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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

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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: "Have we been living in …" 1,641 comments · Page 17 of 66
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i want to claim unfair treatment to born 1st nations, CANADIANS and CANAIDIAN BORN IN GENEREAL. OVER 10 GENEREATIONS. treated like crap. they are now asking for paypal info, and if u have crypto coins, …
i want to claim unfair treatment to born 1st nations, CANADIANS and CANAIDIAN BORN IN GENEREAL. OVER 10 GENEREATIONS. treated like crap. they are now asking for paypal info, and if u have crypto coins, renter insurance. but give u nothing more to live on. good luck. i see why there's so much crime... gov't is getting desperate, now. pushing people from 30 to over 50, to get a job, and have old resumes. they gave put too much money, now looking for the more, from anything u have!!! not all people, have family support, to help them!
Identity Attack0.11860296
Insult0.4339631
Profanity0.35597226
Threat0.023371955
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.57
Jan 26, 2024 1 likes How much do refugees and …
Awwww boo hoo for that first yt lady crying about the few years she's experienced "rac*sm", always the victim. You yt's cant be the oppressed and the oppressor. You act like a few videos of …
Awwww boo hoo for that first yt lady crying about the few years she's experienced "rac*sm", always the victim. You yt's cant be the oppressed and the oppressor. You act like a few videos of some derkas spouting off about sharia law proves your point? I dont like them either but quit acting like you've lived under oppression your whole life. What a joke.
Identity Attack0.2463217
Insult0.34626248
Profanity0.24910301
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.461 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number of Indians in Canada we are facing racism in jobs hiring the same will happen to our children deport the scammers they are a threat to this country
Identity Attack0.46028158
Insult0.4302003
Profanity0.047674157
Threat0.04167421
Severe Toxicity0.022710243
Moderate 0.4269174 Moderate Con 0.466
Oct 3, 2025 1 likes IRCC Names India in Study …
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving …
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving cars with AK47 graphics, driving reckless with no care. As for becoming Canadian forget it, these people dump their trash on the streets like they are living in India.
Identity Attack0.44690517
Insult0.4339631
Profanity0.0913099
Threat0.010058682
Severe Toxicity0.019095084
Moderate 0.4269174 Constructive 0.579
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
(They) live by their own rules.. says the Indian guy 3rd gen shopkeeper. WTF? And trust me, I don't say that too often, if ever.
(They) live by their own rules.. says the Indian guy 3rd gen shopkeeper. WTF? And trust me, I don't say that too often, if ever.
Identity Attack0.29798782
Insult0.26395
Profanity0.4401715
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.552 Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't want my country to turn into India, nor Africa. I want to be able to buy a house and live peacefully in the country my ancestors built for the past 400 years. I …
I don't want my country to turn into India, nor Africa. I want to be able to buy a house and live peacefully in the country my ancestors built for the past 400 years. I might be Canadian, but i'm tired to play nice with invaders.
Identity Attack0.5039629
Insult0.2838064
Profanity0.06796519
Threat0.017156094
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.564 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals destroyed Canada, last 15 years no improvement just flooding us with Indians and criminals. 90% of Canadians are living paycheque to paycheque.
Liberals destroyed Canada, last 15 years no improvement just flooding us with Indians and criminals. 90% of Canadians are living paycheque to paycheque.
Identity Attack0.47178617
Insult0.36798462
Profanity0.031391226
Threat0.017674083
Severe Toxicity0.018126737
Moderate 0.4269174 Low Con 0.293 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much will power it takes for those indians to come to places like north america to earn money and give their family back home the lives they never had. It takes so much to be someone, especially if youre coming from a place where youre just one ordinary human among 1 billion others. People can hate all the want but its a free world. Territories came after humans.
Identity Attack0.34974504
Insult0.3388922
Profanity0.20016506
Threat0.030278467
Severe Toxicity0.023317307
Moderate 0.42568782 Constructive 0.637 Solidarity
Feb 17, 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...
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...
Your ancestors annihilated the aborigines and now you're complaining. Canada is a British satellite state. Remember your ancestors colonized the world, destroyed so many civilizations and millions of people lost lives. Not to mention they …
Your ancestors annihilated the aborigines and now you're complaining. Canada is a British satellite state. Remember your ancestors colonized the world, destroyed so many civilizations and millions of people lost lives. Not to mention they looted the world and now you're crying.
