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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 17 of 22
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in …
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in itself, but the mindset is inherently what we want from our newcomers, and not just importing everyone from a hyper-specific area of another country in i.e. India. This is why selective immigration that has been done for years before Trudeau did wonders for this country. Very insightful. The race doesn't matter, the diversity we value is actually lost when you only import anything and don't vet anyone at all, it then becomes simply and factually non-diverse.
Identity Attack0.10221587
Insult0.057890166
Profanity0.016411226
Threat0.007068211
Severe Toxicity0.0031852722
Low Tox 0.14256015 Constructive 0.852 Policy_Critique
Jan 1, 2026 Inside Canada's Indian Metropolis (Brampton)
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Identity Attack0.015254694
Insult0.024511116
Profanity0.072882555
Threat0.04233929
Severe Toxicity0.008163452
Low Tox 0.13561769 Constructive 0.511 Meta_Commentary
Feb 25, 2026 Inside Canada's Indian Invasion...
I just want Canada from 10-15 years ago man. I'm not full on anti-immigration, I still want to allow some people in. But we need to put a stop to mass immigration. Immigration without assimilation …
I just want Canada from 10-15 years ago man. I'm not full on anti-immigration, I still want to allow some people in. But we need to put a stop to mass immigration. Immigration without assimilation is just an invasion.
Identity Attack0.10221587
Insult0.02982438
Profanity0.013405213
Threat0.008220384
Severe Toxicity0.0030899048
Low Tox 0.12867521 Constructive 0.644 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
bicycle man spewing truth...
bicycle man spewing truth...
Identity Attack0.0071035884
Insult0.07016616
Profanity0.0157622
Threat0.006576272
Severe Toxicity0.00207901
Low Tox 0.12520397 Low Con 0.297 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Healthcare is 100 percent free in Canada. What's that old man talking aboot?
Healthcare is 100 percent free in Canada. What's that old man talking aboot?
Identity Attack0.012240025
Insult0.06858205
Profanity0.016411226
Threat0.007327127
Severe Toxicity0.002374649
Low Tox 0.123468354 Moderate Con 0.31 Humor_Satire
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
The man on the bike is right!! lmao!!
The man on the bike is right!! lmao!!
Identity Attack0.0073995716
Insult0.029493837
Profanity0.08322773
Threat0.011612174
Severe Toxicity0.00667572
Low Tox 0.121732734 Low Con 0.292 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
That man speaks the truth! We all know who lmao 😅
That man speaks the truth! We all know who lmao 😅
Identity Attack0.00899048
Insult0.032468732
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.0059509277
Low Tox 0.121732734 Moderate Con 0.369 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little …
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little north and life will be miserable and unbearable. —- PM Carney is a rational man. The numbers need to be managed. New entrants specially reduced, but I don’t know about those in the country already. It’s like they got hoodwinked.
Identity Attack0.013646871
Insult0.06739554
Profanity0.016616182
Threat0.007832011
Severe Toxicity0.0022125244
Low Tox 0.11479026 Constructive 0.784 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
4:29 too advocate for this man. Went to a KFC with all "immigrant workers, and we did a mobile order and went in shortly after only to wait 30 minutes whilst watching over 5 seperate …
4:29 too advocate for this man. Went to a KFC with all "immigrant workers, and we did a mobile order and went in shortly after only to wait 30 minutes whilst watching over 5 seperate "immigrant friends" come in talk, WHILE they do their orders, and then get served immediately.
Identity Attack0.10221587
Insult0.031256735
Profanity0.014054239
Threat0.007793174
Severe Toxicity0.0026512146
Low Tox 0.11479026 Constructive 0.752 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm at the point of panhandling here .. man.. why because i Lost my job and now I'm broke..
I'm at the point of panhandling here .. man.. why because i Lost my job and now I'm broke..
Identity Attack0.006955597
Insult0.024768941
Profanity0.06345607
Threat0.012233571
Severe Toxicity0.004558563
Low Tox 0.11378009 Constructive 0.529
Mar 31, 2021 1 likes How much do refugees and …
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Identity Attack0.009434453
Insult0.047935467
Profanity0.02249157
Threat0.007353018
Severe Toxicity0.0019836426
Low Tox 0.11357342 Constructive 0.538 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Nah, man send them back. If you don't assimilate, you don't belong there. Simple. Applies to anyone moving anywhere.
Nah, man send them back.  If you don't assimilate, you don't belong there.  Simple. Applies to anyone moving anywhere.
Identity Attack0.031980325
Insult0.026444806
Profanity0.017436003
Threat0.012854968
Severe Toxicity0.0030326843
Low Tox 0.11347008 Moderate Con 0.312
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh man, this IS dark comedy
Oh man, this IS dark comedy
Identity Attack0.020178653
Insult0.029493837
Profanity0.035900343
Threat0.008077981
Severe Toxicity0.003929138
Low Tox 0.113263406 Moderate Con 0.391 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton …
I'm from southern ontario. First time I went to brampton around 20 years ago, there was a man shoeless, sweeping the sidewalk in front of his business along the highway in traditional indian garb. Brampton has been indian for quite a while.
