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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: "a week from now you …" 118 comments · Page 4 of 5
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving age was 15 and life expectancy had reached 70 plus and people worked a 40 hour week with paid holidays and a pension to come in your later years. The first time in thousands of years that the average person could have a decent life and live more than an average of thirty years. We now just take that for granted and the third world instead of working to improve their own countries want to come here and live off the system we have created. Our polticians have guilt tripped us into having compassion for these people and now the shear weight of numbers is dragging us backwards and reversing 150 years gains, we are now at the point that if drastic is not taken we will be back to pre Victorian times within 10 years.
Identity Attack0.0069185994
Insult0.02618698
Profanity0.01941724
Threat0.0076766624
Severe Toxicity0.0018310547
Low Tox 0.05651112 Constructive 0.648
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Only two weeks later they added Russian dubbing 😢
Only two weeks later they added Russian dubbing 😢
Identity Attack0.019374741
Insult0.014732921
Profanity0.022901481
Threat0.009074804
Severe Toxicity0.002670288
Low Tox 0.054037213 Low Con 0.154 Meta_Commentary
Feb 13, 2026 Inside Canada's Indian Invasion...
bout to go to Toronto in a couple weeks lol might have to stop in Brampton !
bout to go to Toronto in a couple weeks lol might have to stop in Brampton !
Identity Attack0.011469335
Insult0.019161236
Profanity0.01893901
Threat0.008090926
Severe Toxicity0.0020217896
Low Tox 0.05354243 Moderate Con 0.486 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
As soon as they touch down at the airport, THEY ARE MAGICALLY CANADIAN. The ones coming in two weeks will also be Canadian. Make that make sense
As soon as they touch down at the airport, THEY ARE MAGICALLY CANADIAN. The ones coming in two weeks will also be Canadian. Make that make sense
Identity Attack0.024600167
Insult0.015340924
Profanity0.012073003
Threat0.008893564
Severe Toxicity0.0020217896
Low Tox 0.04686289 Low Con 0.224
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
I seen this safe house on some other youtube week ago 😂
I seen this safe house on some other youtube week ago 😂
Identity Attack0.007473567
Insult0.013668913
Profanity0.027000591
Threat0.00948907
Severe Toxicity0.0026893616
Low Tox 0.045625936 Moderate Con 0.381 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year …
How a student get approved for a car loan they are only allowed to work 20hrs per week .how these finance companies are issues loan for a student who is only here for 2 year program ? Once they leave common canadian citizen have toobserved the cost . Financials insituation are to be blame for all the mess.
Identity Attack0.007954539
Insult0.022577424
Profanity0.011133623
Threat0.0063497215
Severe Toxicity0.00096321106
Low Tox 0.04315203 Moderate Con 0.466
Sep 28, 2025 7 likes IRCC Names India in Study …
The guy on his bike talk like he just have one week to live.
The guy on his bike talk like he just have one week to live.
Identity Attack0.0039772694
Insult0.018129934
Profanity0.013780965
Threat0.008466354
Severe Toxicity0.0014305115
Low Tox 0.04240986 Low Con 0.255 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Last week the block and the liberal party voted down in the House of Commons Immediate deportation for non residents of Canada
Last week the block and the liberal party voted down in the House of Commons Immediate deportation for non residents of Canada
Identity Attack0.020279141
Insult0.013402912
Profanity0.010826191
Threat0.008155655
Severe Toxicity0.0012397766
Low Tox 0.04067813 Moderate Con 0.323 Unverified_Claim
Feb 20, 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)
I have a test next week. Be honest, I am so nervous and worry. i hope i pass my test in one attempt insallah
I have a test next week. Be honest, I am so nervous and worry. i hope i pass my test in one attempt insallah
Identity Attack0.011691323
Insult0.012110904
Profanity0.022218296
Threat0.009644418
Severe Toxicity0.0019836426
Low Tox 0.037577134 Constructive 0.505 Meta_Commentary
Jul 17, 2025 12 likes Canadian Citizenship Test 2025 – …
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...
