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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: "the Indians i know in …" 301 comments · Page 5 of 13
To that Indian woman thinking she’s white A lot of non whites are OG Canadians some whites are fresh like you a lot of blacks and Chinese built this city so watch your comments or …
To that Indian woman thinking she’s white A lot of non whites are OG Canadians some whites are fresh like you a lot of blacks and Chinese built this city so watch your comments or don’t say anything because you don’t know this city
Identity Attack0.4887047
Insult0.3388922
Profanity0.09195647
Threat0.008065036
Severe Toxicity0.021548226
Moderate 0.41168427 Moderate Con 0.438
Aug 26, 2025 Why Canadians Are Turning Against …
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...
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit …
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit a mother and child... how do you not get mad and fed up with that?!
Identity Attack0.46028158
Insult0.26957804
Profanity0.075792134
Threat0.26849106
Severe Toxicity0.023076924
Moderate 0.40891263 Constructive 0.609
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
I barely see a canadian working a minimum job.. and I know its not because they are not applying. They simply want to hire mainly Indians because they know they will work even on holidays. …
I barely see a canadian working a minimum job.. and I know its not because they are not applying. They simply want to hire mainly Indians because they know they will work even on holidays. Its disgusting. Even immigrants for example Caribbean or african descent are having trouble finding a regular job here. Its all given to Indian people. Once one gets hired, they choose to only hire them and their friends.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07514556
Threat0.0077802283
Severe Toxicity0.016706496
Moderate 0.4014846 Constructive 0.583
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites …
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites are just "pressed" because the jobs are going to Indians.
Identity Attack0.50515765
Insult0.20201176
Profanity0.099305905
Threat0.011974656
Severe Toxicity0.022322904
Moderate 0.4013387 Constructive 0.624 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Why wouldn’t they be there. Their country is filth through the majority cause their institution has failed miserably with keeping up with the infrastructure as a whole , they are born into overpopulation out performing …
Why wouldn’t they be there. Their country is filth through the majority cause their institution has failed miserably with keeping up with the infrastructure as a whole , they are born into overpopulation out performing their systems capability to keep up and or invest in which is at Lack!, also India has the Cast system which most of these Indians are considered lower class in their homeland, so the opportunities abroad come considerably easier, am I right? I don’t know but I’m right to think so, But hey they move abroad but still live within they can’t escape them selves.
Identity Attack0.40713623
Insult0.39297962
Profanity0.27005023
Threat0.012906751
Severe Toxicity0.023106033
Moderate 0.40060925 Constructive 0.556
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
all lies. america and canda love us indians. we run your country. we save you from bad immigrants. you'll know when we not here.
all lies. america and canda love us indians. we run your country. we save you from bad immigrants. you'll know when we not here.
Identity Attack0.41222036
Insult0.33964422
Profanity0.05393682
Threat0.011223801
Severe Toxicity0.015544481
Moderate 0.39842087 Moderate Con 0.301 Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we …
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we are hard working not to capture your country on more thing in your video some scenes about khalistani terrorist 😮 1:21 1:21
Identity Attack0.381025
Insult0.24171697
Profanity0.11725569
Threat0.05171447
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.674 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a normal family house. So actually you failed to show to scary side from them. You expected something like cartel side action. 😂😂😂😂 . Did the food tasted good at least. Indians not Africans which you met in Rome or Paris. Punjabi are human threating religion. You should have know that. Or atleast read about Sikh religion. Maybe then you will realize the real deal!!!
Identity Attack0.44690517
Insult0.32211447
Profanity0.19524631
Threat0.038220957
Severe Toxicity0.023458159
Moderate 0.39021665 Moderate Con 0.381 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
15 years ago I wrote my highschool thesis on how capitalism leads to genocide and then cycles to communism which then leads to genocide and constantly repeats itself in a cycle. Then tied it in …
15 years ago I wrote my highschool thesis on how capitalism leads to genocide and then cycles to communism which then leads to genocide and constantly repeats itself in a cycle. Then tied it in with Marxism and how neither system is truly sustainable. I ended up getting 100% on my paper... but what I didn't know was which race needs to be exterminated. Maybe there was a reason Hitler wanted the Jews gone and if we lose the Indians will just rewrite history like we never existed.
Identity Attack0.46028158
Insult0.16795322
Profanity0.2258264
Threat0.34804323
Severe Toxicity0.035007052
Moderate 0.37955463 Constructive 0.635 Identity_Assertion
Dec 15, 2025 Inside Canada's Indian Metropolis (Brampton)
2:57 this is how you know a liberal leader = pure destruction of a culture and country. Even the Indians think there’s too many Indians in Canada.
