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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: "Engineers and doctors" 38 comments · Page 2 of 2
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality this is not legitimate immigrants. It's unlawful what the govt has done and therefore these people are immigrants under cover of law. Or color of law. It's defacto. I call them illegal migrants. Most are not doctors or engineers or trades people even. Most are young men from 19 to their 30's. According to Investigative Journalist Joshua Philipp of the Epoch Times, Through visiting Darian gap, he found UN tents helping illegal migrants to get to the US. But they had to pass through cartel territory. They had to pay the cartels a fee or die or be raped or both. Yes it's brutal some things but apparently before Obama left office he signed an international agreement to import people globally from mostly Islamic countries and create open borders. We see Chinese, and many people from different parts of South America and even Africa crossing to the US. A lot of whom end up in Canada. So before they cross into the US they toss their IDs Especially if they are from countries that are flagged by the US as questionable or terrorist possibilities. So this leads to a lot coming to Canada. I'm sure you heard of Roxham Rd crossing? It's officially closed but people still cross into Canada from the US going through there. There's also piles of IDs at that border crossing also. Anyways these open border policies has cut out in depth screening so we really don't know who is in Canada as true asylum seekers or immigrants. To add to this complexity, over 300,000 Canadian travel documents have been stolen from CBSA Canadian Border Services Agency. 280,000 of those were blank Canadian passports. SO we really don't know who's walking on Canadian soil. This was confirmed by Luc Sabourin a former CBSA agent. He got forced out because he was asking the right questions and giving the right evidence. Here's the interview with Joshua and the interview with Luc. Have a watch n listen. https://www.youtube.com/watch?v=obgZ-Oh6Es0&t=4s https://www.youtube.com/watch?v=QdIjTSAzUXE&t=91s JamCan I'm with you 100% you are right on the money ! Great work.
Identity Attack0.09162762
Insult0.05027775
Profanity0.023516348
Threat0.0077284453
Severe Toxicity0.0034332275
Low Tox 0.123468354 Constructive 0.797
Aug 26, 2025 Why Canadians Are Turning Against …
The thing is, we need immigrants. But we need immigrants who are doctors, engineers, scientists.... not Tim Hortons employees
The thing is, we need immigrants. But we need immigrants who are doctors, engineers, scientists.... not Tim Hortons employees
Identity Attack0.078392304
Insult0.03158728
Profanity0.014942379
Threat0.0068028234
Severe Toxicity0.0023841858
Low Tox 0.11479026 Low Con 0.25 Economic_Argument
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Ah yes, the Indian engineers and doctors.😊
Ah yes, the Indian engineers and doctors.😊
Identity Attack0.10221587
Insult0.026444806
Profanity0.01887069
Threat0.007754337
Severe Toxicity0.004005432
Low Tox 0.11098998 Low Con 0.264
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration is only good if it benifits canada. Immigrate business families, doctors, professional engineers, etc who actually contribute to our economy rather than depending on free benifits. Benifits are onky for canadians who actually need …
Immigration is only good if it benifits canada. Immigrate business families, doctors, professional engineers, etc who actually contribute to our economy rather than depending on free benifits. Benifits are onky for canadians who actually need it and not for temporary foreigners.
Identity Attack0.06749674
Insult0.024124376
Profanity0.01128734
Threat0.0063367756
Severe Toxicity0.0019931793
Low Tox 0.09828771 Constructive 0.503 Economic_Argument
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
Identity Attack0.0052166977
Insult0.018581128
Profanity0.016342908
Threat0.007094103
Severe Toxicity0.0015640259
Low Tox 0.044883765 Low Con 0.21 Humor_Satire
Sep 28, 2025 7 likes IRCC Names India in Study …
better than other types of engineers and doctors
better than other types of engineers and doctors
Identity Attack0.011321344
Insult0.018774498
Profanity0.013268576
Threat0.0062785195
Severe Toxicity0.0010967255
Low Tox 0.040430736 Low Con 0.279 Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Atleast these are real doctors n engineers
Atleast these are real doctors n engineers
Identity Attack0.005512681
Insult0.010856897
Profanity0.013780965
Threat0.0069646453
Severe Toxicity0.0011730194
Low Tox 0.02072494 Low Con 0.281
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Engineers and doctors right? :D
Engineers and doctors right? :D
Identity Attack0.0028673338
Insult0.0088618845
Profanity0.01309778
Threat0.0065633263
Severe Toxicity0.0010156631
Low Tox 0.014765122 Moderate Con 0.343
Nov 26, 2025 Quebec Ends Economic Immigration Program …
LOT OF ENGINEERS & DOCTORS
LOT OF ENGINEERS & DOCTORS
Identity Attack0.003607291
Insult0.008405882
Profanity0.012312118
Threat0.006977591
Severe Toxicity0.0012683868
Low Tox 0.012063419 Low Con 0.282 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
But but but doctors and engineers.
But but but doctors and engineers.
Identity Attack0.0025343532
Insult0.008234881
Profanity0.011014067
Threat0.0064532873
Severe Toxicity0.0007343292
Low Tox 0.011623607 Moderate Con 0.303 Humor_Satire
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
Doctors and engineers eh?😂😂
Doctors and engineers eh?😂😂
Identity Attack0.0012209293
Insult0.009070885
Profanity0.013849284
Threat0.0055033923
Severe Toxicity0.0014686584
Low Tox 0.011058134 Low Con 0.282 Humor_Satire
Feb 18, 2026 49 likes Canadian immigration officers investigating hundreds …
Engineers and doctors
Engineers and doctors
Identity Attack0.003089321
Insult0.0074558756
Profanity0.013507691
Threat0.006925808
Severe Toxicity0.0011968613
Low Tox 0.009738698 Moderate Con 0.395 Economic_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …

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.