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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 don't think Indians can …" 228 comments · Page 5 of 10
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians …
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians who come to the US are vetted, are educated, and work hard. Since the 90s, most of the Indians who come to the US are not Punjabi Sikhs, nor are they Muslim. Punjabis came earlier, but since the tech boom, most who come are Hindus usually from Southern India. About 20% are also Christian. These Hindu and Christian Indians from Southern India are model minorities. Think of these kids who do well in the Spelling Bee. No crime, no trash, just educated hard working folks. Especially here where I am in San Jose, CA. So are these Canadians lying, or are the type of Indians who go to Canada worse? Those with fake diploomas or Sikhs claiming refugee status due to their religion and not being safe in Hindu India? Something is amiss bc how can these Indian immigrants be so different? If Canada is not vettung their immigrants why not? I also know that a coworker of mine who is from Southern India, his niece recently secured a visa to Canada and she is a Radiation Oncologist, an occupation Canada is in need of. So assumed lie the US, Canada is letting in needed skilled workers.
Identity Attack0.37361985
Insult0.3126888
Profanity0.06395709
Threat0.0076507707
Severe Toxicity0.0127685545
Moderate 0.36095104 Constructive 0.813
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians think we're a joke
Indians think we're a joke
Identity Attack0.39334553
Insult0.16868424
Profanity0.11663672
Threat0.010032792
Severe Toxicity0.014769804
Moderate 0.36043653 Low Con 0.204 Identity_Assertion
Oct 7, 2025 IRCC Names India in Study …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada. Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
Identity Attack0.37082586
Insult0.28791866
Profanity0.084844165
Threat0.010705971
Severe Toxicity0.012207031
Moderate 0.34757367 Constructive 0.592 Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and …
Well well well if you watch this video i think you don't know you tube ceo is indian. All white canadian is European and canada is the land of native Americans. Why all European and Indian not back their country!
Identity Attack0.40255263
Insult0.14512913
Profanity0.04667213
Threat0.010705971
Severe Toxicity0.01502803
Moderate 0.34757367 Moderate Con 0.391 Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, which is a little Hong Kong.
Identity Attack0.40255263
Insult0.16758773
Profanity0.089370176
Threat0.020091362
Severe Toxicity0.015673593
Moderate 0.3389984 Constructive 0.632 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
You don’t see Indians doing street takeovers You don’t see Indians selling crack You don’t see Indians being violent You don’t see Indians running from the cops I think if we’re gonna have to deal …
You don’t see Indians doing street takeovers You don’t see Indians selling crack You don’t see Indians being violent You don’t see Indians running from the cops I think if we’re gonna have to deal with some immigration, the Indians aren’t the biggest problem
Identity Attack0.38699543
Insult0.16124763
Profanity0.10549548
Threat0.060443077
Severe Toxicity0.022064678
Moderate 0.3367073 Moderate Con 0.335 Comparative_Framing
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
They are only reporting 8% I think its more along the lines of 20% around 200 000 or more students is what she was trying to get out of her but she shut everything down …
They are only reporting 8% I think its more along the lines of 20% around 200 000 or more students is what she was trying to get out of her but she shut everything down with they are working on it. 20% is stretch maybe but that is the severity of it and out of the 20% or what ever the final number is 8% are Indian 79 000 students non compliant or missing lol crazy.
Identity Attack0.10221587
Insult0.33154017
Profanity0.15812257
Threat0.009281937
Severe Toxicity0.008850098
Moderate 0.33338684 Constructive 0.634
Oct 8, 2025 1 likes IRCC Names India in Study …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I walked into a house that I wanted to lease. It was of course rented by Indians and some were still living in there. The owner wanted almost $4k per month. The moment I stepped …
I walked into a house that I wanted to lease. It was of course rented by Indians and some were still living in there. The owner wanted almost $4k per month. The moment I stepped foot inside the house, the stench was so powerful that it nearly made me vomit. I initially thought it was just the entrance, it got progressively worse the further in I went. Bathrooms were unclean, there were stains all over the walls, rotten food around, dirty shoes and clothes thrown all around, damage to just about every corner inside of the house ... I walked out. The next day, I went to see another house on the other side of the city, thinking it's more on the outskirts and it looked slightly better on the outside, same exact situation and I was ironically asked if I was "Indian because I can get a discount on the rent", I walked out. The blatant racism and disrespect was nauseating. I was raised that it's not permissible to exit out of your house dirty let alone not cleaning up after yourself. I was raised to be fluent in both official languages. I'm not seeing any of these norms happening anymore... if anything, it's the complete opposite.
