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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I imagine what will be …" 151 comments · Page 6 of 7
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
When I moved to Canada from Poland, I was told to keep my head down and behave like the Canadians do. Never imagined a world where I showed up and forced my hosts to adapt …
When I moved to Canada from Poland, I was told to keep my head down and behave like the Canadians do. Never imagined a world where I showed up and forced my hosts to adapt to my culture.
Identity Attack0.06749674
Insult0.030044744
Profanity0.01220964
Threat0.00746953
Severe Toxicity0.0023555756
Low Tox 0.103928015 Moderate Con 0.487
Oct 3, 2025 149 likes Inside Canada's Indian Metropolis (Brampton)
I can't imagine the smell.
I can't imagine the smell.
Identity Attack0.0032558115
Insult0.025542418
Profanity0.027000591
Threat0.006822242
Severe Toxicity0.0022888184
Low Tox 0.102626406 Moderate Con 0.454
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Identity Attack0.021585498
Insult0.03511308
Profanity0.013302735
Threat0.0077154995
Severe Toxicity0.002155304
Low Tox 0.09958932 Moderate Con 0.411 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Identity Attack0.0032373124
Insult0.036214896
Profanity0.01620627
Threat0.005890147
Severe Toxicity0.0010061264
Low Tox 0.091913216 Low Con 0.229 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Imagine the smell...
Imagine the smell...
Identity Attack0.0020996283
Insult0.024382202
Profanity0.024951037
Threat0.006815769
Severe Toxicity0.0020313263
Low Tox 0.09033044 Moderate Con 0.389 Humor_Satire
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Imagine how us natives feel haha
Imagine how us natives feel haha
Identity Attack0.029144434
Insult0.018065477
Profanity0.033645786
Threat0.008039144
Severe Toxicity0.00289917
Low Tox 0.06263174 Moderate Con 0.376 Humor_Satire
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I imagine what will be shown before I see the video hahaah
I imagine what will be shown before I see the video hahaah
Identity Attack0.00880549
Insult0.013250912
Profanity0.033144772
Threat0.012906751
Severe Toxicity0.004119873
Low Tox 0.057748068 Moderate Con 0.307 Humor_Satire
Feb 16, 2026 Inside Canada's Indian Invasion...
Imagine if we went to other countries and put up our flag and religious symbols. 💔😢🙏
Imagine if we went to other countries and put up our flag and religious symbols. 💔😢🙏
Identity Attack0.033011556
Insult0.012946909
Profanity0.013439372
Threat0.008168601
Severe Toxicity0.0022029877
Low Tox 0.05280026 Moderate Con 0.345 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. …
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. Prime Minister in place had an election and somehow he was still the Prime Minister so much for voting.
Identity Attack0.0047357255
Insult0.023221988
Profanity0.015557245
Threat0.006757513
Severe Toxicity0.0010728836
Low Tox 0.051068526 Moderate Con 0.436
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Identity Attack0.033527173
Insult0.015416925
Profanity0.012346277
Threat0.0063497215
Severe Toxicity0.0013256073
Low Tox 0.050573748 Moderate Con 0.31
Jan 2, 2026 10 likes New rules, regulations take effect …
Imagine thinking the USA is the greatest country in the world
Imagine thinking the USA is the greatest country in the world
Identity Attack0.023595277
Insult0.015416925
Profanity0.019963788
Threat0.008065036
Severe Toxicity0.002155304
Low Tox 0.049584184 Low Con 0.142 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
Omg imagine if wr had another Conservative Government we might prosper again
Omg imagine if wr had another Conservative Government we might prosper again
Identity Attack0.009175468
Insult0.01819439
Profanity0.021740068
Threat0.0069905366
Severe Toxicity0.0018024445
Low Tox 0.04785245 Moderate Con 0.354 Policy_Critique
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
These people have like 5 to 10 babies within 5 years so you can just imagine what the ratio will be eventually.
These people have like 5 to 10 babies within 5 years so you can just imagine what the ratio will be eventually.
