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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: "They don't have a clue. …" 32 comments · Page 2 of 2
This is hilarious, they have the same issues as the US of A when Democrats run the country. They have no clue where immigrants are, or how much they spend on immigrants (know it is …
This is hilarious, they have the same issues as the US of A when Democrats run the country. They have no clue where immigrants are, or how much they spend on immigrants (know it is higher than a citizen)
IRCC Names India in Study Permit Fraud | … · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.094936445
Insult0.04149419
Profanity0.013951761
Threat0.0064015044
Severe Toxicity0.0022602081
Low Tox 0.123468354 Moderate Con 0.328 Humor_Satire
Jan 11, 2026 IRCC Names India in Study …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
Everybody agrees is the cons way of saying that they have no clue who agrees. They are definitely more American than Canadian at this point. The floor crossershave seen this and decided to be Canadian …
Everybody agrees is the cons way of saying that they have no clue who agrees. They are definitely more American than Canadian at this point. The floor crossershave seen this and decided to be Canadian again.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.035847444
Insult0.029053112
Profanity0.013029462
Threat0.006246155
Severe Toxicity0.0016021729
Low Tox 0.079250954 Low Con 0.242 Identity_Assertion
Feb 24, 2026 'We do know that there's …
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR …
bringing in foreigners to grow the military -- people who are saying this don't have a clue about what the actual threats we face now and are likely to face in the near future OR why people fight for THEIR country
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 138: Cluster #137
Close reading → Discourse → Video sentiment →
Identity Attack0.032753747
Insult0.020837102
Profanity0.0127561875
Threat0.009463178
Severe Toxicity0.0017642975
Low Tox 0.071337044 Moderate Con 0.398 Policy_Critique
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I understand...but when you ask 'do they assimilate'...as a Canadian I haven't a clue what that means. Honest question...
I understand...but when you ask 'do they assimilate'...as a Canadian I haven't a clue what that means. Honest question...
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.038425524
Insult0.01625293
Profanity0.0113215
Threat0.005935457
Severe Toxicity0.001206398
Low Tox 0.04785245 Constructive 0.514 Question
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
They don't have a clue. Fantastic civil service we have here.
They don't have a clue. Fantastic civil service we have here.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Discourse → Video sentiment →
Identity Attack0.0023123662
Insult0.024768941
Profanity0.010911589
Threat0.0061296434
Severe Toxicity0.0007867813
Low Tox 0.0414203 Moderate Con 0.357 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Thank you Michelle.. finally someone is asking the right questions. If these four women.. do not have a clue where these 79,000 students are they should be held accountable. They should be investigated..
Thank you Michelle.. finally someone is asking the right questions. If these four women.. do not have a clue where these 79,000 students are they should be held accountable. They should be investigated..
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.009545447
Insult0.01313691
Profanity0.009417122
Threat0.006757513
Severe Toxicity0.000667572
Low Tox 0.028031485 Constructive 0.625
Sep 29, 2025 IRCC Names India in Study …

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.