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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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Search comment text, filter by category or toxicity level
Active: "Their visa is expired, they …" 63 comments · Page 3 of 3
“ i will go next year” visa expired
“ i will go next year” visa expired
Identity Attack0.004162259
Insult0.0103248935
Profanity0.013473531
Threat0.007624879
Severe Toxicity0.001206398
Low Tox 0.026617315 Moderate Con 0.371
Jan 27, 2026 2,203 likes Inside Canada's Indian Invasion...
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. …
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. Yes there are some people overstaying and need to be removed otherwise there will be problems. But let’s just keep our facts right
Identity Attack0.004088263
Insult0.009678889
Profanity0.012107162
Threat0.009929225
Severe Toxicity0.0012588501
Low Tox 0.025085296 Constructive 0.603 Policy_Critique
Jan 19, 2026 2.9 million Canadian temporary visas …
It is too little. There are almost 5 million more with expired visas to go
It is too little. There are almost 5 million more with expired visas to go
Identity Attack0.00673361
Insult0.010590895
Profanity0.011816809
Threat0.00675104
Severe Toxicity0.0008583069
Low Tox 0.023788974 Moderate Con 0.327
Dec 23, 2025 87 likes Deportations From Canada at Their …
Does the CBSA even have an ICE or DHS department equivalent??? When ppl’s visa expire, what happens? Or is it a honour system??
Does the CBSA even have an ICE or DHS department equivalent??? When ppl’s visa expire, what happens? Or is it a honour system??
Identity Attack0.002848835
Insult0.013782915
Profanity0.010740792
Threat0.0060196044
Severe Toxicity0.00069618225
Low Tox 0.022846194 Low Con 0.257
Oct 1, 2025 IRCC Names India in Study …
3 million Visas are about to expire. These people will just leave? They will apply for refugee status or asylum claims, which takes another 4 years to get a hearing? The taxpayers pay for housing …
3 million Visas are about to expire. These people will just leave? They will apply for refugee status or asylum claims, which takes another 4 years to get a hearing? The taxpayers pay for housing and benefits?
Identity Attack0.008324518
Insult0.00983089
Profanity0.009903891
Threat0.0065697995
Severe Toxicity0.0008916855
Low Tox 0.022728346 Moderate Con 0.349 Question
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I know that by December 2025 there are 5 million people whose visas expired. How many left?! What about others? Why Canada gave so many visas?
I know that by December 2025 there are 5 million people whose visas expired. How many left?! What about others? Why Canada gave so many visas?
Identity Attack0.0054756827
Insult0.009032886
Profanity0.010262563
Threat0.006149062
Severe Toxicity0.00071525574
Low Tox 0.016964182 Moderate Con 0.425
Dec 28, 2025 Deportations From Canada at Their …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a nation with open borders if so they declare it and invite anyone to come and give them PR card upfront when they onboard air canada flight.
Identity Attack0.0050317086
Insult0.009279887
Profanity0.010638315
Threat0.006246155
Severe Toxicity0.0007247925
Low Tox 0.01633588 Constructive 0.574
Jan 15, 2026 18 likes 2.9 million Canadian temporary visas …
Too many immigrants living in Canada on expired student visas
Too many immigrants living in Canada on expired student visas
Identity Attack0.013694964
Insult0.0023713782
Profanity0.000021311838
Threat0.0001593922
Severe Toxicity0.000002871781
Low Tox 0.0155798 Unverified_Claim
Apr 16, 2025 31 likes
And why those with visas expired in 2025 are still in the country?
And why those with visas expired in 2025 are still in the country?
Identity Attack0.006178642
Insult0.008443882
Profanity0.009767254
Threat0.006259101
Severe Toxicity0.0007390976
Low Tox 0.014953613 Low Con 0.219 Question
Jan 19, 2026 2.9 million Canadian temporary visas …
I am in Canada and i see no divide Temporary workers signed viewers where they promise to leave Canada after work visa expired
I am in Canada and i see no divide Temporary workers signed viewers where they promise to leave Canada after work visa expired
Identity Attack0.0058086636
Insult0.008253881
Profanity0.009570839
Threat0.0062849927
Severe Toxicity0.0006246567
Low Tox 0.01419965 Constructive 0.558 Personal_Narrative
Feb 11, 2026 31 likes Canada's tighter immigration policy divides …
Aren't temporary visas meant to expire?
Aren't temporary visas meant to expire?
Identity Attack0.0025713511
Insult0.00653437
Profanity0.010484599
Threat0.0067769317
Severe Toxicity0.00054359436
Low Tox 0.009864358 Low Con 0.244
Jan 17, 2026 2 likes 2.9 million Canadian temporary visas …
What about the 4.5million expiring visas?
What about the 4.5million expiring visas?
Identity Attack0.0028118372
Insult0.00647737
Profanity0.009716015
Threat0.0061814263
Severe Toxicity0.0005340576
Low Tox 0.008419261 Low Con 0.231
Jan 17, 2026 Canada’s new rules in 2026
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
Its actually 5 million temporary visa is expiring from january 2024 to december 2025. Gets your facts right.
Identity Attack0.0013504218
Insult0.0070378734
Profanity0.00907553
Threat0.006149062
Severe Toxicity0.0004196167
Low Tox 0.008010864 Moderate Con 0.371 Policy_Critique
Jan 16, 2026 1 likes 2.9 million Canadian temporary visas …

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.