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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: "Who is the man on …" 545 comments · Page 15 of 22
that man on the bike was spitting factss
that man on the bike was spitting factss
Identity Attack0.010581387
Insult0.08582769
Profanity0.10611444
Threat0.011275585
Severe Toxicity0.006828308
Low Tox 0.23235008 Moderate Con 0.322 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
In the words of the supreme divine chairman con man carney, "eh, who cares". God Bless Donald Trump God Bless 🇺🇸
In the words of the supreme divine chairman con man carney, "eh, who cares". God Bless Donald Trump God Bless 🇺🇸
Identity Attack0.007288578
Insult0.16861114
Profanity0.05543986
Threat0.00666042
Severe Toxicity0.003604889
Low Tox 0.23198941 Low Con 0.212 Humor_Satire
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
This is enough to make a grown man gag
This is enough to make a grown man gag
Identity Attack0.016460562
Insult0.06250052
Profanity0.12035047
Threat0.023544617
Severe Toxicity0.007972717
Low Tox 0.22980402 Low Con 0.202
Nov 7, 2025 Inside Canada's Indian Metropolis (Brampton)
2:07 I like this man, he can stay lol. I say this as someone who was born in Brampton and still live 20 minutes away. I would never move back there now cause of the …
2:07 I like this man, he can stay lol. I say this as someone who was born in Brampton and still live 20 minutes away. I would never move back there now cause of the smell.
Identity Attack0.094936445
Insult0.071116626
Profanity0.09518933
Threat0.011172019
Severe Toxicity0.008773804
Low Tox 0.22712809 Constructive 0.667 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike guy is hilariously honest. But Africa is too diverse for his generalization though. Even within one country. But man..70? I think I should get an IQ test.😂
Bike guy is hilariously honest. But Africa is too diverse for his generalization though. Even within one country. But man..70? I think I should get an IQ test.😂
Identity Attack0.17614605
Insult0.08533409
Profanity0.06295506
Threat0.0077802283
Severe Toxicity0.0062179565
Low Tox 0.22579013 Constructive 0.538 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Desperately need a funny mustache man
Desperately need a funny mustache man
Identity Attack0.012541492
Insult0.034341812
Profanity0.064458095
Threat0.13815513
Severe Toxicity0.01159668
Low Tox 0.21776234 Moderate Con 0.333 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bike man dgaf, he’s gonna call it like he sees it 😂
Bike man dgaf, he’s gonna call it like he sees it 😂
Identity Attack0.01274247
Insult0.0720671
Profanity0.17752954
Threat0.0115345
Severe Toxicity0.010604858
Low Tox 0.21508642 Low Con 0.246 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Man you hit the nail right on the head . I could not say it any better .
Man you hit the nail right on the head . I could not say it any better .
Identity Attack0.0065486208
Insult0.060752302
Profanity0.052183274
Threat0.13815513
Severe Toxicity0.009841919
Low Tox 0.21374844 Constructive 0.529
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
It’s honestly so sad someone needs to do something maybe another moustache man will come along
It’s honestly so sad someone needs to do something maybe another moustache man will come along
Identity Attack0.012061302
Insult0.06774519
Profanity0.06495911
Threat0.04201601
Severe Toxicity0.0077819824
Low Tox 0.20839658 Moderate Con 0.302 Fear_Threat
Mar 3, 2026 Inside Canada's Indian Invasion...
That white turban man❤❤❤
That white turban man❤❤❤
Identity Attack0.19298288
Insult0.05262003
Profanity0.0684662
Threat0.011819307
Severe Toxicity0.0090408325
Low Tox 0.20839658 Moderate Con 0.364 Identity_Assertion
Dec 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Let me parody Rudyard Kipling's infamous poem with a new title: "the Brown man's burden "
Let me parody Rudyard Kipling's infamous poem with a new title: "the Brown man's burden "
Identity Attack0.18235919
Insult0.061976057
Profanity0.051181246
Threat0.020264024
Severe Toxicity0.00667572
Low Tox 0.20705862 Low Con 0.24 Humor_Satire
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them …
Learn from Gulf countries open your markets let young, educated people come to your country establish businesses, provide you services and if possible, they will bear children for you to increase your population. Charge them yearly for visa health fee etc. and as soon contract finishes send them back home or keep good ones who are beneficial to your economy give them citizenship. Such a big country like Canada that is going thru housing crisis...shame it is called first world country. Indians can help you in a big way to sort your healthcare woes. YES INDIA AND ONLY INDIA OR TO SOME EXTENT PHILLIPINES CAN PROVIDE YOU ENGLISH EDUCATED LAW ABIDING MAN POWER.
