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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

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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 #}

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Active: "And why those with visas …" 441 comments · Page 17 of 18
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 …
Unlike the king's daughters, these people came with visas. Some came to study, some to work, and others came here as permanent residents. What kind of visas did the king's daughters hold? They were sent …
Unlike the king's daughters, these people came with visas. Some came to study, some to work, and others came here as permanent residents. What kind of visas did the king's daughters hold? They were sent here to do what? What visas did the convicts shipped by Britain and France to North America have?
Identity Attack0.0075105648
Insult0.010400894
Profanity0.010945748
Threat0.0062008454
Severe Toxicity0.0007581711
Low Tox 0.022610499 Moderate Con 0.437 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a british immigrant living in Canada finding it more and more difficult to get visa renewals and PR because of these people thankyou ❤❤❤
As a british immigrant living in Canada finding it more and more difficult to get visa renewals and PR because of these people thankyou ❤❤❤
Identity Attack0.013144426
Insult0.009260887
Profanity0.010518758
Threat0.006051969
Severe Toxicity0.0008010864
Low Tox 0.021667719 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Tim Hortons is all about Visa business
Tim Hortons is all about Visa business
Identity Attack0.0047727237
Insult0.0113889
Profanity0.014259194
Threat0.006686311
Severe Toxicity0.0009870529
Low Tox 0.021549871 Low Con 0.242 Unverified_Claim
Feb 8, 2026 Inside Canada's Indian Invasion...
Does having a visa mean something or is it irrelevant?
Does having a visa mean something or is it irrelevant?
Identity Attack0.0040142676
Insult0.011236899
Profanity0.011970525
Threat0.0061231707
Severe Toxicity0.00068187714
Low Tox 0.020960633 Low Con 0.227 Question
Jan 17, 2026 2.9 million Canadian temporary visas …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that they can only apply for refugee status from home country. Not at the airport.
Identity Attack0.0071405866
Insult0.009165886
Profanity0.009767254
Threat0.0066668927
Severe Toxicity0.0007343292
Low Tox 0.020842785 Moderate Con 0.456 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
Identity Attack0.010211408
Insult0.008557882
Profanity0.010023449
Threat0.0066086366
Severe Toxicity0.00096321106
Low Tox 0.020231359 Low Con 0.298 Question
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Student visas and any other should have a zero strike policy.
Student visas and any other should have a zero strike policy.
Identity Attack0.004384246
Insult0.00819688
Profanity0.010672474
Threat0.007948523
Severe Toxicity0.0007581711
Low Tox 0.018974753 Low Con 0.207
Sep 30, 2025 IRCC Names India in Study …
One fix would be to not let TFW or student visas that are denied renewal to claim asylum.
One fix would be to not let TFW or student visas that are denied renewal to claim asylum.
Identity Attack0.006696612
Insult0.008253881
Profanity0.009852652
Threat0.00666042
Severe Toxicity0.00069618225
Low Tox 0.01834645 Low Con 0.263 Policy_Critique
Feb 24, 2026 9 likes 'We do know that there's …
How do they get the visa????
How do they get the visa????
Identity Attack0.0046247323
Insult0.007949878
Profanity0.012312118
Threat0.006848133
Severe Toxicity0.00091552734
Low Tox 0.017592486 Low Con 0.268 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
I know of several that are in my city (in Alberta) that are here on BC study visas, trying to get Alberta drivers licenses. Ummm why would they be you think? Seems a long drive …
I know of several that are in my city (in Alberta) that are here on BC study visas, trying to get Alberta drivers licenses. Ummm why would they be you think? Seems a long drive to Vancouver from a small city in Alberta
Identity Attack0.0040142676
Insult0.009944891
Profanity0.010108846
Threat0.0062526283
Severe Toxicity0.0006580353
Low Tox 0.01633588 Constructive 0.515 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
Identity Attack0.004439743
Insult0.007816878
Profanity0.010689554
Threat0.0069516995
Severe Toxicity0.00066280365
Low Tox 0.01608456 Constructive 0.688 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
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 …
Why can't they take responsibility for allowing students to enter Canada ? Why didn't they do proper checks while issuing visa? Students entered only with visa approval. Why visa officers not doing their duty ?
Why can't they take responsibility for allowing students to enter Canada ? Why didn't they do proper checks while issuing visa? Students entered only with visa approval. Why visa officers not doing their duty ?
Identity Attack0.0046247323
Insult0.008747884
Profanity0.009417122
Threat0.006097279
Severe Toxicity0.00062942505
Low Tox 0.01438814 Moderate Con 0.333
Sep 29, 2025 IRCC Names India in Study …
No it doesn't. This is a 90-10%. We have 3.5M visa holders - 20% adult workforce. Wage supression, service collapse, housing crisis.
No it doesn't. This is a 90-10%. We have 3.5M visa holders - 20% adult workforce. Wage supression, service collapse, housing crisis.
Identity Attack0.0023586133
Insult0.009203887
Profanity0.009587918
Threat0.006110225
Severe Toxicity0.0005722046
Low Tox 0.0143253105 Constructive 0.584 Economic_Argument
Feb 12, 2026 Canada's tighter immigration policy divides …
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Identity Attack0.003607291
Insult0.00808288
Profanity0.011184863
Threat0.0061231707
Severe Toxicity0.0007343292
Low Tox 0.01426248 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
All student working under agency provide them cash working 50 hours in week .no track where is money coming from in their bank. Canada is best place when student apply for student visa. They show …
All student working under agency provide them cash working 50 hours in week .no track where is money coming from in their bank. Canada is best place when student apply for student visa. They show we have more then enough funds to survive. And then all student working 20 hours or more. What is this
Identity Attack0.0040142676
Insult0.009317887
Profanity0.009716015
Threat0.0057056695
Severe Toxicity0.0005078316
Low Tox 0.013948329 Constructive 0.615
Oct 13, 2025 IRCC Names India in Study …
So ..... they came on visa and that doesnt mean they decide weather to stay.
So ..... they came on visa and that doesnt mean they decide weather to stay.
Identity Attack0.004069764
Insult0.00815888
Profanity0.010706633
Threat0.0061296434
Severe Toxicity0.0006389618
Low Tox 0.013571346 Low Con 0.218 Question
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Governments should issue only working visas for several years to evaluate demographics, jobs available , and available housing
Governments should issue only working visas for several years to evaluate demographics, jobs available , and available housing
Identity Attack0.004162259
Insult0.0075888764
Profanity0.0103992
Threat0.006530962
Severe Toxicity0.0006246567
Low Tox 0.013320025 Low Con 0.247 Policy_Critique
Mar 1, 2026 Inside Canada's Indian Invasion...
Every country has visa's for students-workers-tourists...CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World, Middle East Eye..Alex Reporterfy Media
Every country has visa's for students-workers-tourists...CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World, Middle East Eye..Alex Reporterfy Media
Identity Attack0.004439743
Insult0.0084818825
Profanity0.010501678
Threat0.0062137907
Severe Toxicity0.0006866455
Low Tox 0.0131943645 Moderate Con 0.405 Advertisement_Spam
Jun 20, 2025 How Canada broke its immigration …

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.