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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: "Are people in both countries …" 1,198 comments · Page 18 of 48
So many snowflakes call anything not wanting too much off a certain group people causing problems bc of their culture in multiple countries”oh he’s racist he’s racist”🙄my gosh snowflakes
So many snowflakes call anything not wanting too much off a certain group people causing problems bc of their culture in multiple countries”oh he’s racist he’s racist”🙄my gosh snowflakes
Identity Attack0.2877625
Insult0.3388922
Profanity0.11292298
Threat0.0082074385
Severe Toxicity0.017739398
Moderate 0.37751234 Moderate Con 0.367 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
It’s really an invasion of other cultures and religions diluting Judeo Christianity ✝️ who are becoming the second class citizens, with Islamic Muslims who hate us because these people get elected to parliament by congregating …
It’s really an invasion of other cultures and religions diluting Judeo Christianity ✝️ who are becoming the second class citizens, with Islamic Muslims who hate us because these people get elected to parliament by congregating in communities for votes.🗳️ We have too much multicultural representation in government. They are creating their own mini countries in Canada 🇨🇦 and changing legislation to accommodate themselves..
Identity Attack0.4830652
Insult0.2469859
Profanity0.03765389
Threat0.009023022
Severe Toxicity0.020644438
Moderate 0.37751234 Moderate Con 0.418 Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
The politicians and heads of the banks are traitors to the Canadian people. It's unreal what they've done to this country
The politicians and heads of the banks are traitors to the Canadian people. It's unreal what they've done to this country
Identity Attack0.11512129
Insult0.42567953
Profanity0.03715288
Threat0.007754337
Severe Toxicity0.007171631
Moderate 0.37751234 Moderate Con 0.359 Moral_Argument
Nov 25, 2025 Quebec Ends Economic Immigration Program …
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other …
Liberal canada is hell bent on destroying the country. violent crime offenders getting out of jail, refugee claims and asylum seekers getting same benefits as residents and citizens, handing out billions of dollars to other countries, opening doors to drug cartels and organized crimes to buy properties in the country which fuels housing prices to soar, capital gains tax increases , carbon taxes on people and industries. these are just a few.
Identity Attack0.21866
Insult0.3388922
Profanity0.19770569
Threat0.030969119
Severe Toxicity0.01806218
Moderate 0.37751234 Moderate Con 0.365 Policy_Critique
Mar 2, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I think there are many in this Country that are presently quite deluded. Here in BC they interviewed people on the News about what they thought was "important" and some said "Arts & Culture" and …
I think there are many in this Country that are presently quite deluded. Here in BC they interviewed people on the News about what they thought was "important" and some said "Arts & Culture" and others said "Climate change" and another said " education"! But NO, NO the MOST Important is THE COST OF HOUSING & GROCERIES! 😢 WHEN are the AIRHEADS GOING TO WAKE UP???!!!
Identity Attack0.030433474
Insult0.4125297
Profanity0.12551236
Threat0.009566744
Severe Toxicity0.012833111
Moderate 0.37751234 Constructive 0.563 Economic_Argument
Feb 17, 2026 12 likes LILLEY UNLEASHED: The fall of …
Please tell me the people that watch these utube videos, why are we letting this happen to the land that we Love, these people coming into our country/land from other countries that are fleeing their …
Please tell me the people that watch these utube videos, why are we letting this happen to the land that we Love, these people coming into our country/land from other countries that are fleeing their country, why are they coming to ours, these people are ruining our culture and land and the land that our ancestors have raised us in, these people bring no value, all they want is FREE, why is the government letting them in? I can’t take it anymore, I’m watching all these foreigners come into our country and ruin it, i LOVE my country, please stand up people and Stop this, 🙏
Identity Attack0.40713623
Insult0.25800487
Profanity0.15635987
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.584
Jan 27, 2026 Inside Canada's Indian Invasion...
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can. We have nothing to do with that Post …
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can. We have nothing to do with that Post national Chinada. Because We don t have our french country or state. The freak liberal from Ottawa push multi culturalisme Law to wipe us from our french state and Hope soon to be country or state. We dont want to lose our french heritage and it will be great if We can become the first french state of america or french country. Thx to expose the fail country of Canada
Identity Attack0.36702603
Insult0.3682569
Profanity0.21564959
Threat0.05397744
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.469 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and …
they are fraudulant people even between them, they uses they're own people,enslaving them in there country as well abroad,theyv done same thing in the uk and australia as well germany,,middle east as such dubai and others.. the world needs to create a global coalition in order to stop this drama and open an serious investigation of what's going on in there country if it is the 5th largest economy in the world then why they're citizens are fleeing everyday and millions living below the line of poverty!
