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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: "sikh way is the way" 21 comments
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need to assimilate to Countries they go to and learn the language. Also the Polish guy was right about them being Dirty. They need to do much better on that issue. If you have been the India it is VERT DIRTY. The Hindu & Sikh people know about the Muslims. We Westerns need to learn it also before it's to Late.
Identity Attack0.57150364
Insult0.4810288
Profanity0.28708664
Threat0.44605255
Severe Toxicity0.35368225
Moderate 0.52007306 Constructive 0.675 Identity Attack Fear_Threat
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
IDK I wouldn't mind a Sikh or Hindu immigration problem, as long as they all eventually assimilated to the Canadian way of life. They should be happy they're not Muslim refugees. Though I notice they …
IDK I wouldn't mind a Sikh or Hindu immigration problem, as long as they all eventually assimilated to the Canadian way of life. They should be happy they're not Muslim refugees. Though I notice they have those undesirables in Canada as well.
Identity Attack0.5913144
Insult0.41530323
Profanity0.10023434
Threat0.01187109
Severe Toxicity0.02373986
Moderate 0.49139655 Constructive 0.595 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a normal family house. So actually you failed to show to scary side from them. You expected something like cartel side action. 😂😂😂😂 . Did the food tasted good at least. Indians not Africans which you met in Rome or Paris. Punjabi are human threating religion. You should have know that. Or atleast read about Sikh religion. Maybe then you will realize the real deal!!!
Identity Attack0.44690517
Insult0.32211447
Profanity0.19524631
Threat0.038220957
Severe Toxicity0.023458159
Moderate 0.39021665 Moderate Con 0.381 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 …
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 in London when my friend took me along to a gurdwara,my first time . They don't ask any questions, they just feed and you will see people volunteering their services at preparing the food and someone else serving you...at least, they give back to society unlike some of the filthy rich who just want to hoard more and give nothing back . People don't realize that the world revolves on kind people and their generosity. If everyone was greedy, there would be nothing else to hoard and you can't even take it with you when your life ends. I guess it's just a matter of perspectives and your life experiences !
Identity Attack0.39461556
Insult0.37506318
Profanity0.20808282
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.844
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing …
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing is , treat human as human being. See history , when Indians initially landed there , they were not treated at par but we did not asked for HINDU SIKH or JAIN laws................We try to build ourselves with hardwork and keeping family roots intact. This is the reason Indians are successful migrants. Even in India , they stay in close family relations and financial transactions are done only in community to ensure that money flows within community. This is not crime but way of gaining wealth for longer properity and existence.
Identity Attack0.46028158
Insult0.24493282
Profanity0.10178173
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.73
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)
It's no fair to say that Sikhs don't assimilate. They HAVE to dress that way for their religion. Except for the Punjab, they stick out in their own country - and many of them aren't …
It's no fair to say that Sikhs don't assimilate. They HAVE to dress that way for their religion. Except for the Punjab, they stick out in their own country - and many of them aren't happy about it. The whole idea of it is for Sikhs to be conspicuous. .
Identity Attack0.3817989
Insult0.2435641
Profanity0.10301965
Threat0.0116639575
Severe Toxicity0.013672344
Moderate 0.32971194 Constructive 0.654 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Nothing wrong with the Sikhs they are awesome 👌 here in the UK they integrate into our culture and way of life. It's the Islamists you should be worried about.
Nothing wrong with the Sikhs they are awesome 👌 here in the UK they integrate into our culture and way of life. It's the Islamists you should be worried about.
Identity Attack0.3819294
Insult0.08533409
Profanity0.08193458
Threat0.012854968
Severe Toxicity0.01502803
Moderate 0.3234372 Constructive 0.663 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
Identity Attack0.38176915
Insult0.1342682
Profanity0.038655918
Threat0.009722093
Severe Toxicity0.012207031
Moderate 0.30514878 Low Con 0.264 Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I …
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I have Sikh friends who feel the same way. They feel like the new “students” and business subsidy abusers are ruining everything the old immigrants built. The new ones are ruining the reputation of the ones who have slowly integrated into the Canadian way of life. My Sikh friends are embarrassed by the actions of the wave of people coming in now… they even want them out
Identity Attack0.27875587
Insult0.24928534
Profanity0.08096472
Threat0.009825659
Severe Toxicity0.0104522705
Low Tox 0.29771072 Constructive 0.669 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain …
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain about the lack of assimilation of immigrants to the diverse Indian culture. But abroad in another country as immigrants they want to protect their culture and do not want to assimilate to that country's culture or way of life. 😅 The comments about equality of humans, non discrimination etc made me laugh so much.. Ask them about the caste discrimination in their society, anti-conversion laws, attacks on sikhs, muslims, christians institutions/places of worship, and how they treat african students & other non-white races in India to have a better understanding on their views. 😂😅
Identity Attack0.28034934
Insult0.09563028
Profanity0.06946823
Threat0.009023022
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.792 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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)
Probably be hated for this but Sikhs are genuinely lovely people, they go out of their way to help others.
Probably be hated for this but Sikhs are genuinely lovely people, they go out of their way to help others.
Identity Attack0.10221587
Insult0.03511308
Profanity0.040910475
Threat0.008220384
Severe Toxicity0.004196167
Low Tox 0.15103401 Constructive 0.575 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared …
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared by everyone. at the next temple, the hindu man talks about how it feels just like his hometown. the difference is telling: one way of speaking makes the community feel wide and inclusive, the other makes it feel narrow and personal. it leaves you wondering when we recreate only one person’s hometown, what happens to ours?
Identity Attack0.062039822
Insult0.029163294
Profanity0.018324144
Threat0.007909686
Severe Toxicity0.002412796
Low Tox 0.09394901 Constructive 0.646
Sep 19, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
sikh way is the way
sikh way is the way
Identity Attack0.033269364
Insult0.016860934
Profanity0.024814399
Threat0.009307829
Severe Toxicity0.0042915344
Low Tox 0.05230548 Low Con 0.235 Identity_Assertion
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Creating confusion to tell 0.8 million Sikhs living in the Canada . I would say wrong figure. According to Sikh way of life then no more than 2,000 Sikhs in the Canada. I am a …
Creating confusion to tell 0.8 million Sikhs living in the Canada . I would say wrong figure. According to Sikh way of life then no more than 2,000 Sikhs in the Canada. I am a first of all human and citizen of this planet then my belief( Equality).
Identity Attack0.026007013
Insult0.013478912
Profanity0.010194245
Threat0.006207318
Severe Toxicity0.0011539459
Low Tox 0.036162965 Constructive 0.72
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.