Identity Attack0.09245483
Insult0.04207976
Profanity0.02474608
Threat0.0074824756
Severe Toxicity0.0029754639
Low Tox 0.11305673 Constructive 0.692 Personal_Narrative
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
dude on the bike is trying to attempt to speedrun the US citizenship test. Give this man a burger and get him over here immediately
dude on the bike is trying to attempt to speedrun the US citizenship test. Give this man a burger and get him over here immediately
Identity Attack0.011247349
Insult0.034782536
Profanity0.016889455
Threat0.023889944
Severe Toxicity0.0029182434
Low Tox 0.112953395 Low Con 0.253 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
In Canada, Never say you are carrying a knife to protect yourself. It’s a multi tool or to open letters man. The wokeness has gone so far you cant even claim defense. 12:51
In Canada, Never say you are carrying a knife to protect yourself. It’s a multi tool or to open letters man. The wokeness has gone so far you cant even claim defense. 12:51
Identity Attack0.036105253
Insult0.03412145
Profanity0.01620627
Threat0.017846745
Severe Toxicity0.003452301
Low Tox 0.11192002 Low Con 0.276 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I am born in Canada and I am seeing immigrants getting so much help! They live better than my son and I and I’m 60 man .. wow!! My son and I were evicted 3 …
I am born in Canada and I am seeing immigrants getting so much help! They live better than my son and I and I’m 60 man .. wow!! My son and I were evicted 3 yrs ago and barely found a place I can afford!! I’m indeginious and I love All diff races man!! We were soooo close to live in my car! And 34 yrs at my job!!
Identity Attack0.09824528
Insult0.023866551
Profanity0.01764096
Threat0.0071717775
Severe Toxicity0.003528595
Low Tox 0.11129999 Constructive 0.693 Personal_Narrative
Aug 26, 2025 21 likes Why Canadians Are Turning Against …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was worked hard for, they worked hard to make a living and a future for their families, they were given money by family that was here and paid back every, single, cent, it wasn't just given to them for free by the government while the rest of the people here suffer, so many of the people are brought here and given everything, it's like people have never heard the phrase "Give a man to fish, he eats for a day. Teach a man to fish, he eats for life." the problem is that they keep giving them fish, so now they expect it so much they damn near demand it... it sickens me. I'm a student right now, 15 years ago it felt like I lived in my home, proudly in Canada, with all kinds of people... now, I go to class, and I feel like I live on a different planet, everyone looks the same, with a hint of variety... American complain that they don't see White people much anymore, I complain because I only see ONE type of person now... nobody else...
Identity Attack0.049989145
Insult0.029383656
Profanity0.06195303
Threat0.010990778
Severe Toxicity0.00541687
Low Tox 0.11088664 Constructive 0.768 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Identity Attack0.10221587
Insult0.027218282
Profanity0.03489832
Threat0.00951496
Severe Toxicity0.0037002563
Low Tox 0.1104733 Constructive 0.697
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening all over!! Apparently, many places in Europe can’t even build a military because they don’t have anyone to actually fight for Europe due to them all being migrants. Lots of other interesting things I didn’t know. Honestly, it’s kind of heartbreaking to see such beautiful places changed so drastically and becoming so dangerous for everyone. Nothing against the good people, but unfortunately it is not the majority. So much corruption exposed and it goes all the way to the top in every government involved! 💔💔💔
Identity Attack0.057492398
Insult0.034562174
Profanity0.034146797
Threat0.009877442
Severe Toxicity0.004005432
Low Tox 0.11036996 Constructive 0.758
Jan 27, 2026 Inside Canada's Indian Invasion...
Hey ant man
Hey ant man
Identity Attack0.008102531
Insult0.038566336
Profanity0.054437835
Threat0.010058682
Severe Toxicity0.00415802
Low Tox 0.10870059 Moderate Con 0.354
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Man you are legit doing the peoples work, this level of corruption is out of hand. Thank you Tyler
Man you are legit doing the peoples work, this level of corruption is out of hand. Thank you Tyler
Identity Attack0.0029228306
Insult0.061801232
Profanity0.01442999
Threat0.005974294
Severe Toxicity0.001115799
Low Tox 0.10783285 Moderate Con 0.47 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The Sikh in White Turban Spoke well A right Man Ringing the right words
The Sikh in White Turban Spoke well A right Man Ringing the right words
Identity Attack0.06476828
Insult0.027476108
Profanity0.02836696
Threat0.010472948
Severe Toxicity0.0050354004
Low Tox 0.10653123 Moderate Con 0.338
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I love the man on the bicycle ❤. Honest AF 💯💯💯💯
I love the man on the bicycle ❤. Honest AF 💯💯💯💯
Identity Attack0.010433395
Insult0.023093075
Profanity0.09389619
Threat0.01187109
Severe Toxicity0.0076293945
Low Tox 0.10566349 Moderate Con 0.493 Solidarity
Feb 21, 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.