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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 #}

Comment Explorer

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Active: "This guy and his commentators …" 32 comments · Page 1 of 2
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Racist ass video. Majority of the people in this comment section seem to be dumb enough to believe everything this guy says. lol
Identity Attack0.37507164
Insult0.67254376
Profanity0.70864636
Threat0.040638234
Severe Toxicity0.35368225
Toxic 0.8778702 Low Con 0.143 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him are the reason stereotyping and generalization still exists. even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background. absolutely retarded. these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves. f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Identity Attack0.41975367
Insult0.7967344
Profanity0.5381406
Threat0.049774777
Severe Toxicity0.44787344
Toxic 0.8299589 Moderate Con 0.419 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Identity Attack0.39461556
Insult0.563347
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.23225145
Toxic 0.7701451 Low Con 0.29 Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Guy on the bike is a Zio*nist MF. You can tell from him comments. I bet you that you don't clean your sefl after rest room and I can see that yiou smell like pi*g.
Guy on the bike is a Zio*nist MF. You can tell from him comments. I bet you that you don't clean your sefl after rest room and I can see that yiou smell like pi*g.
Identity Attack0.43256098
Insult0.7344449
Profanity0.5318404
Threat0.027688526
Severe Toxicity0.24482845
Toxic 0.76523775 Moderate Con 0.319 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy is a hero for every racist retard on the comments
The bike guy is a hero for every racist retard on the comments
Identity Attack0.46050715
Insult0.6308392
Profanity0.40878695
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.26 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the IQ for the average white man today is much less than the IQ of the average white man say in the 1950s but wants to talk about the IQ of black people in Africa. And he says that he’s a racist but hes also a broke loser thats why he’s in the state that he’s in. The fact that you have a bunch of low IQ people in the comments butt hurt about the immigration saying that the guy on the bike should be the PM of Canada tells me what I need to know about them as well.
Identity Attack0.5135796
Insult0.6306599
Profanity0.17055123
Threat0.012285355
Severe Toxicity0.024866661
Moderate 0.5972042 Moderate Con 0.306 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by …
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by saying the muslims? It's wierd that everyone in the comments is okay with what he said ( racism)
Identity Attack0.50515443
Insult0.47357693
Profanity0.5013569
Threat0.027170537
Severe Toxicity0.22207877
Moderate 0.5885171 Moderate Con 0.468 Identity Attack Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You’re smart at dividing and conquering the lower and poorly educated class to antagonize others. Especially by having a racist white guy whom you believed is credible to share his racist comments towards Africans and …
You’re smart at dividing and conquering the lower and poorly educated class to antagonize others. Especially by having a racist white guy whom you believed is credible to share his racist comments towards Africans and stereotyping different groups
Identity Attack0.46028158
Insult0.40243408
Profanity0.11230402
Threat0.010369381
Severe Toxicity0.02296847
Moderate 0.4398409 Moderate Con 0.312 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This guy and his commentators are passively being racists.
This guy and his commentators are passively being racists.
Identity Attack0.20878418
Insult0.46327567
Profanity0.06044999
Threat0.008168601
Severe Toxicity0.013801457
Moderate 0.42985553 Low Con 0.156 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Identity Attack0.29035977
Insult0.47020787
Profanity0.035148825
Threat0.007340072
Severe Toxicity0.010528564
Moderate 0.4269174 Moderate Con 0.385 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Identity Attack0.4774257
Insult0.33964422
Profanity0.08613731
Threat0.008259222
Severe Toxicity0.016383713
Moderate 0.42349213 Moderate Con 0.475 Moral_Argument
Feb 25, 2026 Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm dying reading these comments I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
I'm dying reading these comments I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
Identity Attack0.44690517
Insult0.16795322
Profanity0.174273
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.412 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst themselves and enjoy their culture at home. The guy with the bike is disgusting with his comments about people from Africa. A few bad people don't describe an entire race. One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it. Meeting a human smuggler is dangerous and stupid.
Identity Attack0.2308735
Insult0.47020787
Profanity0.16217725
Threat0.04098356
Severe Toxicity0.017610285
Moderate 0.4014846 Constructive 0.71 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
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)
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
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...
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Here for the comments about the bike guy and getting human trafficked for a YouTube video 🤣🤣🤣🤣 lmaoooo
Identity Attack0.023193322
Insult0.061626412
Profanity0.114160895
Threat0.13815513
Severe Toxicity0.018707745
Moderate 0.3057765 Low Con 0.256 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow so many canadian versions of Nick Fuentes in the comments, not to mention the guy running this channel is even a bigger bigot who goes out of his way to collect the worst things …
Wow so many canadian versions of Nick Fuentes in the comments, not to mention the guy running this channel is even a bigger bigot who goes out of his way to collect the worst things about any countries he dislikes and posts it here as if its a Norm conveniently hiding all the decent things about those countries. Hitler and his idealogy is still Intact in the 21st century and how.
Identity Attack0.116281845
Insult0.2659317
Profanity0.020988565
Threat0.0071588317
Severe Toxicity0.006790161
Moderate 0.30452284 Moderate Con 0.425 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
A refugee here. Through my job as an engineer, I'm probably giving back more than what half Canadian born do. Many Canadians just live off of interest in money they inhereted while we work to …
A refugee here. Through my job as an engineer, I'm probably giving back more than what half Canadian born do. Many Canadians just live off of interest in money they inhereted while we work to uplift the economy. Refugees would still rather go back to their countries as soon as the war is over. We're not here to steal your money or anything. I bet the guys with negative comments never had to know a refugee in person. Shame.
Identity Attack0.25817248
Insult0.1798321
Profanity0.019280603
Threat0.008375733
Severe Toxicity0.0061035156
Low Tox 0.2854971 Constructive 0.77
Aug 21, 2019 How much do refugees and …

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.