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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 #}

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Active: "THE WHITE GUY SHOULD NOT …" 240 comments · Page 5 of 10
Pure racism - that Portuguese guy is pretty much the same as Indian folks: non white, came in as immigrant, maintains his culture. This is not the immigration problem - this is economy. Remove the …
Pure racism - that Portuguese guy is pretty much the same as Indian folks: non white, came in as immigrant, maintains his culture. This is not the immigration problem - this is economy. Remove the immigration and the situation will be the same: manufacture is lost to China, no new housing built, dumb regulations, inability to incentivise people to live in remote regions, no plan for homeless and addicts and health care system in general. But yeah of course it us easier to fight straw-men.
Identity Attack0.48915586
Insult0.5130944
Profanity0.19893537
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.4977744 Constructive 0.572 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Loved the racist white guy on the bike. My hero!
Loved the racist white guy on the bike. My hero!
Identity Attack0.5274064
Insult0.36798462
Profanity0.17148167
Threat0.04233929
Severe Toxicity0.028730227
Moderate 0.48021027 Moderate Con 0.372 Identity Attack Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of dollars to the economy. If they were all "not working" like that bald guy said, the city wouldn't be as productive or be as rich or as sprawling. Is it too much immigration all at the same time, yeah but locals would have problem with non-white people even if there was litte immigration. Stop the immigration numbers and disgruntled whites would still have an issue with Brampton despite majority white cities the same size as Brampton not being as productive, rapidly facing demographic and economic decline. Majority of the accusations the white people made, were not even proven in the video. I mean ok I guess.
Identity Attack0.48915586
Insult0.48627716
Profanity0.40878695
Threat0.033386398
Severe Toxicity0.044870634
Moderate 0.48021027 Constructive 0.743 Moral_Argument
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
Identity Attack0.5135796
Insult0.2659317
Profanity0.26583168
Threat0.44185185
Severe Toxicity0.14916596
Moderate 0.47900817 Moderate Con 0.385 Identity Attack Humor_Satire
Feb 21, 2026 Inside Canada's Indian Invasion...
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!! 😂😂😂😂 ALL TRUE!!!👌🏻👌🏻
LOVE THE WHITE GUY ON THE BIKE HONEST ABOUT WHY WE HAVE BECOME RACIST!!!! 😂😂😂😂 ALL TRUE!!!👌🏻👌🏻
Identity Attack0.48915586
Insult0.25007802
Profanity0.17566866
Threat0.030623792
Severe Toxicity0.029626917
Moderate 0.47886392 Moderate Con 0.314 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
That white guy was racist to Africans
That white guy was racist to Africans
Identity Attack0.5135796
Insult0.36021477
Profanity0.24818924
Threat0.0138755
Severe Toxicity0.023293832
Moderate 0.47622904 Low Con 0.298 Identity Attack Moral_Argument
Jan 28, 2026 1 likes 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...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Looks nice though, the problem is white guys use condom and they don't
Looks nice though, the problem is white guys use condom and they don't
Identity Attack0.4887047
Insult0.24767025
Profanity0.29209393
Threat0.013165667
Severe Toxicity0.023317307
Moderate 0.47119883 Low Con 0.229 Unverified_Claim
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
brampton is every white guy in the 80s worst nightmare
brampton is every white guy in the 80s worst nightmare
Identity Attack0.47178617
Insult0.40243408
Profanity0.19770569
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.219
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter …
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter , probably unemployed
Identity Attack0.48915586
Insult0.42567953
Profanity0.10054382
Threat0.010783645
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.3 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
The white guy on the bike needs mental health treatment immediately and his high school diploma should be revoked requiring him to retake world history. He’s a little confused about good white people.😂
The white guy on the bike needs mental health treatment immediately and his high school diploma should be revoked requiring him to retake world history. He’s a little confused about good white people.😂
Identity Attack0.5135796
Insult0.40243408
Profanity0.13256322
Threat0.040638234
Severe Toxicity0.023076924
Moderate 0.46982017 Low Con 0.294 Identity Attack Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None …
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None white people will take over this stolen land , the reason is they work harder than the fat guy on the bike, that fat guy on the bike being racist against the 54 African countries show his true color. He was born in Canada and he can't even afford buying a $3,000 vehicle, he rides $50 dollars bike in -30 Canada winter because he is lazy and racist. The lazy and racist people can't even afford a good lifestyle!!! Indians and Africans owns big real estate properties and business. But the fat racist guy on the bike can only afford KFC Toonie Tuesday 2 dollars chicken and Burger Kings 3 dollars Burger. Again NO ONE IS ILLEGAL ON STOLEN LAND 😅😂 GOD BLESS INDIANS 🙏 GOD BLESS AFRICANS THE RACIST WILL DECLINE
Identity Attack0.48915586
Insult0.47020787
Profanity0.09992486
Threat0.013321015
Severe Toxicity0.023317307
Moderate 0.46716887 Moderate Con 0.458 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
That guy on the bike is an Embarrasment to white Canadians. But as a white Canadian i do meet them and they make me angry.
Identity Attack0.49032792
Insult0.40698266
Profanity0.097129054
Threat0.018019408
Severe Toxicity0.02167734
Moderate 0.45761138 Moderate Con 0.494 Identity_Assertion
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and …
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and then you sit here and complain that you're being invaded. Are you guys for real. You invaded first, so you don't have a right to complain. You know who else felt like strangers in their own country? The native Canadians and the Native Americans.
Identity Attack0.4907465
Insult0.41767508
Profanity0.06796519
Threat0.009048914
Severe Toxicity0.021419114
Moderate 0.45751464 Constructive 0.511 Moral_Argument
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
Is that white guy with the bicycle a racist comedian?
Is that white guy with the bicycle a racist comedian?
Identity Attack0.46028158
Insult0.40243408
Profanity0.12035047
Threat0.009722093
Severe Toxicity0.022322904
Moderate 0.45396814 Low Con 0.207 Question
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
That white guy just hit African that much?
That white guy just hit African that much?
Identity Attack0.50917345
Insult0.24287975
Profanity0.21564959
Threat0.34889272
Severe Toxicity0.02411546
Moderate 0.44933176 Low Con 0.263 Identity Attack Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Okey now this guys in genuine racist. Even he is not pure white blood
Okey now this guys in genuine racist. Even he is not pure white blood
Identity Attack0.46028158
Insult0.3470427
Profanity0.21456863
Threat0.015256803
Severe Toxicity0.023076924
Moderate 0.4475325 Low Con 0.2 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The white guy was insulting Africans😢
The white guy was insulting Africans😢
Identity Attack0.49032792
Insult0.2469859
Profanity0.19155724
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.316 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
Identity Attack0.44690517
Insult0.24424846
Profanity0.17566866
Threat0.016120117
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.46 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
I guarantee that you all guys wouldn't have a inch of problem if Indians were white !!!!
I guarantee that you all guys wouldn't have a inch of problem if Indians were white !!!!
Identity Attack0.5135796
Insult0.18728738
Profanity0.16915557
Threat0.04718852
Severe Toxicity0.023076924
Moderate 0.44039994 Low Con 0.258 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That white guy in bicycle is based as F..K
That white guy in bicycle is based as F..K
Identity Attack0.39461556
Insult0.3493834
Profanity0.39498812
Threat0.02181799
Severe Toxicity0.072789766
Moderate 0.44002727 Low Con 0.244
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 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.