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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

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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: "The difference between Indians in …" 141 comments · Page 4 of 6
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 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)
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
Identity Attack0.27340925
Insult0.06023245
Profanity0.08064143
Threat0.010214032
Severe Toxicity0.009422302
Low Tox 0.25462922 Constructive 0.632
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no …
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no respect or manners something really needs to done thank you
Identity Attack0.2949366
Insult0.086852804
Profanity0.022286616
Threat0.007819066
Severe Toxicity0.010223389
Low Tox 0.25462922 Constructive 0.617 Identity_Assertion
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
And people in america still tell me to this day that this cant happen. Its already happening. Not just with indians, but with dozens of different ethnicities. Thank god trump shut the border down. But …
And people in america still tell me to this day that this cant happen. Its already happening. Not just with indians, but with dozens of different ethnicities. Thank god trump shut the border down. But I feel very uneasy about how the us will look in 2 decades. Its going to be a brown melting pot 😢
Identity Attack0.27510223
Insult0.06858205
Profanity0.038154904
Threat0.016292779
Severe Toxicity0.008735657
Low Tox 0.2540519 Constructive 0.557 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
As somebody born and raised in Canada I’ve always said it was kinda of ironic that a country that was founded by colonizing Indians is getting re-colonized by different Indians
As somebody born and raised in Canada I’ve always said it was kinda of ironic that a country that was founded by colonizing Indians is getting re-colonized by different Indians
Identity Attack0.30103904
Insult0.07491849
Profanity0.023106437
Threat0.0072882893
Severe Toxicity0.006752014
Low Tox 0.2540519 Moderate Con 0.445
Sep 18, 2025 51 likes Inside Canada's Indian Metropolis (Brampton)
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
They CAN do this because of what generations of Canadians did. Why can’t they do the same in India? What is different there than in Canada? I will say I’ll take a million Indians before …
They CAN do this because of what generations of Canadians did. Why can’t they do the same in India? What is different there than in Canada? I will say I’ll take a million Indians before 1 Muslim.
Identity Attack0.316
Insult0.053205602
Profanity0.021330157
Threat0.0130621
Severe Toxicity0.008087158
Low Tox 0.25084448 Constructive 0.574
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire …
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire other Indians anymore since they have the options of only their type. They erased several industries at this point, most small business are forgien owned, Indian or middle eastern. They can't drive (just google India driving) theirs a couple feet of snow and they just floor it around sliding through intersections while playing candy crush or what ever Every business that is fast food place is almost exclusively Indian to the point the "white point game" isn't even playable. They buy up insane amounts of properties because they bring thier entire family on different visas and many just stay till they get deported as they bring that money home with them. Every student housing is filled with Indians, every one bedroom has 30 of them living in it. Most starter homes where cheap so they bought them to flip with thier combined money. Security sector is filled with them exclusively because it's the highest amount of money they can make here without any skills .(Most are 0 skilled). Schools all had to cut staff in half because when we cut funding and spots for people coming to our universitys they lost half thier income. Crime rate went way up. My city is really bad for human trafficking and aex trafficking. Many come to our city since it's far enough away to commit crimes. Many get 0 consequences because again.. Illegally overstaying a visa is deportation. Doug Ford literally gave everyone 200$ before an election...like how corrupt and garbage is this country. Now we have Indian only business that can't speak English, similar to the daycare issue. Job postings for specific races or language s only. Mind you everything just stated is also being done by the Arabs and Somalis and Nigerians. Many of these people coming here are "escaping dangerous situations" Wich means criminals who want to start again. Somehow these people with 0 resources have the money to buy million dollar properties 😂 Also don't forget, it's a hate crime to say or do many things about this and could land you in jail or worse. Much of Canada are college towns and those idiot kids want more
Identity Attack0.28034934
Insult0.113185234
Profanity0.087430455
Threat0.018019408
Severe Toxicity0.0125103295
Low Tox 0.25084448 Constructive 0.658 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
People be talking abt Indian but not the chinese and Japanese and Vietnamese like there’s no difference between Indian and the Chinese they slowly taking over the country
People be talking abt Indian but not the chinese and Japanese and Vietnamese like there’s no difference between Indian and the Chinese they slowly taking over the country
Identity Attack0.28883415
Insult0.070799805
Profanity0.043415543
Threat0.009722093
Severe Toxicity0.00869751
Low Tox 0.24924077 Low Con 0.245 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their …
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their own rules and the way they did things from the country of origin. if they throw trash in the streets where they use to live they throw trash in the streets in the host country.. and again as I said on another video of yours, we use to have a sustainable model that took in high value people (most of the time) now with the liberals they have brought in everyone including criminals, those who refuse to speak English, those who want to keep the way of life they had elsewhere, uneducated, and going to fake schools that are only there to get people here on student visas. their culture is one of scams, racism, do we have good east Indians? yes 100% I have met many that I love, but over these past few years the ones who have taken over.. no.. they do not have any respect for us or even those East Indians that have been here for generations.
