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: "The White guy on the …" 240 comments · Page 7 of 10
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
If that white guy is very intelligent so why is he a construction worker huh
If that white guy is very intelligent so why is he a construction worker huh
Identity Attack0.39461556
Insult0.23704576
Profanity0.104876526
Threat0.010291707
Severe Toxicity0.01935331
Moderate 0.37751234 Low Con 0.224 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler slowly turned into a white supremacist “14 words” guy
Tyler slowly turned into a white supremacist “14 words” guy
Identity Attack0.39207554
Insult0.26395
Profanity0.09518933
Threat0.010835429
Severe Toxicity0.014963473
Moderate 0.37751234 Low Con 0.216 Meta_Commentary
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
First white guy tripping
First white guy tripping
Identity Attack0.39966375
Insult0.16802633
Profanity0.17008601
Threat0.11769595
Severe Toxicity0.022839356
Moderate 0.37751234 Moderate Con 0.379
Jan 27, 2026 Inside Canada's Indian Invasion...
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people …
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people have a kind of attitude. That attitude is harming others also.
Identity Attack0.39461556
Insult0.26957804
Profanity0.07870171
Threat0.011379151
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.65 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be …
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be “they trade among themselves”. And that “themselves” include anyone who trade with them as the Pakistani guy said. So white people used to trade among themselves and having a system tilted towards them was “great” but brown people doing the same is bad? So just pure and simple xenophobia? Or is it “bad” in any measurable outcome? Economy, crime, employment?
Identity Attack0.43896464
Insult0.27558193
Profanity0.12286829
Threat0.012181788
Severe Toxicity0.017803956
Moderate 0.37751234 Constructive 0.539
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I can only see bad comments and racism from fellow white people. I don’t see any hatred from the other people. Guys not good.
I can only see bad comments and racism from fellow white people. I don’t see any hatred from the other people. Guys not good.
Identity Attack0.40713623
Insult0.21135417
Profanity0.068967216
Threat0.009256045
Severe Toxicity0.013543231
Moderate 0.37751234 Moderate Con 0.458 Moral_Argument
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
You know it was hard for him to find a white person when he has to interview the same guy lmfao. I'm a fellow Canadian and left the city because it's no longer Canada down …
You know it was hard for him to find a white person when he has to interview the same guy lmfao. I'm a fellow Canadian and left the city because it's no longer Canada down there it's a 3rd world country
Identity Attack0.40713623
Insult0.20901857
Profanity0.12374964
Threat0.008246276
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.515
Jan 27, 2026 Inside Canada's Indian Invasion...
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Identity Attack0.39677486
Insult0.16266862
Profanity0.12220735
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.513 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Identity Attack0.44690517
Insult0.15769513
Profanity0.11354194
Threat0.01508414
Severe Toxicity0.018449519
Moderate 0.37751234 Low Con 0.2 Humor_Satire
Feb 17, 2026 Inside Canada's Indian Invasion...
I think those guys were scamming you. They were being way too sketch and wanted you to hang out in the apartment until they robbed you of the 6k. Once they knew you were white …
I think those guys were scamming you. They were being way too sketch and wanted you to hang out in the apartment until they robbed you of the 6k. Once they knew you were white it was obvious. You should have had an Indian dude do it, and should have followed through.
Identity Attack0.39773783
Insult0.24561718
Profanity0.22602804
Threat0.06755528
Severe Toxicity0.01986976
Moderate 0.37694603 Constructive 0.514 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
Identity Attack0.44690517
Insult0.16861114
Profanity0.12374964
Threat0.050098058
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.557 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter …
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter the country need to have higher IQs then him.
Identity Attack0.38699543
Insult0.26957804
Profanity0.09899642
Threat0.012026439
Severe Toxicity0.016964722
Moderate 0.37458646 Moderate Con 0.436 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a white guy… carney’s a white guy… I’d support stripping him of his citizenship of convenience and deporting him back to europe… his actual home. Am I racist?
I’m a white guy… carney’s a white guy… I’d support stripping him of his citizenship of convenience and deporting him back to europe… his actual home. Am I racist?
Identity Attack0.39461556
Insult0.16809943
Profanity0.07934829
Threat0.058503386
Severe Toxicity0.01896597
Moderate 0.37340668 Moderate Con 0.397 Question
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Oof, that white guy on the bike did not hold back ☠
Oof, that white guy on the bike did not hold back ☠
Identity Attack0.38215697
Insult0.15485314
Profanity0.11601777
Threat0.023199292
Severe Toxicity0.01896597
Moderate 0.36867723 Low Con 0.249 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That one white guy went OFF on Africans, like some of the things he said I haven't heard before but it's pretty interesting
That one white guy went OFF on Africans, like some of the things he said I haven't heard before but it's pretty interesting
Identity Attack0.4453683
Insult0.13969865
Profanity0.15724123
Threat0.05268431
Severe Toxicity0.02077355
Moderate 0.36867723 Moderate Con 0.389 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
Identity Attack0.40713623
Insult0.16897665
Profanity0.08581402
Threat0.0113014765
Severe Toxicity0.016706496
Moderate 0.3666224 Low Con 0.253 Humor_Satire
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
7:32 this guy is such a “typical white guy” in Canada….
7:32 this guy is such a “typical white guy” in Canada….
Identity Attack0.43896464
Insult0.16831873
Profanity0.031140719
Threat0.0074824756
Severe Toxicity0.012962224
Moderate 0.36456755 Low Con 0.246 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
Identity Attack0.44690517
Insult0.16773392
Profanity0.09775851
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.36456755 Constructive 0.553
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy needed an episode just for himself. 😭🤣
The white guy needed an episode just for himself. 😭🤣
Identity Attack0.38223284
Insult0.16124763
Profanity0.11354194
Threat0.025098583
Severe Toxicity0.016964722
Moderate 0.36095104 Low Con 0.203 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
The white guy on the bike is only 1 with common sense
The white guy on the bike is only 1 with common sense
Identity Attack0.3817989
Insult0.19500497
Profanity0.07967158
Threat0.012337137
Severe Toxicity0.015802706
Moderate 0.36095104 Low Con 0.201
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@9:50 Indian guy: Acctuly India is better for us White guy: Why did you come Indian guy: For better future xDDDDDD
@9:50 Indian guy: Acctuly India is better for us White guy: Why did you come Indian guy: For better future xDDDDDD
Identity Attack0.38246045
Insult0.09416737
Profanity0.1352073
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.36095104 Moderate Con 0.336 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Doesn't that White Canadian guy realize that he, too, is a White 🗑? He said that all good Whites moved out, and he is still there??
Doesn't that White Canadian guy realize that he, too, is a White 🗑? He said that all good Whites moved out, and he is still there??
Identity Attack0.41975367
Insult0.1662211
Profanity0.05393682
Threat0.009437286
Severe Toxicity0.01502803
Moderate 0.36043653 Moderate Con 0.345 Identity_Assertion
Jan 27, 2026 2 likes 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.