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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 am Indian from India. …" 760 comments · Page 7 of 31
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the National Crime Records Bureau. It 86 rape by day (one every 20 minutes). Theses numbers are only the tip of the iceberg. For the driving watch the New-Dehhi episode of Dont drive here. The get the drive exam is to turn around a ciment slab in a parking lot. Those people are really low IQ.
Identity Attack0.48915586
Insult0.48627716
Profanity0.25093055
Threat0.13785169
Severe Toxicity0.09385906
Moderate 0.4850187 Moderate Con 0.439 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
OUR TREASONOUS GOVERNMENT IN AUSTRALIA ARE DOING DEALS WITH INDIA TO BUILD A MILLION HOMES HERE JUST FOR INDIANS‼
OUR TREASONOUS GOVERNMENT IN AUSTRALIA ARE DOING DEALS WITH INDIA TO BUILD A MILLION HOMES HERE JUST FOR INDIANS‼
Identity Attack0.48915586
Insult0.40243408
Profanity0.21132572
Threat0.039947584
Severe Toxicity0.043077253
Moderate 0.4838166 Low Con 0.194
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but as long as they're harmless, they don't don't violate laws they must stay, look indian people contribute towards the economic growth of any country they reside in, ofcourse some indians lack civic sense, but that doesn't mean everyone is like that ??!! In America, Drugs has taken over, almost 30% people are homeless, burglary, theft is common, Cops will do nothing, Psychopaths are on the rise, Murder, break ins, killing by guns, accidents, are rising, Trump is weaponising ICE and killing USA citizens, putting kids in jail for no reason, complete chaos, no jobs are there, no buses, trains for easy commute, Relationships are broken, nobody is happy in all the western countries, divorce, cheating, and mind you, most indians are contributing towards the economic growth of USA, all the software engineers from India, now you're Deporting them as if your citizens are all geniuses, Indian community is not at all a problem, your mindset towards us, is the problem, this is racism, this is discrimination, America is supposed to be the origin and flag-bearer Of democracy, do something about that, other than Focusing on people who are residing peacefully with you guys, yes you have the law and order, enforce them on everyone, but don't blame them just because they're different, different in colour, religion, accent etc.
Identity Attack0.45348886
Insult0.4339631
Profanity0.36230123
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.4838166 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know …
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know how incapable and lazy the locals are at the work and there these Indians are living with all the money they've hard earned and settling there been a problem for the locals. In the same case, think how it feels in India where the western missionaries dumping the food and groceries to convert as many as Indians into the christianity 🤐 and breaching our culture and tradition. First the westerns try to change your mindset and then start judging other country people. May be that is why you people always called as double standards citizens LOL 😄
Identity Attack0.46028158
Insult0.5130944
Profanity0.15459715
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.48021027 Moderate Con 0.457 Insult Moral_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
What is up with the concerted effort against Indians by Canadians? This is against the backdrop of systematic attack against Hindus and India by Canadian ambassador to India who interferes in Indian civic and political …
What is up with the concerted effort against Indians by Canadians? This is against the backdrop of systematic attack against Hindus and India by Canadian ambassador to India who interferes in Indian civic and political matters. Why does the Indian government tolerate this date expired Western posturing to lecture India. Canada is not even a real country … these losers are merely an oversized appendage of other US.
Identity Attack0.4453683
Insult0.5130944
Profanity0.07126612
Threat0.012026439
Severe Toxicity0.016964722
Moderate 0.47900817 Low Con 0.275 Insult Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why …
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why isn't the government doing anything? I support embracing diversity however, there's a fine line with respect.
Identity Attack0.44690517
Insult0.4125297
Profanity0.4681068
Threat0.018192071
Severe Toxicity0.026936848
Moderate 0.47900817 Constructive 0.687 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we …
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we will send them back to Canada.
Identity Attack0.5698139
Insult0.33896056
Profanity0.09098661
Threat0.13211988
Severe Toxicity0.02514347
Moderate 0.47886392 Moderate Con 0.339 Identity Attack Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only, not followed by 99.9% Indians and not part of normal daily life. Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture. Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Identity Attack0.44690517
Insult0.4555076
Profanity0.357228
Threat0.035458352
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.472 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
It should be illegal for Indians to leave India
It should be illegal for Indians to leave India
Identity Attack0.57150364
Insult0.23237456
Profanity0.1612468
Threat0.05688698
Severe Toxicity0.024866661
Moderate 0.47886392 Low Con 0.148 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I …
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I mean, how does Indian even speak English?!!! Lol
Identity Attack0.46050715
Insult0.41767508
Profanity0.2659008
Threat0.14327845
Severe Toxicity0.03680043
Moderate 0.47886392 Moderate Con 0.316 Moral_Argument
Feb 9, 2026 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...
