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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: "The customer was being a …" 83 comments · Page 1 of 4
13:56 Tyler Oliveria these fucking guys like 1 out of 5 star customer service from the human traffickers
13:56 Tyler Oliveria these fucking guys like 1 out of 5 star customer service from the human traffickers
Identity Attack0.18313584
Insult0.5678696
Profanity0.7888968
Threat0.03235042
Severe Toxicity0.45510182
Toxic 0.8696708 Low Con 0.258 Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
Identity Attack0.23163283
Insult0.6407567
Profanity0.8802007
Threat0.017156094
Severe Toxicity0.35368225
Toxic 0.8696708 Moderate Con 0.351 Insult Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
They are the reason why Canada has the worst customer service!! Time to stop this shiit!
They are the reason why Canada has the worst customer service!! Time to stop this shiit!
Identity Attack0.22631748
Insult0.54471385
Profanity0.70384485
Threat0.012596053
Severe Toxicity0.16960317
Toxic 0.7675452 Low Con 0.281 Insult
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & …
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & I AM OUTRAGED ‼️‼️‼️‼️‼️
Identity Attack0.23998553
Insult0.6370372
Profanity0.541926
Threat0.048481647
Severe Toxicity0.35368225
Toxic 0.76197964 Moderate Con 0.419 Insult
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your …
Be it foreigners piling into a country or Californians piling into Texas or Florida. Why have all your shit*y policies and customs ruin your country/state only to move somewhere else to try to enforce your sh*t ideas on them? Why? What sense does this make. Ok our policies have ruined this place, sooooo, let's move to that good place and implement our sh*t policies on them.. makes sense to me what's your problem?? Lol D.W.R.
Identity Attack0.41052565
Insult0.5935568
Profanity0.6750904
Threat0.017674083
Severe Toxicity0.23224287
Toxic 0.7308154 Moderate Con 0.337 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus …
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus someone of a preferred colour came in.
Identity Attack0.57150364
Insult0.5130944
Profanity0.70864636
Threat0.025271246
Severe Toxicity0.23225832
Toxic 0.72028047 Moderate Con 0.478 Identity Attack Insult Personal_Narrative
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry …
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry no customer service no niceness no please or thank you they get mad and angry very fast they shout and yell at you this scam they close the doors of a store before they're supposed to LOL that happened so many times it's just nasty and very disgusting I have seen some really disgusting s*** and retail stores including coffee shops
Identity Attack0.49584505
Insult0.5130944
Profanity0.4894185
Threat0.12076248
Severe Toxicity0.30763787
Moderate 0.62136006 Constructive 0.623 Insult Identity_Assertion
Feb 18, 2026 3 likes Inside Canada's Indian Invasion...
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Identity Attack0.19890837
Insult0.6306599
Profanity0.07047026
Threat0.010680079
Severe Toxicity0.016254602
Moderate 0.5885171 Low Con 0.193 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Yall are jsut racist. I have a friend who wroks at timmies w indians and the customers r racist asf even tho the customers r wrong
Identity Attack0.45610145
Insult0.4596616
Profanity0.3158166
Threat0.012906751
Severe Toxicity0.06101104
Moderate 0.52811706 Moderate Con 0.49 Moral_Argument
Feb 11, 2026 Inside Canada's Indian Invasion...
So sick of not assimilating. SO SICK OF THE RUDE CUSTOMER SERVICE.
So sick of not assimilating. SO SICK OF THE RUDE CUSTOMER SERVICE.
Identity Attack0.02721288
Insult0.5130944
Profanity0.10240069
Threat0.008090926
Severe Toxicity0.018191293
Moderate 0.5024724 Moderate Con 0.311 Insult
Aug 25, 2025 372 likes Why Canadians Are Turning Against …
We REQUIRE Immigration & Customs Enforcement in Canada. REQUIRE. Canada is a dump
We REQUIRE Immigration & Customs Enforcement in Canada. REQUIRE. Canada is a dump
Identity Attack0.45348886
Insult0.5129801
Profanity0.13344458
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.47772613 Low Con 0.23 Insult Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our ancester got raped destroy our complete culture customs and he was across to live with and some of them they speak they look like Indian but this all day so long time ago and kneel to the king sorry queen
Identity Attack0.458714
Insult0.34782293
Profanity0.2847897
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.583
Aug 26, 2025 Why Canadians Are Turning Against …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a wife/girlfriend with them, they're constantly berating her. I've found Indians are cheap but generally polite, the biggest problem is that there's just too damn many of them and they don't assimilate, so you become a stranger in your own hometown when they move in. I remember looking for a place to get takeout around my boyfriend's house and it was literally 90% Indian food, 10% pizza with butter chicken and tandoori toppings.
