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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: "Its the same way in …" 970 comments · Page 25 of 39
History repeats itself Britain invaded India then split it three ways. Many people died while Britain benefited by exploiting natural resources. The chickens have come home to roost.
History repeats itself Britain invaded India then split it three ways. Many people died while Britain benefited by exploiting natural resources. The chickens have come home to roost.
Identity Attack0.10221587
Insult0.06617179
Profanity0.023652986
Threat0.011405042
Severe Toxicity0.0050354004
Low Tox 0.17198499 Moderate Con 0.37 Comparative_Framing
Oct 8, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Tbf before Europeans came to canada in the 17th century it was the country of groups like the Mi'kmaq, Beothuk, Huron-Wendat which were brown but they were invaded so.. just history repeating it self in …
Tbf before Europeans came to canada in the 17th century it was the country of groups like the Mi'kmaq, Beothuk, Huron-Wendat which were brown but they were invaded so.. just history repeating it self in many ways I guess.
Identity Attack0.18313584
Insult0.033570543
Profanity0.022013342
Threat0.008789998
Severe Toxicity0.004634857
Low Tox 0.17025198 Constructive 0.592
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
@TylerOliveira: 4 weeks ago, huh? No research at all on this. Wanna know HOW I know? I'm Canadian. You do know that Tim Hortons is an >American< company now... right? Been that way since 1995... …
@TylerOliveira: 4 weeks ago, huh? No research at all on this. Wanna know HOW I know? I'm Canadian. You do know that Tim Hortons is an >American< company now... right? Been that way since 1995... loooong before THentered India. Wanna know how I knew that? *>I RESEARCHED IT<*. Please stop blaming us for the bad choices of Mericans. Research or don't bother... seriously.
Identity Attack0.07177465
Insult0.06407392
Profanity0.023721304
Threat0.00756015
Severe Toxicity0.003604889
Low Tox 0.1693855 Moderate Con 0.476 Policy_Critique
Feb 25, 2026 Inside Canada's Indian Invasion...
Way too many Indian MFs in Canada seem on our recent trips to Vancouver and Nova Scotia recently.
Way too many Indian MFs in Canada seem on our recent trips to Vancouver and Nova Scotia recently.
Identity Attack0.19890837
Insult0.05262003
Profanity0.033144772
Threat0.007314181
Severe Toxicity0.004558563
Low Tox 0.1693855 Moderate Con 0.423 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Everyday, my heart aches knowing our country will never be the way it was 15+ years ago. Absolutely destroyed
Everyday, my heart aches knowing our country will never be the way it was 15+ years ago. Absolutely destroyed
Identity Attack0.022992345
Insult0.045593183
Profanity0.027137227
Threat0.025443908
Severe Toxicity0.0051498413
Low Tox 0.16851899 Moderate Con 0.466
Aug 27, 2025 Why Canadians Are Turning Against …
The irony of that homeless guy on government support complaining about immigrants not paying taxes (which is also inaccurate by the way)
The irony of that homeless guy on government support complaining about immigrants not paying taxes (which is also inaccurate by the way)
Identity Attack0.07425626
Insult0.07808672
Profanity0.014054239
Threat0.0063885585
Severe Toxicity0.0023841858
Low Tox 0.16851899 Moderate Con 0.363
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
and how many are here illegally yet nothing is done to remove them $4400 to have 1 illegal removed and how many Ten's of Thousands wasted in appeals each claimant should have to be informed …
and how many are here illegally yet nothing is done to remove them $4400 to have 1 illegal removed and how many Ten's of Thousands wasted in appeals each claimant should have to be informed IN PERSON that way they are deported the same day
Identity Attack0.08831879
Insult0.04442204
Profanity0.013849284
Threat0.021300001
Severe Toxicity0.0047302246
Low Tox 0.16678599 Moderate Con 0.458
Dec 31, 2025 Deportations From Canada at Their …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society …
wonderful channel ! There are several issues at play. Firstly, Canada belongs to the natives. Secondly. ENGLISH testing needs to be administered prior to arrival. Thirdly, every culture/religion can benefit others , this way society ideally can co-exist. The concern is the extreme bullying from new immigrants - INDIANS. I do not see any other nation BULLYING the rest of the population. Lets be honest, the government needs tax paying citizens to support the economy. Canadians stop being polite and speak up.
