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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: "I am Indian from India. …" 760 comments · Page 18 of 31
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
Identity Attack0.37879246
Insult0.25404143
Profanity0.11601777
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.30854854 Low Con 0.253 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
It is an absolute truth that someone from India gets into a position to hire and they ONLY hire Indian people. What you say at 10:26 is BS we blame because it’s true.
It is an absolute truth that someone from India gets into a position to hire and they ONLY hire Indian people. What you say at 10:26 is BS we blame because it’s true.
Identity Attack0.36702603
Insult0.15236975
Profanity0.104876526
Threat0.007974415
Severe Toxicity0.01322045
Moderate 0.30854854 Moderate Con 0.419
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
Identity Attack0.3857254
Insult0.0838533
Profanity0.024199532
Threat0.0086087575
Severe Toxicity0.011291504
Moderate 0.30716252 Constructive 0.502 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
Identity Attack0.33060804
Insult0.16883044
Profanity0.1612468
Threat0.008362788
Severe Toxicity0.011749268
Moderate 0.30527395 Constructive 0.664 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We have enough Indians from India and they left India because of economic resources but they love the cleanliness of America. There's always those that miss filth but I haven't seen it in Connecticut and …
We have enough Indians from India and they left India because of economic resources but they love the cleanliness of America. There's always those that miss filth but I haven't seen it in Connecticut and they can cook . The spices are fabulous.....
Identity Attack0.34974504
Insult0.17486192
Profanity0.08225787
Threat0.008220384
Severe Toxicity0.013091337
Moderate 0.30514878 Constructive 0.75
Jan 27, 2026 Inside Canada's Indian Invasion...
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
Identity Attack0.38176915
Insult0.15343215
Profanity0.06345607
Threat0.011353259
Severe Toxicity0.013478675
Moderate 0.30514878 Moderate Con 0.483
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Identity Attack0.2823795
Insult0.25602314
Profanity0.02071529
Threat0.02440793
Severe Toxicity0.010528564
Moderate 0.30514878 Constructive 0.581 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in …
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in one country virtually everyone is corrupt and the other is a closed-doors system?
Identity Attack0.27991617
Insult0.24928534
Profanity0.016069634
Threat0.00713294
Severe Toxicity0.005836487
Moderate 0.30502358 Low Con 0.282 Unverified_Claim
Aug 25, 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...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, …
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, the problem is they segregate
Identity Attack0.3817989
Insult0.08459369
Profanity0.07805514
Threat0.010628296
Severe Toxicity0.013736901
Moderate 0.30464804 Constructive 0.547 Identity_Assertion
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to …
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to fill the positions with International Workers (International Students from India).
Identity Attack0.3817989
Insult0.06953252
Profanity0.020783609
Threat0.08089764
Severe Toxicity0.0126394415
Moderate 0.30452284 Low Con 0.255 Policy_Critique
Jan 30, 2026 Canada’s new rules in 2026
The insidious demographic colonization of the West by the East was once a sly Indian/Chinese project, but modern Indians are unashamed of their goal to capture the Christian West for Hindu India by their simple …
The insidious demographic colonization of the West by the East was once a sly Indian/Chinese project, but modern Indians are unashamed of their goal to capture the Christian West for Hindu India by their simple brute force of overpopulation. It is now going on at full blast, and perhaps already too late to save some of the old Western countries like UK, Canada and Australia. Christian Americans should pay attention to this sly demographic that slithers in, then strangles you.
Identity Attack0.31307843
Insult0.13969865
Profanity0.039657943
Threat0.1954604
Severe Toxicity0.013155893
Moderate 0.30439767 Low Con 0.296 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way …
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way it used to be in the 80's. I got rear ended by an Indian woman while driving down the road, I'm not sure how she got her license ( I know how she got it... $$$). There is no laws in India for driving a car so they don't know how to drive.
Identity Attack0.37012735
Insult0.1640896
Profanity0.035900343
Threat0.00951496
Severe Toxicity0.01083374
Moderate 0.30319387 Constructive 0.628 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple states in india flooding the place - yet you aren't willing to talk about the actual issue. You're full of it Tyler.
Identity Attack0.29035977
Insult0.16773392
Profanity0.03389629
Threat0.024753258
Severe Toxicity0.008888245
Moderate 0.30136615 Moderate Con 0.492 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
Identity Attack0.36702603
Insult0.20668297
Profanity0.08807703
Threat0.012440704
Severe Toxicity0.013672344
Low Tox 0.29953843 Low Con 0.211 Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 …
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 so approximately one fifth of the Brampton populations are whites. European : SA ≈ 2 : 5 so approximately for every 5 South Asian/Indian there are 2 whites. Brampton you have been successfully invaded by the true East Indian Company @ The Great India 🤣🤣🤣
Identity Attack0.36702603
Insult0.07396803
Profanity0.059948977
Threat0.013269233
Severe Toxicity0.014317908
Low Tox 0.29953843 Moderate Con 0.405
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians …
No Indians or for that matter any other community enter Canada and choose to live their lives here if the Governments doesn't allow that. Please also acknowledge the fact that so many well educated Indians are coming here which is a huge brain drain and capital loss for India itself , just because it is not able to provide better job opportunities there. Now they are coming with different cultural background with English not as their first language. But they settle down here for long term and contribute to the economy of this country. Don't hate them, they have done nothing wrong
Identity Attack0.37012735
Insult0.16124763
Profanity0.024814399
Threat0.009204263
Severe Toxicity0.009841919
Low Tox 0.29771072 Constructive 0.719
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ …
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ Latina owned phone service stores and they were replaced with Indians. That's what our tax dollars are being fed to, and me as a Texan feeling replaced, radicalized, and fed up with the b.s I'm highly considering investing/ building my own compound in the newr future. I love for Pakistan 🇵🇰 I love Bangladesh 🇧🇩 I love Turkey 🇹🇷 I DO NOT love India 🚫 India 🚫
Identity Attack0.316
Insult0.16124763
Profanity0.17987521
Threat0.0138755
Severe Toxicity0.02077355
Low Tox 0.29771072 Constructive 0.767 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Identity Attack0.37507164
Insult0.15698463
Profanity0.025087673
Threat0.0113014765
Severe Toxicity0.010299683
Low Tox 0.29771072 Moderate Con 0.387
Oct 3, 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.