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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

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Active: "He is a student of …" 755 comments · Page 28 of 31
the only country around the globe where you are served in coffee shops and at checkouts in stores by people with higher medical and engineering degrees, since they all came as students
the only country around the globe where you are served in coffee shops and at checkouts in stores by people with higher medical and engineering degrees, since they all came as students
Identity Attack0.011691323
Insult0.013478912
Profanity0.012038844
Threat0.006051969
Severe Toxicity0.0010156631
Low Tox 0.032863233 Moderate Con 0.432
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
They are "students"
They are "students"
Identity Attack0.007547563
Insult0.015720926
Profanity0.015693882
Threat0.006530962
Severe Toxicity0.0011873245
Low Tox 0.032627538 Moderate Con 0.307 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
Good now do international students who graduated from diploma mills
Good now do international students who graduated from diploma mills
Identity Attack0.0076585566
Insult0.012642908
Profanity0.016752819
Threat0.007870848
Severe Toxicity0.0014305115
Low Tox 0.032391842 Moderate Con 0.353 Call_To_Action
Feb 2, 2026 Deportations From Canada at Their …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not ignore students' bad behaviors and false credentials in order to obtain a student permit in Canada. Also, Canada Immigration also needs to scrutinize both students and colleagues
Identity Attack0.012061302
Insult0.01648093
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0008249283
Low Tox 0.032156147 Constructive 0.53
Sep 29, 2025 IRCC Names India in Study …
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
Identity Attack0.010729378
Insult0.011882903
Profanity0.012380436
Threat0.009281937
Severe Toxicity0.0010919571
Low Tox 0.031684756 Moderate Con 0.398 Comparative_Framing
Sep 29, 2025 IRCC Names India in Study …
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Identity Attack0.014551271
Insult0.012072904
Profanity0.009639157
Threat0.0065956907
Severe Toxicity0.00093460083
Low Tox 0.031449065 Moderate Con 0.423 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
There never was a clear path to permanent residency, hence the term "temporary foreign worker" and "international student program." Permanent residency was simply something these immigrant classes hoped for but were never promised. Quebec saw …
There never was a clear path to permanent residency, hence the term "temporary foreign worker" and "international student program." Permanent residency was simply something these immigrant classes hoped for but were never promised. Quebec saw that these programs were being abused as backdoor efforts to gain permanent residency and have shut tte loopholes. The Canadisn Government should follow suit.
Identity Attack0.013546381
Insult0.014504919
Profanity0.010365041
Threat0.0063885585
Severe Toxicity0.0009059906
Low Tox 0.031213367 Constructive 0.599
Nov 26, 2025 Quebec Ends Economic Immigration Program …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and almost every fast food restaurant lets them work there without having Canadian taxes taking off their checks.Plus what happen to that box on most applications where it says are you legally allowed to work in Canada.
Identity Attack0.02238941
Insult0.0116169015
Profanity0.010074687
Threat0.005809236
Severe Toxicity0.0009393692
Low Tox 0.030388435 Constructive 0.616
Dec 14, 2025 How Canada broke its immigration …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only go to 1 class once maybe 2 times a week for just over an hour and the rest of the time they are here working on student visa's where the government is paying half the wage prompting bigger business to highering these exchange student instead of local people
Identity Attack0.019173764
Insult0.014124917
Profanity0.011816809
Threat0.0060713873
Severe Toxicity0.0012111664
Low Tox 0.030270588 Constructive 0.63 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
“I came here as a Student”😂 Yeah we don’t doubt that, buddy!
“I came here as a Student”😂 Yeah we don’t doubt that, buddy!
Identity Attack0.004384246
Insult0.013668913
Profanity0.016889455
Threat0.0066215824
Severe Toxicity0.0012779236
Low Tox 0.03015274 Moderate Con 0.424 Humor_Satire
Jan 27, 2026 26 likes Inside Canada's Indian Invasion...
you are doing great job,yes lots of them working instead going to school, i witness too and even question him are you student? because seems not going to school but work everyday their employer is …
you are doing great job,yes lots of them working instead going to school, i witness too and even question him are you student? because seems not going to school but work everyday their employer is same with employee same country
Identity Attack0.009693438
Insult0.012680908
Profanity0.013131939
Threat0.006220264
Severe Toxicity0.0011253357
Low Tox 0.029799197 Constructive 0.706 Personal_Narrative
Oct 2, 2025 IRCC Names India in Study …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which aren't aligned to the needs of the country then need to go back home. It would be a disservice to Canadian's and the students to keep them here.
