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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: "I’m just here for the …" 1,009 comments · Page 36 of 41
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
Identity Attack0.016762028
Insult0.017549826
Profanity0.010535837
Threat0.006641001
Severe Toxicity0.0011825562
Low Tox 0.041172907 Constructive 0.549 Call_To_Action
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
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 …
I'm woken at 4am then again at 6am every morning by new comers. I told the landlord about the noise early in the am I was told to get ear plug's
I'm woken at 4am then again at 6am every morning by new comers. I told the landlord about the noise early in the am I was told to get ear plug's
Identity Attack0.0046987277
Insult0.013934915
Profanity0.01846078
Threat0.01238892
Severe Toxicity0.0019550323
Low Tox 0.040430736 Constructive 0.638 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Im just glad they are safe it must feel good as a man too finally get paid for the hard work they can do in a day. But I'm sure there is someone out there …
Im just glad they are safe it must feel good as a man too finally get paid for the hard work they can do in a day. But I'm sure there is someone out there that is going to take advantage of them by paying for cheap labor.
Identity Attack0.0068076057
Insult0.018967867
Profanity0.012551232
Threat0.0067057298
Severe Toxicity0.0008535385
Low Tox 0.039462693 Constructive 0.719
Sep 5, 2018 How much do refugees and …
Canada is beautiful You are beautiful I’m here to die for you
Canada is beautiful You are beautiful I’m here to die for you
Identity Attack0.0071775843
Insult0.010590895
Profanity0.02126184
Threat0.013269233
Severe Toxicity0.0025749207
Low Tox 0.038991302 Moderate Con 0.474
Dec 28, 2025 Deportations From Canada at Their …
I'm a retired Canadian Military veteran and I don't live in Canada because the Canada I served is not the Canada that exists today.
I'm a retired Canadian Military veteran and I don't live in Canada because the Canada I served is not the Canada that exists today.
Identity Attack0.021987455
Insult0.013896915
Profanity0.010245483
Threat0.0066215824
Severe Toxicity0.0013637543
Low Tox 0.038519915 Constructive 0.571 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
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)
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
Identity Attack0.02238941
Insult0.010362893
Profanity0.011663092
Threat0.006653947
Severe Toxicity0.0013637543
Low Tox 0.03828422 Moderate Con 0.469
Jan 5, 2026 New rules, regulations take effect …
What? When did they figure this out? I'm shocked what?. Lol
What? When did they figure this out? I'm shocked what?. Lol
Identity Attack0.0030338243
Insult0.0151129225
Profanity0.01764096
Threat0.007327127
Severe Toxicity0.0014019012
Low Tox 0.038048524 Moderate Con 0.338 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
This video was highlighted on The Pleb’s channel. I’m subscribed now looking forward to more of your work. Cheers!… and be safe.
This video was highlighted on The Pleb’s channel. I’m subscribed now looking forward to more of your work. Cheers!… and be safe.
Identity Attack0.006881601
Insult0.013668913
Profanity0.023721304
Threat0.010472948
Severe Toxicity0.0022697449
Low Tox 0.037577134 Constructive 0.548 Meta_Commentary
Jan 30, 2026 1 likes 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 …
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
Identity Attack0.017163984
Insult0.013820915
Profanity0.019690514
Threat0.007301235
Severe Toxicity0.0018119812
Low Tox 0.037105743 Moderate Con 0.483 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Invasion...
There are neighborhoods of that starwars language written all over the place where I'm at
There are neighborhoods of that starwars language written all over the place where I'm at
Identity Attack0.009545447
Insult0.012034904
Profanity0.02303812
Threat0.009411395
Severe Toxicity0.0022220612
Low Tox 0.036870047 Moderate Con 0.371 Personal_Narrative
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
Identity Attack0.017264472
Insult0.016784932
Profanity0.010740792
Threat0.006272047
Severe Toxicity0.0009012222
Low Tox 0.036870047 Constructive 0.636 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc …
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc in the last century and continue to do so, their culture is equal to western culture, i don’t worry that they are here one bit, but immigration from anywhere has to be balanced and fair.
