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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 33 of 44
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you …
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you came as a international student and knowingly u cant afford the tuition. Its clearly u didnt care about going to school and used it as a gate way to canada. You dont go aboard studying for a better life in that country. U study abroad to either bring back new knowledge to your country or to full fill a requirements for a job back home.. The most common one is the opportunity to have a degree from a well known school for family braging rights and take over family bussiness. Which bring us back to, studying aboard is strictly for wealthy families no matter where u live . Imagine a candian going to london or europe we would pay just as much plus conversion rate. So for indians like him self, studying aboard paying 8 k cad per course shojdl be impossible. Only a super wealthy family can afford that in india or canada .
Identity Attack0.055673428
Insult0.15982662
Profanity0.12096943
Threat0.0077672824
Severe Toxicity0.008811951
Low Tox 0.25084448 Moderate Con 0.49 Unverified_Claim
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
Took a road trip out west this summer. Every province, in every city or small town with a population of 700 people. All Indians working at fast food places. The country is no longer great.
Took a road trip out west this summer. Every province, in every city or small town with a population of 700 people. All Indians working at fast food places. The country is no longer great.
Identity Attack0.28034934
Insult0.0720671
Profanity0.022013342
Threat0.008582866
Severe Toxicity0.0076293945
Low Tox 0.24924077 Constructive 0.527 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)
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...
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle …
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle class families trying to get by and provide their kids and families a bright future. Without the indian immigrants coming to this city what would it even be? You have families living in million dollar+ houses, working, owning business, giving good futures and opportunities for their children but y'all mad cause they are Indians who are doing this. If they were white people instead would be calling Brampton a success story then? If 75 percent of the population is south asian, OF COURSE you will see south asian workers, south asian restaurants, grocery stores (JUST LIKE ANY OTHER COMMUNITY). You only see this issue online because the people who actually live in these areas have absolutely no issue with the city. They're mad they can't progress in their own lives and use cities like Brampton as a scapegoat for their own problems. It just doesn't make sense to me how so many people have an issue with Brampton when they don't even know what it is like.
Identity Attack0.2795294
Insult0.11616662
Profanity0.0887236
Threat0.008634649
Severe Toxicity0.009613037
Low Tox 0.24924077 Constructive 0.784 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan …
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan narrative to falsely claim political persecution, allowing them to gain asylum and citizenship. These networks have contributed to gang wars, drug trafficking, and rising violence in Canada. Khalistani extremists have a proven history of terrorism, including the Air India bombing Canada’s deadliest terror attack. If Canada genuinely wants to curb shootings, drug cartels, and organized crime, it must treat Khalistani extremist groups as terrorist organizations and stop offering safe haven to criminals. This is not about Sikhs,peaceful people. The problem arises when criminals and extremists are protected under the guise of activism. Canada’s continued refusal to extradite such individuals reflects a failure of policy, largely under the Trudeau government.
Identity Attack0.2700233
Insult0.13969865
Profanity0.024677763
Threat0.031314444
Severe Toxicity0.008277893
Low Tox 0.24763705 Constructive 0.735 Policy_Critique
Jan 27, 2026 55 likes Inside Canada's Indian Invasion...
Ironically Europeans were seeking India when Columbus found the already inhabited Americans so they labeled indigenous peoples as American Indians. Allegedly after they invaded and reduced the Indigenous, then expanded across the lands then founded …
Ironically Europeans were seeking India when Columbus found the already inhabited Americans so they labeled indigenous peoples as American Indians. Allegedly after they invaded and reduced the Indigenous, then expanded across the lands then founded 🎊Thanksgivings Day🎊 to celebrate ☠️⚔️🍇🔫🔫🔫🔥🔥🔥
Identity Attack0.27682206
Insult0.06494803
Profanity0.069969244
Threat0.01698343
Severe Toxicity0.013349563
Low Tox 0.24763705 Moderate Con 0.472 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Indias work hard in every sector so people see them all the time and they think Indians are going to take over and they are real problem But real problems is Ukraine and refugees from …
Indias work hard in every sector so people see them all the time and they think Indians are going to take over and they are real problem But real problems is Ukraine and refugees from everywhere who get free houses and live on welfare and even they get free dental.They are living on Canadian tax payer money. Immigrants don’t get any government help plus visa and other requirements are still there Internet is just home of negativity and full of misinformation.
