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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 #}

Comment Explorer

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Active: "😂 So racist people are …" 335 comments · Page 8 of 14
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
Identity Attack0.36598656
Insult0.24928534
Profanity0.1631077
Threat0.0116639575
Severe Toxicity0.023076924
Moderate 0.42985553 Moderate Con 0.391 Moral_Argument
Feb 7, 2026 4 likes Inside Canada's Indian Invasion...
that iq statement about african people is beyond racist lol..
that iq statement about african people is beyond racist lol..
Identity Attack0.46028158
Insult0.32682732
Profanity0.17287734
Threat0.009385503
Severe Toxicity0.023076924
Moderate 0.42985553 Low Con 0.129 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I'm sick of being treated like a racist because I don't want my country filled with people from another country who do not share the same values as my people. It's a disgusting attempt by …
I'm sick of being treated like a racist because I don't want my country filled with people from another country who do not share the same values as my people. It's a disgusting attempt by the media controlled governments to turn people against each other while they simply rack in the money off immigration fees.
Identity Attack0.3908055
Insult0.41530323
Profanity0.09744903
Threat0.009592636
Severe Toxicity0.016964722
Moderate 0.4269174 Constructive 0.523 Identity_Assertion
Feb 11, 2026 6 likes Inside Canada's Indian Invasion...
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other …
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other race and religion gets to have their own country that is 99.9% Indian or African or Asian or Muslim but not white people you have to open up your countries and bring people in that want to take over and push your religion and beliefs out yet if we as white people invaded a country and told them they had to change the laws and religioni to fit us that would be colonization and evil really weird how there is a double standard! They will be no countries in 50 years where white people are the majority and it will be hell on Earth for white people i mean look how racist people are to us now with us as the majority!
Identity Attack0.5135796
Insult0.27969417
Profanity0.22713706
Threat0.048481647
Severe Toxicity0.02425631
Moderate 0.4269174 Constructive 0.553 Identity Attack Identity_Assertion
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...
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that …
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that sentiment of universalism is only applied to white countries and it is destroying OUR White culture. And different races are not just about skin color, it's also about culture and IQ levels. Indians with their low racial IQs bring a lot of problems. The man says that color doesn't matter, but Indians care about color. That's why they only hire Indians and discriminate on Whites and other races. Indians are in fact the most racist people in the world. Ignoring race only promotes multiculturalism and that promotes White genocide. Human beings are racial and we should accept it. All immigrants need to understand that they need to STAY home and build a better life for themselves AT home. Not running away to White nations to impose themselves racially, culturally and spiritually. Multiculturalism is White genocide. It destroys US, it destroys OUR homes and our cultures. Our nations need to be 90-95% White and we should only allow those people that truly want to assimilate and leave their cultures behind.
Identity Attack0.46028158
Insult0.38852
Profanity0.085167445
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.57 Fear_Threat
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian - this is not good at all . I’ll always be Indian and I’d never settle in a western country . All that aside , the people are racist , not wanting …
As an Indian - this is not good at all . I’ll always be Indian and I’d never settle in a western country . All that aside , the people are racist , not wanting your country to become India is very justifiable 😂 But saying they ate poo and being racially stereotypical is not good . 🫤
Identity Attack0.4453683
Insult0.35849577
Profanity0.2980872
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.666
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't care if someone thinks of me as racist. Grow up people. If you want to get away with something call it racist. Canadians need to toughen up and put their foot down and …
I don't care if someone thinks of me as racist. Grow up people. If you want to get away with something call it racist. Canadians need to toughen up and put their foot down and get rid of migrants. This birth thing is a lie. People are going to be loosing jobs like crazy because of robots and AI. I'd coming soon.
Identity Attack0.35299334
Insult0.4378843
Profanity0.098377466
Threat0.0475118
Severe Toxicity0.021290002
Moderate 0.4269174 Moderate Con 0.45 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
A racist man gave a platform to racist people to cash in on racist content. And luckily for him, hating on Indians is the norm now. Glad he’s at least staying relevant
A racist man gave a platform to racist people to cash in on racist content. And luckily for him, hating on Indians is the norm now. Glad he’s at least staying relevant
Identity Attack0.44690517
Insult0.33998606
Profanity0.13256322
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.278 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro.. canadian here.. I was recently turned racist.. because of all these people
Bro.. canadian here.. I was recently turned racist.. because of all these people
Identity Attack0.44690517
Insult0.28586254
Profanity0.08678388
Threat0.009955117
Severe Toxicity0.01896597
Moderate 0.42568782 Moderate Con 0.449 Personal_Narrative
Jan 27, 2026 1 likes 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...
