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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: "It seems to me that …" 312 comments · Page 6 of 13
This is a weird video I heard a lot of racist stuff and all of the complaints people have seem to be government, municipal or regulation issues yet no one said it so ....
This is a weird video I heard a lot of racist stuff and all of the complaints people have seem to be government, municipal or regulation issues yet no one said it so ....
Identity Attack0.10221587
Insult0.071750276
Profanity0.080318145
Threat0.008919456
Severe Toxicity0.010299683
Low Tox 0.27750343 Moderate Con 0.474 Meta_Commentary
Feb 17, 2026 6 likes Inside Canada's Indian Invasion...
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in …
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in which the people coming sometimes do know the fruad going on through the government and seem to tihnk they are entitled. But not their fualt at the end of the day.. And the only thing I would be angry about is, one if I was already living there and there wasnt some vote to let it happen. And in that case, if there was, then its really on the community for not saying no. But no, the trouble is when we hear and they pay no taxes, but this 3 times disabled dude whos worked 20 years already and paid, doesnt get any help. Yeah, thats appearantly here in America and Canada. Is their a reason our governments cannot do this proper and with class?
Identity Attack0.28034934
Insult0.10148193
Profanity0.16078159
Threat0.031314444
Severe Toxicity0.014511578
Low Tox 0.27525392 Constructive 0.832 Policy_Critique
Dec 27, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Michelle you seem so whimpy talking to Vassey I've seen you fight harder against other reports
Michelle you seem so whimpy talking to Vassey I've seen you fight harder against other reports
Identity Attack0.009619443
Insult0.22303216
Profanity0.0741757
Threat0.008712323
Severe Toxicity0.0047302246
Low Tox 0.2667042 Moderate Con 0.4 Meta_Commentary
Feb 24, 2026 'We do know that there's …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to The Culture and Lifestyle..Im not gonna bring my Old Ways that I wanted to leave to a New Country and Life...I feel like its not Canadians being Racist it's that they came here and The Government and Businesses are Catering to them From Adding Specific Food Items to cater to them most Jobs are by passing others to hire them...And on top of that Canadians are dealing with Food Cost being High still and Working a Job and still not making else to live a decent Life...Seems like most people are Working to Survive and Pay Bill and don't even have enough to atlest go out and have a peace of mind and have a Social Life...There brought in all these Immigrants to The Country while The Country was basically under a Recession...And this Problem is not getting Fixed now and it seems like it's getting worst..To the point I feel like a Civil War could even break out I this don't get Fixed somehow and someway... Purple Gorillaz Was Here. Peace.
Identity Attack0.28034934
Insult0.14150882
Profanity0.03339528
Threat0.0074306927
Severe Toxicity0.009689331
Low Tox 0.2648175 Constructive 0.74 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
This seems like far to important a subject for global to be covering, must be a slow fluff news day, no rabbits with its head caught in a fence?
This seems like far to important a subject for global to be covering, must be a slow fluff news day, no rabbits with its head caught in a fence?
Identity Attack0.010433395
Insult0.16831873
Profanity0.051431753
Threat0.13127698
Severe Toxicity0.0074768066
Low Tox 0.26104406 Low Con 0.142 Meta_Commentary
Feb 19, 2026 Canadian immigration officers investigating hundreds …
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
He's forcing people to say something nasty about Indians but for most part the localities seemed fine
Identity Attack0.24462871
Insult0.11978693
Profanity0.117874645
Threat0.013217449
Severe Toxicity0.008621216
Low Tox 0.25462922 Moderate Con 0.412 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Amazing how there has been this massive, coordinated effort to seemingly destroy the West via absurd levels of unchecked immigration from non-western countries, completely destroying the native demographics It's literally erasing what makes the West …
Amazing how there has been this massive, coordinated effort to seemingly destroy the West via absurd levels of unchecked immigration from non-western countries, completely destroying the native demographics It's literally erasing what makes the West great, now every day there's a new video about how it's a gigantic negative for the west, destroying social services, increasing violent and non-violent crime rates to unseen levels It's really surreal and honestly it scares me, and it breaks my heart
Identity Attack0.14661247
Insult0.16480011
Profanity0.058445938
Threat0.025616571
Severe Toxicity0.009994507
Low Tox 0.25462922 Constructive 0.593 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a caucasian, its no point complaining because most of the new age kids are playing games, doing weed and staying indoors while the immigrants deliver them pizza... So what is the point of complaining …
As a caucasian, its no point complaining because most of the new age kids are playing games, doing weed and staying indoors while the immigrants deliver them pizza... So what is the point of complaining that you see other colours around when the nation's commerce must go on... The guy saying no taxes doesnt look like our regular tax payer either... Seems to me the only work he does is buying synthetic drugs and sleeping on benches...
