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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: "WE SHOULD ALL GO LIVE …" 305 comments · Page 4 of 13
I think this is what the Bible meant when they said you run to the stone the stone will say I can't help you I am in the same boat like you you run to …
I think this is what the Bible meant when they said you run to the stone the stone will say I can't help you I am in the same boat like you you run to the tree the tree will say I can't help you even I am in the same boat like you I think this is what the Bible meant no place to run because India overpopulated their own country they have no place to run so they will populate the entire world that's exactly what the Bible meant button parables me I'm just going to pray to die quickly because it's better in heaven it's corrupted on Earth what are we living for to put up with all this bullshit. Pull the Bible out people. And see that Jesus speaks of these same thing.
Identity Attack0.41975367
Insult0.24928534
Profanity0.22105443
Threat0.39416263
Severe Toxicity0.16960317
Moderate 0.4269174 Constructive 0.62 Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
Identity Attack0.4139151
Insult0.191015
Profanity0.1612468
Threat0.5195707
Severe Toxicity0.02373986
Moderate 0.4269174 Moderate Con 0.498 Threat Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in …
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in the face.our political leaders are more worried about gay pride than division of labour and resources.we need to get our kids off drugs not give them more reasons to quit life.i wish I had video of the entitled Hindu that lectured me on Brit’s in India 70yrs before he was born it’s okay to crap on British colonization but you can’t crap on them for flooding into Europe and North America because that’s racist. What do I get when I go to India? Delhi belly or pickpocketed. Maybe if we send Walmart,Tim hortons, ,McDonald’s to India and go back to mom and pop shops. Ask them how they feel about gay pride than,do they get to drive out the muslims like they did when the Brit’s left? That’s why Pakistani exists,we just expect them to drop their bullshit when they move here.ive slept in a tent next to a war memorial and was routinely woken up by free palatstine and other bullshit protests that those soldiers did not fight for
Identity Attack0.458714
Insult0.42567953
Profanity0.19893537
Threat0.13815513
Severe Toxicity0.024772761
Moderate 0.4269174 Constructive 0.618 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Identity Attack0.45348886
Insult0.35333878
Profanity0.33453682
Threat0.017328756
Severe Toxicity0.02420936
Moderate 0.40336934 Constructive 0.541 Humor_Satire
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Im in kingston ontario and quality of life is plummeting because of immigrants. Quiet streets are now loud, cars parked up and down every street because Indians live 8 guys in one house--- garbage left …
Im in kingston ontario and quality of life is plummeting because of immigrants. Quiet streets are now loud, cars parked up and down every street because Indians live 8 guys in one house--- garbage left out for weeks loud music and fireworks til 3am--- on weekdays. Cars been hit twice in past 5 years-- both Indians. Indians work everywhere--so, service quality everywhere you go has dropped severely---- community isn't a community anymore.
Identity Attack0.46050715
Insult0.344702
Profanity0.05393682
Threat0.009566744
Severe Toxicity0.021419114
Moderate 0.4014846 Constructive 0.656 Fear_Threat
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about …
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about an American education system would compare to say the local village school in rural Kenya? Do you think something like that would play a part in iq level? Some of you need to get your own checked I swear. 35% of Kenyans live under the FOOD poverty standard. 18.3 million people live under the food poverty line in the United States (13%> of US population) 18.5 million live under the food poverty line in Kenya. The population of Kenya is around 53 million. That’s just over 1/7 of the US population. Do you think that maybe plays a part? That’s only one country, we can keep going, if you crunch the numbers on the whole continent it’s so obvious that you’d have to be .. low iq not to see it lol.
Identity Attack0.37082586
Insult0.4125297
Profanity0.07223598
Threat0.009281937
Severe Toxicity0.018707745
Moderate 0.4014846 Moderate Con 0.48
Jan 27, 2026 Inside Canada's Indian Invasion...
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see …
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see them everywhere these days, working illegally on cash. It is NOT fair to those international legal students who work so hard and try to make the living. Canadian government is such a joke man.
Identity Attack0.22859548
Insult0.44126466
Profanity0.04141149
Threat0.0074306927
Severe Toxicity0.008773804
Moderate 0.39987978 Constructive 0.557
Sep 29, 2025 1 likes IRCC Names India in Study …
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday …
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday with my own eyes how these people come to this country and treat/act in it everything from when a fire truck goes by with the lights on they don’t pull over just keep driving I see them constantly park in the handicap parking spot at the td bank up the street the houses on my street that are dirty with garbage are the Indian houses there are so many things I see on the daily they come to this country and either don’t care to learn the laws rules ect or they do learn them and don’t care like it’s absolutely ridiculous the USA and Canada have been ruined by foreigners and thats just the truth thats not me being mean salty racist or anything else negative im just speaking the truth a large percentage of foreigners don’t care about the citizens in whatever country they go to we are minorities in our own countries it’s a disgusting world we are living in
Identity Attack0.4508763
Insult0.37506318
Profanity0.1765991
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.616
Jan 27, 2026 Inside Canada's Indian Invasion...
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the bus, or it's just so crowded and smells so horrible they get on and then walk right off again. I've seen people in tears over it. Increasing taxes to pay for the things this school has abused is a load of BS....and worse, They're spreading like a virus. Situated themselves into Guelph - plans for Milton. And they want to flood each city with immigrants and call themselves a school. It's fraud. greed. and corruption. Go there. you'll see.
