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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: "As Sikh, we should not …" 347 comments · Page 10 of 14
The SIKH are one of the few people we should allow into our countries.
The SIKH are one of the few people we should allow into our countries.
Identity Attack0.28034934
Insult0.06302499
Profanity0.048175167
Threat0.022163315
Severe Toxicity0.015802706
Low Tox 0.24442963 Moderate Con 0.375 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian …
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian invasion the most.
Identity Attack0.29035977
Insult0.06858205
Profanity0.03239325
Threat0.009385503
Severe Toxicity0.0064468384
Low Tox 0.24442963 Constructive 0.647 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
If you trying to be nick sherly with the sikhs, not gonna happen, research first, indian sikhs gave their lives for canada fought wars, Pay taxes, everything You need research man, couple of bad apple …
If you trying to be nick sherly with the sikhs, not gonna happen, research first, indian sikhs gave their lives for canada fought wars, Pay taxes, everything You need research man, couple of bad apple can’t describe indian sikhs
Identity Attack0.23694818
Insult0.11172232
Profanity0.024472807
Threat0.0084793
Severe Toxicity0.0060272217
Low Tox 0.2412222 Moderate Con 0.369 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to his Sikh /Khalistani vote who are an extremely powerful lobby in the Canadian govt, every party in Canada has high ranking Khalistani politicians. The liberal yt elite Canadian govt sold its working and middle class ( who are largely white Canadians) for a 3rd world servile class which would keep them in power forever but it comes at the cost of massive collapse of social cohesion, falling wages and massive cultural shifts. When I visited Toronto, an Indian fast food worker said he was giving me an extra BBQ sauce as a favor and would charge for the second, I called the manager too school this moron and she was also shocked , when you mass import million of 3rd world largely uneducated Indians they mentally still think the are in India
Identity Attack0.24293575
Insult0.113185234
Profanity0.021535112
Threat0.008712323
Severe Toxicity0.006980896
Low Tox 0.2396185 Constructive 0.577 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
Identity Attack0.26325142
Insult0.06477321
Profanity0.072882555
Threat0.02181799
Severe Toxicity0.013995127
Low Tox 0.23812068 Moderate Con 0.383 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Identity Attack0.2877625
Insult0.06722072
Profanity0.07191269
Threat0.009592636
Severe Toxicity0.009765625
Low Tox 0.23379272 Moderate Con 0.442 Identity_Assertion
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Why you hate Sikhs ?
Why you hate Sikhs ?
Identity Attack0.26663736
Insult0.047349896
Profanity0.057944927
Threat0.010188141
Severe Toxicity0.00705719
Low Tox 0.23343207 Low Con 0.297 Question
Feb 16, 2026 Inside Canada's Indian Invasion...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Remember the terrorists who blew up the Air India 747 40 years ago. The Sikhs brought their fight against India to Canada and we suffer for it.
Remember the terrorists who blew up the Air India 747 40 years ago. The Sikhs brought their fight against India to Canada and we suffer for it.
Identity Attack0.23542951
Insult0.0654725
Profanity0.018529098
Threat0.04098356
Severe Toxicity0.0074768066
Low Tox 0.22579013 Constructive 0.639 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
Identity Attack0.28034934
Insult0.047349896
Profanity0.059447967
Threat0.010162249
Severe Toxicity0.00869751
Low Tox 0.22311419 Low Con 0.288 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need someone outside from Brampton coming in to provoke our community. Especially when ya’ll will never comment on the strengths of these immigrants—some of the most hardworking people you’ll meet. E.g. how the Punjabi Sikh community raised over $2.3 million for the first hospital in Brampton. Let’s emphasize the love, brother. 🙏🏽
Identity Attack0.116281845
Insult0.10148193
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.005760193
Low Tox 0.2191003 Constructive 0.756 Solidarity
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee …
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee and asylum seekers who are a liability. Also as a sikh Indo Canadian. I couldnt care less about Khalistan.
Identity Attack0.23163283
Insult0.06984934
Profanity0.020032106
Threat0.007197669
Severe Toxicity0.0050735474
Low Tox 0.21374844 Constructive 0.782 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like …
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like this before. Want change clean up this liberal government. Its liberal supporters that allow this.
Identity Attack0.11976352
Insult0.13064787
Profanity0.014771583
Threat0.007262398
Severe Toxicity0.0036239624
Low Tox 0.21107252 Constructive 0.565 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming …
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming to canada 1870. We fight to world war even protect this country as well and protecting you from Nazi more than 350,000 sikh soldier died in fast and second world. but we never complained why the people coming from Ukraine and other European country and some racist they are only less than 0.001% and they’re talking about the Indians are coming to Canada why dehydration start coming to Canada for less electric and less than 300 400 a year but we come to Canada 7300 years ago this is proven DNA and we are willing to sacrifice our life to protect nation. This is our country as well. If you don’t know the history first learn it.
