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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: "For punjab you could have …" 8 comments
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
Identity Attack0.27914262
Insult0.2469859
Profanity0.16171204
Threat0.038220957
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.294 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
When he said Punjab, you showed a street with trash, you are just a hater. There are many streets of USA and Canada or others countries where you could find trash on street but you …
When he said Punjab, you showed a street with trash, you are just a hater. There are many streets of USA and Canada or others countries where you could find trash on street but you won’t show that.
Identity Attack0.08252834
Insult0.40243408
Profanity0.049427703
Threat0.007598988
Severe Toxicity0.007133484
Moderate 0.37340668 Low Con 0.275 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You could say Khalistan is Hamas of punjab.
You could say Khalistan is Hamas of punjab.
Identity Attack0.34649673
Insult0.24928534
Profanity0.12096943
Threat0.05688698
Severe Toxicity0.023270357
Low Tox 0.2854971 Low Con 0.218 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians just need to work with the indigenous to force mass deportation because it’s causing the indigenous to go culturally extinct within just two generations. Mass immigration is not part of the treaties and if …
Canadians just need to work with the indigenous to force mass deportation because it’s causing the indigenous to go culturally extinct within just two generations. Mass immigration is not part of the treaties and if we just worked together we could send them all home. But kkkanadians hate natives more than punjabs.
Identity Attack0.33675182
Insult0.10440776
Profanity0.027000591
Threat0.012803185
Severe Toxicity0.008811951
Low Tox 0.28547668 Moderate Con 0.416 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Identity Attack0.30103904
Insult0.082866095
Profanity0.021945024
Threat0.012026439
Severe Toxicity0.008277893
Low Tox 0.2553839 Constructive 0.625 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
10 years ago, I had an job interview with rcmp at surrey bc detachment. 3 panels interviewers, 2 of them are indian male, and one white female. One indian male interviewer asked me if I …
10 years ago, I had an job interview with rcmp at surrey bc detachment. 3 panels interviewers, 2 of them are indian male, and one white female. One indian male interviewer asked me if I could speak punjab.
Identity Attack0.10221587
Insult0.018323302
Profanity0.019690514
Threat0.008039144
Severe Toxicity0.0022792816
Low Tox 0.091913216 Constructive 0.613
Oct 3, 2025 3 likes IRCC Names India in Study …
For punjab you could have shown golden temple. Any sardar riding a bike on a road is not Punjab. It could be anywhere in the country
For punjab you could have shown golden temple. Any sardar riding a bike on a road is not Punjab. It could be anywhere in the country
Identity Attack0.04435511
Insult0.027347196
Profanity0.018597418
Threat0.008323951
Severe Toxicity0.0028038025
Low Tox 0.07450261 Moderate Con 0.301 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...

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.