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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 6 of 14
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...
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
Identity Attack0.41975367
Insult0.20434737
Profanity0.10549548
Threat0.013321015
Severe Toxicity0.017610285
Moderate 0.37576625 Low Con 0.259 Moral_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Identity Attack0.13591312
Insult0.29855028
Profanity0.10116278
Threat0.012078222
Severe Toxicity0.013736901
Moderate 0.37576625 Moderate Con 0.379 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
They aint Indian sikh but Pakistani Khalistani
They aint Indian sikh but Pakistani Khalistani
Identity Attack0.45610145
Insult0.40243408
Profanity0.22792831
Threat0.11922921
Severe Toxicity0.22207877
Moderate 0.37458646 Low Con 0.168 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Be brave and use Sikhs on thumbnail
Be brave and use Sikhs on thumbnail
Identity Attack0.3817989
Insult0.2469859
Profanity0.16729468
Threat0.34804323
Severe Toxicity0.05832097
Moderate 0.37458646 Moderate Con 0.328 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Funny that hindi and Sikhs looove Israel and the jewish zionists
Funny that hindi and Sikhs looove Israel and the jewish zionists
Identity Attack0.44690517
Insult0.16780703
Profanity0.12639372
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.3722269 Low Con 0.167 Unverified_Claim
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people. As the one white dude said, they got the …
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people. As the one white dude said, they got the best of the worst aka much rather have Sikhs than the violent African groups .
Identity Attack0.46028158
Insult0.191015
Profanity0.1184936
Threat0.03787563
Severe Toxicity0.020515325
Moderate 0.3722269 Constructive 0.73 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The Sikh people are pretty cool it’s the Hindus that come and don’t care about anyone
The Sikh people are pretty cool it’s the Hindus that come and don’t care about anyone
Identity Attack0.40713623
Insult0.17486192
Profanity0.1352073
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.3722269 Moderate Con 0.428
Nov 15, 2025 Inside Canada's Indian Metropolis (Brampton)
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY …
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY THE COLOR OF THEIR SKIN? Sorry, you weren't economically successful or supportive as the Sikhs and other Indians are. That's how it is demographic change. At least they aren't stealing and murdering others like the other humans
Identity Attack0.40158966
Insult0.25602314
Profanity0.044417568
Threat0.06658544
Severe Toxicity0.01896597
Moderate 0.3722269 Constructive 0.508 Identity_Assertion
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Sikhs talked about humanity and helping but they don't help to anyone other than Sikh community even they don't help other Indians forgot about white people.
Sikhs talked about humanity and helping but they don't help to anyone other than Sikh community even they don't help other Indians forgot about white people.
Identity Attack0.44690517
Insult0.16861114
Profanity0.09195647
Threat0.011715741
Severe Toxicity0.017481172
Moderate 0.36867723 Moderate Con 0.395
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived …
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived illegally was taken back to India by indian authorities. But illegal Indians thise Canadian Government choose to keep and not handover to India purposely are mystery. And Remember Canada's Anti India group AKA Criminal Sikh Khalistani organisation which is Legally protected, patronised, used by very Canadian political party & Canadian Secret Service agencies to Snub india in geopolitics. Vanadian courts have already convicted these Khalistani Criminals for Bombing Air India Flight in 1983 where 300+ Candian citizens were died. These khalistanis & other ilegal indian immigrant who are willfully protected by canada under the name of Social Religious Freedom & what not. India had already complained to Canada about stop giving political asylum to these criminal groups, end the support to these Sikh Khalistani Criminals who are awaiting Criminal trials in Indian courts. But Canada refused to handover these criminals, many of these who have become Khalistani Drug Cartel Operatives & recruits living in Canada under secret Canadian government protection. And same Khalistani Big drug cartel money goes in to Canadian election funding and to the Canadian Political parties both the Conservative & Liberals are in co hoot with these Indian criminals. Thats why they get free run in Canada. Hense Canadian political parties protect ,shield the Khalistani group members when ever they get into trouble with Canadian Law & enforcement. So Canadian whites are equally responsible for corruption, rampant unchecked immigration of criminals and then its easy for Whites Canadians to blem India & Indians for everything mess they have created in Canada. No White Canadian is questioning RCMP's role in all this mess bcoz white Canadians never want to question their White Canadian Police and how the RCMP police operates ignoring the criminal activities of Immigrants who become drug cartel members and how the hell they get quick easy Canadian Citizenship where as a Legal Skilled immigrant do not get Canadian PR or Citizenship even after putting many efforts and money as fees. Something Rot is Cookin in Canada and it Smells bad....😢😢
Identity Attack0.4139151
Insult0.26957804
Profanity0.049427703
Threat0.011612174
Severe Toxicity0.018126737
Moderate 0.36867723 Constructive 0.504 Unverified_Claim
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Punjabis are NOT Indians. Sikhs' homeland is Khalistan (Punjab)
Identity Attack0.44690517
Insult0.34237885
Profanity0.16450337
Threat0.035458352
Severe Toxicity0.14126498
Moderate 0.3666224 Low Con 0.21 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Hindus and Sikhs do not seek coverts.They wish to live peacefully and coexist peacefully. I cannot say that about Christians and Muslims who are seeking converts and incase of muslims create havoc in society.
