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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: "IT'S ABOUT TIME!" 1,206 comments · Page 40 of 49
WITHIN TIME WE ALL BECOME ❤CANADIANS❤NO MATTER WHO CAME OR FROM WHERE??
WITHIN TIME WE ALL BECOME ❤CANADIANS❤NO MATTER WHO CAME OR FROM WHERE??
Identity Attack0.020781586
Insult0.011958904
Profanity0.0127561875
Threat0.00675104
Severe Toxicity0.0018692017
Low Tox 0.0414203 Moderate Con 0.36 Solidarity
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Charging 4x the tuition fees for international students should be labelled as a crime to beginwith. It's high time to make Canadians pay that kind of money for their degrees and not live in the …
Charging 4x the tuition fees for international students should be labelled as a crime to beginwith. It's high time to make Canadians pay that kind of money for their degrees and not live in the merry world of subsidised education for domestic students.
Identity Attack0.013948337
Insult0.018838953
Profanity0.011441057
Threat0.0065827454
Severe Toxicity0.0010061264
Low Tox 0.0414203 Moderate Con 0.41 Economic_Argument
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Western countries need to rise and restore sovreignty. We’re running out of time
Western countries need to rise and restore sovreignty. We’re running out of time
Identity Attack0.013847848
Insult0.013592913
Profanity0.014703264
Threat0.008789998
Severe Toxicity0.0014209747
Low Tox 0.041172907 Low Con 0.236 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Identity Attack0.007288578
Insult0.015416925
Profanity0.013029462
Threat0.0084793
Severe Toxicity0.0013828278
Low Tox 0.04067813 Moderate Con 0.428 Fear_Threat
Jan 27, 2026 58 likes Inside Canada's Indian Invasion...
Immigration and Customs Enforcement should be done a long time ago
Immigration and Customs Enforcement should be done a long time ago
Identity Attack0.017766917
Insult0.0113889
Profanity0.013200258
Threat0.007832011
Severe Toxicity0.0016117096
Low Tox 0.04067813 Low Con 0.192 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when …
Call any big Canadian company, Bell, you get someone from the Philippines. Scotia bank, you get someone in Mexico and so on. They make billions and yet decide to hire outside of Canada. But when they hire someone from Canada, you stay on "temporary" status for years. After 2 or 3 years they move you to "temp full time" status and so on..... Most Canadians know this!
Identity Attack0.025806036
Insult0.015720926
Profanity0.01127026
Threat0.0065180166
Severe Toxicity0.0013542175
Low Tox 0.040430736 Constructive 0.525 Economic_Argument
Feb 15, 2026 Canada's tighter immigration policy divides …
Very depressing to watch in real time.
Very depressing to watch in real time.
Identity Attack0.00258985
Insult0.017012933
Profanity0.013371054
Threat0.0067251488
Severe Toxicity0.0011205673
Low Tox 0.040183347 Moderate Con 0.344 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Too much people have came in a very little time that's the problem
Too much people have came in a very little time that's the problem
Identity Attack0.008028535
Insult0.013858915
Profanity0.015147334
Threat0.006912862
Severe Toxicity0.0012874603
Low Tox 0.040183347 Moderate Con 0.306 Fear_Threat
Sep 19, 2025 33 likes Inside Canada's Indian Metropolis (Brampton)
Under a conservative government Michelle would fix it Vote smarter next time.
Under a conservative government Michelle would fix it Vote smarter next time.
Identity Attack0.0039587705
Insult0.020579277
Profanity0.011441057
Threat0.0069387536
Severe Toxicity0.0009536743
Low Tox 0.040183347 Moderate Con 0.317 Call_To_Action
Feb 24, 2026 26 likes 'We do know that there's …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
About time. Enough of this.
About time. Enough of this.