Identity Attack0.2127345
Insult0.41530323
Profanity0.16915557
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.3974717 Constructive 0.52
Oct 10, 2025 IRCC Names India in Study …
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for …
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for the rest of their lives. A certain class of people wanted tax revenue from all these immigrants, wanted rents to keep going up and wanted home prices to climb during a global pandemic. The majority of the Indians are not criminals. But yea, racists gonna racist
Identity Attack0.44690517
Insult0.29383746
Profanity0.09324962
Threat0.019228047
Severe Toxicity0.017029278
Moderate 0.3972142 Constructive 0.603 Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Identity Attack0.2308735
Insult0.4378843
Profanity0.07676199
Threat0.008789998
Severe Toxicity0.013607788
Moderate 0.3972142 Constructive 0.612 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
the babies they have are also inbred. I'm done with this. I'm ok with ppl that come here to live like us but if you are here to change our values then you can go …
the babies they have are also inbred. I'm done with this. I'm ok with ppl that come here to live like us but if you are here to change our values then you can go back home. when they get full power they will kill us Christ faith Canadians.. they are already burning down our churches. I'm not religious but ill stand with Christ before i bow to Islam.
Identity Attack0.46028158
Insult0.18355975
Profanity0.07223598
Threat0.22514746
Severe Toxicity0.023076924
Moderate 0.3969567 Moderate Con 0.432 Fear_Threat
Sep 9, 2025 Why Canadians Are Turning Against …
We can only thank first and second Trudeau for the mes that we have now in Canada. As a white migrant they are blaming me for the racism and discrimination. I am sick and tiers …
We can only thank first and second Trudeau for the mes that we have now in Canada. As a white migrant they are blaming me for the racism and discrimination. I am sick and tiers of this newcomers and free loaders to Canada. Pack up and go where you come from if you don't like the way Canada is. We will be better off without you. Learn the language and respect Canada that gave you opportunity to live in peace.
Identity Attack0.41222036
Insult0.34548226
Profanity0.02392626
Threat0.010964886
Severe Toxicity0.016190045
Moderate 0.38601747 Constructive 0.522
Aug 25, 2025 Why Canadians Are Turning Against …
1:55 I have no words except to say this… Push to far and see what happens! Canadians are going to rise up and destroy these foul beasts Y’all are going to regret whats coming I …
1:55 I have no words except to say this… Push to far and see what happens! Canadians are going to rise up and destroy these foul beasts Y’all are going to regret whats coming I promise LONG LIVE THE REAL CANADA 🇨🇦 THE TRUE NORTH STRONG AND FREE!!! 💪🏼
Identity Attack0.22631748
Insult0.36709076
Profanity0.10178173
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.38434127 Moderate Con 0.39
Aug 27, 2025 Why Canadians Are Turning Against …
1:55 This guy sums it up perfectly. You don't go to another country and live life and make it just like the country you left behind. Respect and follow the values of the country you've …
1:55 This guy sums it up perfectly. You don't go to another country and live life and make it just like the country you left behind. Respect and follow the values of the country you've migrated to and only bring your good values from your home country. If you're hell bent on making it just like home with the negative sides of it, then maybe you should just go back home
Identity Attack0.20483385
Insult0.24287975
Profanity0.30161268
Threat0.019746035
Severe Toxicity0.023076924
Moderate 0.38434127 Constructive 0.673 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
No one has ownership of a country. That is the problem, people, specifically whites, thinking they have the right to dictate who lives in a country they have no ownership rights too. These people actually …
No one has ownership of a country. That is the problem, people, specifically whites, thinking they have the right to dictate who lives in a country they have no ownership rights too. These people actually believe it’s their country alone. and it’s not just Canada, it’s a universal privilege they believe they have. It’s a mental illness rooted in hate. Go buy an island and complain over that.
Identity Attack0.38246045
Insult0.36365277
Profanity0.036651865
Threat0.008349842
Severe Toxicity0.01302678
Moderate 0.3827457 Moderate Con 0.333
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging …
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging in criminal activities and sought refuge in Canada. No one in India demands Khalistan except for a few terrorist Sikhs living in Canada. In 2024, Indian students spent more than 10 billion Canadian dollars in Canada. In 2025, the number of students going to Canada decreased by 50 percent. So don't worry, Indians won't be going to Canada anymore.
Identity Attack0.44690517
Insult0.33964422
Profanity0.072882555
Threat0.091630474
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.442 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
Identity Attack0.44690517
Insult0.25404143
Profanity0.03464781
Threat0.009307829
Severe Toxicity0.015350811
Moderate 0.37751234 Moderate Con 0.319
Dec 24, 2025 Deportations From Canada at Their …
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
Identity Attack0.46028158
Insult0.15911613
Profanity0.07223598
Threat0.009696201
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.452 Identity_Assertion
Feb 20, 2026 2 likes LILLEY UNLEASHED: The fall of …
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Identity Attack0.39677486
Insult0.16266862
Profanity0.12220735
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.513 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Born here too and yes Canada has changed for the worst I'm not racist either but I do notice there is less jobs and less homes and dirt messy places too! Like Vancouver not the …
Born here too and yes Canada has changed for the worst I'm not racist either but I do notice there is less jobs and less homes and dirt messy places too! Like Vancouver not the island even Burnaby has changed it uses to be peaceful and now it's full of crime and I was born there! I no longer live there and everything has changed my old home gone😢 the beautiful trees gone😢 and like you said the issue with the price hike freaking killing us on disability, my family all adults have to buy noodles which if you have heartburn issues is a no no but it's cheap and the 1 thing we can afford but iits cause us to need the doctor to give us medication for heartburn. The good food like rice is almost 3 dollars a bag in knorrs that gives you 1 meal.. we can't afford that, hence why we go to snack isle because you could get a 3 dollar snack that will last you way longer than the other.. I'm always worrying.
Identity Attack0.21470967
Insult0.344702
Profanity0.21673056
Threat0.038911607
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.876 Personal_Narrative
Sep 7, 2025 1 likes Why Canadians Are Turning Against …

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.