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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: "Even as an Indian, i …" 455 comments · Page 5 of 19
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them. Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Identity Attack0.36702603
Insult0.4747285
Profanity0.22429734
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.592 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.47323486 Constructive 0.576 Identity Attack Humor_Satire
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Identity Attack0.5135796
Insult0.40243408
Profanity0.2687007
Threat0.34804323
Severe Toxicity0.25624833
Moderate 0.47119883 Moderate Con 0.331 Identity Attack
Sep 30, 2025 IRCC Names India in Study …
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
Identity Attack0.50917345
Insult0.24767025
Profanity0.19032755
Threat0.012181788
Severe Toxicity0.02378681
Moderate 0.47119883 Moderate Con 0.388 Identity Attack Identity_Assertion
Jan 27, 2026 124 likes Inside Canada's Indian Invasion...
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those …
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those who can't even speak English get a visa? Is there no protocol? No process? No psychological test or background check? It shouldn't be this easy to get a visa! They are embarrasing India!
Identity Attack0.50588524
Insult0.4339631
Profanity0.1654338
Threat0.013165667
Severe Toxicity0.023411209
Moderate 0.47119883 Constructive 0.503 Identity Attack
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was never a real labour shortage in all but and extremely limited number of industries in Canada. Indians and Pakistani's make zero effort to integrate even learn basic English. They aren't stupid. They want to overpopulate areas so that they don't even have to bother integrate. Make no mistake, this isn't a Liberal or Conservative issue. Canada's reckless immigration policy is a war being waged by the wealthy on the rest of us.
Identity Attack0.39461556
Insult0.5101222
Profanity0.17803068
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.469 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Identity Attack0.5498214
Insult0.3388922
Profanity0.14930901
Threat0.012751401
Severe Toxicity0.024631912
Moderate 0.46716887 Low Con 0.114 Identity Attack Identity_Assertion
Sep 13, 2025 Why Canadians Are Turning Against …
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None …
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None white people will take over this stolen land , the reason is they work harder than the fat guy on the bike, that fat guy on the bike being racist against the 54 African countries show his true color. He was born in Canada and he can't even afford buying a $3,000 vehicle, he rides $50 dollars bike in -30 Canada winter because he is lazy and racist. The lazy and racist people can't even afford a good lifestyle!!! Indians and Africans owns big real estate properties and business. But the fat racist guy on the bike can only afford KFC Toonie Tuesday 2 dollars chicken and Burger Kings 3 dollars Burger. Again NO ONE IS ILLEGAL ON STOLEN LAND 😅😂 GOD BLESS INDIANS 🙏 GOD BLESS AFRICANS THE RACIST WILL DECLINE
Identity Attack0.48915586
Insult0.47020787
Profanity0.09992486
Threat0.013321015
Severe Toxicity0.023317307
Moderate 0.46716887 Moderate Con 0.458 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there …
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there then why is this outrage. Even hypocrisy has a limit.
Identity Attack0.48915586
Insult0.42881694
Profanity0.08904689
Threat0.019746035
Severe Toxicity0.020127986
Moderate 0.45757914 Moderate Con 0.349 Comparative_Framing
Feb 14, 2026 110 likes Inside Canada's Indian Invasion...
My townhouse neighbors are Indian. I can't even open a window without my living space and sense of smell getting assaulted by onions and garlic and a strong mix of Indian spices every day, multiple …
My townhouse neighbors are Indian. I can't even open a window without my living space and sense of smell getting assaulted by onions and garlic and a strong mix of Indian spices every day, multiple times a day. Worst yet, the stench sometimes hits between 2-4AM!!! WHO TF COOKS ONIONS AT 4AM?!!!!
Identity Attack0.44690517
Insult0.26957804
Profanity0.41031027
Threat0.019228047
Severe Toxicity0.03680043
Moderate 0.45751464 Constructive 0.63 Fear_Threat
Sep 21, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
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...