Identity Attack0.27682206
Insult0.34782293
Profanity0.12727508
Threat0.022853967
Severe Toxicity0.018578632
Moderate 0.37694603 Constructive 0.534
Sep 28, 2025 IRCC Names India in Study …
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store …
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store and most other common spaces, people speak Punjabi, not English. Truly horrible what happened to what was once such an awesome country and the worst part of it is, nobody, no policy maker will ever face justice for the cultural destruction they have caused. Sometimes though, I think, maybe Canada and Canadians dug their own grave. They/we voted in Liberal leadership time and time and time again, even when we saw our country being destroyed, in front of our very eyes.
Identity Attack0.36702603
Insult0.34237885
Profanity0.26098207
Threat0.01101667
Severe Toxicity0.021031776
Moderate 0.37694603 Constructive 0.712 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
Identity Attack0.23467018
Insult0.3393024
Profanity0.09389619
Threat0.0086087575
Severe Toxicity0.014253352
Moderate 0.37694603 Moderate Con 0.453 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Immigrants complaining about other immigrants, in a country that was built on the massacring, genocide, subjugation and theft of land from and of the native peoples. The irony of it.....
Immigrants complaining about other immigrants, in a country that was built on the massacring, genocide, subjugation and theft of land from and of the native peoples. The irony of it.....
Identity Attack0.38699543
Insult0.24767025
Profanity0.020851927
Threat0.049451493
Severe Toxicity0.016771052
Moderate 0.37576625 Moderate Con 0.356 Moral_Argument
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
i live in quebec and its true as soon as you go in ontario there as much indian if not more than canadian all those people who love their country but still moved away should …
i live in quebec and its true as soon as you go in ontario there as much indian if not more than canadian all those people who love their country but still moved away should go back we dont want you here if you don't like it
Identity Attack0.43896464
Insult0.21368977
Profanity0.032643758
Threat0.013528148
Severe Toxicity0.022193791
Moderate 0.37576625 Constructive 0.538
Jan 27, 2026 Inside Canada's Indian Invasion...
And canada got invaded by white from europe 200 years ago and now those white people in canada are just crying to see other ethnics group from another countries in canada? 😂😂😂 Canada are belong …
And canada got invaded by white from europe 200 years ago and now those white people in canada are just crying to see other ethnics group from another countries in canada? 😂😂😂 Canada are belong to the real native
Identity Attack0.458714
Insult0.16766082
Profanity0.043916557
Threat0.009100696
Severe Toxicity0.015802706
Moderate 0.37576625 Low Con 0.247 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter …
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter the country need to have higher IQs then him.
Identity Attack0.38699543
Insult0.26957804
Profanity0.09899642
Threat0.012026439
Severe Toxicity0.016964722
Moderate 0.37458646 Moderate Con 0.436 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not …
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not Russia, etc...
Identity Attack0.46028158
Insult0.15911613
Profanity0.026044132
Threat0.009256045
Severe Toxicity0.019224197
Moderate 0.37458646 Moderate Con 0.311 Identity_Assertion
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We have been surviving without India and will do so, because Indians have come to this country and disrespected our norms, our culture and our way of life. People are tired and will no longer …
We have been surviving without India and will do so, because Indians have come to this country and disrespected our norms, our culture and our way of life. People are tired and will no longer put up with it.
Identity Attack0.45610145
Insult0.24287975
Profanity0.07643871
Threat0.016638106
Severe Toxicity0.023076924
Moderate 0.37458646 Moderate Con 0.466 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want …
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want and need. Plain and simple. I dont see white canadians or amaricans as politicians in any other country! Its all their own people! India, Pakistan, China and so on. Canada needs to stand strong against outsiders and new comers who think their coming here to bring there BS
Identity Attack0.43256098
Insult0.24928534
Profanity0.108590275
Threat0.010628296
Severe Toxicity0.017416617
Moderate 0.37340668 Constructive 0.522
Oct 12, 2025 IRCC Names India in Study …
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they …
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they know, they think this way they will have a better life in Canada, but in reality they are fucking the economy and not thinking about its consequences in the long term. I assume most of them will wait no minute to go back to their home country once the economy in Canada crumbles. I feel really bad about this kind of behaviours and I feel ashamed.
Identity Attack0.2803029
Insult0.26395
Profanity0.38203895
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.3722269 Constructive 0.696 Personal_Narrative
Sep 29, 2025 2 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.