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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: "I seen a few Indians …" 80 comments · Page 1 of 4
Indians are the most disgusting, awful, destructive people the west has ever seen.
Indians are the most disgusting, awful, destructive people the west has ever seen.
Identity Attack0.79850346
Insult0.7344449
Profanity0.41194582
Threat0.114629425
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.179 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is …
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is frustrating for people like me. Forget shitty immigrants, what opportunities exist!?? Zero! Crap economy. God please help me and get me out of here!! All my money is invested in this dead economy..
Identity Attack0.6007182
Insult0.67735565
Profanity0.58072567
Threat0.04363242
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.474 Identity Attack Insult Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
Brampton is a shit hole.ive seen indian women stop by roadside ,take out 2 garbage bags open them , and dump everything on the ground. 410 exit at Steeles road..
Brampton is a shit hole.ive seen indian women stop by roadside ,take out 2 garbage bags open them , and dump everything on the ground. 410 exit at Steeles road..
Identity Attack0.5135796
Insult0.5723624
Profanity0.7092837
Threat0.05753354
Severe Toxicity0.35076234
Toxic 0.7761081 Moderate Con 0.458 Identity Attack Insult
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)
I seen a few Indians in Hyde Park London, having a poop 💩, these people are filthy.
I seen a few Indians in Hyde Park London, having a poop 💩, these people are filthy.
Identity Attack0.57554024
Insult0.6798578
Profanity0.5188411
Threat0.023544617
Severe Toxicity0.34966052
Toxic 0.7570315 Moderate Con 0.353 Identity Attack Insult Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are one of the most hypocritic and overconfident people i have ever seen
Indians are one of the most hypocritic and overconfident people i have ever seen
Identity Attack0.6458014
Insult0.6308392
Profanity0.30690086
Threat0.019918699
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
0:17 but you guys whose ancestors came from Europe to colonize canada, seem to be licking a$$holes with your tongue, but I've never seen an indian to do so. So who's dirty and rubbish now?
0:17 but you guys whose ancestors came from Europe to colonize canada, seem to be licking a$$holes with your tongue, but I've never seen an indian to do so. So who's dirty and rubbish now?
Identity Attack0.44690517
Insult0.6308392
Profanity0.39409557
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.259 Insult Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The problem with canadians is anyone who's brown they think is Indian. Canadians are the retards of America Sincerely: a canadian who's seen what his countryman does to his best friends who aren't white and …
The problem with canadians is anyone who's brown they think is Indian. Canadians are the retards of America Sincerely: a canadian who's seen what his countryman does to his best friends who aren't white and aren't Indian
Identity Attack0.6853638
Insult0.57566804
Profanity0.34099978
Threat0.013631714
Severe Toxicity0.21596274
Moderate 0.64447093 Moderate Con 0.442 Identity Attack Insult Moral_Argument
Jan 29, 2026 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...
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and …
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and the number of "white" people with piss in their pants i've seen is crazy . Stop racially profiling people it's never fun when it's done pointing at you, just so you know.
Identity Attack0.5502601
Insult0.48675314
Profanity0.5249258
Threat0.04233929
Severe Toxicity0.19761463
Moderate 0.60254884 Constructive 0.502 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
Identity Attack0.5612457
Insult0.48627716
Profanity0.32299677
Threat0.012699619
Severe Toxicity0.13599765
Moderate 0.568186 Moderate Con 0.398 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
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...
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate …
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate they get and i cant wait until Canadians finally send them all home. Not to mention they live like complete animals 5-10 of them in a 2 bedroom apartment (ive seen it with my own eyes delivering furniture). They then save up their money as a group buy up a business then only hire their own. They are a disgusting group of people t hat need to be banned from every country outside of their own.
Identity Attack0.5707127
Insult0.5332045
Profanity0.19401662
Threat0.045572113
Severe Toxicity0.15179962
Moderate 0.52811706 Constructive 0.523 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
That's what india do they monopolize the country to be Indian also the employment they monopolize all the job from janitor to managerial position that's what ived seen and experience also in middle east. They …
That's what india do they monopolize the country to be Indian also the employment they monopolize all the job from janitor to managerial position that's what ived seen and experience also in middle east. They monopololized if the Indian become manager on the job the try to kick your ass out of your job to replaced Indian national
Identity Attack0.43256098
Insult0.36798462
Profanity0.46460027
Threat0.1319513
Severe Toxicity0.072789766
Moderate 0.48021027 Constructive 0.588
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. …
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. Was genuine in my effort & was able to secure a good job and I still have this ick at the back of the mind that I might be seen with disgust because of how tarnished our reputation is of lately, despite trying my best to contribute my fair share to the society, to this beautiful country. Hope you Canadians understand the plight of honest ones amongst the sea of frauds, I hope you do!
Identity Attack0.40883094
Insult0.42743355
Profanity0.39409557
Threat0.016638106
Severe Toxicity0.03321367
Moderate 0.47119883 Constructive 0.809 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 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...
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism) Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂 And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Identity Attack0.44690517
Insult0.3388922
Profanity0.25915453
Threat0.038911607
Severe Toxicity0.023927659
Moderate 0.42568782 Constructive 0.56 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the …
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the Indians traveled in packs, and densely at that. They could be tracked via smell alone. But the interesting part was, any Indian that did not stick to the pack, and did not smell like shit had endless insults, and general racist remarks made against them. AKA anyone who did not act the part, was simply seen as a traitor. Which is to also say, they fully wanted to bring India here, and had no intention of leaving anything behind.
Identity Attack0.4139151
Insult0.36021477
Profanity0.44752163
Threat0.020609349
Severe Toxicity0.023974609
Moderate 0.42349213 Constructive 0.699 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians …
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians here not being rasict just dont want my culture and country to be tunred into india 2.0.
Identity Attack0.5051609
Insult0.27558193
Profanity0.06495911
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.576 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify …
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify with them at all..
Identity Attack0.45348886
Insult0.31740165
Profanity0.19032755
Threat0.05268431
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.603 Identity_Assertion
Feb 23, 2026 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)

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.