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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

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All 13 Dimensions

Score Distribution

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

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Active: "the Indians i know in …" 301 comments · Page 4 of 13
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in US. Indians. Time to become serious.
Identity Attack0.5135796
Insult0.42567953
Profanity0.096482486
Threat0.012130005
Severe Toxicity0.023411209
Moderate 0.46982017 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. …
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. That how things started in the 1930s and those of you aware of the history know what happened next. It started with the Jews, but totally about 550 million people dies as a result of such evil actions. So, you are starting with the Indians, then the Muslims and Africans, but you'll be the next...
Identity Attack0.5135796
Insult0.40243408
Profanity0.05393682
Threat0.025616571
Severe Toxicity0.023076924
Moderate 0.46186632 Constructive 0.518 Identity Attack Moral_Argument
Jan 29, 2026 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...
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 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...
Strange World we live in! My friend is indigenous he said too many whites europeans on our land! WTF As being asian don’t know whose country is this. ! Whites? Indigenous? East Indians?
Strange World we live in! My friend is indigenous he said too many whites europeans on our land! WTF As being asian don’t know whose country is this. ! Whites? Indigenous? East Indians?
Identity Attack0.46028158
Insult0.2735258
Profanity0.39409557
Threat0.012854968
Severe Toxicity0.026936848
Moderate 0.45549932 Constructive 0.595 Identity_Assertion
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it …
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it or they would have stayed in their own country They are making the US and other countries and to their country They're bringing their same s***** ways to other people's country and cultures and I cannot believe the US and other countries are okay with this It's not just the Indians It's a Arabs the Mexicans the Asians Everybody leaves their country to come to better countries and still do the same s*** It's just crazy to me They should have stayed at home These people are nasty inside and out. 🤔🤨😔😷🤢🤮😡 And we know that white dude is just straight racist. Poor white trash. 👹
Identity Attack0.48915586
Insult0.40420914
Profanity0.40670946
Threat0.01750142
Severe Toxicity0.072789766
Moderate 0.45549932 Moderate Con 0.472 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
Identity Attack0.46028158
Insult0.3416952
Profanity0.17380778
Threat0.05753354
Severe Toxicity0.032316983
Moderate 0.45243698 Low Con 0.276 Identity_Assertion
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
Identity Attack0.44690517
Insult0.40243408
Profanity0.26638454
Threat0.020954676
Severe Toxicity0.023076924
Moderate 0.44933176 Low Con 0.184 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
You know there is a huge difference between the Indian shelter or their church and the shelter for homeless people. They seem to be good working families compared to the drug white addicts. You can …
You know there is a huge difference between the Indian shelter or their church and the shelter for homeless people. They seem to be good working families compared to the drug white addicts. You can blame immigrants all you want, but see your own people lost in drugs and not do anything
Identity Attack0.5124616
Insult0.40243408
Profanity0.15985115
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.574 Identity Attack
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
We Filipino are worried about canada,first thing you to do is kick out all Indian that work in government,police,bank,politicians because they are protecting there own people,we know them for a long time,send 80% indian back …
We Filipino are worried about canada,first thing you to do is kick out all Indian that work in government,police,bank,politicians because they are protecting there own people,we know them for a long time,send 80% indian back to India including PR,revoke there PR and citizenship.they are trying to scam canada and fool canada
Identity Attack0.5135796
Insult0.36709076
Profanity0.07999486
Threat0.2836219
Severe Toxicity0.023270357
Moderate 0.44573322 Moderate Con 0.438 Identity Attack
Dec 13, 2025 1 likes IRCC Names India in Study …
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the …
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the money and those criminals . They were never Indin student . They came to join the Brampton Khalistani army . You will see them soon . Just know India warned you and you took the Khalistani side . Don’t call them Indian . As far as India’s prospective they are Canadian Khalistani terrorist 😊
Identity Attack0.48915586
Insult0.43158367
Profanity0.050680235
Threat0.031314444
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.454
Sep 28, 2025 IRCC Names India in Study …
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Identity Attack0.5135796
Insult0.26957804
Profanity0.07191269
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.43965456 Moderate Con 0.431 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As an white american with white skin I want to have as many indians as possibly move to my home-town. I want a militant hindu state in my back yard subsidized with my tax dollars. …
As an white american with white skin I want to have as many indians as possibly move to my home-town. I want a militant hindu state in my back yard subsidized with my tax dollars. I want hindu death squads delivering my mail and suspecting that a white american lives in my house which is true. I want to admire from afar massive temples as they erect them. I want to fear for the lives of my friends and family. I want the thrill of knowing I’m running out of time. I want this. I want Ontario in my back yard. I want india. I want it so bad I need it now. I need india and I need cows and curry. I can’t take it.
Identity Attack0.5135796
Insult0.33154017
Profanity0.257327
Threat0.34804323
Severe Toxicity0.11492836
Moderate 0.43720075 Moderate Con 0.431 Identity Attack Humor_Satire
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
North indian know nothing other than ruining the places they settle (Visit but later settles)
North indian know nothing other than ruining the places they settle (Visit but later settles)
Identity Attack0.50515604
Insult0.2838064
Profanity0.14402086
Threat0.057856824
Severe Toxicity0.023505108
Moderate 0.4274071 Low Con 0.226 Identity Attack Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism) Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂 And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Identity Attack0.44690517
Insult0.3388922
Profanity0.25915453
Threat0.038911607
Severe Toxicity0.023927659
Moderate 0.42568782 Constructive 0.56 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
If they are coming from India and they, the Canadian government, know most of them are non-compliant, place those tracking ankle bracelets on those Indian foreign nationals, track every single one of them down, and …
If they are coming from India and they, the Canadian government, know most of them are non-compliant, place those tracking ankle bracelets on those Indian foreign nationals, track every single one of them down, and deport them. They don't belong here.
Identity Attack0.50588524
Insult0.26957804
Profanity0.04216301
Threat0.08703069
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.371 Identity Attack Fear_Threat
Oct 1, 2025 IRCC Names India in Study …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians …
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians here not being rasict just dont want my culture and country to be tunred into india 2.0.
Identity Attack0.5051609
Insult0.27558193
Profanity0.06495911
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.576 Identity Attack Identity_Assertion
Jan 28, 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.