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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: "Indians are people who you …" 1,087 comments · Page 20 of 44
This is still better than coming in big ships, spreading diseases and killing native people, and forcefully taking native peoples land and pushing them to extinction. You should be grateful Indians are not repeating white …
This is still better than coming in big ships, spreading diseases and killing native people, and forcefully taking native peoples land and pushing them to extinction. You should be grateful Indians are not repeating white people history, like history of US Canada South Africa New Zealand Australia 😅
Identity Attack0.44690517
Insult0.16883044
Profanity0.05393682
Threat0.2836219
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.412 Comparative_Framing
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Identity Attack0.458714
Insult0.21135417
Profanity0.07126612
Threat0.014048163
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.246
Sep 21, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love …
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love others as long as you not call them out and if you do, all these angelic demeanor falls off, they come for you, your family, everyone. - complete respect for the countries they inhabit seeking absolute dominance and control. - then turn the country into sh.... then make their kids move to other countries to encroach and change demographics. Japanese, if you're reading this, don't tell us that the liberal left-wing Indians didn't warn you!!
Identity Attack0.32476485
Insult0.34314156
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.563 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
Identity Attack0.44690517
Insult0.18107465
Profanity0.09324962
Threat0.020609349
Severe Toxicity0.020515325
Moderate 0.37751234 Moderate Con 0.412 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their …
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their beliefs on everyone else and threaten people 3.) get entitled benefits to the moon.
Identity Attack0.3895355
Insult0.26957804
Profanity0.22429734
Threat0.019055385
Severe Toxicity0.02116089
Moderate 0.37751234 Constructive 0.57
Aug 25, 2025 Why Canadians Are Turning Against …
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...
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...
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. …
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. The religious community then pulls its resources and sets up all kinds of fake businesses across the city like daycares and special centers for people with Autism and mental retardation. They also take control of bodegas and gas stations across the city cash business is used to launder the money. Americans need to realize there's 1.5 billion Indians but there's only about 400 million Americans. They have quadruple or population and can easily send hundreds of millions of Indians to our country without losing any population. If they get caught doing crimes they just go to the Sikh temple and get help leaving the country with all their ill got in gains
Identity Attack0.39773783
Insult0.3388922
Profanity0.06495911
Threat0.010576514
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.601 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the …
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the same culture as India. I always believe when in Rome, be a Roman. So, you Canadians really need to do something about this
Identity Attack0.44690517
Insult0.2817503
Profanity0.079025
Threat0.008945347
Severe Toxicity0.01644827
Moderate 0.37751234 Constructive 0.516
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just …
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just living life..im ok with that as long as their not criminals
Identity Attack0.40447855
Insult0.30326313
Profanity0.0715894
Threat0.010757755
Severe Toxicity0.015867263
Moderate 0.37751234 Constructive 0.684 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
Identity Attack0.41052565
Insult0.18977246
Profanity0.16636424
Threat0.022335978
Severe Toxicity0.020515325
Moderate 0.37751234 Constructive 0.533 Unverified_Claim
Jan 27, 2026 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)
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when …
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when the visa expired we returned back to India… stop telling on the whole…. Mention as North Indians, actually these hindi speaking people are frauds even in India. If India seperates as north and south I will support…. These North Indians are bringing down the country’s name….
Identity Attack0.45610145
Insult0.3388922
Profanity0.03489832
Threat0.008764107
Severe Toxicity0.015673593
Moderate 0.37751234 Constructive 0.638
Sep 29, 2025 IRCC Names India in Study …
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean …
What is the solution to this? They are already here? They already have private property? What kind of policy are you going to apply? Or are you going to start a civil war. I mean its obvious that these Indians, Arabs, and Africans are a problem in Canada. What are you going to do about it? You people just complain.
Identity Attack0.46028158
Insult0.2435641
Profanity0.03189224
Threat0.03165977
Severe Toxicity0.01896597
Moderate 0.37751234 Moderate Con 0.355 Policy_Critique
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Why are they so mean to Indians, maybe a subsector of them, There are Jews that do the same thing? Back in India from what I understand the British had messed it up psychologically for …
Why are they so mean to Indians, maybe a subsector of them, There are Jews that do the same thing? Back in India from what I understand the British had messed it up psychologically for over 200 years so bad and people lost there wealth, the property from the famine, there culture had been ruined particularly in the north-eastern India, these Indians are not north-eastern. They are not doing anything evil, satanic, look to your churches for that, there were some really twisted things happening there with the authority and church fathers and pedophilia and buried of children and countless other scanerios torture chambers, torturing women, church vs government...
Identity Attack0.41052565
Insult0.2659317
Profanity0.21564959
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.536
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem isn't Indian people coming to Canada, its Indian people turning Canada into India...
The problem isn't Indian people coming to Canada, its Indian people turning Canada into India...
Identity Attack0.48990932
Insult0.16195811
Profanity0.028093686
Threat0.0077025536
Severe Toxicity0.014576134
Moderate 0.37694603 Low Con 0.21
Sep 18, 2025 8,055 likes Inside Canada's Indian Metropolis (Brampton)
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, …
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, smear campaign on job sites to get other contractors fired and of course the job will most likely be handed to them. Was disgusted when realising that some of them are getting paid 13/hr. To be short, this people are terribly dreadful and malignant in so many ways just really good at hiding it. And I am also an immigrant.
Identity Attack0.3825363
Insult0.35016364
Profanity0.14225815
Threat0.029933142
Severe Toxicity0.020515325
Moderate 0.37694603 Constructive 0.615
Aug 26, 2025 Why Canadians Are Turning Against …
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...
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got …
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got nothing against them it's just they can be so mean and racist.
Identity Attack0.40158966
Insult0.25998658
Profanity0.17241211
Threat0.010990778
Severe Toxicity0.017481172
Moderate 0.37576625 Constructive 0.742 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
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...
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians I really respect are sikhs there honestly some of the nicest and most charismatic people I know if there’s anyone who doesn’t deserves the hate it them
Identity Attack0.2964622
Insult0.16758773
Profanity0.14930901
Threat0.032695748
Severe Toxicity0.02116089
Moderate 0.37576625 Constructive 0.725 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in …
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in majority and yet ranting over immigrants. Karma follows everywhere 😄😄
Identity Attack0.41975367
Insult0.2469859
Profanity0.04892669
Threat0.010964886
Severe Toxicity0.017610285
Moderate 0.37576625 Constructive 0.507 Moral_Argument
Sep 19, 2025 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.