Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "We don’t have a government …" 1,794 comments · Page 64 of 72
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
Identity Attack0.015857628
Insult0.019870255
Profanity0.013029462
Threat0.00666042
Severe Toxicity0.0012397766
Low Tox 0.040430736 Constructive 0.76 Personal_Narrative
Oct 1, 2025 69 likes IRCC Names India in Study …
Our governments are making decisions about important things to Canadians that Canadians never voted for ....
Our governments are making decisions about important things to Canadians that Canadians never voted for ....
Identity Attack0.025806036
Insult0.014960921
Profanity0.009681856
Threat0.0061166976
Severe Toxicity0.0010585785
Low Tox 0.040430736 Moderate Con 0.379 Policy_Critique
Nov 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
If it's that easy to infiltrate, record on camera, and do; there's no excuse why our Government with near infinite resources couldn't. The purpose of a system is what it does. They allow this on …
If it's that easy to infiltrate, record on camera, and do; there's no excuse why our Government with near infinite resources couldn't. The purpose of a system is what it does. They allow this on purpose
Identity Attack0.0035887922
Insult0.017420914
Profanity0.014122557
Threat0.008323951
Severe Toxicity0.0012588501
Low Tox 0.040183347 Low Con 0.238 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada government intentionally brought people that can not unite for some reason.
Canada government intentionally brought people that can not unite for some reason.
Identity Attack0.013847848
Insult0.018065477
Profanity0.010826191
Threat0.0065827454
Severe Toxicity0.0010967255
Low Tox 0.040183347 Low Con 0.209
Sep 20, 2025 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 …
1. It's not just a right, rather it's a GOD given right. 2. The Government is not just selling the country out, rather, they already sold the country out.
1. It's not just a right, rather it's a GOD given right. 2. The Government is not just selling the country out, rather, they already sold the country out.
Identity Attack0.008361516
Insult0.01465692
Profanity0.013029462
Threat0.006770459
Severe Toxicity0.0011539459
Low Tox 0.03969839 Low Con 0.294 Moral_Argument
Aug 24, 2025 2 likes Why Canadians Are Turning Against …
Immigration became a business model: • Corporations get cheap labor • Universities collect $37+ billion/year • Government inflates GDP & tax revenue Citizens get food banks, rent crisis, and stagnant wages.
Immigration became a business model: • Corporations get cheap labor • Universities collect $37+ billion/year • Government inflates GDP & tax revenue Citizens get food banks, rent crisis, and stagnant wages.
Identity Attack0.015757138
Insult0.014580919
Profanity0.010194245
Threat0.006003422
Severe Toxicity0.0011491776
Low Tox 0.039462693 Moderate Con 0.359 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is ALL on the liberal Government
This is ALL on the liberal Government
Identity Attack0.013847848
Insult0.015796926
Profanity0.0157622
Threat0.007301235
Severe Toxicity0.0016498566
Low Tox 0.039226998 Low Con 0.164 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't worked because bringing in immigrants only treats the symptoms not the cause.
Identity Attack0.025002124
Insult0.014124917
Profanity0.00997221
Threat0.0066927844
Severe Toxicity0.0011301041
Low Tox 0.039226998 Constructive 0.626 Policy_Critique
Jun 21, 2025 1 likes How Canada broke its immigration …
Thank you Tyler. People need to talk about this, you should ask about the 36 bucks an hour the government subsidizes them. I lost my job to an Indian business who open 6 day cares …
Thank you Tyler. People need to talk about this, you should ask about the 36 bucks an hour the government subsidizes them. I lost my job to an Indian business who open 6 day cares on grants.
Identity Attack0.026007013
Insult0.015796926
Profanity0.011680172
Threat0.0061425893
Severe Toxicity0.0009393692
Low Tox 0.039226998 Constructive 0.815 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
how could our government allow this to happen.....INTERGRATE or LEAVE
how could our government allow this to happen.....INTERGRATE or LEAVE
Identity Attack0.0039587705
Insult0.014580919
Profanity0.0113044195
Threat0.008738215
Severe Toxicity0.0015449524
Low Tox 0.03875561 Low Con 0.241 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Government come talk in all languages and not in English or French 6894 boul gouin east
Government come talk in all languages and not in English or French 6894 boul gouin east
Identity Attack0.010507392
Insult0.014960921
Profanity0.014088398
Threat0.0065956907
Severe Toxicity0.0013923645
Low Tox 0.038519915 Low Con 0.167 Policy_Critique
Mar 3, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
😳 😳 😳... the government man.. what..
