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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: "Indians ❌ North Indians ✅" 82 comments · Page 1 of 4
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils ​​feel pain of country
Only North Indians do this kind of dirty shit... But Tamilan They respect the country Because Tamils ​​feel pain of country
Identity Attack0.6637263
Insult0.57566804
Profanity0.64657205
Threat0.06690872
Severe Toxicity0.44787344
Toxic 0.7998551 Moderate Con 0.339 Identity Attack Insult Identity_Assertion
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
I'm indian please deport these idiots out of your country these are mostly the north indians who are obessed with their religion and don't have basic hygiene
I'm indian please deport these idiots out of your country these are mostly the north indians who are obessed with their religion and don't have basic hygiene
Identity Attack0.6458014
Insult0.6798578
Profanity0.45706853
Threat0.13616586
Severe Toxicity0.23340854
Toxic 0.7570315 Moderate Con 0.39 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
North Indians are poop worshipers
North Indians are poop worshipers
Identity Attack0.6458014
Insult0.6109131
Profanity0.45190978
Threat0.017846745
Severe Toxicity0.34997055
Toxic 0.7105462 Low Con 0.231 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮‍💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Identity Attack0.5135796
Insult0.5678696
Profanity0.6001929
Threat0.5140729
Severe Toxicity0.51028454
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Identity Attack0.57554024
Insult0.40975618
Profanity0.49576873
Threat0.071698055
Severe Toxicity0.33047765
Moderate 0.6588125 Low Con 0.205 Identity Attack Moral_Argument
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
So what if lots of Indians are moving to Canada?!? Have you ever tried Indian Food? It's FUCKING AMAZING. I say MORE POWER TO THEM! Bring on the Indians to North America!!!!
So what if lots of Indians are moving to Canada?!? Have you ever tried Indian Food? It's FUCKING AMAZING. I say MORE POWER TO THEM! Bring on the Indians to North America!!!!
Identity Attack0.58743036
Insult0.45135358
Profanity0.5711371
Threat0.094697006
Severe Toxicity0.3247677
Moderate 0.6407703 Constructive 0.565 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Deport all indians from north America
Deport all indians from north America
Identity Attack0.7115778
Insult0.3416952
Profanity0.22723788
Threat0.34804323
Severe Toxicity0.23223256
Moderate 0.63782936 Low Con 0.205 Identity Attack Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The greatest scammers in the world are Indians from India not natives in North America
The greatest scammers in the world are Indians from India not natives in North America
Identity Attack0.6637263
Insult0.4962726
Profanity0.29053202
Threat0.030623792
Severe Toxicity0.21902075
Moderate 0.60311776 Low Con 0.129 Identity Attack Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians have ruined all of North America
Indians have ruined all of North America
Identity Attack0.6458014
Insult0.35505778
Profanity0.25824076
Threat0.09316374
Severe Toxicity0.14126498
Moderate 0.57271194 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
Identity Attack0.57554024
Insult0.35016364
Profanity0.2761231
Threat0.42643023
Severe Toxicity0.19761463
Moderate 0.52272606 Low Con 0.128 Identity Attack Fear_Threat
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
THIS indians are like BANGLASDESHIS INVASION OF NORTH EAST INDIA... takinng away all jobs.
THIS indians are like BANGLASDESHIS INVASION OF NORTH EAST INDIA... takinng away all jobs.
Identity Attack0.5274064
Insult0.35333878
Profanity0.1765991
Threat0.051391184
Severe Toxicity0.14126498
Moderate 0.47772613 Low Con 0.274 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed …
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed my boots
Identity Attack0.46028158
Insult0.24928534
Profanity0.27342406
Threat0.5356442
Severe Toxicity0.23224458
Moderate 0.47772613 Constructive 0.514 Threat Fear_Threat
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Look I am not Muslim but that Indian try to promote hate against Muslims is Hindu extremists racist. There are over 1000s Hindu temples he and his religion is biggest problem . Just drive in …
Look I am not Muslim but that Indian try to promote hate against Muslims is Hindu extremists racist. There are over 1000s Hindu temples he and his religion is biggest problem . Just drive in 400 north of Finch there is biggest Hindu temple in North America. He is Hindu extremists
Identity Attack0.5135796
Insult0.37166002
Profanity0.16450337
Threat0.038220957
Severe Toxicity0.02444411
Moderate 0.47323486 Constructive 0.594 Identity Attack
Aug 29, 2025 Why Canadians Are Turning Against …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
Identity Attack0.5485698
Insult0.4339631
Profanity0.20016506
Threat0.022163315
Severe Toxicity0.05832097
Moderate 0.47119883 Moderate Con 0.487 Identity Attack Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to …
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to be homeless because i couldnt find a job. I know for a fact im not the only one, all my friends are in the same situation. They only hire their own, we pay the highest tax in all of north America. If you want my opinion, i HATE them all equally just as much as i HATE canada. As a Canadian, i beg America to annex Canada. We need ice here too, and our government is run my the CCP. Im 25 and im this close from disappearing myself….
Identity Attack0.46028158
Insult0.43296707
Profanity0.25458565
Threat0.019055385
Severe Toxicity0.023880709
Moderate 0.4645176 Constructive 0.687 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who both were very dirty but overall it was a decent place but past forward to 2025 the building got a lot more dirty because of other new Indian Neighbors u can’t even use the lifter because of the smell one of them brought his family from India and I think the dad peeid in the lifter and they brought bugs with them imagine how bad the situation was 🤮… also one them was literally walking barefoot with a weird disgusting towel he scared the shit out of me for a moment I felt so unsafe as a girl thank god I wasn’t alone otherwise I know he would’ve done something bad to me … I would never go back to that place ever again.. I spoke to Canadians who lived there they all had plans to move out to other areas they couldn’t stand them anymore like I went to asian and arabs / North Africans and sub Saharan Africans Jewish Mexican neighborhoods yeah they weren’t 100% clean but it’s clean nice smell and people aren’t loud like u see decent looking civilized people even tho some are very poor so it’s not about poverty
Identity Attack0.4911651
Insult0.47384647
Profanity0.18049006
Threat0.012906751
Severe Toxicity0.024350211
Moderate 0.4574824 Constructive 0.737 Fear_Threat
Mar 2, 2026 2 likes Inside Canada's Indian Invasion...
North Indians be ruining it for every Indian
North Indians be ruining it for every Indian
Identity Attack0.5135796
Insult0.24928534
Profanity0.21348765
Threat0.10696311
Severe Toxicity0.023645958
Moderate 0.45549932 Moderate Con 0.37 Identity Attack
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. …
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. If I were ever asked I choose Any European countries over India without thinking a second thought
Identity Attack0.46028158
Insult0.34548226
Profanity0.2600683
Threat0.036149003
Severe Toxicity0.034110364
Moderate 0.4421347 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Next make a video about How europians genocide Red Indians in North America.
Next make a video about How europians genocide Red Indians in North America.
Identity Attack0.48915586
Insult0.16480011
Profanity0.17380778
Threat0.44185185
Severe Toxicity0.02425631
Moderate 0.43475235 Low Con 0.165 Call_To_Action
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.