Identity Attack0.0022661188
Insult0.014884921
Profanity0.013610168
Threat0.008738215
Severe Toxicity0.0014781952
Low Tox 0.03969839 Low Con 0.292 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher standards and expectations foreign students might find more textually challenging and tuition-costly. Immigration or Immigrant Policy is an entirely separate entry into a foreign country vs. based on student's visa, which is timed. I would go back home and finish up school there and earn back home -- visiting other land temporarily is fine, but not live with them full-time. FYI - Canada & USA are brothers biologically -- they are Anglo-Saxon and owned both countries and everything in it. be blessed. nov2025
Identity Attack0.014450782
Insult0.018258847
Profanity0.01220964
Threat0.006738094
Severe Toxicity0.0013160706
Low Tox 0.03969839 Constructive 0.759
Nov 25, 2025 Quebec Ends Economic Immigration Program …
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded …
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded this for everyone 🎉🎉🎉i didn’t read anything just this video ❤
Identity Attack0.0073995716
Insult0.011122898
Profanity0.026863953
Threat0.011249693
Severe Toxicity0.003604889
Low Tox 0.039462693 Constructive 0.537
Nov 28, 2025 28 likes Canadian Citizenship Test 2025 – …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in the very short term, but it will need to deal with mass unemployment in 3 years from now, being very optimistic. Immigration in the AI era needs to be rethought. Being an immigrant myself, I advocate for skilled immigration, but we are on the brink of a social disruption. It's time to take it slow.
Identity Attack0.013546381
Insult0.017872108
Profanity0.011253181
Threat0.0076507707
Severe Toxicity0.0012207031
Low Tox 0.038991302 Constructive 0.75
Nov 21, 2025 Quebec Ends Economic Immigration Program …
I been saying this for a long time they bringing these pay to other countries to take there place
I been saying this for a long time they bringing these pay to other countries to take there place
Identity Attack0.013244915
Insult0.014048916
Profanity0.014839902
Threat0.00704232
Severe Toxicity0.0012874603
Low Tox 0.038519915 Moderate Con 0.336 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Great to hear from Jason Kenney. Your immigration program was admirable. I do remember the fuss made when health care, etc. was greatly reduced for immigrants. I totally approved that action at the time.
Great to hear from Jason Kenney. Your immigration program was admirable. I do remember the fuss made when health care, etc. was greatly reduced for immigrants. I totally approved that action at the time.
Identity Attack0.021083053
Insult0.014238917
Profanity0.010604155
Threat0.0062526283
Severe Toxicity0.0010585785
Low Tox 0.038519915 Constructive 0.825 Personal_Narrative
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
Identity Attack0.0021643746
Insult0.013782915
Profanity0.012517073
Threat0.0100069
Severe Toxicity0.0014209747
Low Tox 0.038048524 Low Con 0.234 Fear_Threat
Nov 27, 2025 1 likes Why Canadians Are Turning Against …
The whole time we worried about the southern border when the northern border was the issue 😂
The whole time we worried about the southern border when the northern border was the issue 😂
Identity Attack0.008879486
Insult0.012794908
Profanity0.017914234
Threat0.0074824756
Severe Toxicity0.0015163422
Low Tox 0.03781283 Low Con 0.276 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would not say anything because there are no checks and balances in our immigration system.
Identity Attack0.017766917
Insult0.012870909
Profanity0.012073003
Threat0.006699257
Severe Toxicity0.0010681152
Low Tox 0.03781283 Constructive 0.681 Personal_Narrative
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
Identity Attack0.016058605
Insult0.015872927
Profanity0.013644327
Threat0.006925808
Severe Toxicity0.0013828278
Low Tox 0.037577134 Moderate Con 0.39 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Our version of an open border. Little wonder Trump gives us a hard time.
Our version of an open border. Little wonder Trump gives us a hard time.
Identity Attack0.0043657473
Insult0.01632893
Profanity0.010347961
Threat0.0077802283
Severe Toxicity0.0010538101
Low Tox 0.037105743 Low Con 0.251 Comparative_Framing
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Understand the term “asylum” seekers where they are coming from and why!! Demand for better healthcare services when you vote next time rather than gaslighting this issue. There are rules and laws in place, universally …
Understand the term “asylum” seekers where they are coming from and why!! Demand for better healthcare services when you vote next time rather than gaslighting this issue. There are rules and laws in place, universally applicable covenants that protect vulnerable folks. Things shouldn’t have to be that divisive.
Identity Attack0.009064475
Insult0.0154929245
Profanity0.011509376
Threat0.007353018
Severe Toxicity0.0011205673
Low Tox 0.036870047 Constructive 0.682 Moral_Argument
Feb 24, 2026 'We do know that there's …
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat …
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat people as an example is plain wrong as it was a different time and demographic.
Identity Attack0.011617327
Insult0.017936565
Profanity0.009733095
Threat0.0059322207
Severe Toxicity0.0007534027
Low Tox 0.036870047 Constructive 0.613
Jan 19, 2019 How much do refugees and …

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.