😳 😳 😳... the government man.. what..
Identity Attack0.004421244
Insult0.01648093
Profanity0.016342908
Threat0.006861079
Severe Toxicity0.0015354156
Low Tox 0.038519915 Low Con 0.256
Mar 31, 2021 1 likes How much do refugees and …
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
Identity Attack0.010137413
Insult0.019032324
Profanity0.011509376
Threat0.006492125
Severe Toxicity0.00089645386
Low Tox 0.038519915 Constructive 0.569 Personal_Narrative
Feb 26, 2026 53 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I clearly see Canada’s government problems and administrative faults. It’s very concerning.
I clearly see Canada’s government problems and administrative faults. It’s very concerning.
Identity Attack0.012139536
Insult0.02051482
Profanity0.00948544
Threat0.0059840037
Severe Toxicity0.00091552734
Low Tox 0.03828422 Moderate Con 0.443
Dec 31, 2025 IRCC Names India in Study …
The government needs to much more thoroughly vet people before allowing them to enter Canada.
The government needs to much more thoroughly vet people before allowing them to enter Canada.
Identity Attack0.016360072
Insult0.0151129225
Profanity0.010160086
Threat0.008013252
Severe Toxicity0.0013923645
Low Tox 0.03828422 Low Con 0.185 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
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)
Your full of it the walk across the border the get put through the system then given Money put up in hotels or that the government bought with our money they could be in that …
Your full of it the walk across the border the get put through the system then given Money put up in hotels or that the government bought with our money they could be in that hotel for up to 5 years before they get to them and more are coming
Identity Attack0.008916483
Insult0.017088935
Profanity0.012858666
Threat0.006861079
Severe Toxicity0.0012874603
Low Tox 0.038048524 Moderate Con 0.308
Mar 22, 2019 How much do refugees and …
This is what a government does when it wilfully manages the decline of its own nation for the benefit of the WEFs vision of the future.
This is what a government does when it wilfully manages the decline of its own nation for the benefit of the WEFs vision of the future.
Identity Attack0.009619443
Insult0.016784932
Profanity0.012414595
Threat0.0072882893
Severe Toxicity0.0011873245
Low Tox 0.038048524 Low Con 0.181
Sep 1, 2025 How Canada broke its immigration …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take care of them with their tax dollars. Carney told the immigration workers not to tell anyone about this.
Identity Attack0.022791367
Insult0.013782915
Profanity0.010450439
Threat0.006763986
Severe Toxicity0.0010871887
Low Tox 0.03734144 Constructive 0.693
Dec 24, 2025 8 likes Deportations From Canada at Their …
The federal government has ZERO interest in being part of the solution. It will get swept under the carpet and shelved until the next alarming issue is brought up ... and the process repeats without …
The federal government has ZERO interest in being part of the solution. It will get swept under the carpet and shelved until the next alarming issue is brought up ... and the process repeats without any solid action. The whole problem is systemic from the top of parliament.
Identity Attack0.003385304
Insult0.018001022
Profanity0.012004685
Threat0.007262398
Severe Toxicity0.00091552734
Low Tox 0.037105743 Moderate Con 0.36 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Remember there are 70,000 expired student visas that the government has lost track off. Let that sink in. Diversity is our strength.
Remember there are 70,000 expired student visas that the government has lost track off. Let that sink in. Diversity is our strength.
Identity Attack0.0061416444
Insult0.013972916
Profanity0.011611853
Threat0.009074804
Severe Toxicity0.0011587143
Low Tox 0.036634352 Constructive 0.554 Unverified_Claim
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Could Canada's liberal government finally be putting it's own people first?
Could Canada's liberal government finally be putting it's own people first?
Identity Attack0.014249804
Insult0.015644927
Profanity0.010467518
Threat0.0071847234
Severe Toxicity0.0012016296
Low Tox 0.036634352 Low Con 0.296 Policy_Critique
Jan 1, 2026 Deportations From Canada at Their …
Canada government takes big campaign in India and give admission jobs easily
Canada government takes big campaign in India and give admission jobs easily
Identity Attack0.018972786
Insult0.01648093
Profanity0.012961143
Threat0.0066345283
Severe Toxicity0.001335144
Low Tox 0.036634352 Low Con 0.129 Unverified_Claim
Feb 8, 2026 Inside Canada's Indian Invasion...

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.