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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: "I am a college student …" 90 comments · Page 4 of 4
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these educators don't understand the policies and how to best support the children so its effecting quality and safety. There was supposed to be a limit on international students. That's not happening. Most of Conestoga colleges student ECE's are international
Identity Attack0.039972372
Insult0.017743196
Profanity0.010689554
Threat0.0059904763
Severe Toxicity0.0013065338
Low Tox 0.048594624 Constructive 0.798 Unverified_Claim
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
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 …
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 international.students coming to .universities have paid a hige price compared to native people. these students would be attending college and 2orkong tonget q decent job. however those who just want to work and dont …
the international.students coming to .universities have paid a hige price compared to native people. these students would be attending college and 2orkong tonget q decent job. however those who just want to work and dont want to study are the ones to be blames for. because if such students everyother student gets affected.
Identity Attack0.00899048
Insult0.014732921
Profanity0.013166099
Threat0.0066927844
Severe Toxicity0.0009250641
Low Tox 0.032863233 Constructive 0.523 Policy_Critique
Nov 4, 2025 IRCC Names India in Study …
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 …
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)
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 …
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 …
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 …
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 …
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
Identity Attack0.0013689207
Insult0.007987879
Profanity0.0092292465
Threat0.005780108
Severe Toxicity0.00039577484
Low Tox 0.01024134 Moderate Con 0.348 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years …
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years Know you asking questions for last four years
Identity Attack0.0017111509
Insult0.007778878
Profanity0.009579378
Threat0.005877201
Severe Toxicity0.00044345856
Low Tox 0.01005285 Low Con 0.275
Sep 28, 2025 2 likes IRCC Names India in Study …
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 …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 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.