Identity Attack0.12208464
Insult0.0623257
Profanity0.01887069
Threat0.008531082
Severe Toxicity0.0040626526
Low Tox 0.1641865 Constructive 0.719 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Identity Attack0.01274247
Insult0.036545437
Profanity0.044668075
Threat0.010265815
Severe Toxicity0.0059890747
Low Tox 0.1641865 Low Con 0.283 Meta_Commentary
Jan 27, 2026 20 likes Inside Canada's Indian Invasion...
You, Canadians, should've thought of all this when you opened your doors to every Indian, Pakistani, Bangladeshi and so on! It's not too late to stop this wave, though. The problem is unlike what you …
You, Canadians, should've thought of all this when you opened your doors to every Indian, Pakistani, Bangladeshi and so on! It's not too late to stop this wave, though. The problem is unlike what you think Canada is not democracy! Democracy, Human Rights, Inclusion, Multi-Culturalism, etc., are all the terms and phrases that Governments have created and defined them they way them wanted them and for their own benefits to generate more revenue and care less about their own people!
Identity Attack0.16587129
Insult0.04852104
Profanity0.013780965
Threat0.0069646453
Severe Toxicity0.004005432
Low Tox 0.16331999 Constructive 0.515
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native …
Capitalist abuse of educational system as had been happening in uk for years.. its a viscuous cycle fuelled by government under funding. buy your way into a country with a fake course . Meanwhile native youth can't afford to pay for a degree or end up in debt. Then the country complains there are no graduates to fill jobs so they say they have to IMPORT THE LABOUR. Eduction should be a service not a capitalist business! The whole world has been sold off and run by big businesses. Billionaires run the world. Its not democracy. Its capitalism gone mad. Makes need jobs. Where is the upper sustainable limit
Identity Attack0.033011556
Insult0.07491849
Profanity0.026863953
Threat0.007922632
Severe Toxicity0.0037574768
Low Tox 0.16158698 Moderate Con 0.456
Oct 2, 2025 IRCC Names India in Study …
town of 20k ppl was so long she wasnt prolly even born. For reference brampton had 50k ppl back in 1950's so 20k was way b4 that. thats almost 100 years either lady is immortal …
town of 20k ppl was so long she wasnt prolly even born. For reference brampton had 50k ppl back in 1950's so 20k was way b4 that. thats almost 100 years either lady is immortal or idk
Identity Attack0.06385879
Insult0.0777699
Profanity0.023379711
Threat0.0077154995
Severe Toxicity0.0032806396
Low Tox 0.16043124 Moderate Con 0.496 Question
Jan 29, 2026 Inside Canada's Indian Metropolis (Brampton)
Well on our way to becoming a low-trust society. Thank a liberal voter.
Well on our way to becoming a low-trust society. Thank a liberal voter.
Identity Attack0.040745795
Insult0.075868964
Profanity0.013473531
Threat0.0068869707
Severe Toxicity0.002374649
Low Tox 0.16043124 Low Con 0.269 Fear_Threat
Feb 24, 2026 1 likes 'We do know that there's …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm extremely liberal However I do understand how seeing your customs and ways of life being taken over can be frustrating. It's ok to be liberal and still call for immigration control. And its ok …
I'm extremely liberal However I do understand how seeing your customs and ways of life being taken over can be frustrating. It's ok to be liberal and still call for immigration control. And its ok to be conservative and have the empathy to understand that most people that are already established here are just seeking a peaceful life. I just wish more people can see both sides instead of taking the extreme inhumane side of " deport them all!! ".
