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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: "Did he said his own …" 509 comments · Page 18 of 21
There is nothing that Kenny has said or will ever say that provides a reason to respect him...
There is nothing that Kenny has said or will ever say that provides a reason to respect him...
Identity Attack0.0024788564
Insult0.025800243
Profanity0.010706633
Threat0.006136116
Severe Toxicity0.00092983246
Low Tox 0.05378982 Low Con 0.236 Meta_Commentary
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
I like what the immigrant said at 12:45. In previous years, there were Government agencies in place to help immigrants settle, but what I see this time around, I doubt that happened.
I like what the immigrant said at 12:45. In previous years, there were Government agencies in place to help immigrants settle, but what I see this time around, I doubt that happened.
Identity Attack0.03636306
Insult0.015948927
Profanity0.011458136
Threat0.006815769
Severe Toxicity0.0013923645
Low Tox 0.051810697 Constructive 0.705 Policy_Critique
Aug 24, 2025 12 likes Why Canadians Are Turning Against …
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
Identity Attack0.04667538
Insult0.016556932
Profanity0.011936366
Threat0.006763986
Severe Toxicity0.0015830994
Low Tox 0.051563308 Constructive 0.636 Comparative_Framing
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
God bless the green shirt woman. What she said is all you need to know.
God bless the green shirt woman. What she said is all you need to know.
Identity Attack0.015254694
Insult0.020837102
Profanity0.014669105
Threat0.0067057298
Severe Toxicity0.0013923645
Low Tox 0.05131592 Moderate Con 0.398 Meta_Commentary
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Identity Attack0.025806036
Insult0.016860934
Profanity0.011714331
Threat0.006912862
Severe Toxicity0.0013446808
Low Tox 0.05131592 Constructive 0.708 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. Then said their plan was to go home, get married and bring their actual wife back to Canada.
Identity Attack0.037394293
Insult0.0154929245
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.0014209747
Low Tox 0.050573748 Moderate Con 0.482
Oct 2, 2025 IRCC Names India in Study …
Its not as bad! I just feel really sorry for the young lady who said she has to wait 13 months for an MRI. She could be unalived in 13 months. 😢
Its not as bad! I just feel really sorry for the young lady who said she has to wait 13 months for an MRI. She could be unalived in 13 months. 😢
Identity Attack0.0034777985
Insult0.0142009165
Profanity0.013849284
Threat0.016465442
Severe Toxicity0.0020694733
Low Tox 0.050078966 Constructive 0.676
Sep 21, 2025 1 likes Why Canadians Are Turning Against …
Was arguing online with a person who said getting legalized was through a raffle. 😂
Was arguing online with a person who said getting legalized was through a raffle. 😂
Identity Attack0.0042177555
Insult0.016860934
Profanity0.019280603
Threat0.008556974
Severe Toxicity0.0015258789
Low Tox 0.049336795 Low Con 0.242
Jul 26, 2019 How much do refugees and …
The same can be said about the Chinese of Markham. For perspective
The same can be said about the Chinese of Markham. For perspective
Identity Attack0.04177703
Insult0.015188923
Profanity0.015625564
Threat0.0072753434
Severe Toxicity0.0018405914
Low Tox 0.048842013 Low Con 0.297
Jan 7, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Well said by the lady in the green shirt.
Well said by the lady in the green shirt.
Identity Attack0.010063417
Insult0.022706337
Profanity0.013336895
Threat0.0068028234
Severe Toxicity0.001373291
Low Tox 0.0466155 Moderate Con 0.486
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
he said native canadians. but showing yt people?
he said native canadians. but showing yt people?
Identity Attack0.030433474
Insult0.0154929245
Profanity0.013131939
Threat0.0069387536
Severe Toxicity0.0015354156
Low Tox 0.046120718 Low Con 0.283 Identity_Assertion
Jan 28, 2026 13 likes Inside Canada's Indian Invasion...
Michelle : "That is the oddest thing any immigration minister has said at this committee " Immigration Minister: "Well it's my culture. It is what it is."