Identity Attack0.15731181
Insult0.107333586
Profanity0.09324962
Threat0.008841781
Severe Toxicity0.009841919
Low Tox 0.24924077 Constructive 0.705
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is accepted, and Brampton became a hot-spots for Indians. And Brampton has a massive population, of course there are going to be some "bad actors". In places like Caledon and Montreal which have lower indian populations have the same issues. Just because one race has a few bad people doesn't mean all indians are terrible. If the race problem is that big of a issue, move to a different part of Brampton, it's not a small place.
Identity Attack0.28034934
Insult0.08434689
Profanity0.050930742
Threat0.009204263
Severe Toxicity0.007247925
Low Tox 0.24763705 Constructive 0.71 Moral_Argument
Feb 5, 2026 Inside Canada's Indian Invasion...
What you have to understand are that the indians that came here 10+ years ago or the ones born here are completely different than the new ones especially these fake "international students". The ones that …
What you have to understand are that the indians that came here 10+ years ago or the ones born here are completely different than the new ones especially these fake "international students". The ones that moved here before had the social capital, finances and resources to move. The new ones, their family bring them over or they use student visas bc they dont have the wealth. Class is everything when looking at this issue. Even the old demographic of Indians dont like the FOB ones because they cause trouble and dont assimilate or even try
Identity Attack0.26833034
Insult0.11978693
Profanity0.07191269
Threat0.009463178
Severe Toxicity0.008010864
Low Tox 0.2412222 Constructive 0.616
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It just seems easier than putting in the hustle. I don't understand what the problem is. If someone wants to work, we should let them. Clearly, we have different priorities. We only get one life—just enjoy it and keep complaining about all the Indian people actually doing the work. We need someone to hate and complain about so we can hide our laziness. Honestly, if they leave, we’ll have to go to work, and I don’t think that's going to be easy. So, I'll say thanks to the foreigners who are actually working and paying taxes so we can collect our welfare checks.
Identity Attack0.23239216
Insult0.08484049
Profanity0.064458095
Threat0.012596053
Severe Toxicity0.008773804
Low Tox 0.2396185 Constructive 0.586 Humor_Satire
Aug 29, 2025 Why Canadians Are Turning Against …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, so-called white American, and love Sanatana Dharm, or what most people call Hinduism - that term should soon be forgotten. Anyway, this video shows a variety of people called Indians but whom are vastly different in belief. So much so, they maybe fighting in India but abroad, they stick together. Islam and most Indian philosophies (they are not religions as there is no overarching institution or organization) feed the "devotees" several times a day...it is a part of the culture, shared meals with those who share faith. The Indians, they basically want a better life and will send money home. Muslims will buy land through a trust and then buy more and more. I don't know about Canada, but there are no such cultures in America - well, the Church has bought a lot of land but does nothing to serve people. The Mormons have land and a strong daily schedule, some community churches have very strong programs, but as a whole, The Church has done nothing to make itself appealing and therefore, there's no opposite or equal force. What to do? and as far as assimilating, yes, they should, but to what? Should they start playing hockey, drinking beer, etc. The second gen might. The West has lost it's way and religion isn't the solution but a culture not so decadent would be a good start.
