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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: "LOL, I like how he …" 70 comments · Page 2 of 3
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need …
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need to go, but m0r0ns elected the liberals again, and well if you check the numbers so far on the immigration website, they are already set for another record year, they are not lowering the numbers its all gas lighting.
Identity Attack0.36702603
Insult0.4339631
Profanity0.26583168
Threat0.042985857
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.451 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guys all shook acting like Sikhs/Punjabis are gonna shank him or rob him for no reason lol
Guys all shook acting like Sikhs/Punjabis are gonna shank him or rob him for no reason lol
Identity Attack0.4453683
Insult0.36365277
Profanity0.29209393
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.4014846 Low Con 0.194 Humor_Satire
Jan 27, 2026 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...
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't pay taxes is also Wild. And to claim that they don't have jobs is also wild. Also the white lady who bold face declared the Brampton used to be majority White, and is now upset that it's not is very telling lol. In her own words it used to be Multicultural but it's now bicultural. The gag is when it was majority white it wasn't bicultural because to her white people are always the norm lol. I'd like more evidence into how the Indian population has not assimilated. Wearing their own cultural clothes and worshiping where they choose to does not mean you have in a simulated LOL. Giving the mic to folks to spew unchecked nonsense is wild and you should all be utterly ashamed of yourselves. Did you feature any gudwara? Those are Sikh temples that provide lunger AKA free meals to people of any background. I've gone to Vancouver and seen it filled with tons of white and black who but looking for a meal and they were not turned away.
Identity Attack0.34000012
Insult0.40243408
Profanity0.12096943
Threat0.011379151
Severe Toxicity0.020257099
Moderate 0.4013387 Constructive 0.678
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ …
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ the food is better now that we have diversity” lol it’s like wtf
Identity Attack0.22458547
Insult0.16989174
Profanity0.4185329
Threat0.008336896
Severe Toxicity0.02296847
Moderate 0.39987978 Moderate Con 0.466 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
lol rather be a racist then a liberal. We all know what racist means nowadays mean lib don’t like your opinion or they don’t wanna deal with the problems.
lol rather be a racist then a liberal. We all know what racist means nowadays mean lib don’t like your opinion or they don’t wanna deal with the problems.
Identity Attack0.30103904
Insult0.37052566
Profanity0.04491858
Threat0.009540852
Severe Toxicity0.012962224
Moderate 0.39987978 Low Con 0.248 Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Jesus Christ that is Surrey's Mayor? She speaks like a librarian with zero confidence. Definitely just a figurehead lol.
Jesus Christ that is Surrey's Mayor? She speaks like a librarian with zero confidence. Definitely just a figurehead lol.
Identity Attack0.022791367
Insult0.44802538
Profanity0.06946823
Threat0.0071070488
Severe Toxicity0.00831604
Moderate 0.3974717 Low Con 0.229 Meta_Commentary
Feb 18, 2026 Canadian immigration officers investigating hundreds …
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. …
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. All the punjabis and sindhis want to go to canada. Thx for making the vid. I will share with my ex classmates who work at gas stations lol.
Identity Attack0.38185352
Insult0.27558193
Profanity0.13785136
Threat0.026479885
Severe Toxicity0.02296847
Moderate 0.3666224 Constructive 0.634
Jan 27, 2026 Inside Canada's Indian Invasion...
Pooping on the train...its like home lol
Pooping on the train...its like home lol
Identity Attack0.009619443
Insult0.08484049
Profanity0.29209393
Threat0.011275585
Severe Toxicity0.017868511
Moderate 0.3625127 Moderate Con 0.335 Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
Indians moved here to see their distant cousins. If ya'll don't like it, ya'll can move back to England and France lol
Indians moved here to see their distant cousins. If ya'll don't like it, ya'll can move back to England and France lol
Identity Attack0.3817989
Insult0.15698463
Profanity0.12220735
Threat0.012596053
Severe Toxicity0.01806218
Moderate 0.3389984 Moderate Con 0.389 Humor_Satire
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Identity Attack0.33352965
Insult0.2679134
Profanity0.040409464
Threat0.007534259
Severe Toxicity0.009689331
Moderate 0.3389984 Low Con 0.222 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture …
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture there. Lol... jail or sent home. We need real laws.
Identity Attack0.3817989
Insult0.15769513
Profanity0.06395709
Threat0.04686524
Severe Toxicity0.015867263
Moderate 0.32971194 Constructive 0.546
Sep 6, 2025 2 likes Why Canadians Are Turning Against …
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
Identity Attack0.2331515
Insult0.100019015
Profanity0.17055123
Threat0.026652548
Severe Toxicity0.023076924
Moderate 0.32971194 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol Brampton come over a bit to Belleville! There 4 to 1 here the town's locals are pushed out of work there homes its wacked. The town over the bay Picton has a Tim Hortons …
Lol Brampton come over a bit to Belleville! There 4 to 1 here the town's locals are pushed out of work there homes its wacked. The town over the bay Picton has a Tim Hortons under investigation for firing locals and only hiring east Indians. Hey I'm down for helping people in need like refugees but wene the government is putting everything and everyone before Canadians there a big F-ing problem
Identity Attack0.17925262
Insult0.17734702
Profanity0.25824076
Threat0.01052473
Severe Toxicity0.013736901
Moderate 0.30319387 Constructive 0.691 Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab and Sikhs had nothing to do with any hate you got.
