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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: "SHIT IT DOWN" 558 comments · Page 21 of 23
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their own culture, religion & language. History is repeating itself....this time for good. @ 2:11 "the country which they (immigrants) comes from is a shit hole", yes the same way EU & UK were a shit hole for when the colonizers from EU & UK arrived in Canada, US, Latin America they bought with them lots of viral diseases and infections. Whole of pre industrial EU & UK was very much a shit hole. @ 8:55 "they live naked", well I guess this Polish man is trying to be like them. Anybody not paying taxes, creating ruckus of any kind, stealing form anywhere, not following the rules of the state should be prosecuted irrespective of their nationality, religion, race, gender, color, ethnicity, etc.
Identity Attack0.5135796
Insult0.5130944
Profanity0.44613865
Threat0.12536226
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.49 Identity Attack Insult Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
send them all home. then restart the program when you people give a shit about Canadian security. all should be fired at the IRCC.
send them all home. then restart the program when you people give a shit about Canadian security. all should be fired at the IRCC.
Identity Attack0.10221587
Insult0.4378843
Profanity0.44431314
Threat0.2606104
Severe Toxicity0.023974609
Moderate 0.53579444 Low Con 0.184
Nov 7, 2025 IRCC Names India in Study …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans. That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Identity Attack0.5498214
Insult0.46173862
Profanity0.5381406
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.805 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Then, if people are driving like shit, you can’t blame people you have to blame the government for giving them license. How are they getting their license to be driving then to begin with? How …
Then, if people are driving like shit, you can’t blame people you have to blame the government for giving them license. How are they getting their license to be driving then to begin with? How are they passing the driving test to be able to drive? I think the government is benefiting from all this insurance job that’s why they’re giving people license left or right
Identity Attack0.019475231
Insult0.40420914
Profanity0.541926
Threat0.009825659
Severe Toxicity0.023076924
Moderate 0.52272606 Moderate Con 0.376 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect …
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect for Canada or Canadians...time for major deportation...Carney's WEF...plan...
Identity Attack0.48915586
Insult0.48627716
Profanity0.40929472
Threat0.051067904
Severe Toxicity0.07805709
Moderate 0.52139956 Moderate Con 0.346 Policy_Critique
Sep 7, 2025 Why Canadians Are Turning Against …
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people …
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people to adhere to the culture and laws, take away some one their rights, start by taking away their rights to practice their culture in public, stop their protesting, they are immigrants and should behave like a lifelong guest, deport them without question if they fail to assimilate.
Identity Attack0.37292135
Insult0.46774593
Profanity0.5150164
Threat0.063999176
Severe Toxicity0.052940834
Moderate 0.52139956 Constructive 0.51 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it …
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it hadn't been a farming town for decades. Hell, when we moved here the Bramalea part of the city had a population well over 18,000 people, never mind Brampton as a whole. And that old church you talked about was a synagogue. I know because I grew up a few blocks from there in Professors Lake.
Identity Attack0.11512129
Insult0.4339631
Profanity0.5188411
Threat0.012337137
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.701
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really …
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really friendly though and being friendly is a hallmark of being Canadian. Maybe slow it down slightly though we need to build housing and infrastructure to support the growing population and if we grow to fast we are gonna end up in shit.
Identity Attack0.06158508
Insult0.37619758
Profanity0.5711371
Threat0.010395273
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.667 Fear_Threat
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, …
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, its simply vetting and screening the applicants and tracking them. Its that simple. Mismanagement costs canadians, and these people are all paid 100k+ to Mismanage? So theyre not doing jack shit lol why am I paying taxes? Give me the money so I can go buy a house
Identity Attack0.2028587
Insult0.4339631
Profanity0.4798129
Threat0.010990778
Severe Toxicity0.02430326
Moderate 0.5140397 Moderate Con 0.497
Oct 1, 2025 1 likes IRCC Names India in Study …
They go to Canada and also here in the USA and shit post on yt about how great their india is while eating and drinking America's water, food. PS:Then stay in India and develop it! …
They go to Canada and also here in the USA and shit post on yt about how great their india is while eating and drinking America's water, food. PS:Then stay in India and develop it! Friends
Identity Attack0.41975367
Insult0.36798462
Profanity0.48510036
Threat0.013217449
Severe Toxicity0.051147457
Moderate 0.50789946 Moderate Con 0.321 Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
They legit put up statues of Shiva and shit in Brapton? Looks like natural assimilation into the culture to me, I dunno what you're on about brother. Kumar is as Canadian as the rest of …
They legit put up statues of Shiva and shit in Brapton? Looks like natural assimilation into the culture to me, I dunno what you're on about brother. Kumar is as Canadian as the rest of us, eh?
Identity Attack0.28034934
Insult0.40243408
Profanity0.5365423
Threat0.010058682
Severe Toxicity0.02444411
Moderate 0.50759226 Constructive 0.506 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
300,000 asylum claims so far this year alone. Canadians will be paying each of them $82,000 a year to shit on our country and laugh in our face.
300,000 asylum claims so far this year alone. Canadians will be paying each of them $82,000 a year to shit on our country and laugh in our face.
