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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "Indians are people who you …" 1,087 comments · Page 21 of 44
We have been surviving without India and will do so, because Indians have come to this country and disrespected our norms, our culture and our way of life. People are tired and will no longer …
We have been surviving without India and will do so, because Indians have come to this country and disrespected our norms, our culture and our way of life. People are tired and will no longer put up with it.
Identity Attack0.45610145
Insult0.24287975
Profanity0.07643871
Threat0.016638106
Severe Toxicity0.023076924
Moderate 0.37458646 Moderate Con 0.466 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Identity Attack0.44690517
Insult0.17486192
Profanity0.07805514
Threat0.011689849
Severe Toxicity0.015996376
Moderate 0.37340668 Moderate Con 0.366 Moral_Argument
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
Identity Attack0.4508763
Insult0.16124763
Profanity0.09195647
Threat0.037530303
Severe Toxicity0.023076924
Moderate 0.37340668 Moderate Con 0.435 Fear_Threat
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Many very hardworking Indian immigrants willing to do difficult work. That is a virtue. I don't see why people are so resentful. Just because things changed too fast and it's scary for them. Very childish …
Many very hardworking Indian immigrants willing to do difficult work. That is a virtue. I don't see why people are so resentful. Just because things changed too fast and it's scary for them. Very childish response with limited understanding. This kind of ignorance leads to prejudice.
Identity Attack0.24970764
Insult0.39297962
Profanity0.04867618
Threat0.0071847234
Severe Toxicity0.007171631
Moderate 0.3722269 Constructive 0.725
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the …
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the racism when I was a kid and even recently when I was told to "go back to my own country" in traffic. It disgusts me that because of these indian peoples unwillingness to assimilate, my kids will go through the same thing..
Identity Attack0.44690517
Insult0.24928534
Profanity0.07934829
Threat0.008712323
Severe Toxicity0.015931819
Moderate 0.3722269 Constructive 0.688 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all …
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all around the world worshiping the antichrist in the Islamic faith, doing voodoo and black magics in Africa, Jamaica, Haiti, Mexico, Columbia and the list goes on, all serving Satan praying to false gods. The concept of "one way to God through Jesus" stems from the biblical declaration in John 14:6 where Jesus says, "I am the way, the truth, and the life. No one comes to the Father except through me". This Christian belief holds that Jesus's unique role as God's Son, his perfect life, and his sacrificial death for humanity's sins make him the sole mediator and the only path to reconciliation and salvation with God. Yes, praying to false idols is considered a grave sin, as it is a form of idolatry that violates the fundamental principle of worshipping only the one true God. Idolatry is defined as the worship of something other than God, including physical idols, created beings, or even earthly things, and is seen as a profound sin because it steals glory due to God and prioritizes something powerless over the all-powerful true God. To pray to false idols from different Nations was and still is a trick, lie and manipulation of the devil to ensure that you all burn for all eternity in Hell with Satan, when Jesus returns. This is not meant as an insult to people from other cultures but a word of Gods truth being shared so you too can be delivered from the evil in todays word when Jesus does return and He is coming. Not everyone is guilty of evil works of the devil but we are all guilty of sin in every nation and every culture. God gifted us with the death of Christ so we can be delivered form sin in todays world and saved from eternal damnation. No other offer is made to man except those who believe in Christ. Why do you think that they want to destroy Christianity and all who choose God in Christ. Satan knows his time is up and he wants you and your generations to suffer eternal damnation with him. Government employees doing acts of terror against Christian places of worship. This is who our Corrupt Governments hire, not to protect and serve the people but do literal acts of terror against them. https://youtu.be/uCLkFrPdhXw Just look at our government run businesses in the LCBO https://youtu.be/THQWvc3_jcc ,which appears to have a very high number of East Indian employees as staffers and the police do nothing against it or in defense of the taxpayer. It appears that many from India are doing the devils works against Canadians https://youtu.be/LfLzJX7kXuI What is Pierre Poilievre doing for our economy again, as he claims that he has more important things to do to save our economy than stand in defense of the Canadian people for our rights and freedoms. https://youtu.be/sJyC7yda2FE Lies all lies as he plays the role of Pinocchio. Canada Nation Defense for terrorists against the people of Canada and believers in Jesus Christ. health Canada scientists promoting death and illness promoting things that are harmful to pregnant women, fake science and forcing these things on people by threatening their incomes livelihoods and freedoms to have basic living essential and conditions. Canada Revenue robbing every tax payer until the have nothing left. Even in your death as they find new was to ensure that death comes sooner than later in our lives by creating suicide programs, and free drug programs, criminal release programs, allowing criminals to break into your home to steal, destroy and kill you and your family, inviting terrorist into the country and free to do whatever harm they want to the Canadian people. You go to jail and they are free to do it again. This story of capital gains https://youtu.be/c0OukNP1vZ8is even before Carneys new 2026 Capital gains tax laws on you initial home and property as well, not just secondary real estate. They are greedy and want everything that you have worked your whole life for. Truth be told though, they have being saying this the whole time "you will have nothing and be happy" All these things are real and are happening in Canada under this evil agenda of both the Federal and Provincial governments. You as Canadians need to arm yourselves with the power Of God in Jesus Name as His word warns us in Ephesians 6:12; For we wrestle not against flesh and blood, but against principalities, against powers, against the rulers of the darkness of this world, against spiritual wickedness in high places. If you still don't believe me, then ask yourself "What has any one of those fake politicians Federal and provincial done against any of these evil actions that have been forced onto the Canadian people since Trudeau too power ten years ago...That was rhetorical, that have done nothing but talk from both sides of their mouths. They have done nothing for the people but they have served themselves in every possible way as they are all guilty of taking your money and living high on the hog while you go broke, homeless and without food. They are true evil ang guilty of crimes against humanity. I vow as I decree and declare to my Father in the heavens in the name of Jesus, that I will pray for the good people of Canada against this evil and corruption every day. I hope that many of you will join me in these prayers IN THE MORNING AND AT NIGHT, for Him to defend us against our modern day Pharaoh in Canada and deliver us from our oppressors', as He did for Moses and his people in the Book of Exodus against that evil that Satan brought and is bring to us again today. Amen!