Identity Attack0.28034934
Insult0.06722072
Profanity0.075792134
Threat0.014911477
Severe Toxicity0.008888245
Low Tox 0.2359567 Constructive 0.847
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town into an assimilation of their country make it make sense. Loved how the Indian lady summed it up because immigrants are different
Identity Attack0.27682206
Insult0.07840354
Profanity0.073529124
Threat0.006861079
Severe Toxicity0.0061416626
Low Tox 0.23415339 Constructive 0.75 Comparative_Framing
Feb 7, 2026 Inside Canada's Indian Metropolis (Brampton)
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. …
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. BUT I fully agree that Turdeau govt should not have opened the gates for everyone after Covid, Student Visa/legal immigration is a different issue.
Identity Attack0.28034934
Insult0.071433455
Profanity0.017162729
Threat0.006641001
Severe Toxicity0.0050354004
Low Tox 0.2330714 Constructive 0.721 Policy_Critique
Feb 14, 2026 Inside Canada's Indian Metropolis (Brampton)
The indians who moved to USA vs the indians who moved to canada are so different while the usa one are educated skilled ones while these are mostly truck drivers.
The indians who moved to USA vs the indians who moved to canada are so different while the usa one are educated skilled ones while these are mostly truck drivers.
Identity Attack0.27759558
Insult0.0838533
Profanity0.018802373
Threat0.0063950317
Severe Toxicity0.005569458
Low Tox 0.23198941 Moderate Con 0.363 Unverified_Claim
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Difference between the somali community and indian community is night and day... indian people generally have a very strong work ethic and are educated but like with everything there is diminishing marginal utility when you …
Difference between the somali community and indian community is night and day... indian people generally have a very strong work ethic and are educated but like with everything there is diminishing marginal utility when you decide to import in mass. It's not optimal.
Identity Attack0.27701542
Insult0.076819435
Profanity0.025360947
Threat0.00746953
Severe Toxicity0.005760193
Low Tox 0.22043827 Constructive 0.608
Jan 27, 2026 Inside Canada's Indian Invasion...
Big difference with indians, you are laughing together during interviews instead of preparing to run like in most of your other episodes.
Big difference with indians, you are laughing together during interviews instead of preparing to run like in most of your other episodes.
Identity Attack0.20680901
Insult0.07555214
Profanity0.040409464
Threat0.00823333
Severe Toxicity0.0061035156
Low Tox 0.20973456 Low Con 0.213 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Sydney Australia and it's suburbs are just as invaded. The only difference is that there are fewer Indians and Moe Thai, Filipino, and Indonesians. Both have about equal percentages of Chinese.
Sydney Australia and it's suburbs are just as invaded. The only difference is that there are fewer Indians and Moe Thai, Filipino, and Indonesians. Both have about equal percentages of Chinese.
Identity Attack0.27701542
Insult0.056719027
Profanity0.021603432
Threat0.008634649
Severe Toxicity0.0064468384
Low Tox 0.20219094 Constructive 0.532
Aug 25, 2025 Why Canadians Are Turning Against …
At 9:16, I just had to roll my eyes when the Indian guy said he sees no discrimination there in Brampton. Discrimination usually occurs when a person from one ethnic groups treats somebody from another …
At 9:16, I just had to roll my eyes when the Indian guy said he sees no discrimination there in Brampton. Discrimination usually occurs when a person from one ethnic groups treats somebody from another ethnic group differently, not sure if he knows that!
Identity Attack0.20483385
Insult0.04090862
Profanity0.041661996
Threat0.009799767
Severe Toxicity0.0059890747
Low Tox 0.200795 Constructive 0.596
Sep 24, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Identity Attack0.24970764
Insult0.056133457
Profanity0.015967157
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.19986437 Constructive 0.741 Moral_Argument
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.