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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: "I want this guy to …" 99 comments · Page 3 of 4
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 think those guys were scamming you. They were being way too sketch and wanted you to hang out in the apartment until they robbed you of the 6k. Once they knew you were white …
I think those guys were scamming you. They were being way too sketch and wanted you to hang out in the apartment until they robbed you of the 6k. Once they knew you were white it was obvious. You should have had an Indian dude do it, and should have followed through.
Identity Attack0.39773783
Insult0.24561718
Profanity0.22602804
Threat0.06755528
Severe Toxicity0.01986976
Moderate 0.37694603 Constructive 0.514 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Identity Attack0.46028158
Insult0.16890354
Profanity0.10920923
Threat0.016810767
Severe Toxicity0.01896597
Moderate 0.37340668 Moderate Con 0.339 Identity_Assertion
Oct 5, 2025 1 likes 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...
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Identity Attack0.33352965
Insult0.2679134
Profanity0.040409464
Threat0.007534259
Severe Toxicity0.009689331
Moderate 0.3389984 Low Con 0.222 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
And to answer your question from a Canadian 🇨🇦 , we can not stand this infestation , this will go down in the history books as the biggest mistake are country ever made . Literally …
And to answer your question from a Canadian 🇨🇦 , we can not stand this infestation , this will go down in the history books as the biggest mistake are country ever made . Literally picked the slowest shmelliest breed to flood are country with , these guys can’t even handle a job at SINGH HORTONS they struggle to make a double double … never mind drive a car , they are the worst drivers too ffs . We want them all gone now
Identity Attack0.22783615
Insult0.344702
Profanity0.051431753
Threat0.02250864
Severe Toxicity0.015479924
Moderate 0.3389984 Moderate Con 0.323 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
Identity Attack0.29951343
Insult0.25800487
Profanity0.16217725
Threat0.08856395
Severe Toxicity0.023076924
Moderate 0.33836752 Moderate Con 0.318 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their country... Something something, they despise us for not accepting their fake god... I dont mean to say there is a limit the people can take before they start opposing those protests and riots in the streets. but as Somebody who has never had or wanted to have a hateful bone in my body. Why do these cultists spark so much (and it pains me to even say this but) hatred in me.
Identity Attack0.17226285
Insult0.24835461
Profanity0.21781154
Threat0.13178273
Severe Toxicity0.01935331
Moderate 0.3260917 Constructive 0.624 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my …
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my own country and make it a better place to live and not have buch of kids or maybe not even one ❤
Identity Attack0.27991617
Insult0.086852804
Profanity0.108590275
Threat0.021127338
Severe Toxicity0.01502803
Moderate 0.32074678 Constructive 0.627 Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Metropolis (Brampton)
"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...
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
Identity Attack0.2854555
Insult0.24171697
Profanity0.022354934
Threat0.007301235
Severe Toxicity0.0076293945
Moderate 0.30993456 Constructive 0.594
Oct 1, 2025 IRCC Names India in Study …
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 knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at them to shut up. ME: She prob just wanted silence my gawd. Loud speaker phones, no sense of respect for the park....like come on. Give the lady some peace. its so disrespectful... I dont recall growing up being so annoyed with noise pollution. Even speaker phones on trains WTH
Identity Attack0.27759558
Insult0.16817254
Profanity0.11354194
Threat0.011042561
Severe Toxicity0.011291504
Low Tox 0.29039988 Constructive 0.683
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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...
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Identity Attack0.2803029
Insult0.15556364
Profanity0.022696527
Threat0.0069516995
Severe Toxicity0.0061798096
Low Tox 0.28087774 Low Con 0.26 Policy_Critique
Jan 30, 2026 4 likes Inside Canada's Indian Invasion...
I want to make friends with that guy on the bicycle
I want to make friends with that guy on the bicycle
Identity Attack0.035589635
Insult0.04910661
Profanity0.14313951
Threat0.054947287
Severe Toxicity0.013672344
Low Tox 0.27750343 Moderate Con 0.41
Jan 27, 2026 2 likes 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...

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.