Identity Attack0.32768643
Insult0.24835461
Profanity0.25275812
Threat0.039256934
Severe Toxicity0.023076924
Moderate 0.3302291 Constructive 0.74
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
tbh, i think Canada shows how bad policy and immigrants would ruin a developed country. Canada doesnt have too much population and that makes it more vulnerable. soon one day if i want to experience …
tbh, i think Canada shows how bad policy and immigrants would ruin a developed country. Canada doesnt have too much population and that makes it more vulnerable. soon one day if i want to experience Indian culture, i could just visit Canada😂😂😂
Identity Attack0.38223284
Insult0.16053712
Profanity0.03339528
Threat0.0097738765
Severe Toxicity0.011749268
Moderate 0.3302291 Moderate Con 0.397
Jun 19, 2025 How Canada broke its immigration …
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one …
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one that actually follows Jesus Christ you shouldn't be eating it. American Indians confirm Vikings were there the same time they were, but the fact is, Vikings travelled everywhere they just didn't settle everywhere and they actually came long before the American Indians saw them, as in Vikings were actually in America first. What is it with brown people, seriously. You know why they have low iq? It really and seriously is about who you worship, you worship Jesus Christ he naturally has you eat certain foods that you are missing the vitamins and minerals which if you don't have enough of will lower your iq level. Seriously, satan doesn't care about making you smart clearly he wants every nigger raping and pillaging because it's not about making you well, it's about making you sick and everyone around you. Indians are known to be disgusting and unhygenic, they are majority a muslim and hindu nation, they will shit on their beaches it is part of their culture, utterly almost all disgusting people.
Identity Attack0.37432748
Insult0.16780703
Profanity0.16636424
Threat0.013269233
Severe Toxicity0.017287504
Moderate 0.32764325 Moderate Con 0.455 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I think Canada is no place Indian fraud and do corruption and also biasing any more… all Canadian leaders must take responsible for Canadian generation and values
I think Canada is no place Indian fraud and do corruption and also biasing any more… all Canadian leaders must take responsible for Canadian generation and values
Identity Attack0.30256465
Insult0.25800487
Profanity0.02208166
Threat0.0076766624
Severe Toxicity0.0090789795
Moderate 0.32712606 Moderate Con 0.354
Sep 30, 2025 1 likes IRCC Names India in Study …
Just think about it. They have like 1.5 billion people. How glad we are not be born there. Not being a Indian might be a flex at this point
Just think about it. They have like 1.5 billion people. How glad we are not be born there. Not being a Indian might be a flex at this point
Identity Attack0.3895355
Insult0.08558089
Profanity0.07740857
Threat0.021127338
Severe Toxicity0.018191293
Moderate 0.3260917 Moderate Con 0.388
Jan 27, 2026 96 likes Inside Canada's Indian Invasion...
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
Identity Attack0.3817989
Insult0.15556364
Profanity0.06345607
Threat0.009903334
Severe Toxicity0.0128976675
Moderate 0.3234372 Moderate Con 0.464
Oct 1, 2025 511 likes IRCC Names India in Study …
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Identity Attack0.32184324
Insult0.16890354
Profanity0.053435806
Threat0.0082074385
Severe Toxicity0.009307861
Moderate 0.32128486 Constructive 0.558 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
i genuinely think they only have Indians is so that America doesn't invade them
i genuinely think they only have Indians is so that America doesn't invade them
Identity Attack0.38185352
Insult0.0836065
Profanity0.09551262
Threat0.018019408
Severe Toxicity0.01683561
Moderate 0.32128486 Low Con 0.198
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Thirdly 😂 every point you’ve said about the Indian population can easily be attributed to you white Europeans 🤷‍♂️ who do you think they learnt from.
Thirdly 😂 every point you’ve said about the Indian population can easily be attributed to you white Europeans 🤷‍♂️ who do you think they learnt from.
Identity Attack0.36702603
Insult0.10587067
Profanity0.060951006
Threat0.00866054
Severe Toxicity0.011138916
Moderate 0.31132057 Low Con 0.261 Humor_Satire
Feb 27, 2026 2 likes Inside Canada's Indian Invasion...
I think the government really need to start looking into Indians, Filipinos and even Nigerians with all the fake that they enter in the country with the government really need to take this seriously.. NCLEX …
I think the government really need to start looking into Indians, Filipinos and even Nigerians with all the fake that they enter in the country with the government really need to take this seriously.. NCLEX also need to do better than everyone keeps talking about Indians national.. when we have other nationals scamming the system
Identity Attack0.36702603
Insult0.1798321
Profanity0.12991914
Threat0.02492592
Severe Toxicity0.014059683
Moderate 0.3057765 Constructive 0.572
Oct 12, 2025 IRCC Names India in Study …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
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)
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)
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 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.