Identity Attack0.029917859
Insult0.012148905
Profanity0.019348921
Threat0.007922632
Severe Toxicity0.0019741058
Low Tox 0.036634352 Constructive 0.722
Sep 29, 2025 43 likes Inside Canada's Indian Metropolis (Brampton)
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would …
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would you give them 4 more years.
Identity Attack0.0076215584
Insult0.01632893
Profanity0.011492296
Threat0.00704232
Severe Toxicity0.0010347366
Low Tox 0.036634352 Constructive 0.635 Moral_Argument
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. Taking the money and running out of Canada with it.
Identity Attack0.0068446035
Insult0.018581128
Profanity0.010962827
Threat0.0065050707
Severe Toxicity0.0009584427
Low Tox 0.036162965 Constructive 0.539 Economic_Argument
Oct 11, 2025 IRCC Names India in Study …
I’m Indian and I approve this message
I’m Indian and I approve this message
Identity Attack0.023796257
Insult0.012300906
Profanity0.022218296
Threat0.00967031
Severe Toxicity0.002708435
Low Tox 0.035691574 Moderate Con 0.471 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a Latter Day Saint. When our temple was built there it was surrounded by farmhouses and barns
I’m a Latter Day Saint. When our temple was built there it was surrounded by farmhouses and barns
Identity Attack0.01565665
Insult0.0113889
Profanity0.014942379
Threat0.007534259
Severe Toxicity0.0016498566
Low Tox 0.03545588 Moderate Con 0.454
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
I just want to send a huge thanks to the person who created this video.Passed my exam an hour ago 19/20 (23rd May 2025)Listening to this while at work while i’m driving to work.
I just want to send a huge thanks to the person who created this video.Passed my exam an hour ago 19/20 (23rd May 2025)Listening to this while at work while i’m driving to work.
Identity Attack0.008065533
Insult0.011274899
Profanity0.02385794
Threat0.011379151
Severe Toxicity0.0030899048
Low Tox 0.034984488 Constructive 0.597
May 23, 2025 105 likes Canadian Citizenship Test 2025 – …
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US …
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US living. Our Family moved back in Canada in 1997 to Nova Scotia. We then adapted back to the Canadian culture. Mother and Father taught us to always support the country you live in. Adapt to it's culture and rules. I live in Quebec now in Montreal been here since 2018. I'm always learning french here and there but speak mostly english. But I support the french language. Some days on the weekend though downtown when I see all the immigrants praying in the streets I am starting to miss the USA though. But I do not process an Green Card anymore.
Identity Attack0.016460562
Insult0.018001022
Profanity0.015386449
Threat0.006641001
Severe Toxicity0.0015830994
Low Tox 0.034984488 Constructive 0.778
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I'm glad India is finally getting the recognition it deserves
I'm glad India is finally getting the recognition it deserves
Identity Attack0.02238941
Insult0.011692902
Profanity0.018255826
Threat0.010913103
Severe Toxicity0.0025939941
Low Tox 0.034984488 Moderate Con 0.403 Comparative_Framing
Feb 11, 2026 Inside Canada's Indian Invasion...
I’m just 8:46
I’m just 8:46
Identity Attack0.006992595
Insult0.011578901
Profanity0.024267852
Threat0.010265815
Severe Toxicity0.0025367737
Low Tox 0.034041706 Moderate Con 0.414 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I had a work accident and tore my rotator cuff. I had to wait a year and a half. For mri and months after that. The surgeons stated the infraspinitous ligament was still half torn …
I had a work accident and tore my rotator cuff. I had to wait a year and a half. For mri and months after that. The surgeons stated the infraspinitous ligament was still half torn still. All that time later. It required another surgery 8 months later. I now have some relief in that arm. Decade later But I'm in the similar situation right now other shoulder. Those wait times were bad and it's only gotten worse since
Identity Attack0.0026823445
Insult0.012642908
Profanity0.017231047
Threat0.0086087575
Severe Toxicity0.0013542175
Low Tox 0.034041706 Constructive 0.761
Aug 25, 2025 Why Canadians Are Turning Against …

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.