Identity Attack0.008916483
Insult0.016100928
Profanity0.017367685
Threat0.008194493
Severe Toxicity0.002002716
Low Tox 0.044141594 Low Con 0.126 Unverified_Claim
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I just can't imagine living there😂
I just can't imagine living there😂
Identity Attack0.007954539
Insult0.012794908
Profanity0.021535112
Threat0.008738215
Severe Toxicity0.002231598
Low Tox 0.04240986 Moderate Con 0.435 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
Identity Attack0.013646871
Insult0.017292
Profanity0.010518758
Threat0.006265574
Severe Toxicity0.0010061264
Low Tox 0.04216247 Constructive 0.557 Policy_Critique
Jan 6, 2026 7 likes Migrants cross into Canada near …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of a hospital. Imagine paying into the system for 30 plus years and you can’t get an mir or a cat scan for months and when u do it’s too late
Identity Attack0.00048157218
Insult0.0010963258
Profanity0.0001818672
Threat0.05604665
Severe Toxicity0.000029223143
Low Tox 0.041158807 Policy_Critique
Apr 15, 2025 1 likes
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in the very short term, but it will need to deal with mass unemployment in 3 years from now, being very optimistic. Immigration in the AI era needs to be rethought. Being an immigrant myself, I advocate for skilled immigration, but we are on the brink of a social disruption. It's time to take it slow.
Identity Attack0.013546381
Insult0.017872108
Profanity0.011253181
Threat0.0076507707
Severe Toxicity0.0012207031
Low Tox 0.038991302 Constructive 0.75
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Imagine people in charge don't have the paperwork.They never have the paperwork
Imagine people in charge don't have the paperwork.They never have the paperwork
Identity Attack0.003089321
Insult0.017485369
Profanity0.012892825
Threat0.0061296434
Severe Toxicity0.00074863434
Low Tox 0.03734144 Low Con 0.155 Policy_Critique
Oct 3, 2025 IRCC Names India in Study …
Look this comedy "sorry I don't have the status". 😂 imagine the IRCC don't have the right number for student😂
Look this comedy "sorry I don't have the status". 😂 imagine the IRCC don't have the right number for student😂
Identity Attack0.0030523231
Insult0.01632893
Profanity0.013678487
Threat0.006589218
Severe Toxicity0.00092983246
Low Tox 0.034041706 Moderate Con 0.329
Nov 7, 2025 IRCC Names India in Study …
I imagine every city will be like brampton in the future.
I imagine every city will be like brampton in the future.
Identity Attack0.0065486208
Insult0.013364912
Profanity0.015113175
Threat0.007793174
Severe Toxicity0.001411438
Low Tox 0.031449065 Moderate Con 0.327
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
When the requirements were higher the people who came actually wanted to be here. The recent surge does not care one bit about the values or people they just want to take as much as …
When the requirements were higher the people who came actually wanted to be here. The recent surge does not care one bit about the values or people they just want to take as much as possible for themselves and will bend every rule imaginable to do so.
Identity Attack0.004680229
Insult0.015340924
Profanity0.012926984
Threat0.0068287146
Severe Toxicity0.0009250641
Low Tox 0.031213367 Moderate Con 0.439
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
Identity Attack0.010581387
Insult0.015416925
Profanity0.010911589
Threat0.0061425893
Severe Toxicity0.000872612
Low Tox 0.029327808 Moderate Con 0.309 Unverified_Claim
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
This is pure bravery. Imagine doing this. Thanks bro.
This is pure bravery. Imagine doing this. Thanks bro.
Identity Attack0.0038477771
Insult0.009108886
Profanity0.016821137
Threat0.0089712385
Severe Toxicity0.0016307831
Low Tox 0.019854378 Moderate Con 0.463 Solidarity
Feb 15, 2026 17 likes Inside Canada's Indian Invasion...
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Those opinions were the versions people were willing to say on camera. Imagine how they really feel.
Identity Attack0.0022753682
Insult0.009298887
Profanity0.0113215
Threat0.0069516995
Severe Toxicity0.00071525574
Low Tox 0.017466826 Low Con 0.228 Fear_Threat
Jan 28, 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.