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: "bro all of them are …" 392 comments · Page 5 of 16
If I were that Indian trafficker, I’d refuse to help you right off the bat. Bro, you look so suspicious, and your English is obviously too good for an illegal immigrant 🤣
If I were that Indian trafficker, I’d refuse to help you right off the bat. Bro, you look so suspicious, and your English is obviously too good for an illegal immigrant 🤣
Identity Attack0.5108175
Insult0.42881694
Profanity0.16869035
Threat0.011560392
Severe Toxicity0.023270357
Moderate 0.47886392 Low Con 0.298 Identity Attack Humor_Satire
Feb 16, 2026 Inside Canada's Indian Invasion...
4:52 i genuinely thought bro was a cool guy, turns out he's kinda racist
4:52 i genuinely thought bro was a cool guy, turns out he's kinda racist
Identity Attack0.36733335
Insult0.37506318
Profanity0.22552395
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.47772613 Moderate Con 0.411 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault …
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault for not being able to run as fast as Bolt, its not his fault for being DENSE(not in the physical sense of course, for he is NOT physically dense, for his mass/volume ratio is low-just like his iq)
Identity Attack0.46028158
Insult0.4534306
Profanity0.2659699
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.47119883 Constructive 0.527 Humor_Satire
Feb 19, 2026 Inside Canada's Indian Invasion...
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
Identity Attack0.27682206
Insult0.4339631
Profanity0.2666764
Threat0.058826666
Severe Toxicity0.023692908
Moderate 0.46716887 Low Con 0.286 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Identity Attack0.024801146
Insult0.13245803
Profanity0.4185329
Threat0.02855184
Severe Toxicity0.024631912
Moderate 0.4575469 Moderate Con 0.459 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
bro how racist can you be why is the thumbnail like that
bro how racist can you be why is the thumbnail like that
Identity Attack0.25817248
Insult0.37392882
Profanity0.17520344
Threat0.009644418
Severe Toxicity0.023076924
Moderate 0.45549932 Low Con 0.232 Meta_Commentary
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
BRO! Did you end with a cliff hanger???
BRO! Did you end with a cliff hanger???
Identity Attack0.016862517
Insult0.191015
Profanity0.10920923
Threat0.5195707
Severe Toxicity0.024678862
Moderate 0.45090583 Low Con 0.298 Threat Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro is more asian than white Is white supermacist leader got any white.???
Bro is more asian than white Is white supermacist leader got any white.???
Identity Attack0.5135796
Insult0.27146968
Profanity0.16171204
Threat0.019746035
Severe Toxicity0.023076924
Moderate 0.4475325 Low Con 0.173 Identity Attack Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Bike guy just racist bro
Bike guy just racist bro
Identity Attack0.33675182
Insult0.4125297
Profanity0.22321637
Threat0.011767523
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.267 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the …
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the end of my watch EDIT: HE ROACHED OUT 🤣🤣 Ehhh tbh I dont blame him
Identity Attack0.09245483
Insult0.33998606
Profanity0.26555094
Threat0.06205949
Severe Toxicity0.023076924
Moderate 0.4421347 Moderate Con 0.384
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bro wtf. That pizza pizza is very close to me. Will be keeping a closer eye out on that building they had you in
Bro wtf. That pizza pizza is very close to me. Will be keeping a closer eye out on that building they had you in
Identity Attack0.012842959
Insult0.15840563
Profanity0.4798129
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.42985553 Moderate Con 0.463 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the …
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the best area I guess by Canadian standards but it wasn’t closely the same as this 12 years ago.
Identity Attack0.043581683
Insult0.24424846
Profanity0.5013569
Threat0.008634649
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.667
Jan 27, 2026 Inside Canada's Indian Invasion...
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants …
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants from not america. also africa isn't a country
Identity Attack0.50515604
Insult0.26957804
Profanity0.16636424
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.457 Identity Attack Unverified_Claim
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
Bro's wife got piped by an immigrant, explains the frustration
Bro's wife got piped by an immigrant, explains the frustration
Identity Attack0.41052565
Insult0.34314156
Profanity0.22643133
Threat0.045572113
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.445 Humor_Satire
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Bro you white people complaining when that land ain't yours
Bro you white people complaining when that land ain't yours
Identity Attack0.48915586
Insult0.25205973
Profanity0.16264248
Threat0.019918699
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.222 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro.. canadian here.. I was recently turned racist.. because of all these people
Bro.. canadian here.. I was recently turned racist.. because of all these people
Identity Attack0.44690517
Insult0.28586254
Profanity0.08678388
Threat0.009955117
Severe Toxicity0.01896597
Moderate 0.42568782 Moderate Con 0.449 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro on the bike.....I bet hes a damn good friend to have.
Bro on the bike.....I bet hes a damn good friend to have.
Identity Attack0.011099357
Insult0.24928534
Profanity0.49576873
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.42349213 Constructive 0.595
Jan 27, 2026 207 likes Inside Canada's Indian Invasion...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
honestly bro I'd rather have illegal immigrants rather than legal indians
honestly bro I'd rather have illegal immigrants rather than legal indians
Identity Attack0.5108175
Insult0.23237456
Profanity0.11911256
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.338 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these …
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these in canada!
Identity Attack0.4931391
Insult0.34392178
Profanity0.1184936
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.525 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro india hate mindset exposed
Bro india hate mindset exposed
Identity Attack0.4482637
Insult0.3388922
Profanity0.20375896
Threat0.036839653
Severe Toxicity0.02378681
Moderate 0.41168427 Low Con 0.245 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@4:57 So he thinks an indian cant also be muslim? Smhhhhhh Bro!! I can tolerate your racism, but please be educated about it!
@4:57 So he thinks an indian cant also be muslim? Smhhhhhh Bro!! I can tolerate your racism, but please be educated about it!
Identity Attack0.42615733
Insult0.3388922
Profanity0.052183274
Threat0.008440462
Severe Toxicity0.015931819
Moderate 0.40614098 Moderate Con 0.404 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved …
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved them?!?!? And when they come for work etc. You are OFFENDED?! Pay for your previous sins bro!
Identity Attack0.38826546
Insult0.3388922
Profanity0.14666493
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.478 Moral_Argument
Jan 27, 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.