Identity Attack0.18468912
Insult0.082866095
Profanity0.024267852
Threat0.007974415
Severe Toxicity0.0062179565
Low Tox 0.20312156 Constructive 0.709
Oct 2, 2025 IRCC Names India in Study …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a call back or an interview. Also that lady who didn't want to be interviewed and the guy on the bike were based. Our Goverment has been pumping them into the country for 10 years without requiring them to speak English or french. Lastly before anyone attacks the man on the bike, check science...
Identity Attack0.16373143
Insult0.07967083
Profanity0.018392462
Threat0.009385503
Severe Toxicity0.0048446655
Low Tox 0.2028889 Constructive 0.68 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
2:03 this man is a gem
2:03 this man is a gem
Identity Attack0.021585498
Insult0.10587067
Profanity0.10425757
Threat0.010421164
Severe Toxicity0.0075149536
Low Tox 0.20265625 Low Con 0.291 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
mustache man with the cigarette seems like a real one
mustache man with the cigarette seems like a real one
Identity Attack0.020279141
Insult0.08831572
Profanity0.06145202
Threat0.009359611
Severe Toxicity0.0060653687
Low Tox 0.20265625 Low Con 0.254
Jan 27, 2026 Inside Canada's Indian Invasion...
Using Canada to get into "The greatest country on earth." WOW. Open your eyes man, you're delusional if you think America is the greatest country on earth. Maybe it used to be, but it's been …
Using Canada to get into "The greatest country on earth." WOW. Open your eyes man, you're delusional if you think America is the greatest country on earth. Maybe it used to be, but it's been far away from that for decades, now especially with current events.
Identity Attack0.0775651
Insult0.11797678
Profanity0.018255826
Threat0.006861079
Severe Toxicity0.0036621094
Low Tox 0.20219094 Low Con 0.263 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
lol that guy in the beginning saying they don’t pay taxes, buddy you literally get paid by the govt to do drugs and what taxes a homeless man pays ?
lol that guy in the beginning saying they don’t pay taxes, buddy you literally get paid by the govt to do drugs and what taxes a homeless man pays ?
Identity Attack0.010803374
Insult0.08831572
Profanity0.031641733
Threat0.008556974
Severe Toxicity0.0039482117
Low Tox 0.20172562 Low Con 0.226
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Most of Richmond end Border control are Sikh. Spot the Canadian security man.
Most of Richmond end Border control are Sikh. Spot the Canadian security man.
Identity Attack0.18468912
Insult0.0777699
Profanity0.02303812
Threat0.010705971
Severe Toxicity0.0061798096
Low Tox 0.20056234 Moderate Con 0.375 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
no way this man went to brampton lmfao how was the driving?
no way this man went to brampton lmfao how was the driving?
Identity Attack0.011839314
Insult0.06250052
Profanity0.11663672
Threat0.009178371
Severe Toxicity0.009002686
Low Tox 0.20056234 Low Con 0.266 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen …
Immigrants are necessary, BUT ONLY TO POINT. We need to shut our borders to new immigrants and begin working around what we have. As a man who has grown up in Canada, I have seen us morph from an economic powerhouse to wasted potential. Add in strict criteria for being able to come to Canada, incentivize construction of new infrastructure, and add in new laws for all these immigrants that dictate what they can and cannot do in Canada. This ain't no free ride, people! Get off the government gravy train and start working in places OTHER than entry-level work! Leave that for teens and twentiers!
Identity Attack0.14233272
Insult0.076502606
Profanity0.022218296
Threat0.010835429
Severe Toxicity0.0059509277
Low Tox 0.1996317 Constructive 0.669 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
If honesty was a person would be the man in orange vest
If honesty was a person would be the man in orange vest
Identity Attack0.019575719
Insult0.08030447
Profanity0.035148825
Threat0.008841781
Severe Toxicity0.0049209595
Low Tox 0.1996317 Low Con 0.205 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Identity Attack0.18002926
Insult0.06634661
Profanity0.023106437
Threat0.008556974
Severe Toxicity0.005302429
Low Tox 0.19870108 Moderate Con 0.338 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
I appreciate wat this man says here,especially that hes an immigrant himself..he gets it😮
I appreciate wat this man says here,especially that hes an immigrant himself..he gets it😮
Identity Attack0.13163337
Insult0.061626412
Profanity0.021945024
Threat0.0074824756
Severe Toxicity0.0048065186
Low Tox 0.19219314 Constructive 0.635
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
In our face..... wow and this is how we all get talked at by them... who chose to help them... not me... I am afraid from being attacked by someone who looks just like that …
In our face..... wow and this is how we all get talked at by them... who chose to help them... not me... I am afraid from being attacked by someone who looks just like that man and being told im hateful.... even tho I almost got pulled into someone's car....
Identity Attack0.011987305
Insult0.06442356
Profanity0.030890211
Threat0.04363242
Severe Toxicity0.0049591064
Low Tox 0.1893425 Constructive 0.592 Fear_Threat
Aug 25, 2025 1 likes 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.