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these …
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these people that are not Canadian, not born here, migrated here, and are doing so many sickening illegal things to OUR PEOPLE. Kidnappings. Abductions. Stalking single women. Stealing. Squatting in homes and properties. All that with no consequences. Zero. None. And yet they receive all the jobs. All the income. All the amenities that natural born true Canadians should receive and very well deserve. I have never understood why these immigrants all of a sudden bombarded our small towns and cities like swarms of rodents or insects and expect to be welcomed with open arms. It seemed like it happened overnight! I remember seeing a few immigrants wearing their traditional towel wrap things on their heads in a mall one day and I was okay with it. Figured they were tourists or something and then BAM there are THOUSANDS of them moving in our towns and act like they own the place. Trying to intimidate US! In our OWN COUNTRY! It really angers me from within but at the same time I don’t want to come off as a racist or a hater or wtv. I’m not a racist by any means, but I am a very protective Canadian and I love my people and my country and I will help do whatever it takes to protect my country from immigrants and them thinking that they can push us around, intimidate us and try to act superior when they are the ones pretty much INVADING our beautiful, peaceful country. I am a PROUD CANADIAN SON. Pardon my long rant. Love, Peace and Unity 👊🏽 #nativecanadianpride
Identity Attack0.46028158
Insult0.38406035
Profanity0.07255927
Threat0.13262562
Severe Toxicity0.023411209
Moderate 0.41168427 Constructive 0.713 Fear_Threat
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
People don’t speak out because then you end up like me labeled racist and hateful and banned and cansored off all social media platforms including all googles smaller branches. Life sucks when they decide to …
People don’t speak out because then you end up like me labeled racist and hateful and banned and cansored off all social media platforms including all googles smaller branches. Life sucks when they decide to red flag you here We have China surveillance here and Ai running it Red flagged means across everything ever aspect of your life No loans no mortgages no ability to use public commodities I’d be amazed if this comment even makes it past my Indian Ai police officer slash handler
Identity Attack0.24462871
Insult0.35677677
Profanity0.33453682
Threat0.031314444
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.503 Fear_Threat
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
All immigrant communities around the world knew since the stone age about all dirty practices and fraud east Indian people always commit in their day to day life. Have you been sleeping all the time …
All immigrant communities around the world knew since the stone age about all dirty practices and fraud east Indian people always commit in their day to day life. Have you been sleeping all the time canada? 5 years ago when i told about this to canadian friends , all they said I am racist🤷🏽‍♂️ now you can see yourself…
Identity Attack0.46028158
Insult0.36537176
Profanity0.03389629
Threat0.008349842
Severe Toxicity0.01896597
Moderate 0.40614098 Moderate Con 0.371
Oct 3, 2025 1 likes IRCC Names India in Study …
Why should we allow this? Our country is becoming part Asia... and part Africa... I can't imagine that this is also understood abroad for white people and that they get a special place with a …
Why should we allow this? Our country is becoming part Asia... and part Africa... I can't imagine that this is also understood abroad for white people and that they get a special place with a mega church. but hey im a racist right
Identity Attack0.46028158
Insult0.20668297
Profanity0.17148167
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.40336934 Moderate Con 0.45 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07934829
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.675 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
😂 So racist people are LOSING to immigrants
😂 So racist people are LOSING to immigrants
Identity Attack0.39677486
Insult0.31740165
Profanity0.10116278
Threat0.007870848
Severe Toxicity0.019740647
Moderate 0.4014846 Low Con 0.157 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
People say how tragic, but it's the politicians whom they voted to power that welcomed these evil people with open arms, defending them in parliament. They bring these people to get the work dirty work …
People say how tragic, but it's the politicians whom they voted to power that welcomed these evil people with open arms, defending them in parliament. They bring these people to get the work dirty work done and defend them like in a situation at this time saying people are racist Islamophobic etc and give them everything they want backed by extremist organizations and political parties given a passport and get them to vote for them🗳 These extremists hate all religions, white people, western countries except Islam and terrorism around the world 🌎 🙄 😒 😑 😴 🤣
Identity Attack0.39870077
Insult0.40243408
Profanity0.11477985
Threat0.027515862
Severe Toxicity0.021031776
Moderate 0.4014846 Moderate Con 0.499
Dec 24, 2025 1 likes Deportations From Canada at Their …
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about …
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about an American education system would compare to say the local village school in rural Kenya? Do you think something like that would play a part in iq level? Some of you need to get your own checked I swear. 35% of Kenyans live under the FOOD poverty standard. 18.3 million people live under the food poverty line in the United States (13%> of US population) 18.5 million live under the food poverty line in Kenya. The population of Kenya is around 53 million. That’s just over 1/7 of the US population. Do you think that maybe plays a part? That’s only one country, we can keep going, if you crunch the numbers on the whole continent it’s so obvious that you’d have to be .. low iq not to see it lol.
Identity Attack0.37082586
Insult0.4125297
Profanity0.07223598
Threat0.009281937
Severe Toxicity0.018707745
Moderate 0.4014846 Moderate Con 0.48
Jan 27, 2026 Inside Canada's Indian Invasion...
i’m finding that most people in this video are really racist so not stereotypical canadians
i’m finding that most people in this video are really racist so not stereotypical canadians
Identity Attack0.3819294
Insult0.3388922
Profanity0.108590275
Threat0.0077802283
Severe Toxicity0.017803956
Moderate 0.39842087 Moderate Con 0.359 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Wow, the makers of this video went after the most prejudiced people, racist and uninformed who spew falsehood and prejudice. It would be nice if they educated themselves. Canadian cities are not dying, investment and …
Wow, the makers of this video went after the most prejudiced people, racist and uninformed who spew falsehood and prejudice. It would be nice if they educated themselves. Canadian cities are not dying, investment and services everywhere. This video is sad, and so anti-Canada.
Identity Attack0.2781757
Insult0.40975618
Profanity0.021330157
Threat0.008841781
Severe Toxicity0.012359619
Moderate 0.39842087 Moderate Con 0.336 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean up... how they are corrupt people sometimes, how they try to cut corners and do things illegally... i watched it in my own workplace, how our indian sikh boss was so racist to his fellow indians, because they had patel name from gujarat and were 'lower cast' than the bossman who had sikh last name and was an 'engineer'. but this man just wanted to cut costs and try to cheat things, now this workplace is closed down. this is my experience all my life with indians. :(
Identity Attack0.44690517
Insult0.40243408
Profanity0.1067334
Threat0.015429466
Severe Toxicity0.021548226
Moderate 0.39842087 Constructive 0.711 Personal_Narrative
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.