Identity Attack0.2783691
Insult0.08508729
Profanity0.01309778
Threat0.006550381
Severe Toxicity0.004501343
Low Tox 0.24603334 Constructive 0.634
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
im a bengali born in canada, i just wanna say that if the right wing bodies, influencers & socials use indian racism as capital, why cant we use it on YT people? We have the …
im a bengali born in canada, i just wanna say that if the right wing bodies, influencers & socials use indian racism as capital, why cant we use it on YT people? We have the numbers, we can suppress them once again, they've been cruel to canadian borns, it doesn't matter if you're canadian born to be honest since they're only interested in euros
Identity Attack0.27662867
Insult0.07333439
Profanity0.042413518
Threat0.011508608
Severe Toxicity0.0073242188
Low Tox 0.24442963 Constructive 0.622 Identity_Assertion
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when …
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when it comes to business.
Identity Attack0.27778897
Insult0.12702756
Profanity0.15371579
Threat0.008349842
Severe Toxicity0.008926392
Low Tox 0.24442963 Constructive 0.624 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm not a fan of Indians but let's be real Canada is cold and empty and it needs people😅
I'm not a fan of Indians but let's be real Canada is cold and empty and it needs people😅
Identity Attack0.28034934
Insult0.06984934
Profanity0.03189224
Threat0.007624879
Severe Toxicity0.008392334
Low Tox 0.24442963 Moderate Con 0.449 Identity_Assertion
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
Identity Attack0.22458547
Insult0.08831572
Profanity0.054938845
Threat0.02181799
Severe Toxicity0.00919342
Low Tox 0.2412222 Moderate Con 0.421 Policy_Critique
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
I was born and raised in Canada. Been here for 52 years but I won't die here. This ISN'T Canada anymore. My teenage daughter couldn't find her first summer job, she had to work for …
I was born and raised in Canada. Been here for 52 years but I won't die here. This ISN'T Canada anymore. My teenage daughter couldn't find her first summer job, she had to work for her grandparents at their house gardening. Every single....no exaggeration...Tim Hortons, fast food place, Walmart....every single business in my town has 95% East Indians who don't even speak English. We can't find a doctor or housing. Our beaches and green spaces are getting dumped on continually by people that don't respect our country. Omg I could go on but why bother....the government doesn't listen.🙄
Identity Attack0.22707681
Insult0.11978693
Profanity0.036401358
Threat0.009023022
Severe Toxicity0.0090408325
Low Tox 0.2412222 Constructive 0.672
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
One wouldn't pronounce the English word pun as "poon" . So why do you insist on "Poooonjarb" after hearing Indian people pronounce it as "pun" "jaab" ? Sounds disrespectful.
One wouldn't pronounce the English word pun as "poon" . So why do you insist on "Poooonjarb" after hearing Indian people pronounce it as "pun" "jaab" ? Sounds disrespectful.
Identity Attack0.16993292
Insult0.123407245
Profanity0.108590275
Threat0.008401625
Severe Toxicity0.008888245
Low Tox 0.2412222 Moderate Con 0.416 Moral_Argument
Feb 22, 2026 Inside Canada's Indian Invasion...
As an indian I can agree but india can't even give good jobs to its own citizens how do yo expect us to sit here die . Our government does nothing for LGBT rights because …
As an indian I can agree but india can't even give good jobs to its own citizens how do yo expect us to sit here die . Our government does nothing for LGBT rights because of which many people migrate to live a better life
Identity Attack0.27875587
Insult0.06652143
Profanity0.04291453
Threat0.016810767
Severe Toxicity0.0090408325
Low Tox 0.2412222 Constructive 0.634 Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
Bro they are upper class Indians they are normal as people live in India.
Bro they are upper class Indians they are normal as people live in India.
Identity Attack0.27759558
Insult0.08434689
Profanity0.077731855
Threat0.009411395
Severe Toxicity0.012054443
Low Tox 0.2412222 Low Con 0.188 Comparative_Framing
Jan 28, 2026 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 …
Thank you to that second Indian woman in this video. I love immigrants like this. You people truly enrich our country. We love you. But we've got a problem people and it's all ideology.
Thank you to that second Indian woman in this video. I love immigrants like this. You people truly enrich our country. We love you. But we've got a problem people and it's all ideology.
