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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 was in Canada and …" 84 comments · Page 2 of 4
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians …
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians are bad.. no not at all, but the ones that push their religion on others are most definetly bad and lack at civic sense. Punjabis get a lot of hate cuz 70% of them faked their student visas and got here, same goes for any tamil and indian or any country YOU CANNOT DO SOMETHING ILLEGALY THEN DEMAND TO BE TREATED THE SAME AS A LEGAL CIVILLIAN. and then there are people with no civic sense. it is wild
Identity Attack0.4482637
Insult0.35849577
Profanity0.14490221
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.751 Personal_Narrative
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
If immigration is bad then the USA, Canada, Australia and New Zealand should have firstly remained populated and ruled by the native people not by white men from Europe. At least the immigrants of this …
If immigration is bad then the USA, Canada, Australia and New Zealand should have firstly remained populated and ruled by the native people not by white men from Europe. At least the immigrants of this day and age are not carrying out mass murders unlike the forefathers of Tyler and other white settlers.
Identity Attack0.46028158
Insult0.2435641
Profanity0.043165036
Threat0.04524883
Severe Toxicity0.01735206
Moderate 0.38601747 Moderate Con 0.379 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Welcome to Liberal Canada Tyler. We have angry drivers, smugglers, bad Timmies, foreign worker exploitation and immigrants illegally stealing Salmon with blankets.
Welcome to Liberal Canada Tyler. We have angry drivers, smugglers, bad Timmies, foreign worker exploitation and immigrants illegally stealing Salmon with blankets.
Identity Attack0.39334553
Insult0.35016364
Profanity0.02023706
Threat0.009307829
Severe Toxicity0.0128976675
Moderate 0.38601747 Moderate Con 0.325 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
The original inhabitants of Canada are the Indigenous peoples and Inuit communities !! And not people like Tyler Oliveira.They are the invaders!!!!!!
The original inhabitants of Canada are the Indigenous peoples and Inuit communities !! And not people like Tyler Oliveira.They are the invaders!!!!!!
Identity Attack0.36702603
Insult0.32682732
Profanity0.025907494
Threat0.008000307
Severe Toxicity0.012962224
Moderate 0.37340668 Moderate Con 0.392 Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st …
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st solution NOW
Identity Attack0.27340925
Insult0.35677677
Profanity0.027547138
Threat0.00789674
Severe Toxicity0.010375977
Moderate 0.36095104 Moderate Con 0.333 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler please investigate all the indian politicians in canada that are supporting all the Indian migration and fraud in Canada
Tyler please investigate all the indian politicians in canada that are supporting all the Indian migration and fraud in Canada
Identity Attack0.41975367
Insult0.24928534
Profanity0.023516348
Threat0.008712323
Severe Toxicity0.011291504
Moderate 0.36043653 Low Con 0.23 Call_To_Action
Feb 27, 2026 3 likes Inside Canada's Indian Invasion...
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Identity Attack0.38246045
Insult0.08410009
Profanity0.026727317
Threat0.20938614
Severe Toxicity0.017158391
Moderate 0.3302291 Constructive 0.586 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler - was onto something but missed a HUGE story by not diving in deep enough. The Indian invasion in Canada makes the Minnesota Somalian insanity look like small potatoes. I’d be more than happy …
Tyler - was onto something but missed a HUGE story by not diving in deep enough. The Indian invasion in Canada makes the Minnesota Somalian insanity look like small potatoes. I’d be more than happy to be interviewed by Tyler.
Identity Attack0.2869935
Insult0.28997475
Profanity0.025497584
Threat0.008220384
Severe Toxicity0.0090789795
Moderate 0.3245134 Constructive 0.601
Jan 27, 2026 Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
W Tyler you investigated it like i've been posting like crazy to do....I hope theres a part 2 on this indian problem in Canada
Identity Attack0.12735364
Insult0.26957804
Profanity0.043415543
Threat0.007948523
Severe Toxicity0.005722046
Low Tox 0.29771072 Constructive 0.575 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind …
Its very bad here in Canada. All jobs that used to go to the youth now go to immigrants. Tyler, its no joke to say you'll pray to other gods. Keep your heart and mind pure, otherwise you will be snared.
Identity Attack0.27701542
Insult0.110259406
Profanity0.024951037
Threat0.028897164
Severe Toxicity0.008125305
Low Tox 0.28312725 Constructive 0.513 Economic_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
MY GOAT TYLER OLIVEIRA MAKING A VIDEO ON MY COUNTRY CANADA ? WOW THIS WAS NOT ON MY 2026 BINGO CARD
MY GOAT TYLER OLIVEIRA MAKING A VIDEO ON MY COUNTRY CANADA ? WOW THIS WAS NOT ON MY 2026 BINGO CARD
Identity Attack0.04280826
Insult0.11978693
Profanity0.15019037
Threat0.011638066
Severe Toxicity0.015609037
Low Tox 0.28087774 Moderate Con 0.36 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Identity Attack0.105256535
Insult0.20434737
Profanity0.019690514
Threat0.00933372
Severe Toxicity0.005836487
Low Tox 0.2553839 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
First Nick the Scout, then Tyler the Provocator and at last NO ICE in Beautiful Canada.
First Nick the Scout, then Tyler the Provocator and at last NO ICE in Beautiful Canada.
Identity Attack0.01766643
Insult0.24767025
Profanity0.015386449
Threat0.008013252
Severe Toxicity0.004196167
Low Tox 0.25462922 Moderate Con 0.337 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American I would not tolerate this infestation in my country. Like I literally would not tolerate it and I would do something about it to make sure this doesn’t happen.
Identity Attack0.057492398
Insult0.11978693
Profanity0.07934829
Threat0.010291707
Severe Toxicity0.0061416626
Low Tox 0.23523538 Constructive 0.582
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
Identity Attack0.23922618
Insult0.06858205
Profanity0.01620627
Threat0.008789998
Severe Toxicity0.0052261353
Low Tox 0.22177623 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler brother, next time your in Canada, pickup a toque! you wont be hunching your shoulders up to protect your ears. Ahem, sorry in American that's a ... beanie
Tyler brother, next time your in Canada, pickup a toque! you wont be hunching your shoulders up to protect your ears. Ahem, sorry in American that's a ... beanie
Identity Attack0.05794714
Insult0.086852804
Profanity0.028913507
Threat0.016120117
Severe Toxicity0.0062561035
Low Tox 0.21508642 Constructive 0.605 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler....the guy on the bike is definitely going to jail lol Canada will arrest him
Tyler....the guy on the bike is definitely going to jail lol Canada will arrest him
Identity Attack0.010655383
Insult0.06739554
Profanity0.023994578
Threat0.13532294
Severe Toxicity0.0059509277
Low Tox 0.21241048 Low Con 0.225
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...
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Identity Attack0.24970764
Insult0.056133457
Profanity0.015967157
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.19986437 Constructive 0.741 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler proved Canada -> USA human trafficking/illegal immigration and all people are talking about is the bike guy.
Tyler proved Canada -> USA human trafficking/illegal immigration and all people are talking about is the bike guy.
Identity Attack0.10221587
Insult0.0838533
Profanity0.012312118
Threat0.0066798385
Severe Toxicity0.004119873
Low Tox 0.18649188 Low Con 0.294 Meta_Commentary
Jan 27, 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...

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.