Michelle : "That is the oddest thing any immigration minister has said at this committee " Immigration Minister: "Well it's my culture. It is what it is."
Identity Attack0.021987455
Insult0.016708933
Profanity0.01173141
Threat0.0063626673
Severe Toxicity0.0014972687
Low Tox 0.045625936 Moderate Con 0.456 Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Identity Attack0.009101473
Insult0.014390918
Profanity0.022901481
Threat0.008026198
Severe Toxicity0.0021743774
Low Tox 0.044388983 Low Con 0.261 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Mu friend move from ontario to here in alberta and he said he thought he was in India not Canada
Mu friend move from ontario to here in alberta and he said he thought he was in India not Canada
Identity Attack0.035331827
Insult0.015264924
Profanity0.014395831
Threat0.006647474
Severe Toxicity0.0015258789
Low Tox 0.0438942 Constructive 0.549
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
You lost me as soon as you said Jason Kenny.
You lost me as soon as you said Jason Kenny.
Identity Attack0.001674153
Insult0.01929015
Profanity0.0118680475
Threat0.0074954215
Severe Toxicity0.00094890594
Low Tox 0.043646812 Moderate Con 0.358 Meta_Commentary
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
Wonderful the liberals are helping everyone, said no one ever
Wonderful the liberals are helping everyone, said no one ever
Identity Attack0.015053716
Insult0.017936565
Profanity0.013951761
Threat0.0066927844
Severe Toxicity0.0012302399
Low Tox 0.043646812 Low Con 0.295 Humor_Satire
Jan 11, 2026 Canada’s new rules in 2026
Trudeau says it is a bad policy change. That said, Quebec has their own immigration policy
Trudeau says it is a bad policy change. That said, Quebec has their own immigration policy
Identity Attack0.017867407
Insult0.017872108
Profanity0.010228404
Threat0.005964585
Severe Toxicity0.00088214874
Low Tox 0.043646812 Moderate Con 0.394 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You should have heard what that Canadian lady said
You should have heard what that Canadian lady said
Identity Attack0.0233943
Insult0.014504919
Profanity0.012551232
Threat0.0076637166
Severe Toxicity0.0013923645
Low Tox 0.0414203 Moderate Con 0.409 Meta_Commentary
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
She said they gave us lots of hope. Who is THEY? She keeps saying THEY. I believe she is referring to people from her own country who pushed her to migrate to Canada
She said they gave us lots of hope. Who is THEY? She keeps saying THEY. I believe she is referring to people from her own country who pushed her to migrate to Canada
Identity Attack0.019475231
Insult0.0154929245
Profanity0.010928668
Threat0.006207318
Severe Toxicity0.0011110306
Low Tox 0.040925518 Constructive 0.602 Question
Feb 12, 2026 Canada's tighter immigration policy divides …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? Same with temporary workers. It is TEMPORARY. It shouldn't be automatic for students, they get an education and we choose who we want to stay.
Identity Attack0.01555616
Insult0.014808921
Profanity0.012517073
Threat0.0061231707
Severe Toxicity0.00096797943
Low Tox 0.039462693 Constructive 0.646 Policy_Critique
Jan 20, 2026 6 likes Why Canada’s immigration system has …
Well said, that woman !!
Well said, that woman !!
Identity Attack0.012340514
Insult0.01632893
Profanity0.013063621
Threat0.0076119336
Severe Toxicity0.0016880035
Low Tox 0.038991302 Moderate Con 0.471 Meta_Commentary
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT …
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT U.S.A?! HOW DOES IT AFFECT US!?’ Because everything is about you guys. Bro gave us 12 minutes before it turned into ‘BUT AMERICA!’
Identity Attack0.010803374
Insult0.016556932
Profanity0.014874061
Threat0.0065115434
Severe Toxicity0.001411438
Low Tox 0.038519915 Moderate Con 0.461 Meta_Commentary
Jan 27, 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.