Identity Attack0.06613251
Insult0.046178754
Profanity0.026317406
Threat0.025789235
Severe Toxicity0.004634857
Low Tox 0.15932569 Constructive 0.857 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
Identity Attack0.0027933381
Insult0.08508729
Profanity0.014771583
Threat0.007094103
Severe Toxicity0.0017261505
Low Tox 0.1587729 Low Con 0.28 Fear_Threat
Feb 21, 2026 2 likes LILLEY UNLEASHED: The fall of …
We have way too many in winnipeg like seriously i see more indians in day to day than any other ethnic group
We have way too many in winnipeg like seriously i see more indians in day to day than any other ethnic group
Identity Attack0.17847598
Insult0.030816011
Profanity0.02474608
Threat0.0077672824
Severe Toxicity0.0046920776
Low Tox 0.15822013 Moderate Con 0.356 Fear_Threat
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will realize how they are acting eventually and change their behavior the people from the middle east your gonna start a civil war. I am Canadian my family been here for many generations don't think for one second this place is gonna turn into the middle east Canada was the first to invade and liberate the Netherlands from the nazis don't for a second think we won't act that way on our own soil to people who disrespect us at home during covid the government got lucky that we were peaceful what happens when you corner a wild animal people are gonna find out
Identity Attack0.08004672
Insult0.0670459
Profanity0.019553876
Threat0.016810767
Severe Toxicity0.0052261353
Low Tox 0.15822013 Constructive 0.639
Aug 25, 2025 Why Canadians Are Turning Against …
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be …
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be and once we export 4 or 5 million India's our employers will have no choice but to pay over 19 an hour to be a doctor and our kids will have summer jobs again. But no Tim's, eff Tim's they chose a side they are eliminated. It's back to country style donuts the way it should have gone!
Identity Attack0.10221587
Insult0.04969218
Profanity0.020100424
Threat0.013579931
Severe Toxicity0.005302429
Low Tox 0.15766735 Moderate Con 0.444 Economic_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Hi, African here (resident not race). People need to stop confusing racism for pattern recognition. If 9 out of 10 people from the same race/culture behave a certain way, treating them all the same isn't …
Hi, African here (resident not race). People need to stop confusing racism for pattern recognition. If 9 out of 10 people from the same race/culture behave a certain way, treating them all the same isn't racism, its being smart
Identity Attack0.13805299
Insult0.03070583
Profanity0.04065997
Threat0.00789674
Severe Toxicity0.004749298
Low Tox 0.15766735 Constructive 0.676
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were …
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were were surrounded by Italians. Richmond was nothing years ago and now is mostly Chinese and Asian. Foreigners are energetic and have cultural roots they are proud of why shouldn’t they. The First Nations people here were exploited in every way by the English and French followed by every other European country. So the video focuses on Indian immigrants slanted with negative biases. India is a very diverse and historically one of the most accepting of foreigners in the world exploited terribly by the British and their hero Churchill who let millions of Indians starve by robbing them. Does anyone interviewed in this video know any history. Please stop belly aching.
Identity Attack0.11163961
Insult0.06529768
Profanity0.021466793
Threat0.008841781
Severe Toxicity0.004386902
Low Tox 0.15711457 Constructive 0.806
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
To think Canadians used to be tough people. They went the same way as Australia.
To think Canadians used to be tough people. They went the same way as Australia.
Identity Attack0.13591312
Insult0.061801232
Profanity0.014942379
Threat0.006861079
Severe Toxicity0.0043296814
Low Tox 0.15711457 Moderate Con 0.312 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
And it’s only gonna get worse cause our government wants to drive our standard living way down starving people are easier to control when you’re the one feeding them
And it’s only gonna get worse cause our government wants to drive our standard living way down starving people are easier to control when you’re the one feeding them
Identity Attack0.021987455
Insult0.05144889
Profanity0.028503597
Threat0.015429466
Severe Toxicity0.0047302246
Low Tox 0.15656179 Low Con 0.255 Fear_Threat
Aug 26, 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.