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 SHOULD NOT …" 240 comments · Page 9 of 10
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the 410, and that was like 15 years ago.
Identity Attack0.32768643
Insult0.15485314
Profanity0.09292633
Threat0.014048163
Severe Toxicity0.013091337
Moderate 0.30464804 Constructive 0.653 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy with the helmet is pretty based but even he is afraid to say that his city has been invaded and taken over...
The white guy with the helmet is pretty based but even he is afraid to say that his city has been invaded and taken over...
Identity Attack0.3072352
Insult0.10440776
Profanity0.04867618
Threat0.014911477
Severe Toxicity0.009422302
Low Tox 0.295883 Moderate Con 0.352
Jan 27, 2026 Inside Canada's Indian Invasion...
LMAO i love that white guy! he's based AF!!
LMAO i love that white guy! he's based AF!!
Identity Attack0.2808415
Insult0.07872037
Profanity0.20592089
Threat0.012751401
Severe Toxicity0.01896597
Low Tox 0.295883 Moderate Con 0.397 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The …
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The news and researcher-academic classes tell us we didn't want to work and we were unqualified for work, and now they tell us we are racists if we even blink wrong.
Identity Attack0.34324843
Insult0.10294484
Profanity0.048425674
Threat0.010291707
Severe Toxicity0.009307861
Low Tox 0.29039988 Constructive 0.68 Personal_Narrative
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Identity Attack0.33675182
Insult0.07016616
Profanity0.08064143
Threat0.018019408
Severe Toxicity0.011444092
Low Tox 0.2854903 Constructive 0.573 Meta_Commentary
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
The guy with an accent is complaining. People complaining and saying multicultural city aka white majority.
The guy with an accent is complaining. People complaining and saying multicultural city aka white majority.
Identity Attack0.31307843
Insult0.08434689
Profanity0.037403382
Threat0.008311004
Severe Toxicity0.008392334
Low Tox 0.2854835 Moderate Con 0.305 Identity_Assertion
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE? Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Identity Attack0.27759558
Insult0.15627414
Profanity0.084844165
Threat0.01254427
Severe Toxicity0.01393057
Low Tox 0.2854699 Constructive 0.71 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might …
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might ask me, why don't they assimilate with locals? Well, we are culturally different and our skin colours are different. Assimilation at large scale requires common ground. In work places, people assimilate but Race Mixing at large scale is also not good for the society. It's very sad to see white people being homeless, Build a community of your own, look after one another. To be honest, you guys have destroyed your family structure in the name of individualism, feminism etc...
Identity Attack0.36273825
Insult0.08459369
Profanity0.07223598
Threat0.011586283
Severe Toxicity0.010986328
Low Tox 0.2820025 Constructive 0.753 Identity_Assertion
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
That white guy is great , he can have a show of his own 😂
That white guy is great , he can have a show of his own 😂
Identity Attack0.2803029
Insult0.06582214
Profanity0.09775851
Threat0.011586283
Severe Toxicity0.0118255615
Low Tox 0.27975297 Low Con 0.269 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same if it was any race , including white people. There should be diversity it should just be equal. They let way to many people into canada way to easy
Identity Attack0.34000012
Insult0.06774519
Profanity0.05268429
Threat0.009592636
Severe Toxicity0.009918213
Low Tox 0.27750343 Constructive 0.591 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks". The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them. I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired. I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
Identity Attack0.27914262
Insult0.16831873
Profanity0.20483992
Threat0.015429466
Severe Toxicity0.014059683
Low Tox 0.2763787 Constructive 0.757 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
White guys a patriot.
White guys a patriot.
Identity Attack0.28034934
Insult0.06634661
Profanity0.059948977
Threat0.009048914
Severe Toxicity0.0104522705
Low Tox 0.26859093 Low Con 0.258 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
i am surprised Sidhu never asked why is a white guy trying to smuggle himself into the USA? I hope you thanked Krishna for keeping you safe! :)
i am surprised Sidhu never asked why is a white guy trying to smuggle himself into the USA? I hope you thanked Krishna for keeping you safe! :)
Identity Attack0.2808415
Insult0.0817555
Profanity0.030890211
Threat0.012803185
Severe Toxicity0.00919342
Low Tox 0.26104406 Constructive 0.614 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike is every Canadian born white man under age 50.
Guy on the bike is every Canadian born white man under age 50.
Identity Attack0.28883415
Insult0.07745308
Profanity0.02522431
Threat0.009178371
Severe Toxicity0.008049011
Low Tox 0.25727063 Low Con 0.195 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
Identity Attack0.2774022
Insult0.06858205
Profanity0.07708528
Threat0.012285355
Severe Toxicity0.009422302
Low Tox 0.2553839 Constructive 0.521 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those …
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those people who sell it. The Canadian white people should focus on doing South Asian business and stuff rather than complaining.
Identity Attack0.28034934
Insult0.07491849
Profanity0.025907494
Threat0.0074306927
Severe Toxicity0.0051879883
Low Tox 0.25462922 Constructive 0.533 Identity_Assertion
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The old white guy with the bike is a real hero!
The old white guy with the bike is a real hero!
Identity Attack0.27510223
Insult0.06984934
Profanity0.056441884
Threat0.014393489
Severe Toxicity0.010910034
Low Tox 0.25462922 Moderate Con 0.395 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
As a white guy from Brampton, it's so odd walking around now lol
As a white guy from Brampton, it's so odd walking around now lol
Identity Attack0.26494437
Insult0.0638991
Profanity0.07805514
Threat0.009178371
Severe Toxicity0.008201599
Low Tox 0.25462922 Moderate Con 0.473 Personal_Narrative
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
Remember all the Epstein file are white men and whites girls. Always a withe guy thinking to be better
Remember all the Epstein file are white men and whites girls. Always a withe guy thinking to be better
Identity Attack0.28034934
Insult0.070799805
Profanity0.03189224
Threat0.008634649
Severe Toxicity0.0075531006
Low Tox 0.25462922 Low Con 0.183 Identity_Assertion
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...
White bicycle guy based AF
White bicycle guy based AF
Identity Attack0.24970764
Insult0.07808672
Profanity0.12096943
Threat0.0138755
Severe Toxicity0.01302678
Low Tox 0.2540519 Low Con 0.298 Humor_Satire
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.