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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "The Indians are going to …" 482 comments · Page 1 of 20
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right …
man go fuck yourself, your content is so skewed and low quality, this video is so evidently trying to frame Indian immigration as negative especially from the title alone, "Inside Canada's Indian Invasion" fuck right off, we have enough problems and don't need an ignorant American fueling the fire
Identity Attack0.5548181
Insult0.7657292
Profanity0.8855216
Threat0.13853464
Severe Toxicity0.61260825
Toxic 0.96426713 Moderate Con 0.32 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yeah this is a shit show now with all these Indians. Housing is fucked, jobs are all fucked and the economy is going to shit because all they do is send money back home.
Yeah this is a shit show now with all these Indians. Housing is fucked, jobs are all fucked and the economy is going to shit because all they do is send money back home.
Identity Attack0.65625757
Insult0.6308392
Profanity0.89909166
Threat0.029933142
Severe Toxicity0.45895407
Toxic 0.9209984 Moderate Con 0.37 Identity Attack Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is a shit hole. I hate going to Brampton. The Indians took over everything go to the beach there shit in the sand this ruining everything they like a fasciation with rats.
Brampton is a shit hole. I hate going to Brampton. The Indians took over everything go to the beach there shit in the sand this ruining everything they like a fasciation with rats.
Identity Attack0.6649212
Insult0.72868866
Profanity0.84506536
Threat0.0475118
Severe Toxicity0.45895407
Toxic 0.91625386 Moderate Con 0.333 Identity Attack Insult Fear_Threat
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
I’m a white, middle-aged woman. My daughters in-laws are Indian. They are a doctor and a physicist. Worked their butts off in menial jobs while raising a family and going to school to achieve creditations …
I’m a white, middle-aged woman. My daughters in-laws are Indian. They are a doctor and a physicist. Worked their butts off in menial jobs while raising a family and going to school to achieve creditations in their fields. Fuck off with your racist bullshit.
Identity Attack0.6007182
Insult0.72756535
Profanity0.89909166
Threat0.03787563
Severe Toxicity0.44860926
Toxic 0.9061063 Constructive 0.559 Identity Attack Insult Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely …
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely on the workers who get the working visa. So they cannot go back to India.
Identity Attack0.13618062
Insult0.25303623
Profanity0.8147593
Threat0.0041770977
Severe Toxicity0.00029806927
Toxic 0.89366525
Apr 17, 2025 1 likes
Then why are you doing fucking trade deal with india and with indians Go and ask from your president and prime minister why are they pampering indian's balls Actually you're hypocrite😮 Go and suck Bangladeshis …
Then why are you doing fucking trade deal with india and with indians Go and ask from your president and prime minister why are they pampering indian's balls Actually you're hypocrite😮 Go and suck Bangladeshis pakistanis terrorist balls 😮
Identity Attack0.6227552
Insult0.71120167
Profanity0.764141
Threat0.34552678
Severe Toxicity0.61476606
Toxic 0.8696708 Low Con 0.089 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
Hey Indians we don’t want ur incest go back to ur motherland to fuck ur sister
Hey Indians we don’t want ur incest go back to ur motherland to fuck ur sister
Identity Attack0.57150364
Insult0.66500133
Profanity0.73341435
Threat0.3733964
Severe Toxicity0.56528324
Toxic 0.8696708 Low Con 0.162 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian, I'm done. They and the liberals have absolutely destroyed any kind of identity we had here. My quality of living has gone almost unimaginably downhill regardless of how much effort I put …
As a Canadian, I'm done. They and the liberals have absolutely destroyed any kind of identity we had here. My quality of living has gone almost unimaginably downhill regardless of how much effort I put into every section of life, everyone's have. We are done. Fuck off Indians, GO HOME and stop accepting any bullshit immigrant here.
Identity Attack0.7426507
Insult0.65865606
Profanity0.8089582
Threat0.1329628
Severe Toxicity0.45185554
Toxic 0.8540474 Moderate Con 0.484 Identity Attack Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Identity Attack0.71720207
Insult0.6051471
Profanity0.70864636
Threat0.13532294
Severe Toxicity0.48355904
Toxic 0.85333383 Low Con 0.273 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
The responses by these people is typical of the Bullshit answers that people get when questioning in the USA. Do all of these morons go to the same Stupid school !! The reality is that …
The responses by these people is typical of the Bullshit answers that people get when questioning in the USA. Do all of these morons go to the same Stupid school !! The reality is that Canada has been screwed and abused by Indians and they should be BANNED from all Canadian schools!
