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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Indians are people who you …" 1,087 comments · Page 15 of 44
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher …
We have a community about 15 miles west of St. Louis called "Barathaven" that is almost 100% Indian. 7-10k people. Mastercard has a big office here where they work. For the most part, the higher level execs are courteous and accommodating. The lower-level call center employees are absolute trash. Nobody that isn't Indian drives through it because it's an almost guarantee that their car will get damaged.
Identity Attack0.44690517
Insult0.4339631
Profanity0.20592089
Threat0.012699619
Severe Toxicity0.022839356
Moderate 0.4269174 Constructive 0.648 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot …
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot of Canadians have either French or Indigenous ancestry. I have never heard so much ethnic hostility over the past 5 yrs as people will just openly insult Indians. I have heard professionals say “Never trust an Indian”. Canadians are PISSED with how Indians have exploited Canada
Identity Attack0.4830652
Insult0.36798462
Profanity0.2661772
Threat0.014393489
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.604 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
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)
i doesn't understand why these white candian gets offended by the Indian origin people like these whites were also immigrants to Canada they just conquered the Canada and just wiped out the indigenous people and …
i doesn't understand why these white candian gets offended by the Indian origin people like these whites were also immigrants to Canada they just conquered the Canada and just wiped out the indigenous people and now behaving like they are living there for generations
Identity Attack0.5135796
Insult0.2838064
Profanity0.09775851
Threat0.039947584
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.539 Identity Attack Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our …
Canada is take over by Khalistani not Indians they don’t consider themselves Indian they are punjabi And they want different country 😂😂😂😂 inside india Even we don’t like them who wants to take apart our country india Our Indian government warn Canadian government not to allow these people in their country but they don’t listen they allow Khalistani tterrorists who are wanted or criminals in India So it’s canada government fault stop voting for leftist government
Identity Attack0.4911651
Insult0.37166002
Profanity0.043165036
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.384 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all over one of the most beautiful water falls Ive ever seen and the only people I actually saw throwing garbage on the ground while I was there were Indians. At least a dozen seperate times in the 3 days I was there, I saw only Indians throwing their trash on the ground. Im not sh1tting on Indian people because 99% of the ones Ive met in the US were way more polite and hard working than half the Americans Ive ever met, Im just pointing out my genuine observations🤷‍♂️
Identity Attack0.44690517
Insult0.36798462
Profanity0.4044591
Threat0.016638106
Severe Toxicity0.023552058
Moderate 0.4269174 Constructive 0.685 Personal_Narrative
Jan 27, 2026 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...
These 2 ladies with Indian background are very dishonest, and they disrespected the law. They worked to defend their own people.
These 2 ladies with Indian background are very dishonest, and they disrespected the law. They worked to defend their own people.
Identity Attack0.46614665
Insult0.40243408
Profanity0.099305905
Threat0.009463178
Severe Toxicity0.021419114
Moderate 0.4269174 Moderate Con 0.466
Oct 2, 2025 3 likes IRCC Names India in Study …
Indians are selling fake work permits, fake driver license, and fake security licenses...please investigate..these people!!!!
Indians are selling fake work permits, fake driver license, and fake security licenses...please investigate..these people!!!!
Identity Attack0.48949075
Insult0.336253
Profanity0.07514556
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.296 Unverified_Claim
Feb 19, 2026 4 likes Inside Canada's Indian Invasion...
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, …
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, the easiest excuse for deflecting responsibility and accountability. They don't have to adapt to your country, you have to adapt to them. If a guest comes into my home and start acting entitled, I would kick them right out.
Identity Attack0.45610145
Insult0.25998658
Profanity0.09744903
Threat0.5195707
Severe Toxicity0.02491361
Moderate 0.4269174 Moderate Con 0.448 Threat Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then …
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then 800 years ago too many European especially the Britishers the backstabers have come to do the business then bacstabed the real indians stalls everything from them burned down the rest. Put those people in hunger. Stil there are some non mixed indin are in the south with there ancient culture. This f nking European are Nasty. They aer not belonged to this earth. Bt they are everywhere. Im so Happy that the indo Arian are colonising the canad
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.13717735
Severe Toxicity0.10702737
Moderate 0.4269174 Moderate Con 0.476 Identity_Assertion
Feb 17, 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)
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...
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...
First group of people on Tyler’s channel that didn’t invoke violence 😂😂 Indians are just more so a fruit fly to society
First group of people on Tyler’s channel that didn’t invoke violence 😂😂 Indians are just more so a fruit fly to society
Identity Attack0.4508763
Insult0.25602314
Profanity0.16171204
Threat0.08856395
Severe Toxicity0.02458496
Moderate 0.4269174 Low Con 0.207 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada, US and all American counties people are immigrants. The land is belongs to red Indians. White people killed native redindians people and occupied their lands. Eurpoe is the only land of European
Canada, US and all American counties people are immigrants. The land is belongs to red Indians. White people killed native redindians people and occupied their lands. Eurpoe is the only land of European
Identity Attack0.5135796
Insult0.2435641
Profanity0.10363861
Threat0.2606104
Severe Toxicity0.023411209
Moderate 0.4269174 Moderate Con 0.331 Identity Attack Moral_Argument
Feb 11, 2026 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 can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
India: and the fraud and corruption it brings to Canada. Note the people with Indian background in inside Immigration Canada.
India: and the fraud and corruption it brings to Canada. Note the people with Indian background in inside Immigration Canada.
Identity Attack0.4774257
Insult0.39297962
Profanity0.028503597
Threat0.008401625
Severe Toxicity0.01935331
Moderate 0.4269174 Low Con 0.254
Oct 1, 2025 IRCC Names India in Study …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
here in my city in ontario canada.. we are just flooded with immigrants. im talking muslim and indian.. theres so many of them here buying up properties and houses and getting shiny new cars that …
here in my city in ontario canada.. we are just flooded with immigrants. im talking muslim and indian.. theres so many of them here buying up properties and houses and getting shiny new cars that it doesnt even feel like canada anymore. they get benefits from the government while other people born in this country have to suffer. hell i walked into a tim hortons and everyone working there is either muslim or indian. i walk into a grocery store and it feels so awkward because i feel like im in another country half the time with all the foreigners there..
Identity Attack0.4887047
Insult0.36537176
Profanity0.29209393
Threat0.02613456
Severe Toxicity0.02402156
Moderate 0.4269174 Moderate Con 0.494 Fear_Threat
Jan 29, 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.