Identity Attack0.18313584
Insult0.12521741
Profanity0.018665737
Threat0.009385503
Severe Toxicity0.005340576
Low Tox 0.25462922 Constructive 0.604
Sep 19, 2025 93 likes Inside Canada's Indian Metropolis (Brampton)
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’. As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen. Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing. A word to the wise is sufficient.
Identity Attack0.116281845
Insult0.1823172
Profanity0.041160982
Threat0.007948523
Severe Toxicity0.0059127808
Low Tox 0.25462922 Constructive 0.677 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
This is the scary truth. We Canadians are being purposefully victimized and our rights as citizens has been eroded since the last 5 years. Trudeau, and now Carney, is bringing in more immigrants than the …
This is the scary truth. We Canadians are being purposefully victimized and our rights as citizens has been eroded since the last 5 years. Trudeau, and now Carney, is bringing in more immigrants than the country can handle. They are illegally driving transports causing more accidents on the roads ever. Our restaurants are primarily from India and Pakistan. Some Indian people are here on school visas or work permits and are wonderful people and speak perfect English. They are welcome. They are Christians and nice and courteous. But there seems to be a disconnect between immigrants who come here thinking bc they are moslem they are superior and do not need to follow Cdn laws language and culture. We don't want them praying in the streets on their rugs disrupting the city. We have churches and they have mosques. They will NOT takeover our country in spite of Carney. Carney and the Liberals needs to be kicked out of office. Deport the illegals and stop immigration NOW!
Identity Attack0.28034934
Insult0.13064787
Profanity0.02208166
Threat0.009385503
Severe Toxicity0.009117126
Low Tox 0.25462922 Constructive 0.683
Aug 25, 2025 Why Canadians Are Turning Against …
I live here and having seen your Somali and Hasidic Jew videos at least I'm grateful that the Indians seem to be a lot nicer
I live here and having seen your Somali and Hasidic Jew videos at least I'm grateful that the Indians seem to be a lot nicer
Identity Attack0.28034934
Insult0.07396803
Profanity0.09389619
Threat0.011612174
Severe Toxicity0.016319158
Low Tox 0.2540519 Constructive 0.618 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Nothing new. Has been going on for 3 decades now and gotten much worse in the last 11 years. Not only with these but Chinese and Africans too. And it seems there's no end to …
Nothing new. Has been going on for 3 decades now and gotten much worse in the last 11 years. Not only with these but Chinese and Africans too. And it seems there's no end to the problem with Liberals in power
Identity Attack0.27991617
Insult0.0811385
Profanity0.02932342
Threat0.0101363575
Severe Toxicity0.0060653687
Low Tox 0.2540519 Moderate Con 0.374 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as …
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as long as it seems it will outlast them It’s an issue in Rural East TN. All the gas stations, even the old ones off the main hwys that used to be where all the old local generation would gather and drink coffee and eat breakfast….those places sold out to 🇮🇳 It’s insane
Identity Attack0.053399716
Insult0.17734702
Profanity0.030890211
Threat0.007922632
Severe Toxicity0.004501343
Low Tox 0.2524482 Constructive 0.654 Fear_Threat
Feb 27, 2026 Inside Canada's Indian Invasion...