Identity Attack0.31015682
Insult0.42167732
Profanity0.45448917
Threat0.018882722
Severe Toxicity0.023505108
Moderate 0.50503236 Moderate Con 0.333 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me …
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me $8 over my asking wage. I don't mind Indians at all. They are hard working people and don't usually create problems. The Somalis are horrible. They have ZERO etiquette, manners and a complete disregard for anyone but themselves. I moved cities to get away from them because they have like 8-10 kids. They all just make kids for child benefit money and sit at home on welfare. They are ALL on welfare. Those on ODSP work under the table while on a disability benefit. The government is dumb as hell for bringing so many. Nice cities have become shit holes because they're dirty and don't care about their communities. They're just awful.
Identity Attack0.55044734
Insult0.44464502
Profanity0.3194067
Threat0.051391184
Severe Toxicity0.16960317
Moderate 0.5024724 Constructive 0.654 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people …
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people who want to come here and make money, I don't get why so many people have to shit on them for it.
Identity Attack0.18235919
Insult0.36021477
Profanity0.5188411
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.5024724 Constructive 0.639 Moral_Argument
Jan 29, 2026 7 likes Inside Canada's Indian Invasion...
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street and making havoc to other people. They are acting like that are entitled to do that just because they are allowed to ! I am immigrant too and I didn't came here to watch all these people how change and make it dirty more and more every day. They just bringing same shit where they are running from ? You see how stupid that is ? We have to change Government as fast as possible otherwise Canada is done ! People wake up don't be scared to say NO ! I would love to see how this beautiful country goes down the drain. Cheers ❤❤❤
Identity Attack0.39677486
Insult0.46625584
Profanity0.45706853
Threat0.014566151
Severe Toxicity0.024725812
Moderate 0.4826145 Constructive 0.616 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human …
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human trafficking ….. not to mention there behaviour is mostly appalling and third world behaviour and there bringing it to a first world country acting like annimals … and they wonder why no one likes them or there behaviour …. not to mention all so there lack of hygiene is appalling ( would it kill them to wash properly and use a stick of deodorant becausebo and curry is the worse most disgusting thing u can smell like yuck ) as well like there’s so many issues india and the middle eastern need to adress before migrating its awful … i won’t go near brampton or the gta because of it thoughs city’s went to hell… all so some of these groups of o got banned from there own countries what does that tell you about them as well
Identity Attack0.28034934
Insult0.47357693
Profanity0.41436642
Threat0.016120117
Severe Toxicity0.024772761
Moderate 0.48021027 Constructive 0.522
Aug 27, 2025 Why Canadians Are Turning Against …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Identity Attack0.50588524
Insult0.46327567
Profanity0.39409557
Threat0.011094344
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.775 Identity Attack Policy_Critique
Nov 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
Identity Attack0.2781757
Insult0.3388922
Profanity0.5249258
Threat0.009281937
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.463 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. …
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. In general there's things to complain about in Montreal to be sure - including on the immigration front - but IMO we're far better off than all the other big Canadian cities. You can't really get by in Québec city if you don't speak French but if you want to be in a Canadian city and avoid all _this_ kind of stuff then Québec city is the real ticket.
Identity Attack0.2831485
Insult0.42567953
Profanity0.5365423
Threat0.0113014765
Severe Toxicity0.0475607
Moderate 0.47886392 Constructive 0.743 Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Oh India 🇮🇳 yeah makes sense 🙄 they are all wprking at fast food restaurants or shitting on beaches
Oh India 🇮🇳 yeah makes sense 🙄 they are all wprking at fast food restaurants or shitting on beaches
Identity Attack0.3817989
Insult0.3416952
Profanity0.49576873
Threat0.032695748
Severe Toxicity0.067522444
Moderate 0.47886392 Low Con 0.201 Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my …
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my ID so i took my American Passport with me as a substitute and I showed the bouncer and he let me in the dive bar and i sat down to order and I hear an Old Polish dude with a accent tell his buddy "well at least we know its legal" as i turned to say "let me see your ID cause your accent is not american" as he started talking shit out loud and I told him" look at the foriegner telling a Mexican American man who is Native to the Americas with Native American ancestry that he does not belong in North America" my friends had my back and the bartneder gave me a free drink and stopped serving the Moron.... want to know something funny... I was born and raised in Brooklyn parkslope and went to a Polish Catholic school from Pre k to kindergarten and i was the only non polish person in the school and I spoke some words in polish as my baby sitter was an old polish woman.
Identity Attack0.4931391
Insult0.4339631
Profanity0.46222726
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.47772613 Constructive 0.686 Personal_Narrative
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
When you arrive at Pearson airport the signs you see on arrival are “Immigration” in bold, S.I.N sign directing you where to go, then as soon as you grab your bag there’s a phone booth …
When you arrive at Pearson airport the signs you see on arrival are “Immigration” in bold, S.I.N sign directing you where to go, then as soon as you grab your bag there’s a phone booth giving you access to buy phones and plans. It’s a welcome to Canada, grab your shit and get out there. 800,000 plus in Q1 alone but apparently the doors are closed according to Trudeau 2.0. Congrats Canada, you played yourself
Identity Attack0.18546575
Insult0.42567953
Profanity0.4596479
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.47473195 Moderate Con 0.489
Jun 19, 2025 1 likes How Canada broke its immigration …
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)
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. …
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. They would go into public bathrooms, stand on top of the toilet seats and shit in a squatting position.
Identity Attack0.018168874
Insult0.26196828
Profanity0.541926
Threat0.012854968
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.459 Fear_Threat
Jan 29, 2026 1 likes 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.