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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: "They are not international students …" 151 comments · Page 6 of 7
“What we are saying to students abroad is come, and you might be able to stay - but that’s not a guarantee” Am I smoking something or are international students by definition no supposed to …
“What we are saying to students abroad is come, and you might be able to stay - but that’s not a guarantee” Am I smoking something or are international students by definition no supposed to be temporary residents here for an education? What entitles them to stay?
Identity Attack0.0091384705
Insult0.01625293
Profanity0.012346277
Threat0.0062332097
Severe Toxicity0.00096797943
Low Tox 0.037577134 Moderate Con 0.371 Question
Feb 3, 2026 Why Canada’s immigration system has …
That "safehouse" look like student dormitory. Looks like international students running businesses
That "safehouse" look like student dormitory. Looks like international students running businesses
Identity Attack0.011247349
Insult0.015644927
Profanity0.011577694
Threat0.006356194
Severe Toxicity0.0010585785
Low Tox 0.037105743 Low Con 0.296 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Identity Attack0.018872296
Insult0.014960921
Profanity0.012585391
Threat0.0067963502
Severe Toxicity0.001411438
Low Tox 0.036634352 Moderate Con 0.44
Sep 29, 2025 IRCC Names India in Study …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been focused industries only such as agriculture. Instead our business model is basically : Cheap Labour via Worker Visas, Housing Market due to quick and massive population boost and Student Visas making them pay 3.5x more than regular students that encourages post-secondary schools to choose international over domestic which may also have long-term consequences as we see many immigrants go back to their home or take their degree to a higher paying nation.
Identity Attack0.003884775
Insult0.019419061
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0010824203
Low Tox 0.034748793 Constructive 0.527 Policy_Critique
Jan 19, 2026 9 likes Why Canada’s immigration system has …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …
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 …
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 …
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 …
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 …
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 …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
Do the international students complaining about how they have to pay more for university than Canadian citizens not realize that we pay taxes that goes towards subsidizing our education?
Do the international students complaining about how they have to pay more for university than Canadian citizens not realize that we pay taxes that goes towards subsidizing our education?
Identity Attack0.0076585566
Insult0.0116169015
Profanity0.00951106
Threat0.0058448366
Severe Toxicity0.00064849854
Low Tox 0.020607091 Moderate Con 0.441
Oct 8, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
What about students who used to come with real studying intentions? What about real good schools, with solid programs? Canada has lost its reputation completely as a destination for international students. It is the last …
What about students who used to come with real studying intentions? What about real good schools, with solid programs? Canada has lost its reputation completely as a destination for international students. It is the last among developed countries, and now domestic programs are closing down because of not enough financing. Domestic tuition fees rise.
Identity Attack0.005956655
Insult0.010210892
Profanity0.0093915025
Threat0.005906329
Severe Toxicity0.00064373016
Low Tox 0.017215505 Moderate Con 0.403 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Confused over why they don’t want to pay international student fees if they are international students.
Confused over why they don’t want to pay international student fees if they are international students.
Identity Attack0.008102531
Insult0.008272881
Profanity0.010587076
Threat0.0061296434
Severe Toxicity0.00062942505
Low Tox 0.01608456 Moderate Con 0.346 Question
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
it did nothing.... and everyone came in. Nothing complex... but specifically over use of TFW and international student
it did nothing.... and everyone came in. Nothing complex... but specifically over use of TFW and international student
Identity Attack0.0027378413
Insult0.008956885
Profanity0.012004685
Threat0.006246155
Severe Toxicity0.00074863434
Low Tox 0.015079274 Moderate Con 0.428 Policy_Critique
Jun 21, 2025 How Canada broke its immigration …
Question is how much money these colleges made from all international students and banks ?? Where the profit goes after charging 4 times more fee then the locals..??
Question is how much money these colleges made from all international students and banks ?? Where the profit goes after charging 4 times more fee then the locals..??
Identity Attack0.0037922803
Insult0.008595883
Profanity0.010074687
Threat0.0058966195
Severe Toxicity0.0005865097
Low Tox 0.013382856 Moderate Con 0.336 Economic_Argument
Oct 14, 2025 1 likes IRCC Names India in Study …
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 …
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Muaahh long live makhmood ...ossam vin halen....lol international students... international 😂 mdf students....ninini catch me if you can...muahhh $$
Identity Attack0.00027742644
Insult0.0009453772
Profanity0.00012845326
Threat0.008191404
Severe Toxicity0.000010824185
Low Tox 0.01060328 Humor_Satire
May 3, 2025
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t know why our system doesn’t catch these student visa access to country, but don’t show up for the study…?
Identity Attack0.0036627878
Insult0.0072468747
Profanity0.009408582
Threat0.0058739646
Severe Toxicity0.00045776367
Low Tox 0.008921904 Constructive 0.529 Policy_Critique
Nov 22, 2025 1 likes IRCC Names India in Study …
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Identity Attack0.0005124239
Insult0.0012977398
Profanity0.00004849215
Threat0.00033248062
Severe Toxicity0.000003852819
Low Tox 0.0050464505 Policy_Critique
Apr 15, 2025 1 likes
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language …
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language Proficiency. This country is run by headless ppl. They have to enrol int. Students from other countries not only India. Iran , Sudan they give easy work permit and PR. But those who did Masters studies no points.
Identity Attack0.000442064
Insult0.00022481215
Profanity0.00003744095
Threat0.000044459546
Severe Toxicity0.000002927076
Low Tox 0.00088779686 Policy_Critique
Apr 19, 2025 1 likes
Refugees make 7k with 4 kids . Great , LIMA Sold in market .Work permit need to cut in numbers . and International students needs to slow down .
Refugees make 7k with 4 kids . Great , LIMA Sold in market .Work permit need to cut in numbers . and International students needs to slow down .
Identity Attack0.000083146835
Insult0.00015745849
Profanity0.000015644278
Threat0.000037995556
Severe Toxicity0.0000022768295
Low Tox 0.0004362653
Dec 7, 2025
What about the unemployment rate Canadian citizens face as international students are working for cash and 2 or 3 jobs,
What about the unemployment rate Canadian citizens face as international students are working for cash and 2 or 3 jobs,
Identity Attack0.00009613917
Insult0.00015556141
Profanity0.000015179934
Threat0.000023953597
Severe Toxicity0.0000022308889
Low Tox 0.0004076524 Economic_Argument
Apr 15, 2025 10 likes

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.