Identity Attack0.32184324
Insult0.34203702
Profanity0.091633186
Threat0.12536226
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.428
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians dont live in Miami because they would get a beat down for bad driving
Indians dont live in Miami because they would get a beat down for bad driving
Identity Attack0.46028158
Insult0.21368977
Profanity0.19155724
Threat0.3630133
Severe Toxicity0.023880709
Moderate 0.42129645 Low Con 0.207 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Nobody wants to live with Poop Jeets.
Nobody wants to live with Poop Jeets.
Identity Attack0.15517195
Insult0.40420914
Profanity0.29209393
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.215 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
If I were you, I would have torn down that Indian statue, because that's not Canadian and it's not Christian either They are different and they will continue to be different. If they live dirty …
If I were you, I would have torn down that Indian statue, because that's not Canadian and it's not Christian either They are different and they will continue to be different. If they live dirty there, then they will live dirty here too
Identity Attack0.40713623
Insult0.4196762
Profanity0.1110661
Threat0.010576514
Severe Toxicity0.016383713
Moderate 0.42129645 Moderate Con 0.429 Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. …
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. Don't underestimate them save your lands from these punjabi invasion will they tolerate if we do the same there?
Identity Attack0.46028158
Insult0.40243408
Profanity0.19893537
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.481 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
STOP ALL VISAS FROM INDIA EFFECTIVE IMMIDIETELY!! I dont want to live in India: a fellow Canadian!
STOP ALL VISAS FROM INDIA EFFECTIVE IMMIDIETELY!! I dont want to live in India: a fellow Canadian!
Identity Attack0.5135796
Insult0.16124763
Profanity0.026863953
Threat0.025789235
Severe Toxicity0.023076924
Moderate 0.41690505 Moderate Con 0.39 Identity Attack Call_To_Action
Oct 9, 2025 IRCC Names India in Study …
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Identity Attack0.4482637
Insult0.47273466
Profanity0.33434898
Threat0.24090876
Severe Toxicity0.30192792
Moderate 0.41690505 Low Con 0.121 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, …
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, they are arrogant and males are disrespectful. Sad, very sad, Invermere is slowly becoming Punjabmere. At 4:03 "...we live by our own rules, they don't learn, I don't learn..." crystal clear, they are detached from Canadian culture and want us to integrate to their culture.
Identity Attack0.36702603
Insult0.45758462
Profanity0.072882555
Threat0.008026198
Severe Toxicity0.01825585
Moderate 0.41445592 Constructive 0.615 Identity_Assertion
Sep 30, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Living in mtl... pls bust these mfers out !
Living in mtl... pls bust these mfers out !
Identity Attack0.18313584
Insult0.40243408
Profanity0.2395431
Threat0.29519764
Severe Toxicity0.023076924
Moderate 0.41445592 Moderate Con 0.317 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they fake asylum seekers…recently khalistanis in Canada has attacked Hindu communities in canada and police has done nothing to stop protect them ….they have attacked Hindu Temples and police were just watching them…they also burned down Indian consulate in San Francisco two years back they constantly threatened Indian embassy Indian consulate ambassador….if you think they have just attacked Indian or Hindus they don’t attacked Canadian…but you might be living in delusion they can turn around on actual Canadian also if you think you are red neck they are 10 time more red neck than you …so you are late they are all over places in your Government , they have formed political parties too they are in yoyr country airport security,Government offices,Border security all over so Good luck…There are millions and millions good Sikhs In India who Loves India and serve India too with pride,…just search for Gurupatwant singh pannun he runs khalistanis extrimist movement from your country Canada and also from America
Identity Attack0.48915586
Insult0.37960073
Profanity0.085167445
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.41168427 Constructive 0.634
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons …
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons is a lil ignorant tho, intelligence may be an issue but I’d say the bigger issue is customer service , communication, understanding and laziness. Cannot be bothered to do their job correctly or maintain a comprehension level higher than a kindergarten student. It’s soooooo problematic.
Identity Attack0.30256465
Insult0.4534306
Profanity0.04892669
Threat0.006874025
Severe Toxicity0.011444092
Moderate 0.40336934 Constructive 0.52 Policy_Critique
Jan 30, 2026 2 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.