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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: "TYLER IS IN MY CITY …" 17 comments
I live in Toronto.. Thank you Tyler for coming to my shitty city and showing the whole world what problem we are having here.
I live in Toronto.. Thank you Tyler for coming to my shitty city and showing the whole world what problem we are having here.
Identity Attack0.2783691
Insult0.4962726
Profanity0.6001929
Threat0.009281937
Severe Toxicity0.07542343
Moderate 0.6289369 Constructive 0.593
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 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...
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you …
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you call me white. we assimilated generations ago, brampton was thriving during the skyscraper era ... shame....
Identity Attack0.3958119
Insult0.19967617
Profanity0.030890211
Threat0.008582866
Severe Toxicity0.014447021
Moderate 0.36095104 Constructive 0.612 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
They are everywhere I thought my city had a lot of Indians! But Tyler is there a part 2 because what happened at the end ?😂😂😂😂
Identity Attack0.28622448
Insult0.06794841
Profanity0.09583591
Threat0.011715741
Severe Toxicity0.013285006
Low Tox 0.27047762 Moderate Con 0.419
Jan 27, 2026 Inside Canada's Indian Invasion...
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
Identity Attack0.15303208
Insult0.1378885
Profanity0.08322773
Threat0.008323951
Severe Toxicity0.008850098
Low Tox 0.25727063 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Brampton aka Bramladesh is the worst, but all cities, even small ones have been taken over right now in Canada. It's terrible, and if Trump doesn't absorb us into the USA and put ICE to …
Brampton aka Bramladesh is the worst, but all cities, even small ones have been taken over right now in Canada. It's terrible, and if Trump doesn't absorb us into the USA and put ICE to work, god might as well send meteors. Thank you Tyler for showing this and braving the cold.
Identity Attack0.025203101
Insult0.082619295
Profanity0.019212283
Threat0.008582866
Severe Toxicity0.0037574768
Low Tox 0.17198499 Constructive 0.625 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hey Tyler. I live 4 hours north of Brampton. Our city has become brown town of the north. My daughter has been working since she was 15. Every summer she goes to manitoulin island and …
Hey Tyler. I live 4 hours north of Brampton. Our city has become brown town of the north. My daughter has been working since she was 15. Every summer she goes to manitoulin island and works then comes home. This year she can not find a job because all the Indians have taken the jobs. I love diversity, but this is getting out of hand. I grew up in Brampton and In 1989 my parents moved us north because they could see how Brampton was turning into what it is today. Great video
Identity Attack0.12556632
Insult0.033570543
Profanity0.02836696
Threat0.010084574
Severe Toxicity0.007019043
Low Tox 0.14429577 Constructive 0.802 Personal_Narrative
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 …
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 per cent of residents rated quality of life in Brampton as good or very good.” So the quality of life decrease is minimal and the article cites public safety, crime, and affordability of housing as concerns, but doesn’t specify Indian immigration as being the reason nor the racist implications that Tyler is trying to get at.. This is a classic correlation doesn’t mean causation example. If you read further into that article, people generally say that the quality of life is overall better compared to their survey in 2019. Straight up, Tyler here is cherry-picking data as a means of pushing the right wing narrative that Indians are bad and fueling hatred for them when the real reason is lack of better reform or change from the Canadian govt and Canadas corporations. Not that different from the US tbh.
Identity Attack0.1015541
Insult0.03827355
Profanity0.01402008
Threat0.0072235605
Severe Toxicity0.002670288
Low Tox 0.11378009 Constructive 0.673
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear …
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear stab proof or bullet proof vests without being law enforcement or security guards while working only. A real shame considering the crime rates in major cities and isolated towns.
Identity Attack0.029660052
Insult0.026702631
Profanity0.013029462
Threat0.030623792
Severe Toxicity0.0032424927
Low Tox 0.10566349 Constructive 0.646 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I’ve worked in this city since 2007 you couldn’t pay my mortgage off to move here. Tyler didn’t mention it’s rated #1 of Indian migrants outside of India in the world.
I’ve worked in this city since 2007 you couldn’t pay my mortgage off to move here. Tyler didn’t mention it’s rated #1 of Indian migrants outside of India in the world.
Identity Attack0.10221587
Insult0.023221988
Profanity0.012517073
Threat0.0062849927
Severe Toxicity0.0019359589
Low Tox 0.09958932 Constructive 0.507
Jan 27, 2026 Inside Canada's Indian Invasion...
Never thought I Would be seeing a video of Tyler in my city 😭
Never thought I Would be seeing a video of Tyler in my city 😭
Identity Attack0.008509507
Insult0.019354604
Profanity0.022628209
Threat0.008764107
Severe Toxicity0.0029563904
Low Tox 0.06065326 Moderate Con 0.398
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
TYLER IS IN MY CITY RAHHHHHHH
TYLER IS IN MY CITY RAHHHHHHH
Identity Attack0.0068076057
Insult0.017227544
Profanity0.028913507
Threat0.009230154
Severe Toxicity0.0038528442
Low Tox 0.056263726 Low Con 0.224 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, welcome to Brampton, the city I unfortunately call home.
Tyler, welcome to Brampton, the city I unfortunately call home.
Identity Attack0.011469335
Insult0.022061773
Profanity0.011184863
Threat0.006763986
Severe Toxicity0.0014686584
Low Tox 0.051563308 Constructive 0.529 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me …
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me for visiting! Keep up the great work, and Stay Safe!
Identity Attack0.006622616
Insult0.01313691
Profanity0.016103793
Threat0.007961469
Severe Toxicity0.0014972687
Low Tox 0.030270588 Constructive 0.757 Solidarity
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.