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 i was in brampton …" 22 comments
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Identity Attack0.7895903
Insult0.48569724
Profanity0.35848376
Threat0.3423812
Severe Toxicity0.44787344
Toxic 0.82048255 Moderate Con 0.319 Identity Attack Identity_Assertion
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...
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 just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Identity Attack0.023796257
Insult0.40243408
Profanity0.053435806
Threat0.009644418
Severe Toxicity0.0077056885
Moderate 0.37751234 Low Con 0.227 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that …
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that the poo eating is only in one part of India more or less which you already went to and The rest of India does not condone the eating of deh poo poo. Thank you and yes their are a lot of dirty ppl also unfortunately. Facts are facts. A lot of us dont like being clean for some reason. A shower a day would be nice. Some Deodorant also would be great cuz the purchasing of deodorant seems to be quite low over here. Wish i ran into you man i would have enjoyed talking to u. Big fan.
Identity Attack0.28034934
Insult0.34314156
Profanity0.16496858
Threat0.008272167
Severe Toxicity0.01502803
Moderate 0.34328604 Constructive 0.818 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
Identity Attack0.38185352
Insult0.08484049
Profanity0.069969244
Threat0.013631714
Severe Toxicity0.012207031
Moderate 0.3127066 Moderate Con 0.348 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Identity Attack0.26325142
Insult0.22770336
Profanity0.06946823
Threat0.013165667
Severe Toxicity0.010757446
Moderate 0.30452284 Moderate Con 0.46 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is accepted, and Brampton became a hot-spots for Indians. And Brampton has a massive population, of course there are going to be some "bad actors". In places like Caledon and Montreal which have lower indian populations have the same issues. Just because one race has a few bad people doesn't mean all indians are terrible. If the race problem is that big of a issue, move to a different part of Brampton, it's not a small place.
Identity Attack0.28034934
Insult0.08434689
Profanity0.050930742
Threat0.009204263
Severe Toxicity0.007247925
Low Tox 0.24763705 Constructive 0.71 Moral_Argument
Feb 5, 2026 Inside Canada's Indian Invasion...
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
Identity Attack0.27914262
Insult0.053791173
Profanity0.02433617
Threat0.0079873605
Severe Toxicity0.00541687
Low Tox 0.21642438 Moderate Con 0.469 Question
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 Inside Canada's Indian Invasion...
It sad bro. I grew up in Brampton. All the kids had different backgrounds. No problems. But as I got older around end of highschool early uni it's just became all Indians and it just …
It sad bro. I grew up in Brampton. All the kids had different backgrounds. No problems. But as I got older around end of highschool early uni it's just became all Indians and it just never stopped
Identity Attack0.15303208
Insult0.030595649
Profanity0.04366605
Threat0.007637825
Severe Toxicity0.0050354004
Low Tox 0.1460314 Constructive 0.608 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
Identity Attack0.006474625
Insult0.037980765
Profanity0.01261955
Threat0.0068287146
Severe Toxicity0.0016021729
Low Tox 0.09785384 Moderate Con 0.468 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
Identity Attack0.0050317086
Insult0.026315894
Profanity0.022628209
Threat0.0077025536
Severe Toxicity0.0022888184
Low Tox 0.07450261 Moderate Con 0.413 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Identity Attack0.049761772
Insult0.017420914
Profanity0.019622196
Threat0.0071199946
Severe Toxicity0.002298355
Low Tox 0.059974585 Constructive 0.721
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
Bro Sikhs been in Brampton for like 30 years a massive amount.
Bro Sikhs been in Brampton for like 30 years a massive amount.
Identity Attack0.02821777
Insult0.015644927
Profanity0.019348921
Threat0.007353018
Severe Toxicity0.0020217896
Low Tox 0.0438942 Moderate Con 0.437 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Identity Attack0.007029593
Insult0.0151129225
Profanity0.023652986
Threat0.0076507707
Severe Toxicity0.0020599365
Low Tox 0.040430736 Moderate Con 0.458 Call_To_Action
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Bro no way he was in Brampton 😭😭😭
Bro no way he was in Brampton 😭😭😭
Identity Attack0.007029593
Insult0.013478912
Profanity0.020510335
Threat0.00746953
Severe Toxicity0.0018692017
Low Tox 0.038991302 Moderate Con 0.332 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
bro actually came to brampton
bro actually came to brampton
Identity Attack0.008324518
Insult0.013250912
Profanity0.023174755
Threat0.008634649
Severe Toxicity0.0019836426
Low Tox 0.034041706 Moderate Con 0.372 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
Identity Attack0.005660672
Insult0.012870909
Profanity0.017162729
Threat0.009540852
Severe Toxicity0.0017642975
Low Tox 0.033334624 Constructive 0.519 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
bro why hasn't that statue being torn down by now won Brampton liberal town or what
bro why hasn't that statue being torn down by now won Brampton liberal town or what
Identity Attack0.00569767
Insult0.013668913
Profanity0.015488927
Threat0.007922632
Severe Toxicity0.001373291
Low Tox 0.031213367 Moderate Con 0.305
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.