Identity Attack0.25309357
Insult0.06687108
Profanity0.06946823
Threat0.010110466
Severe Toxicity0.008811951
Low Tox 0.23812068 Constructive 0.701
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that …
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that are used by immigrants of all races or cultures that allow themselves to thrive. While the people born here of many colors get nothing but higher taxes to pay for the services that get totally abused. Birthright citizenship for people born here needs to end if the parents are not legit citizens. Housing capacity laws need to be created with fire code enforcement so you cant have more people living in a house than rooms available. All religious facilities even the white ones... need to be taxed. No more preferential treatment for visas because your related to someone who lives here already. Everyone across the board should have to immigrate the same way with no special treatment. Cultural celebrations and traditions. Respect everyone. Unless you have a permit keep that stuff in your own home or place of worship. EX... Indian wedding on my street = 3 1200w speakers playing Cow slaughter house noises until they leave.
Identity Attack0.2331515
Insult0.08508729
Profanity0.07676199
Threat0.012906751
Severe Toxicity0.008392334
Low Tox 0.23812068 Constructive 0.638 Policy_Critique
Jan 2, 2026 1 likes Why Canadians Are Turning Against …
Its so funny, the amount of indian people I know that say that there are too many here is alot lol its hilarious
Its so funny, the amount of indian people I know that say that there are too many here is alot lol its hilarious
Identity Attack0.25140062
Insult0.06722072
Profanity0.10054382
Threat0.009747985
Severe Toxicity0.011138916
Low Tox 0.23739935 Moderate Con 0.393 Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as …
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as owner of the land. Do you remember how many slaves European Colonizers have killed? King Leopold, Algerian war of Independence against France, how many African slaves lost their lives to build the Congo-Ocean Railway? Spanish demolition of Aztec and Inca empire in South America, did you remember the Encomienda system?! Why did Taino people vanish on Caribbean Island?! Portuguese forced labor policies in Angola, Mozambique?? Millions of them lost lives to fight against Portuguese colonizers. Then our favorite East India Company, the British empire where Sun Never Set. They decimated India, Australian Aboriginal, New Zealand Māori and Red Indians, native Americans who migrated to America from Asia long back. How many natives' indigenous populations countries after countries, continent after continent, their father mother daughter son wife husband grandparents your ancestors have killed???? Do you have any count????? In this civilized world no Supremacists be it Right or Left wing, especially Hitler, Mussolini, Stalin like White Supremacist have no place anymore, you have done enough good for the world. You cannot justify your stand using a Charlie Kark.
Identity Attack0.1808059
Insult0.110259406
Profanity0.024062896
Threat0.021300001
Severe Toxicity0.009422302
Low Tox 0.23667802 Constructive 0.519 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are …
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are not dependent on the taxes paid by the original residents of those countries. Plain, simple and honest. Now, if you are allowing every tom, dick and harry from any country to live in your country, then the chances would be high that, unproductive/criminals of the other country to start to get citizenship. Please DO NOT blame entire India for changing the demographic landscape of Canada, or any other developed country. Please make extremely tough laws, like in USA, to sift out the unwanted people. India is dirty, everyone knows. Indians are corrupt, everyone knows. So, please allow ONLY young Indians who are smart/hardworking enough, who can win a Nobel prize/Olympic Medal/set up businesses, for Canada, to take the citizenship of Canada.Take example of Dubai. Lawmakers of Dubai are intelligent/honest. Please......
Identity Attack0.18313584
Insult0.1342682
Profanity0.1413768
Threat0.011974656
Severe Toxicity0.012207031
Low Tox 0.23667802 Constructive 0.692 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's nothing against a certain group, these problems occur if you let in too many people from one place, it's called ghettoization. If too many Canadians moved to India, for example, they would form communities …
It's nothing against a certain group, these problems occur if you let in too many people from one place, it's called ghettoization. If too many Canadians moved to India, for example, they would form communities large enough that they don't really integrate. Immigration is fine, as Canadians it's always been our strength, but the jobs aren't keeping up. If the jobs become there, we need to mix up the countries, we can't have more Indians.
Identity Attack0.29951343
Insult0.0654725
Profanity0.02119352
Threat0.008414571
Severe Toxicity0.007095337
Low Tox 0.23667802 Constructive 0.697
Sep 28, 2025 1 likes 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.