Tox 0.014513801 Moderate Con 0.306
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Punjab state of canada
Punjab state of canada
Identity Attack0.006511623
Insult0.008785884
Profanity0.014874061
Threat0.0069516995
Severe Toxicity0.0012493134
Low Tox 0.013634177 Moderate Con 0.304 Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Not Punjab is panjab
Not Punjab is panjab
Identity Attack0.007732552
Insult0.011160898
Profanity0.0157622
Threat0.0068869707
Severe Toxicity0.0013923645
Low Tox 0.013257195 Low Con 0.178 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Love from Punjab
Love from Punjab
Identity Attack0.0058086636
Insult0.008690883
Profanity0.015625564
Threat0.007741391
Severe Toxicity0.0015830994
Low Tox 0.013068704 Moderate Con 0.459 Solidarity
Feb 7, 2026 Inside Canada's Indian Invasion...
Punjab Punjab Punjab.
Punjab Punjab Punjab.
Identity Attack0.0073625734
Insult0.00983089
Profanity0.016957775
Threat0.007598988
Severe Toxicity0.0016307831
Low Tox 0.012691722 Low Con 0.291 Meta_Commentary
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
Is Punjab in India?
Is Punjab in India?
Identity Attack0.008324518
Insult0.009108886
Profanity0.014874061
Threat0.007029374
Severe Toxicity0.0011253357
Low Tox 0.011874928 Low Con 0.214 Question
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Identity Attack0.0052166977
Insult0.008557882
Profanity0.010604155
Threat0.006265574
Severe Toxicity0.0007581711
Low Tox 0.011435116 Low Con 0.276 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of them from Punjab, Gujarat Aandhrapradesh ( united).
Most of them from Punjab, Gujarat Aandhrapradesh ( united).
Identity Attack0.006992595
Insult0.008918885
Profanity0.013200258
Threat0.00666042
Severe Toxicity0.0008678436
Low Tox 0.011372286 Low Con 0.285 Unverified_Claim
Nov 16, 2025 IRCC Names India in Study …
Punjab
Punjab
Identity Attack0.0042917514
Insult0.008253881
Profanity0.014293353
Threat0.0071847234
Severe Toxicity0.0010585785
Low Tox 0.007885204 Moderate Con 0.482
Sep 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.