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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: "Well I am an Indian …" 163 comments · Page 2 of 7
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG …
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG inferiority complex thinking that Canada is some sort of heaven 3. To make some money and improve their quality of life(because if u don't study well here the quality of ur life decreases) As an Indian I just pity the people who must've lived there wherever indians go they treat it like sh*t I live in delhi it is not THAT bad as u might think for a matter of fact india is improving every day but still people like these are such douchebags And not being racist 99% of them are either Punjabis or gujaratis
Identity Attack0.44690517
Insult0.42167732
Profanity0.42102736
Threat0.015429466
Severe Toxicity0.049354076
Moderate 0.4574824 Constructive 0.617 Personal_Narrative
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Well I am an Indian but I hate this . Stop populating others country.
Well I am an Indian but I hate this . Stop populating others country.
Identity Attack0.46028158
Insult0.2435641
Profanity0.2424468
Threat0.018019408
Severe Toxicity0.023076924
Moderate 0.45703048 Moderate Con 0.41 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada has always had Indians. But they used to be middle-class, and well educated, and in smaller numbers. Meaning they assimilated. Now we're getting the dregs, and in large numbers. I never considered myself racist, …
Canada has always had Indians. But they used to be middle-class, and well educated, and in smaller numbers. Meaning they assimilated. Now we're getting the dregs, and in large numbers. I never considered myself racist, but I am now. I want these people gone ... deport, deport, deport!
Identity Attack0.4911651
Insult0.40243408
Profanity0.092279755
Threat0.13161413
Severe Toxicity0.02378681
Moderate 0.45703048 Constructive 0.607 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white …
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white country fall, one by one. Neo marxism is destroying EU right now as well. Those white leaders from many countries now are just a bounch of nobodies.
Identity Attack0.5135796
Insult0.38406035
Profanity0.19770569
Threat0.03304107
Severe Toxicity0.023076924
Moderate 0.45703048 Moderate Con 0.351 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Identity Attack0.55044734
Insult0.28997475
Profanity0.0935729
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.673 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked …
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked paramilitary to gun down unrelated soccer moms and icu nurses dead in the streets to stop the smuggling, we don't do that in Canada. we don't do the fascist thing particularly well here.
Identity Attack0.40255263
Insult0.3486032
Profanity0.16217725
Threat0.42133212
Severe Toxicity0.02514347
Moderate 0.4274071 Moderate Con 0.398 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
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...
Let's just be honest. Bringing loads of Africans into a country is intended to destroy it. Indians assimilate well & are typically polite & willing to work...the opposite of Africans.
Let's just be honest. Bringing loads of Africans into a country is intended to destroy it. Indians assimilate well & are typically polite & willing to work...the opposite of Africans.
Identity Attack0.53446084
Insult0.2659317
Profanity0.098067984
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.384 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong …
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong Kongers and thought letting in piss poor low IQ mainland Chinese was a good idea. Canada never learned anything and never will.
Identity Attack0.4482637
Insult0.4196762
Profanity0.22321637
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.447 Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
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...
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and …
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and places to stay" is absurd that's misinformation, they neve get free hotels those are for europe and african refugees the indians temporarily move into overcrowded houses or apartments until they familiarize with the new country so they can minimize sky high rents and find friends and support but eventually move to their own condos as soon as they finish their courses and land jobs. Funniest of all 8:59 He says "they roam naked?" never saw indians naked here the only person naked is you man. Get well soon.
Identity Attack0.3825363
Insult0.35677677
Profanity0.2268346
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.631 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It feels more like a white vs brown thing rather than anti-immigrant. As some white people were immigrants as well themselves who think Indians do not deserve to be at the same place as they …
It feels more like a white vs brown thing rather than anti-immigrant. As some white people were immigrants as well themselves who think Indians do not deserve to be at the same place as they are. It smells of hypocrisy and colonial mindset as most of them were old and had seen older colonial days.
Identity Attack0.46028158
Insult0.37960073
Profanity0.082581155
Threat0.008323951
Severe Toxicity0.015286255
Moderate 0.40614098 Constructive 0.577
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
vs somalians and jews, indians are quite well mannered and frindly
vs somalians and jews, indians are quite well mannered and frindly
Identity Attack0.50125694
Insult0.21836096
Profanity0.17752954
Threat0.029415153
Severe Toxicity0.02449106
Moderate 0.40614098 Moderate Con 0.337 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
Identity Attack0.48915586
Insult0.24493282
Profanity0.079025
Threat0.06238277
Severe Toxicity0.023552058
Moderate 0.4014846 Low Con 0.214 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
Indians have invaded America as well!!! Especially southern New Hampshire. It’s insane, the local and federal governments are deliberately doing it.
Indians have invaded America as well!!! Especially southern New Hampshire. It’s insane, the local and federal governments are deliberately doing it.
Identity Attack0.46028158
Insult0.27146968
Profanity0.09551262
Threat0.013165667
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.342 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
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...
Well the Europeans stole the land from the natives, now the Indians stealing the land from the settlers, how ironic 😂.
Well the Europeans stole the land from the natives, now the Indians stealing the land from the settlers, how ironic 😂.
Identity Attack0.46028158
Insult0.24928534
Profanity0.08322773
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.39915034 Low Con 0.182 Humor_Satire
Oct 12, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
If you whites think there are entitled for piece of land just because they massacred, oppressed local population which is what you have done, then we Indians very well have that right limited to mass …
If you whites think there are entitled for piece of land just because they massacred, oppressed local population which is what you have done, then we Indians very well have that right limited to mass migration. Big eats small.
Identity Attack0.46028158
Insult0.24928534
Profanity0.15371579
Threat0.0824309
Severe Toxicity0.023076924
Moderate 0.39842087 Moderate Con 0.386
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense in a lot of their comments…FYI i am a white person living in Brampton. Just calling balls and strikes, no agenda for me.
Identity Attack0.3817989
Insult0.22770336
Profanity0.29456177
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.39669925 Constructive 0.723
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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 …

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.