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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: "Our people are living in …" 605 comments · Page 3 of 25
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters …
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters why not the good quality Indians. Why the cheap, corrupt kind..??!🤔🤔🤔
Identity Attack0.5948528
Insult0.57566804
Profanity0.14666493
Threat0.011042561
Severe Toxicity0.07805709
Moderate 0.6027529 Moderate Con 0.376 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts out of there. Dodgy people they will corrupt this gorgeous country. I know few of them and have e posed them to the immigration too. Where is the bloody immigration now
Identity Attack0.41975367
Insult0.5393265
Profanity0.48510036
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.458 Insult Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move …
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move somewhere else sure America has its problems but compared to anywhere else we have it amazing not saying it couldnt improve but i damn sure wouldnt wanna live no where else and nether do these ppl tht talk shit cuz they dont leave cuz if they did they would find out how good we have it in America and how blessed we are to be Americans
Identity Attack0.48949075
Insult0.46625584
Profanity0.57236236
Threat0.060119797
Severe Toxicity0.232236
Moderate 0.6020386 Constructive 0.561 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
in my city in the USA, i cant even open the windows in my house to get some fresh air cause the entire street smells SO bad from the food they cook. that odor sticks …
in my city in the USA, i cant even open the windows in my house to get some fresh air cause the entire street smells SO bad from the food they cook. that odor sticks to EVERYTHING. im in a house not an apartment! i literally have to do a smell check before i open the windows in my own freaking house because of these people. i live around bengalis but they are literally the same thing just bengalis are muslims. the odor is unbearable in my neighborhood man smh.
Identity Attack0.57150364
Insult0.47787863
Profanity0.5188411
Threat0.022163315
Severe Toxicity0.2322463
Moderate 0.60152835 Constructive 0.557 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
We may live in the same world but if the majority wont hire or house the minority it's war. Fucking war or not war, Pick which you people want.
We may live in the same world but if the majority wont hire or house the minority it's war. Fucking war or not war, Pick which you people want.
Identity Attack0.055673428
Insult0.25602314
Profanity0.70864636
Threat0.06690872
Severe Toxicity0.038593806
Moderate 0.60152835 Low Con 0.29 Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
White people claiming to be "Christian" but wanted to gatekeep their standard of living from poor people are going to hell. PeriodT.
White people claiming to be "Christian" but wanted to gatekeep their standard of living from poor people are going to hell. PeriodT.
Identity Attack0.58354634
Insult0.4339631
Profanity0.39409557
Threat0.14485972
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.271 Identity Attack Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations …
This man is spewing absolute nonsense. “Rape is not against their culture” whose culture? Africa is a continent with 54 countries and well over 3,000 ethnic groups and tribes. Most, if not all, African nations have legal penalties for rape. Africans are “stupid” and “can’t keep a job at McDonald’s”? But somehow Nigerians are some of the smartest, most accomplished people I’ve met in my life. The ones I know are doctors, lawyers, engineers, work in tech, living in mansions and driving cars this miserable white trash of a man would only dream of. The irony of someone with such a limited worldview calling other people “low IQ” is wild. Education isn’t just about what you think you know, it’s knowing when you’re completely out of your depth. Instead of blaming entire populations for why you think they’re beneath you, maybe ask yourself why tearing others down is the only way you know how to feel superior.
Identity Attack0.48990932
Insult0.57787937
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.478 Insult Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other places like how they ruined their own place they're like the humans in Avatar movie 😂😂
Identity Attack0.5135796
Insult0.5130944
Profanity0.33453682
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Identity Attack0.10221587
Insult0.62169385
Profanity0.17473823
Threat0.009903334
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.448 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake …
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake asylum claims and Canadians have to suffer as a consequence. These people also take loans and cash out on credit, take cash and run back to their country. The rest of Canadians are left holding the bill. F this libtard government we live in.
Identity Attack0.46028158
Insult0.58196646
Profanity0.2761231
Threat0.01101667
Severe Toxicity0.02449106
Moderate 0.5885171 Moderate Con 0.408 Insult
Sep 30, 2025 IRCC Names India in Study …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about …
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about killing someone but I talk my way out of it daily now 😢😢😢😢😢😢😢😢😢
Identity Attack0.04332388
Insult0.24424846
Profanity0.36302176
Threat0.38897106
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.389 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Your people poop in their pants every day because of the shootings I wonder how it feels to live inside a Fortnite battle royale 😂
Your people poop in their pants every day because of the shootings I wonder how it feels to live inside a Fortnite battle royale 😂
Identity Attack0.099899694
Insult0.3393024
Profanity0.39842105
Threat0.071698055
Severe Toxicity0.16960317
Moderate 0.5779532 Low Con 0.231 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
low intelligent, and rape, which world is he living in, all happening even at brat level of his own people kind.
low intelligent, and rape, which world is he living in, all happening even at brat level of his own people kind.
Identity Attack0.104676254
Insult0.5130944
Profanity0.29209393
Threat0.20178549
Severe Toxicity0.06101104
Moderate 0.56269526 Low Con 0.163 Insult Fear_Threat
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This haplened over decades of bringing in millions of immigrants a year .. last year they brought over half a million immigrants even though we have a housing crisis .. once again due to mass …
This haplened over decades of bringing in millions of immigrants a year .. last year they brought over half a million immigrants even though we have a housing crisis .. once again due to mass immigration .. just stop bringing in temp workers just because they're subsidized.. send the shit immigrants back home .. we will have more jobs for the people that are actually born here .. there will be places for our citizens to live ... all these things our citizens should have .. It just needs to stop Canadian women need to spread their legs and produce more kids .. but can't do that because no one is able to support another person .. because we cannot even support ourselves due to the lack of jobs and places because of immigrants
Identity Attack0.46028158
Insult0.5101222
Profanity0.47435758
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.55739564 Moderate Con 0.426 Insult
Sep 8, 2025 Why Canadians Are Turning Against …
White Racist that Migrated from Europe and Hating Minorities. Native Americans Indigenous people are the First People. White Europeans Invaded Canada and Murdered Many of The Native American Indigenous People and The Native School Children …
White Racist that Migrated from Europe and Hating Minorities. Native Americans Indigenous people are the First People. White Europeans Invaded Canada and Murdered Many of The Native American Indigenous People and The Native School Children were Slaughtered and burned on school grounds. The White people are living on Stolen Land that belong to The Native American Indigenous People.
Identity Attack0.60238177
Insult0.4378843
Profanity0.11539881
Threat0.11309616
Severe Toxicity0.09385906
Moderate 0.5566829 Moderate Con 0.429 Identity Attack Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The country they lived in was a s*** hole, so now they are doing the same to Brampton....the guy hit the nail on the head "these people don't work"...
The country they lived in was a s*** hole, so now they are doing the same to Brampton....the guy hit the nail on the head "these people don't work"...
Identity Attack0.19495805
Insult0.4810288
Profanity0.48510036
Threat0.011327368
Severe Toxicity0.02514347
Moderate 0.5532103 Moderate Con 0.436
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
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.