Identity Attack0.11512129
Insult0.24424846
Profanity0.13785136
Threat0.011327368
Severe Toxicity0.014705247
Low Tox 0.29405528 Constructive 0.522 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I bet you that place smells like $hitty curry. Lol
I bet you that place smells like $hitty curry. Lol
Identity Attack0.014350293
Insult0.16337912
Profanity0.0961592
Threat0.0071717775
Severe Toxicity0.008277893
Low Tox 0.27525392 Moderate Con 0.322 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I remember going to Disneyland as a kid, in the 90s many times, and seeing like 3/4 Asian people. Now it's not like that anymore. I used to laugh when i would hear them speak …
I remember going to Disneyland as a kid, in the 90s many times, and seeing like 3/4 Asian people. Now it's not like that anymore. I used to laugh when i would hear them speak in the lines lol
Identity Attack0.3043136
Insult0.07840354
Profanity0.092279755
Threat0.0097738765
Severe Toxicity0.011520386
Low Tox 0.2667042 Constructive 0.589
Jan 27, 2026 Inside Canada's Indian Invasion...
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you …
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you came as a international student and knowingly u cant afford the tuition. Its clearly u didnt care about going to school and used it as a gate way to canada. You dont go aboard studying for a better life in that country. U study abroad to either bring back new knowledge to your country or to full fill a requirements for a job back home.. The most common one is the opportunity to have a degree from a well known school for family braging rights and take over family bussiness. Which bring us back to, studying aboard is strictly for wealthy families no matter where u live . Imagine a candian going to london or europe we would pay just as much plus conversion rate. So for indians like him self, studying aboard paying 8 k cad per course shojdl be impossible. Only a super wealthy family can afford that in india or canada .
Identity Attack0.055673428
Insult0.15982662
Profanity0.12096943
Threat0.0077672824
Severe Toxicity0.008811951
Low Tox 0.25084448 Moderate Con 0.49 Unverified_Claim
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most were not war areas refugees (Yes I know there are other types of refugees). I only encountered few refugees from war areas. ONLY 1 person from Iraq, about 2 families were from Afghanistan, 1 couple from Pakistan(I doubt they were real refugees they spoke fluent English, maybe political refugee), and a most from African countries. Its too far for real refugees to get here. Its Easier for them to go to other countries nearby or Europe. MOST SEEM TO BE ECONOMIC REFUGEES. Most were coming from Africa. Some are coming from Latin America, which shouldn't be happening. Once they showed up at our doorstep and we processed them into the system, they were immediately in the same class as a Canadian resident homeless person if they were making a refugee claim. We get money to house and feed them (from the government), and they are given a stipend for basics from the government processed through the Social Assistance/ Welfare system (they get less than a resident/citizen I think.). They then have to get their case processed by the refugee board, and most seem to get in. I've only heard of few getting sent back. One person I know at our facility, was given a subsided social housing apartment after a year in our facility. So they went straight from a shelter to a government/city owned subsidized apartment. (Didn't seem like it was a issue for the housing worker...they didn't report it (if they were not the ones that helped the person to get it), they were white, the housed person was Latin. This refugee claimant, and then month or two new Canadian resident person was given an apartment in a prime area of the city, instead of the 1000's of Canadians, those who came before them, and born Canadian citizens on an extremely long waiting list. How this was allowed to happen I don't know. The person was probably sucking on someone's straw. I'm just trying to think the barriers these people have to go through to get a job here. We are far removed from the time of the 80's and 90's., and housing and jobs are so hard to get. Lol the "Canadian government asks them to repay the traveling cost to Canada if they are sent back"....I wonder how much the government recoups?.....more like 0 probably. What a bunch of crap. How do you demand someone to repay their flight cost when they get back to their country?
Identity Attack0.2783691
Insult0.09124154
Profanity0.027137227
Threat0.0089712385
Severe Toxicity0.007858276
Low Tox 0.24603334 Constructive 0.81
May 24, 2018 9 likes How much do refugees and …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Identity Attack0.17459276
Insult0.086852804
Profanity0.06596114
Threat0.008841781
Severe Toxicity0.007171631
Low Tox 0.23812068 Constructive 0.56 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
2:07 I like this man, he can stay lol. I say this as someone who was born in Brampton and still live 20 minutes away. I would never move back there now cause of the …
2:07 I like this man, he can stay lol. I say this as someone who was born in Brampton and still live 20 minutes away. I would never move back there now cause of the smell.
Identity Attack0.094936445
Insult0.071116626
Profanity0.09518933
Threat0.011172019
Severe Toxicity0.008773804
Low Tox 0.22712809 Constructive 0.667 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It's true though. I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and …
It's true though. I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and guess what? they're indian/punjab (sorry, unsure all the proper terms of people or the differences). Not to mention that they treat indigenous women the way they would back home.... Pretty much every person I know (I'm indigenous and have experienced it myself) has experienced some sort of harassment or assault or whateva with them... And yes, I know it's not all of them, I also know some great people that are indian/punjab but I'm not going to act like there isn't a problem....... Then people think indigenous people get "hand outs"... I was broke for over two years, I tried welfare, it's not as easy as it seems to people lol Also, I'm sure I'm wrong, but I always assumed Immigration was like... reserved for people that need it kind of like refugees.
Identity Attack0.23770751
Insult0.07808672
Profanity0.07740857
Threat0.012699619
Severe Toxicity0.008277893
Low Tox 0.21508642 Constructive 0.838 Personal_Narrative
Sep 11, 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.