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story …
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story about someone who was waitlisted too long for an oncologist or a scan, and no longer has a chance of recovery ❤️‍🩹
Identity Attack0.00673361
Insult0.014162917
Profanity0.011219022
Threat0.00636914
Severe Toxicity0.0012397766
Low Tox 0.03192045 Constructive 0.657 Policy_Critique
Dec 24, 2025 Deportations From Canada at Their …
Wow hide cuts for the middle class eh. I can afford one more week of food.
Wow hide cuts for the middle class eh. I can afford one more week of food.
Identity Attack0.00466173
Insult0.013554913
Profanity0.012004685
Threat0.006440342
Severe Toxicity0.0009822845
Low Tox 0.031213367 Moderate Con 0.303 Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only go to 1 class once maybe 2 times a week for just over an hour and the rest of the time they are here working on student visa's where the government is paying half the wage prompting bigger business to highering these exchange student instead of local people
Identity Attack0.019173764
Insult0.014124917
Profanity0.011816809
Threat0.0060713873
Severe Toxicity0.0012111664
Low Tox 0.030270588 Constructive 0.63 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i got the same Moen faucet last week !
i got the same Moen faucet last week !
Identity Attack0.0040512653
Insult0.012946909
Profanity0.019075647
Threat0.006822242
Severe Toxicity0.0016880035
Low Tox 0.027088705 Moderate Con 0.394 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
Identity Attack0.0029783275
Insult0.0094128875
Profanity0.019212283
Threat0.0071070488
Severe Toxicity0.0013923645
Low Tox 0.024142517 Moderate Con 0.467 Economic_Argument
Jan 23, 2026 Canada’s new rules in 2026
Ive been listening to this multiple times in a row, when commuting, so around 2 hours a day, for 2-3 weeks. I scored 19/20 on the exam today
Ive been listening to this multiple times in a row, when commuting, so around 2 hours a day, for 2-3 weeks. I scored 19/20 on the exam today
Identity Attack0.00569767
Insult0.009298887
Profanity0.018187506
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.024142517 Constructive 0.511
Nov 24, 2025 9 likes Canadian Citizenship Test 2025 – …
Rookie numbers, we need 400,000 a week
Rookie numbers, we need 400,000 a week
Identity Attack0.0057346676
Insult0.010362893
Profanity0.015932998
Threat0.008116818
Severe Toxicity0.0016784668
Low Tox 0.023788974 Low Con 0.226 Call_To_Action
Dec 31, 2025 3 likes Deportations From Canada at Their …
$420 will barely buy you one weeks groceries for one person.
$420 will barely buy you one weeks groceries for one person.
Identity Attack0.0017296498
Insult0.010552894
Profanity0.011031146
Threat0.0071717775
Severe Toxicity0.0009393692
Low Tox 0.023199737 Low Con 0.219
Jan 16, 2026 Canada’s new rules in 2026
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
Identity Attack0.002293867
Insult0.011274899
Profanity0.012482914
Threat0.006375613
Severe Toxicity0.00074386597
Low Tox 0.022610499 Constructive 0.6
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Borrow ICE from US for a week!
Borrow ICE from US for a week!
Identity Attack0.0046247323
Insult0.010476895
Profanity0.010604155
Threat0.0077025536
Severe Toxicity0.0012588501
Low Tox 0.021549871 Moderate Con 0.327
Dec 13, 2025 2 likes IRCC Names India in Study …
Thank you so much for creating this video! I passed the exam yesterday October 17,2025 on my first try after just one week of listening to this while driving, without even reading the book
Thank you so much for creating this video! I passed the exam yesterday October 17,2025 on my first try after just one week of listening to this while driving, without even reading the book
Identity Attack0.0039772694
Insult0.008728883
Profanity0.016479544
Threat0.008789998
Severe Toxicity0.0016212463
Low Tox 0.021314176 Constructive 0.526
Oct 18, 2025 1 likes Canadian Citizenship Test 2025 – …

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.