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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 29 of 31
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 …
The government any government did open the student visa because it's business for the country benefit as to job too??? And selection who to stay The big problem is it's over done
The government any government did open the student visa because it's business for the country benefit as to job too??? And selection who to stay The big problem is it's over done
Identity Attack0.004384246
Insult0.012300906
Profanity0.011765569
Threat0.006162008
Severe Toxicity0.0007343292
Low Tox 0.024378212 Moderate Con 0.375
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
A million foreign students a year...
A million foreign students a year...
Identity Attack0.015053716
Insult0.008975885
Profanity0.011099464
Threat0.0062396824
Severe Toxicity0.00094890594
Low Tox 0.024142517 Low Con 0.279 Policy_Critique
Feb 18, 2026 270 likes Canadian immigration officers investigating hundreds …
Every student visa holder got a work visa. they took jobs from Canadian youths. All work visa holders which are students will be PR or refugees. Canadian government will continue to increase income tax. look …
Every student visa holder got a work visa. they took jobs from Canadian youths. All work visa holders which are students will be PR or refugees. Canadian government will continue to increase income tax. look at meat prices in canada, look at egg or milk price.
Identity Attack0.00984143
Insult0.011122898
Profanity0.00995513
Threat0.006149062
Severe Toxicity0.0009012222
Low Tox 0.023906821 Moderate Con 0.436
Jan 5, 2026 New rules, regulations take effect …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
Identity Attack0.0048097214
Insult0.011996903
Profanity0.00997221
Threat0.006485652
Severe Toxicity0.00071048737
Low Tox 0.022610499 Moderate Con 0.466 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
If the schools never told the gov about missing students do the employers tell the gov about missing workers?????
If the schools never told the gov about missing students do the employers tell the gov about missing workers?????
Identity Attack0.003311308
Insult0.010590895
Profanity0.011014067
Threat0.006537435
Severe Toxicity0.00081539154
Low Tox 0.021903414 Low Con 0.289
Jan 14, 2026 IRCC Names India in Study …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Identity Attack0.009619443
Insult0.011844902
Profanity0.0094256615
Threat0.005922511
Severe Toxicity0.00069618225
Low Tox 0.020960633 Constructive 0.763 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that they can only apply for refugee status from home country. Not at the airport.
Identity Attack0.0071405866
Insult0.009165886
Profanity0.009767254
Threat0.0066668927
Severe Toxicity0.0007343292
Low Tox 0.020842785 Moderate Con 0.456 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …
79000 students may cross borders to the USA under the biden administration they apply for asylum in US 100%. i know some students they came to in the USA
79000 students may cross borders to the USA under the biden administration they apply for asylum in US 100%. i know some students they came to in the USA
Identity Attack0.0073995716
Insult0.009089886
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.00071525574
Low Tox 0.020607091 Constructive 0.522 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
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)
"I came here as a student" - Every Brampton resident
"I came here as a student" - Every Brampton resident
Identity Attack0.008509507
Insult0.010552894
Profanity0.0108774295
Threat0.0062849927
Severe Toxicity0.0008869171
Low Tox 0.020231359 Moderate Con 0.405
Sep 22, 2025 4,980 likes Inside Canada's Indian Metropolis (Brampton)
Student visas and any other should have a zero strike policy.
Student visas and any other should have a zero strike policy.
Identity Attack0.004384246
Insult0.00819688
Profanity0.010672474
Threat0.007948523
Severe Toxicity0.0007581711
Low Tox 0.018974753 Low Con 0.207
Sep 30, 2025 IRCC Names India in Study …
There is a fundamental error here: if universities are struggling due to lack of students, without government programs, then the university is not economically viable and should close. Otherwise, they are just a government department.
There is a fundamental error here: if universities are struggling due to lack of students, without government programs, then the university is not economically viable and should close. Otherwise, they are just a government department.
Identity Attack0.0030708222
Insult0.0105148945
Profanity0.010330882
Threat0.0062914654
Severe Toxicity0.00059843063
Low Tox 0.018723432 Low Con 0.282 Economic_Argument
Jan 22, 2026 Why Canada’s immigration system has …
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
"i came here as a student" you just hear that everywhere now, canada, usa, europe all the same
Identity Attack0.006955597
Insult0.009545889
Profanity0.010996987
Threat0.006194372
Severe Toxicity0.00074863434
Low Tox 0.01859777 Moderate Con 0.344
Oct 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
One fix would be to not let TFW or student visas that are denied renewal to claim asylum.
One fix would be to not let TFW or student visas that are denied renewal to claim asylum.
Identity Attack0.006696612
Insult0.008253881
Profanity0.009852652
Threat0.00666042
Severe Toxicity0.00069618225
Low Tox 0.01834645 Low Con 0.263 Policy_Critique
Feb 24, 2026 9 likes 'We do know that there's …
They used the student program to cross over into the USA.
They used the student program to cross over into the USA.
Identity Attack0.005919657
Insult0.008823884
Profanity0.0118338885
Threat0.0068869707
Severe Toxicity0.00082969666
Low Tox 0.017341165 Low Con 0.26
Sep 27, 2025 6 likes IRCC Names India in Study …
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 …
Do the students pay for education or are they scholarships paid by the government.
Do the students pay for education or are they scholarships paid by the government.
Identity Attack0.0029598286
Insult0.008842885
Profanity0.010587076
Threat0.006162008
Severe Toxicity0.0005578995
Low Tox 0.01646154 Low Con 0.237
Nov 28, 2025 Quebec Ends Economic Immigration Program …
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)
Too many immigrants living in Canada on expired student visas
Too many immigrants living in Canada on expired student visas
Identity Attack0.013694964
Insult0.0023713782
Profanity0.000021311838
Threat0.0001593922
Severe Toxicity0.000002871781
Low Tox 0.0155798 Unverified_Claim
Apr 16, 2025 31 likes
"students"
"students"
Identity Attack0.004328749
Insult0.008576883
Profanity0.013405213
Threat0.006770459
Severe Toxicity0.0009965897
Low Tox 0.015393426 Moderate Con 0.377
Sep 30, 2025 IRCC Names India in Study …
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 …
"Student"
"Student"
Identity Attack0.0032928092
Insult0.009032886
Profanity0.012995303
Threat0.006815769
Severe Toxicity0.0009775162
Low Tox 0.014702292 Moderate Con 0.375
Dec 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Those students permits missing they might moved to Nova Scotia because they will get easy work permit get pr in Nova Scotia and hoping Nova Scotia should look into it too.
Those students permits missing they might moved to Nova Scotia because they will get easy work permit get pr in Nova Scotia and hoping Nova Scotia should look into it too.
Identity Attack0.0055496786
Insult0.008253881
Profanity0.0113727385
Threat0.0067316215
Severe Toxicity0.00074863434
Low Tox 0.014576632 Constructive 0.568
Sep 29, 2025 IRCC Names India in Study …

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.