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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: "No more turbans in Canadian …" 9 comments
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Halt the immigration from India, specifically Punjab and the Islamic world. Turbans and Hijabs are going to destroy Canada. Let's focus on Canadian first
Halt the immigration from India, specifically Punjab and the Islamic world. Turbans and Hijabs are going to destroy Canada. Let's focus on Canadian first
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.21836096
Profanity0.050930742
Threat0.18913531
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.273 Identity Attack Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they fake asylum seekers…recently khalistanis in Canada has attacked Hindu communities in canada and police has done nothing to stop protect them ….they have attacked Hindu Temples and police were just watching them…they also burned down Indian consulate in San Francisco two years back they constantly threatened Indian embassy Indian consulate ambassador….if you think they have just attacked Indian or Hindus they don’t attacked Canadian…but you might be living in delusion they can turn around on actual Canadian also if you think you are red neck they are 10 time more red neck than you …so you are late they are all over places in your Government , they have formed political parties too they are in yoyr country airport security,Government offices,Border security all over so Good luck…There are millions and millions good Sikhs In India who Loves India and serve India too with pride,…just search for Gurupatwant singh pannun he runs khalistanis extrimist movement from your country Canada and also from America
Inside Canada's Indian Metropolis (Brampton) · 50: Cluster #49
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.37960073
Profanity0.085167445
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.41168427 Constructive 0.634
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian Government should do something about these Turban apes
Canadian Government should do something about these Turban apes
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2816105
Insult0.43450394
Profanity0.16403814
Threat0.011741633
Severe Toxicity0.02077355
Moderate 0.4014846 Low Con 0.122 Fear_Threat
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants …
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants to enter illegally in favour. Similarly british government let Pakistanis illegally inside to trouble for kashmir issue. People has to question their poltiicans and remove if they entered illegally ...
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.089778624
Profanity0.02167175
Threat0.05203775
Severe Toxicity0.01083374
Low Tox 0.25915736 Moderate Con 0.481
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
all turbans from India have work in Tim Horton, Walmart ...without papers; India are together with Putin's RuSSia; how many red communists are in Canada, how many are against Canadians?
all turbans from India have work in Tim Horton, Walmart ...without papers; India are together with Putin's RuSSia; how many red communists are in Canada, how many are against Canadians?
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.24970764
Insult0.09855611
Profanity0.01620627
Threat0.008181547
Severe Toxicity0.005645752
Low Tox 0.24603334 Low Con 0.297
Sep 28, 2025 1 likes IRCC Names India in Study …
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian …
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian invasion the most.
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.29035977
Insult0.06858205
Profanity0.03239325
Threat0.009385503
Severe Toxicity0.0064468384
Low Tox 0.24442963 Constructive 0.647 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
No more turbans in Canadian parliament.
No more turbans in Canadian parliament.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.05976611
Insult0.06599696
Profanity0.013917602
Threat0.00746953
Severe Toxicity0.0028419495
Low Tox 0.15435068 Low Con 0.186 Identity_Assertion
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
No more turbans in the Canadian parliament.
No more turbans in the Canadian parliament.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0543092
Insult0.062150877
Profanity0.01309778
Threat0.007417747
Severe Toxicity0.0026130676
Low Tox 0.13908891 Low Con 0.213 Identity_Assertion
Jan 29, 2026 8 likes 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.