Identity Attack0.008768492
Insult0.015188923
Profanity0.009434202
Threat0.0062008454
Severe Toxicity0.00084400177
Low Tox 0.029563503 Constructive 0.682 Policy_Critique
Feb 22, 2026 Canada's tighter immigration policy divides …
Canadian gov has opened much of the international students for Indians, if only they did a fair ratio between other nationalities that issues now would have been controlled, if I am not mistaken, they let …
Canadian gov has opened much of the international students for Indians, if only they did a fair ratio between other nationalities that issues now would have been controlled, if I am not mistaken, they let 250k per yr for India, rest of the international students are just 25k per yr each coming from different countries.
Identity Attack0.024600167
Insult0.011084898
Profanity0.010587076
Threat0.006246155
Severe Toxicity0.0009775162
Low Tox 0.029327808 Constructive 0.586 Unverified_Claim
Oct 12, 2025 IRCC Names India in Study …
cancel every application that's in backlog, accept only students going to post-secondary schools (and even then- that number must be reduced also), and eliminate the TFW program.
cancel every application that's in backlog, accept only students going to post-secondary schools (and even then- that number must be reduced also), and eliminate the TFW program.
Identity Attack0.004236255
Insult0.009982891
Profanity0.01127026
Threat0.00967031
Severe Toxicity0.0011348724
Low Tox 0.028856417 Moderate Con 0.301 Call_To_Action
Jan 19, 2026 27 likes Why Canada’s immigration system has …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Thank you Michelle.. finally someone is asking the right questions. If these four women.. do not have a clue where these 79,000 students are they should be held accountable. They should be investigated..
Thank you Michelle.. finally someone is asking the right questions. If these four women.. do not have a clue where these 79,000 students are they should be held accountable. They should be investigated..
Identity Attack0.009545447
Insult0.01313691
Profanity0.009417122
Threat0.006757513
Severe Toxicity0.000667572
Low Tox 0.028031485 Constructive 0.625
Sep 29, 2025 IRCC Names India in Study …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
student VISA is BROKEN
student VISA is BROKEN
Identity Attack0.0034038029
Insult0.013440913
Profanity0.016889455
Threat0.0058998563
Severe Toxicity0.0027275085
Low Tox 0.027560094 Low Con 0.267 Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
Identity Attack0.0027193425
Insult0.012984909
Profanity0.011423977
Threat0.0068028234
Severe Toxicity0.0006246567
Low Tox 0.027560094 Low Con 0.244 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
why there is a need for international student program it is no benefit for the host countries
why there is a need for international student program it is no benefit for the host countries
Identity Attack0.009249465
Insult0.010134893
Profanity0.013405213
Threat0.00636914
Severe Toxicity0.0009918213
Low Tox 0.027560094 Low Con 0.216
Sep 28, 2025 10 likes IRCC Names India in Study …
Why to blame people blame the govt who used students for their feees
Why to blame people blame the govt who used students for their feees
Identity Attack0.00414376
Insult0.012832909
Profanity0.012175481
Threat0.006479179
Severe Toxicity0.0008058548
Low Tox 0.027442247 Low Con 0.3 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
*Came here to study as student on paper but he never went back*
*Came here to study as student on paper but he never went back*
Identity Attack0.006178642
Insult0.009868891
Profanity0.01805087
Threat0.0074565844
Severe Toxicity0.001373291
Low Tox 0.027088705 Moderate Con 0.356
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Identity Attack0.0027563404
Insult0.014960921
Profanity0.010757872
Threat0.0062785195
Severe Toxicity0.0007009506
Low Tox 0.026735162 Moderate Con 0.322 Policy_Critique
Oct 12, 2025 IRCC Names India in Study …
Anything for students employment opportunities or are they just for foreign students still?
Anything for students employment opportunities or are they just for foreign students still?
Identity Attack0.016360072
Insult0.010476895
Profanity0.010433359
Threat0.0059257476
Severe Toxicity0.0008010864
Low Tox 0.026499467 Low Con 0.282 Question
Jan 11, 2026 45 likes Canada’s new rules in 2026

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.