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Identity Attack0.5502601
Insult0.34203702
Profanity0.17241211
Threat0.035458352
Severe Toxicity0.023692908
Moderate 0.4574824 Moderate Con 0.422 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Even the Indians are tired of Indians 💀
Even the Indians are tired of Indians 💀
Identity Attack0.50125694
Insult0.27763805
Profanity0.26583168
Threat0.03787563
Severe Toxicity0.044870634
Moderate 0.4574824 Low Con 0.209 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
canada just taking good for nothing indians who would have scammed in india too. they are letting in gangsters and terr*rists, even though the indian gov warns them they still do it. smart indians go …
canada just taking good for nothing indians who would have scammed in india too. they are letting in gangsters and terr*rists, even though the indian gov warns them they still do it. smart indians go to the US not canada, you bring in the blue collar of india what do you expect
Identity Attack0.5135796
Insult0.40975618
Profanity0.07676199
Threat0.025789235
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.22 Identity Attack Unverified_Claim
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are not even 5% of canadas population and allready people are butthurt nd calling it an invasion.while most Indian people are honest, hardworking tax payers.white people who are progeny of genociders who stole a …
Indians are not even 5% of canadas population and allready people are butthurt nd calling it an invasion.while most Indian people are honest, hardworking tax payers.white people who are progeny of genociders who stole a nation from natives of Canada are complaining now.go to Europe nd u will know wt invasion is.u are going to make enemy out of a friend if u continue doing this
Identity Attack0.49584505
Insult0.42743355
Profanity0.2188925
Threat0.044602267
Severe Toxicity0.02378681
Moderate 0.45549932 Moderate Con 0.435 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Even Indians who living here: “we are tired of this curry 💩” 😂😂😂😂😂
Even Indians who living here: “we are tired of this curry 💩” 😂😂😂😂😂
Identity Attack0.38238457
Insult0.36798462
Profanity0.33453682
Threat0.01940071
Severe Toxicity0.027833538
Moderate 0.45549932 Low Con 0.272
Aug 27, 2025 Why Canadians Are Turning Against …
When I was a cab driver like 13 years ago... i hungout with an Indian from India from my work. And he was nuts. Like crazy in the head. Talking nonsense and stuff. I knew …
When I was a cab driver like 13 years ago... i hungout with an Indian from India from my work. And he was nuts. Like crazy in the head. Talking nonsense and stuff. I knew then this whole doctors and engineers thing is a charade. I even asked him about his mental diagnoses, and he said "the canada didnt care". ( im born and bred canadian) saskatchewan
Identity Attack0.37222284
Insult0.50440645
Profanity0.1854088
Threat0.009929225
Severe Toxicity0.020127986
Moderate 0.45396814 Constructive 0.549 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Does anyone else feel like a minority in the town they were born. I was pulled over by the RCMP not long ago. They were both East Indians. One of which could barely speak proper …
Does anyone else feel like a minority in the town they were born. I was pulled over by the RCMP not long ago. They were both East Indians. One of which could barely speak proper English. I had an East Indian friend with me. I was interrogated more about being with an Indian woman than I was for speeding. They didn’t even care about my speed but pulled me back to their cruiser and kept questioning my intentions with the woman. Was fucking terrifying! So I went to the detachment to complain. Guess who the staff sergeant was. Another fucking East Indian🤦‍♂️ this is no longer Canada😑
Identity Attack0.38208112
Insult0.36193377
Profanity0.4819111
Threat0.022853967
Severe Toxicity0.052044146
Moderate 0.45396814 Constructive 0.581
Jan 15, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
The Liberals used their Mass immigration policy to destroy Canada. People were allowed in without even checking whether they murderers, criminals , etc. what happened to multiculturalism.? One Indian gets into a job and every …
The Liberals used their Mass immigration policy to destroy Canada. People were allowed in without even checking whether they murderers, criminals , etc. what happened to multiculturalism.? One Indian gets into a job and every other race is shut out. Let’s vote conservative to reverse this nonsense.
Identity Attack0.44690517
Insult0.4555076
Profanity0.058946952
Threat0.024753258
Severe Toxicity0.01754573
Moderate 0.44933176 Constructive 0.503
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
it's easier for European immigrants to assimilate because their culture is similiar! if you want to see white folks not assimilating just go to Asia and you'll see white folks who have lived there for …
it's easier for European immigrants to assimilate because their culture is similiar! if you want to see white folks not assimilating just go to Asia and you'll see white folks who have lived there for 10-15 years and not even speak the local language! They change certain neighborhoods to "expat" neighborhoods with their bars and clubs and all that western garbage! This is not that different! If Indians immigrated to a south Asian country they would have no problem assimilating! These European immigrants of the olden days talk about their assimilation in to Canada as if they were assimilating into an entirely new culture. Please self reflect!
Identity Attack0.5135796
Insult0.40243408
Profanity0.2882351
Threat0.014048163
Severe Toxicity0.02425631
Moderate 0.44573322 Constructive 0.569 Identity Attack
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Usually when you're colonized it's by a superior race or culture lol this is the opposite of that. Even 30 years ago Brampton was known as Bramladesh. However in the 80's and 90's the Indians …
Usually when you're colonized it's by a superior race or culture lol this is the opposite of that. Even 30 years ago Brampton was known as Bramladesh. However in the 80's and 90's the Indians that immigrated here were great and for the most part fit in and their kids became great Canadians who contributed to the country. This latest flood of them has been awful. TLDR: Canada has become a dumping ground for the worlds trash and unwanted in the last 5 years with no standards or background checks done. Canada just seeks bodies.
Identity Attack0.44690517
Insult0.47384647
Profanity0.17706433
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.44039994 Constructive 0.608
Jan 27, 2026 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.