Identity Attack0.6458014
Insult0.7762574
Profanity0.66456485
Threat0.04233929
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.274 Identity Attack Insult Unverified_Claim
Oct 10, 2025 IRCC Names India in Study …
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
0:55 Most Indians living here want to stay in Canada nobody is trying to go to your bum ass country
Identity Attack0.5502601
Insult0.58196646
Profanity0.65961236
Threat0.033386398
Severe Toxicity0.44787344
Toxic 0.85333383 Moderate Con 0.357 Identity Attack Insult Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
Identity Attack0.7895903
Insult0.6798578
Profanity0.41194582
Threat0.05236103
Severe Toxicity0.35368225
Toxic 0.8364697 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians are disgusting! Go to the hot springs to relax and a family of at least 30 Indians have to show up. Leave trash. Yelling and screaming and are completely disrespectful. GO HOME
Indians are disgusting! Go to the hot springs to relax and a family of at least 30 Indians have to show up. Leave trash. Yelling and screaming and are completely disrespectful. GO HOME
Identity Attack0.7426507
Insult0.71120167
Profanity0.39207047
Threat0.079364374
Severe Toxicity0.36435235
Toxic 0.83334327 Moderate Con 0.348 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here …
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here and they need to go back where they came from. Nobody really likes them. They are the dirtiest people on the Earth. They really are the dirtiest people on earth like you can’t even argue with it. They’re disgusting.
Identity Attack0.7895903
Insult0.6991143
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.44713756
Toxic 0.8252207 Moderate Con 0.332 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger …
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger racist gonna see decline .
Identity Attack0.6106996
Insult0.6798578
Profanity0.70864636
Threat0.1115629
Severe Toxicity0.4561839
Toxic 0.8115627 Low Con 0.136 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver …
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver look at the gang activity from immigrants that have taken over entire cities. You’re an idiot dude
Identity Attack0.48915586
Insult0.7804726
Profanity0.43744424
Threat0.025789235
Severe Toxicity0.1762085
Toxic 0.8115627 Low Con 0.281 Insult Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Go to any big chain store and theres only indians no matter the town. Canada sucks
Go to any big chain store and theres only indians no matter the town. Canada sucks
Identity Attack0.6458014
Insult0.64537907
Profanity0.5188411
Threat0.009074804
Severe Toxicity0.20984669
Toxic 0.78855824 Low Con 0.265 Identity Attack Insult Fear_Threat
Feb 28, 2026 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...
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop …
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop doing this shit if we dont come to your country you guys are done look how many universities and colleges are being closed you guys are so stupid you wanna become us use our stuff but hate indians you guys need to learn the history or did guys skip the class go and search how many indian ceo's are out there of many big companies
Identity Attack0.6227552
Insult0.69164425
Profanity0.55356324
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.78711975 Moderate Con 0.354 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
The factory I work in is all Indian people and they're racist as all hell. Just had one removed because he wouldn't leave my wife alone. Trying to touch her saying she's going to be …
The factory I work in is all Indian people and they're racist as all hell. Just had one removed because he wouldn't leave my wife alone. Trying to touch her saying she's going to be his. Almost ended the fucker. Doesn't help they all stink like they have never showered before.
Identity Attack0.5983441
Insult0.6099415
Profanity0.759977
Threat0.108496375
Severe Toxicity0.35368225
Toxic 0.7856813 Constructive 0.579 Identity Attack Insult Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian …
man these videos are irritating. GUYS the government doesnt give a damn if the new immigrants assimilate.... THEY ARE AFTER THE immigrants CHILDREN! the ones that will be born here and go through the Canadian brainwash system. The birth rate is at 1.4 it needs to be at 2.1 thats why they NEED indians, INDIANS have MASSIVE FAMILIES thats exactly what the government is after., AND whites saying they are a minority? THEY make up 70% of canada Indians make up 7% THE hell you imbeciles talking about minority LMAO.
Identity Attack0.5498214
Insult0.6336687
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.44787344
Toxic 0.78207105 Moderate Con 0.334 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Identity Attack0.6487889
Insult0.5723624
Profanity0.70864636
Threat0.02250864
Severe Toxicity0.35040274
Toxic 0.7761081 Constructive 0.65 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Identity Attack0.56445944
Insult0.6120431
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.44787344
Toxic 0.7675452 Constructive 0.636 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
Identity Attack0.73072165
Insult0.53014356
Profanity0.4185329
Threat0.06787856
Severe Toxicity0.4195425
Toxic 0.76523775 Moderate Con 0.376 Identity Attack Insult
Dec 1, 2025 1 likes Why Canadians Are Turning Against …

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.