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
Identity Attack0.26663736
Insult0.09563028
Profanity0.019553876
Threat0.0074436385
Severe Toxicity0.0059509277
Low Tox 0.24924077 Moderate Con 0.326 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
So it seems like 1 particular nationality of new immigrants is causing the stress and strain with their over subscription ... Please stop broad-brushing this issue because we all know & see where the lopsidedness …
So it seems like 1 particular nationality of new immigrants is causing the stress and strain with their over subscription ... Please stop broad-brushing this issue because we all know & see where the lopsidedness is... Their numbers are unrivalled & you can blame the bilateral agreement involved... Look at all the Singh Hortons with these timigrants 😂... & Then they just hire each other and speak their language on the job constantly & close you out, while you have to repeat your order 5 times for them to understand... Canada, you did this!!... & Now all the chickens are coming home to roost!!
Identity Attack0.1769227
Insult0.15840563
Profanity0.038154904
Threat0.00899713
Severe Toxicity0.007209778
Low Tox 0.24763705 Constructive 0.636 Unverified_Claim
Aug 29, 2025 Why Canadians Are Turning Against …
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 …
Seems like deliberate incompetence and we need to STOP THIS.
Seems like deliberate incompetence and we need to STOP THIS.
Identity Attack0.0061416444
Insult0.16890354
Profanity0.020988565
Threat0.008582866
Severe Toxicity0.0031471252
Low Tox 0.2412222 Low Con 0.152 Call_To_Action
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It just seems easier than putting in the hustle. I don't understand what the problem is. If someone wants to work, we should let them. Clearly, we have different priorities. We only get one life—just enjoy it and keep complaining about all the Indian people actually doing the work. We need someone to hate and complain about so we can hide our laziness. Honestly, if they leave, we’ll have to go to work, and I don’t think that's going to be easy. So, I'll say thanks to the foreigners who are actually working and paying taxes so we can collect our welfare checks.
Identity Attack0.23239216
Insult0.08484049
Profanity0.064458095
Threat0.012596053
Severe Toxicity0.008773804
Low Tox 0.2396185 Constructive 0.586 Humor_Satire
Aug 29, 2025 Why Canadians Are Turning Against …
Looks like Indian culture is more about community. I remember having friends getting kicked out of their homes at 18. This would never happen in an Indian household. Temples welcome all and feed everyone they …
Looks like Indian culture is more about community. I remember having friends getting kicked out of their homes at 18. This would never happen in an Indian household. Temples welcome all and feed everyone they can. Seems like the Indian immigrants are acting more Canadian than the old residents.
Identity Attack0.2877625
Insult0.06442356
Profanity0.018529098
Threat0.01750142
Severe Toxicity0.008201599
Low Tox 0.2396185 Constructive 0.758 Comparative_Framing
Sep 27, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Seems like same old UK’s rotten system is copied by Canada
Seems like same old UK’s rotten system is copied by Canada
Identity Attack0.104676254
Insult0.15982662
Profanity0.031641733
Threat0.006699257
Severe Toxicity0.0042915344
Low Tox 0.23739935 Low Con 0.139
Sep 30, 2025 IRCC Names India in Study …
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in …
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in worked hard and didn’t cause trouble, most importantly they intergrated. But something changed with this new wave of immigration. They don’t integrate, they don’t work, they want to cha ge the country and religion. They don’t seem to even like Brit’s 😂. It’s a sad situation. Govt has clearly done this on purpose so the natives have to fight for scraps by bringing in desperate people
Identity Attack0.2331515
Insult0.0836065
Profanity0.08840031
Threat0.008440462
Severe Toxicity0.010375977
Low Tox 0.23198941 Constructive 0.753 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Seem to come out better as an illegal immigrant just as long as you don’t get caught than actual everyone that works
Seem to come out better as an illegal immigrant just as long as you don’t get caught than actual everyone that works
Identity Attack0.22707681
Insult0.07491849
Profanity0.023379711
Threat0.008013252
Severe Toxicity0.005836487
Low Tox 0.2312681 Low Con 0.204
Jan 28, 2018 1 likes How much do refugees and …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 likes Inside Canada's Indian Metropolis (Brampton)

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.