Hindus and Sikhs do not seek coverts.They wish to live peacefully and coexist peacefully. I cannot say that about Christians and Muslims who are seeking converts and incase of muslims create havoc in society.
Identity Attack0.46028158
Insult0.16839184
Profanity0.0569429
Threat0.015602129
Severe Toxicity0.014898917
Moderate 0.3625127 Constructive 0.595 Identity_Assertion
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes …
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes annoying.
Identity Attack0.41975367
Insult0.24767025
Profanity0.13961408
Threat0.0104988385
Severe Toxicity0.017868511
Moderate 0.36095104 Constructive 0.653
Jan 27, 2026 Inside Canada's Indian Invasion...
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians …
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians who come to the US are vetted, are educated, and work hard. Since the 90s, most of the Indians who come to the US are not Punjabi Sikhs, nor are they Muslim. Punjabis came earlier, but since the tech boom, most who come are Hindus usually from Southern India. About 20% are also Christian. These Hindu and Christian Indians from Southern India are model minorities. Think of these kids who do well in the Spelling Bee. No crime, no trash, just educated hard working folks. Especially here where I am in San Jose, CA. So are these Canadians lying, or are the type of Indians who go to Canada worse? Those with fake diploomas or Sikhs claiming refugee status due to their religion and not being safe in Hindu India? Something is amiss bc how can these Indian immigrants be so different? If Canada is not vettung their immigrants why not? I also know that a coworker of mine who is from Southern India, his niece recently secured a visa to Canada and she is a Radiation Oncologist, an occupation Canada is in need of. So assumed lie the US, Canada is letting in needed skilled workers.
Identity Attack0.37361985
Insult0.3126888
Profanity0.06395709
Threat0.0076507707
Severe Toxicity0.0127685545
Moderate 0.36095104 Constructive 0.813
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
at 11:28 you've been to a Hindu temple, I would be very careful with the sweet food they gifted you, sometimes they add cow piss into them at Hindu temples. Would rather eat at Sikh …
at 11:28 you've been to a Hindu temple, I would be very careful with the sweet food they gifted you, sometimes they add cow piss into them at Hindu temples. Would rather eat at Sikh Gurudhwara
Identity Attack0.36702603
Insult0.17858955
Profanity0.22713706
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.36095104 Constructive 0.678
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Wherever Sikhs go , Hindus will follow .
Wherever Sikhs go , Hindus will follow .
Identity Attack0.41222036
Insult0.16802633
Profanity0.09518933
Threat0.09316374
Severe Toxicity0.023076924
Moderate 0.36095104 Low Con 0.239
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, …
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, you would berated in your own country, ask the muslims and Christians the suffering they go through because of the majority. The punjabi population you see there is predominantly Hindu too not sikh. They have been trained to say they are from Punjab to take attention away from Hindus
Identity Attack0.45610145
Insult0.17858955
Profanity0.037904397
Threat0.043955702
Severe Toxicity0.015544481
Moderate 0.36095104 Moderate Con 0.46 Fear_Threat
Feb 28, 2026 7 likes Inside Canada's Indian Invasion...
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
Identity Attack0.42615733
Insult0.1640896
Profanity0.0913099
Threat0.015947454
Severe Toxicity0.022193791
Moderate 0.36095104 Moderate Con 0.486 Solidarity
Feb 16, 2026 Inside Canada's Indian Invasion...
Only the Sikhs and Hindus will give you prashad and free meal to anyone. Because they believe in charity. If it was Islamic, you get nothing.
Only the Sikhs and Hindus will give you prashad and free meal to anyone. Because they believe in charity. If it was Islamic, you get nothing.
Identity Attack0.45610145
Insult0.15236975
Profanity0.048425674
Threat0.009877442
Severe Toxicity0.015479924
Moderate 0.36095104 Moderate Con 0.347
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are literally among the nicest people on earth. Just don't allow the hendos and the mozlies.
Sikhs are literally among the nicest people on earth. Just don't allow the hendos and the mozlies.
Identity Attack0.39334553
Insult0.24928534
Profanity0.13432594
Threat0.02492592
Severe Toxicity0.021290002
Moderate 0.36043653 Moderate Con 0.441 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so …
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so they can tame Hindus of India & get things done, agencies even turned blind eye about their drug activities & crimes. Fast forward to 2025, these people are now liability for Canada with massive trans national drug cartels (Trucks), crimes & their anti Canada activities.*
Identity Attack0.39870077
Insult0.26395
Profanity0.026454043
Threat0.012337137
Severe Toxicity0.01754573
Moderate 0.3561489 Moderate Con 0.358 Unverified_Claim
Sep 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when …
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when he got arrested, his bag had 3 bundles of rope, 2 carving knives, and 2 rolls of duck tape. Make sure people learn the actual truth, this surface level journalism always leaves these questions unanswered. I will tell you the answer, and it is a Yes!
Identity Attack0.28034934
Insult0.16795322
Profanity0.073529124
Threat0.13815513
Severe Toxicity0.015931819
Moderate 0.3389984 Constructive 0.668 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...

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.