Identity Attack0.13591312
Insult0.110259406
Profanity0.025497584
Threat0.011223801
Severe Toxicity0.0066375732
Low Tox 0.20973456 Constructive 0.616 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote …
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote that Canada has seen since September 2022. The timing of this event was significant — it came as Canadian PM Mark Carney met his Indian counterpart Narendra Modi on the sidelines of the G20 Summit in Johannesburg
Identity Attack0.18468912
Insult0.060927123
Profanity0.022013342
Threat0.13815513
Severe Toxicity0.010147095
Low Tox 0.20705862 Moderate Con 0.471 Unverified_Claim
Nov 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Sikh indians are the best kind. They should have priority to live in brampton
Sikh indians are the best kind. They should have priority to live in brampton
Identity Attack0.22631748
Insult0.04383647
Profanity0.060951006
Threat0.013631714
Severe Toxicity0.010528564
Low Tox 0.20265625 Moderate Con 0.363
Jan 13, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
The Sikh in the temple says we shouldn't worry about more Indians coming in, but tell that to his buddy's back home who are actively trying to create a Punjabi state with Sikh control. Every …
The Sikh in the temple says we shouldn't worry about more Indians coming in, but tell that to his buddy's back home who are actively trying to create a Punjabi state with Sikh control. Every one is for multiculturalism unit it happens to there home land.
Identity Attack0.25986546
Insult0.056133457
Profanity0.02030538
Threat0.009385503
Severe Toxicity0.0062561035
Low Tox 0.200795 Constructive 0.559
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Most of Richmond end Border control are Sikh. Spot the Canadian security man.
Most of Richmond end Border control are Sikh. Spot the Canadian security man.
Identity Attack0.18468912
Insult0.0777699
Profanity0.02303812
Threat0.010705971
Severe Toxicity0.0061798096
Low Tox 0.20056234 Moderate Con 0.375 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Trying to be PC here but there is a socio-economic and possible hygíene difference I believe between Sikh and Hindu Indians. A least thinking of the ones here in California the Sikhs tend to be …
Trying to be PC here but there is a socio-economic and possible hygíene difference I believe between Sikh and Hindu Indians. A least thinking of the ones here in California the Sikhs tend to be upper middle class, the other are often the sc@mmers ... But it seems like they all own rundown hotels and motels...and mini marts
Identity Attack0.25478655
Insult0.06652143
Profanity0.04667213
Threat0.008414571
Severe Toxicity0.007019043
Low Tox 0.19986437 Constructive 0.689 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are …
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are hardworking. I also request people from the community as mentioned above, please respect the nation and their culture and don't try to make Canada to India.
Identity Attack0.27682206
Insult0.04910661
Profanity0.019485557
Threat0.0070164283
Severe Toxicity0.004196167
Low Tox 0.19939905 Constructive 0.747 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are honest. Even hindus are innocent. Issue is governments
Sikhs are honest. Even hindus are innocent. Issue is governments
Identity Attack0.24074486
Insult0.061626412
Profanity0.040409464
Threat0.010990778
Severe Toxicity0.006752014
Low Tox 0.19789438 Moderate Con 0.306 Identity_Assertion
Dec 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory …
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory , so Indians regard themselves as the successors of the British Empire, so that we have reason to ask for more territory; our Indians’ greatest contribution to the world Just give birth to children. In order to have a population of 2 billion, we need more territory. Although we Indians have the most beggars in the world and most Indians have no jobs, it doesn’t matter. We will give birth to more children. Son, this way we can occupy Bhutan, Sri Lanka, Nepal, Pakistan,USA, Canada, Australia... until the whole earth
Identity Attack0.19495805
Insult0.061451588
Profanity0.07611542
Threat0.03787563
Severe Toxicity0.013736901
Low Tox 0.19124292 Constructive 0.547
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates …
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates who find all possible loop holes and even defraud immigration rules and exploit it. Whole villages are emptying in India and moving to suburbs in the west.. One who see Indians in the west might think Sikhs are India, but they are a miniscule minority of about 2% concentrated in Punjab region..
Identity Attack0.21866
Insult0.07365121
Profanity0.047674157
Threat0.010990778
Severe Toxicity0.006904602
Low Tox 0.19124292 Constructive 0.581
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And …
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And , The main point is the Sikh genocide , so particuarally in 1980's their was a fight between Indian government and radical sikh group to make another own country. So in the civil war our government launched Operation Blue Star in this the holyiest place the Golden temple for sikhs was attacked by Indian army and killed the main terrosist and somehow the main part of Golden Templen was burn.. So then the Sikhs were very government. Then, our prime minister Indhira Ghandhi was assisinate by their sikh body guard and then bcz she was very influencial person, people started riots and revoluting again the Sikhs , like in the main cities like the capital New Delhi people throw stones and boycott the Sikhs and the goverment stop funding their state PUNJAB so their was low job oppurnities and they economically.. So a mass migeration movement happen that every sikh families were moving in Cannada for good quality of Life....
Identity Attack0.20878418
Insult0.06477321
Profanity0.023584666
Threat0.02924249
Severe Toxicity0.0064468384
Low Tox 0.1883923 Constructive 0.686
Oct 27, 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.