Identity Attack0.5135796
Insult0.4339631
Profanity0.4113413
Threat0.035113025
Severe Toxicity0.09649272
Moderate 0.46716887 Constructive 0.798 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I am not anti migration but I am against those who come here and will not assimilate to Canadian ways but bring with them the crap they left their own Country for and are ruining …
I am not anti migration but I am against those who come here and will not assimilate to Canadian ways but bring with them the crap they left their own Country for and are ruining Canada it's time to shut the door and make new rules when Migrants want to live in Canada they have to Assimilate to Canadian customs and laws .
Identity Attack0.3857254
Insult0.4596616
Profanity0.33453682
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.45090583 Constructive 0.546
Aug 29, 2025 Why Canadians Are Turning Against …
Shut up about it. No one stops you to e,ercise your customs and traditions
Shut up about it. No one stops you to e,ercise your customs and traditions
Identity Attack0.027815815
Insult0.40243408
Profanity0.24910301
Threat0.022163315
Severe Toxicity0.02296847
Moderate 0.4398409 Moderate Con 0.334
Sep 1, 2025 Why Canadians Are Turning Against …
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...
0:17 he's totally wrong. They definitely do eat poo in Canada. You can check the manifests of Canadian Customs showing imports of fresh cow dung cake all coming from India for Indian consumption. The only …
0:17 he's totally wrong. They definitely do eat poo in Canada. You can check the manifests of Canadian Customs showing imports of fresh cow dung cake all coming from India for Indian consumption. The only difference is that they're eating it behind closed doors in Canada and in their hindoo temples. Also the upper class/castes are the biggest consumers of cow poop and urine anyway.
Identity Attack0.3817989
Insult0.36021477
Profanity0.22542313
Threat0.008919456
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.584 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
They want to make Canada look like India, but don't want to improve their own country? F that. I'd be pissed if my elders tried to force their customs and beliefs onto another in Canada …
They want to make Canada look like India, but don't want to improve their own country? F that. I'd be pissed if my elders tried to force their customs and beliefs onto another in Canada or America. Jewish are doing it too. They don't assimilate whileaking you pay for their welfare.
Identity Attack0.45348886
Insult0.34101152
Profanity0.29984993
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.41168427 Constructive 0.562 Identity_Assertion
Feb 28, 2026 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...
These Indians working everywhere, can barely speak english or understand it...we are doomed....food safety is gone and customer service no longer existent
These Indians working everywhere, can barely speak english or understand it...we are doomed....food safety is gone and customer service no longer existent
Identity Attack0.44690517
Insult0.25007802
Profanity0.08840031
Threat0.015256803
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.354 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say …
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say about Indians today is what the First nation people say about the white skins. The First Nation people cultivated the land, lived in harmony and took care of their society. The Indians do the same. The only odd man out here is the White Skins. The White Skins colonized the Canadian land. The White Skins also colonized the Indian subcontinent for nearly 200 years. But where the First Nations people lost the wars and were packed into Reservations, Indians fought, won and expelled the White Skins. Then the Indians went where ever the White Skins went. But the difference is that Indians never colonized the land. They always adapted to the native land, culture, language, customs and resources while also maintaining the connect to their land of origin. While White Skins converted the natives, the Indians adapted to the natives and also shared the cultural values. While the White Skins arrogantly executed the natives and exploited their resources, Indians learned to co-exist by adapting and learning. While the White Skins were busy profiteering from the misery of the natives, Indians shared knowledge, power, wealth, education and lived by ancient cultural values passed on from generations that have survived disasters, wars, misery and greed.
Identity Attack0.44690517
Insult0.22303216
Profanity0.06596114
Threat0.024235269
Severe Toxicity0.019740647
Moderate 0.36456755 Constructive 0.669
Sep 25, 2025 5 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.