2:57 this is how you know a liberal leader = pure destruction of a culture and country. Even the Indians think there’s too many Indians in Canada.
Identity Attack0.41222036
Insult0.2679134
Profanity0.036401358
Threat0.022335978
Severe Toxicity0.01412424
Moderate 0.37955463 Low Con 0.167 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Well we’ll we’ll. An Indian woman. Who is talking about Indians abusing the system. WHAT DO YA KNOW
Well we’ll we’ll. An Indian woman. Who is talking about Indians abusing the system. WHAT DO YA KNOW
Identity Attack0.40883094
Insult0.16788013
Profanity0.110447146
Threat0.026307223
Severe Toxicity0.021806452
Moderate 0.37955463 Moderate Con 0.307
Oct 21, 2025 1 likes IRCC Names India in Study …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries remain completely ignorant and oblivion to Hindu style of working. In India also, they deliberately assigned Hinduism to every tribes, although truth is that many tribes (well known tribe is Jatt/Jat) in India have their own culture and they do not belong to Hinduism or any other known religions of Hindu, Muslim, and Christians. Hinduism is just construction of sanghi brahamins, who destroyed India oldest known dhamm budhism. Intially these so called Hindus show kindness and courtesy to the culture of foreign countries they go. Once they get settled there, starts spreading hate against other relgions and cultures. One day, I am sure that these people make western countries's societies worst than India. You will see the big heaps of garbage and polluted rivers in west. Westerners are destined to be destroyed because of lack of understanding about these people.
Identity Attack0.46028158
Insult0.34314156
Profanity0.16589902
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.479 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Identity Attack0.37507164
Insult0.14331897
Profanity0.18909787
Threat0.012130005
Severe Toxicity0.022064678
Moderate 0.37751234 Low Con 0.237 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Identity Attack0.46028158
Insult0.18852992
Profanity0.024951037
Threat0.0077284453
Severe Toxicity0.014640691
Moderate 0.37751234 Moderate Con 0.466 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they …
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they dont have good hygiene, probably not at all.
Identity Attack0.4830652
Insult0.24171697
Profanity0.043916557
Threat0.008401625
Severe Toxicity0.016125489
Moderate 0.37751234 Constructive 0.66 Unverified_Claim
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son is currently still running this scam with indian agents who lie and commit fraud and other wise lie on the application the ileds and also lie to the government about money in there bank 😂😂😂 i have more i have been trying to tell mps from coast to coast but no one will listen i have names and times and i have even know one of the indians that fled canada cause the government wanted him too and still scamming canada 😂 i have all the information if you guys are even slight curious 😂😂 😂
Identity Attack0.22935481
Insult0.3388922
Profanity0.1589207
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.593
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
Identity Attack0.40883094
Insult0.30797598
Profanity0.040910475
Threat0.008401625
Severe Toxicity0.01644827
Moderate 0.37751234 Low Con 0.201
Oct 2, 2025 IRCC Names India in Study …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians I really respect are sikhs there honestly some of the nicest and most charismatic people I know if there’s anyone who doesn’t deserves the hate it them
Identity Attack0.2964622
Insult0.16758773
Profanity0.14930901
Threat0.032695748
Severe Toxicity0.02116089
Moderate 0.37576625 Constructive 0.725 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go …
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go to CRA and ask which community contributes financially through taxes. Go to CSIS and ask about involvement of Indian community involved in crimes. Go and check the streets of your metropolitans, which community is involved in selling and consuming drugs. You won't find Indians selling drugs, but you'll certainly find canadian zombies in the streets. You know why you always target Indians for earning revenue from youtube, because Indians are calm and peace loving. They keep cool when they saw fools and goons, who're frustrated from their own. Grow up and start raising questions against trump, who wants to occupy your whole country! But i'm sure, you won't show the darkside of your racist communities who only cares of themselves(Individual, not the community), you won't show how trump is threatening to canada's sovereignty, you wont show the behaviours of canadians and americans, because you won't get views and if you won't get views, then how would earn and pay the emi. Wake up, smell the coffee and focus on real threat. And for canada future, do something to neutralize the threat or surrender and become the hypocrite 51st state!!
Identity Attack0.3817989
Insult0.32682732
Profanity0.03915693
Threat0.03235042
Severe Toxicity0.01412424
Moderate 0.37458646 Moderate Con 0.455 Policy_Critique
Jan 27, 2026 1 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.