The Indian guy claiming that "Canada can't survive without india" is falsifying , no one should even give him a forum to say such nonsense , let alone believe him .
The Indian guy claiming that "Canada can't survive without india" is falsifying , no one should even give him a forum to say such nonsense , let alone believe him .
Identity Attack0.38200524
Insult0.5130944
Profanity0.07643871
Threat0.009178371
Severe Toxicity0.014963473
Moderate 0.47886392 Low Con 0.24 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Identity Attack0.57957685
Insult0.37392882
Profanity0.07449899
Threat0.0130621
Severe Toxicity0.02402156
Moderate 0.47886392 Low Con 0.251 Identity Attack Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
Identity Attack0.5504064
Insult0.40243408
Profanity0.17055123
Threat0.34804323
Severe Toxicity0.10702737
Moderate 0.47886392 Moderate Con 0.431 Identity Attack Identity_Assertion
Sep 27, 2025 1 likes IRCC Names India in Study …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual civilized, well educated, assimilated and caring Indians look bad. 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.
Identity Attack0.5051609
Insult0.4339631
Profanity0.40783462
Threat0.017156094
Severe Toxicity0.1465323
Moderate 0.47886392 Constructive 0.545 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
i live in canada n i cant stand it good luck getting a job anywhere its unreal they actuallyare turning are stores into theres in walmart there was only 1 isl of indian food now …
i live in canada n i cant stand it good luck getting a job anywhere its unreal they actuallyare turning are stores into theres in walmart there was only 1 isl of indian food now the majority of the store is indian food i cant take it this country is goin to sh!!t we should all move to india and see how they like it ....
Identity Attack0.4508763
Insult0.36798462
Profanity0.41436642
Threat0.018882722
Severe Toxicity0.024866661
Moderate 0.47886392 Moderate Con 0.458 Personal_Narrative
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Sikhs dont workship monkey or cement cash collections for cash to run terrorist activities as Toronto Airport gold theft car thefts but india Killed over 50000 Sikh boys students and Sikh business men and Sikh …
Sikhs dont workship monkey or cement cash collections for cash to run terrorist activities as Toronto Airport gold theft car thefts but india Killed over 50000 Sikh boys students and Sikh business men and Sikh leaders ro stop independence of Sikh empire from indian and mughal Muslim occupation in Sikh country to leave al white race countries Sikhs have no problems leaving White race countries but cement cash collections terrorist wants to conquer now white race all countries
Identity Attack0.55044734
Insult0.41767508
Profanity0.18909787
Threat0.20938614
Severe Toxicity0.12809667
Moderate 0.47772613 Moderate Con 0.311 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were …
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were implementing the Hindu demon god in the West. That was their plan all along. They had you guys fight the Muslims for them, so they can implement their demon god here. You betta start rebuke their spirit every single day or you all are in trouble. The West is about to become like India
Identity Attack0.5135796
Insult0.40243408
Profanity0.29456177
Threat0.13211988
Severe Toxicity0.10702737
Moderate 0.47772613 Moderate Con 0.329 Identity Attack Unverified_Claim
Feb 4, 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...
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to …
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to claims of "racism" just for calling out issues created and perpetuated by Indian colleagues. How many scam calls are we all getting now, how many jobs are we losing to them now, how many incentives are companies exploiting by hiring them just to drive profits now? I have a university degree and cannot get a job after such terrible experiences with these people in the workplace so I am going back to school in order to enter a type of industry they have not 'yet' taken over. Boomer thinking, their voting of Liberals and media brainwashing of "cultural diversity" has brought these issues to the boiling point. Enough is enough! Go back to India!
Identity Attack0.4911651
Insult0.48627716
Profanity0.08678388
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.635
Jul 23, 2025 1 likes How Canada broke its immigration …
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...
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day you non-brownnies will be the minority and the majority will be...guess who? And one day there will be a name change from canada to new india! Now you know how the Indigenous felt when you took over their lands, now the other indians are taking over! This is not being racist but a fact!
Identity Attack0.49032792
Insult0.48627716
Profanity0.14930901
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47323486 Constructive 0.512
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul …
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul harssment, poop in beach, niagara falls new Ganges, and much much more. Indians: no pros..just cons
Identity Attack0.5039629
Insult0.5129801
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47173777 Low Con 0.157 Identity Attack Insult Unverified_Claim
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 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.