Identity Attack0.40713623
Insult0.26957804
Profanity0.11477985
Threat0.014393489
Severe Toxicity0.022064678
Moderate 0.3722269 Constructive 0.51 Meta_Commentary
Sep 30, 2025 1 likes 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)
The “Canadians” are not the indigenous people of the land so really can’t complain. Be very grateful there Indians and not Pakistanis
The “Canadians” are not the indigenous people of the land so really can’t complain. Be very grateful there Indians and not Pakistanis
Identity Attack0.46028158
Insult0.2435641
Profanity0.044668075
Threat0.007870848
Severe Toxicity0.016964722
Moderate 0.3722269 Moderate Con 0.394
Oct 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada is a country built of immigrants, Indian, Chinese, Arab AND white people AND much more. Can we stop this racist narrative in 2026. There are bigger problems in the world, and if your neighbour …
Canada is a country built of immigrants, Indian, Chinese, Arab AND white people AND much more. Can we stop this racist narrative in 2026. There are bigger problems in the world, and if your neighbour being indian is bothering you, you need to look around and rethink your priorities.
Identity Attack0.44690517
Insult0.20434737
Profanity0.026180768
Threat0.008194493
Severe Toxicity0.01322045
Moderate 0.37073207 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians crossing illegally to the US passing by mexicans crossing illegally to Canada like that meme of the 2 people driving by each other 😅
Indians crossing illegally to the US passing by mexicans crossing illegally to Canada like that meme of the 2 people driving by each other 😅
Identity Attack0.44690517
Insult0.16989174
Profanity0.032643758
Threat0.008246276
Severe Toxicity0.014253352
Moderate 0.37073207 Low Con 0.242 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted …
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted just because I am white and the crime doesn't rise. I actually would like it and have expressly wanted to be in areas of the city without other white Canadians. That's boring.
Identity Attack0.46028158
Insult0.17486192
Profanity0.060951006
Threat0.010705971
Severe Toxicity0.012130737
Moderate 0.37073207 Constructive 0.771 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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)
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 older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian people that i have met have all been great or good in nature. Problem is they are Indian not Canadian. To many, to fast
Indian people that i have met have all been great or good in nature. Problem is they are Indian not Canadian. To many, to fast
Identity Attack0.46028158
Insult0.16788013
Profanity0.06345607
Threat0.00780612
Severe Toxicity0.016254602
Moderate 0.36867723 Constructive 0.618
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
Identity Attack0.46028158
Insult0.11464815
Profanity0.066963166
Threat0.008712323
Severe Toxicity0.015673593
Moderate 0.3666224 Moderate Con 0.35 Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Identity Attack0.3895355
Insult0.34237885
Profanity0.104876526
Threat0.009100696
Severe Toxicity0.013801457
Moderate 0.3666224 Constructive 0.62 Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The irony is that the people clowning the Indians for migrating aren’t even native in their own countries themselves 😂
The irony is that the people clowning the Indians for migrating aren’t even native in their own countries themselves 😂
Identity Attack0.38208112
Insult0.26957804
Profanity0.10178173
Threat0.0089712385
Severe Toxicity0.015092585
Moderate 0.3666224 Low Con 0.248 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. …
This is what Ive been waiting for, B town baby. I am an indian and am not at all proud of people leaving their own country to go be treated like dogs in other countries. All the punjabis and sindhis want to go to canada. Thx for making the vid. I will share with my ex classmates who work at gas stations lol.
Identity Attack0.38185352
Insult0.27558193
Profanity0.13785136
Threat0.026479885
Severe Toxicity0.02296847
Moderate 0.3666224 Constructive 0.634
Jan 27, 2026 Inside Canada's Indian Invasion...
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Identity Attack0.44690517
Insult0.24928534
Profanity0.04216301
Threat0.017156094
Severe Toxicity0.017868511
Moderate 0.3666224 Moderate Con 0.494 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Well how do you expect the issue to be resolved when the ircc is employing predominantly indian people. It's clear india is disproportionately causing the problems
Well how do you expect the issue to be resolved when the ircc is employing predominantly indian people. It's clear india is disproportionately causing the problems
Identity Attack0.4508763
Insult0.16897665
Profanity0.07223598
Threat0.011223801
Severe Toxicity0.018836858
Moderate 0.3666224 Moderate Con 0.316
Sep 29, 2025 IRCC Names India in Study …

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.