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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: "Too many Indians" 425 comments · Page 2 of 17
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
Way too many Indians. If you arrive on the Toronto Pearson Airport, you think you are in INDIA. It is ridiculous. 😢
Way too many Indians. If you arrive on the Toronto Pearson Airport, you think you are in INDIA. It is ridiculous. 😢
Identity Attack0.5689151
Insult0.5935568
Profanity0.17803068
Threat0.010757755
Severe Toxicity0.023411209
Moderate 0.6308517 Moderate Con 0.375 Identity Attack Insult Fear_Threat
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is …
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is a thing where bringing too many people is negative like our housing crisis and it just imbalances everything when you rush too many pepple in at once. However seeing WHITE people and their reasons piss me off.its like shut the fuck up you immigrant. Your people did the exact same but wayyyyyyyy worse. So yeah welcome. Just their has to be some form of cap. Also i honestly think any government rolls should not be immigrants.just my opinion
Identity Attack0.5689151
Insult0.5497792
Profanity0.5865656
Threat0.061089642
Severe Toxicity0.35022295
Moderate 0.62702215 Constructive 0.74 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry …
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry no customer service no niceness no please or thank you they get mad and angry very fast they shout and yell at you this scam they close the doors of a store before they're supposed to LOL that happened so many times it's just nasty and very disgusting I have seen some really disgusting s*** and retail stores including coffee shops
Identity Attack0.49584505
Insult0.5130944
Profanity0.4894185
Threat0.12076248
Severe Toxicity0.30763787
Moderate 0.62136006 Constructive 0.623 Insult Identity_Assertion
Feb 18, 2026 3 likes Inside Canada's Indian Invasion...
as an indian, many indians are annoying and weird af
as an indian, many indians are annoying and weird af
Identity Attack0.6007182
Insult0.5423875
Profanity0.3351773
Threat0.012958534
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.379 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom and from christian side Nagaland no body who is not hindue is not safe
Identity Attack0.6458014
Insult0.5332045
Profanity0.46460027
Threat0.46976724
Severe Toxicity0.50703704
Moderate 0.60311776 Moderate Con 0.447 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
Identity Attack0.65625757
Insult0.46327567
Profanity0.29209393
Threat0.09316374
Severe Toxicity0.23224458
Moderate 0.60254884 Moderate Con 0.466 Identity Attack Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Man! I hate trump. And everything about him. But I will tell you this! We have to many Indians pouring in!
Man! I hate trump. And everything about him. But I will tell you this! We have to many Indians pouring in!
Identity Attack0.58743036
Insult0.4196762
Profanity0.2600683
Threat0.023199292
Severe Toxicity0.03590374
Moderate 0.60152835 Constructive 0.529 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Far too many places in India are horribly dirty, polluted and just disgusting. I’m not calling Indians disgusting but their hygienic practices are disgusting in India.
Far too many places in India are horribly dirty, polluted and just disgusting. I’m not calling Indians disgusting but their hygienic practices are disgusting in India.
Identity Attack0.6007182
Insult0.5130944
Profanity0.26280963
Threat0.010162249
Severe Toxicity0.13863131
Moderate 0.60152835 Moderate Con 0.434 Identity Attack Insult Fear_Threat
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Identity Attack0.5485698
Insult0.46173862
Profanity0.41503602
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Constructive 0.594 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
What happened in Brampton, and I say this as a brown man whose father immigrated here, is nothing short of criminal. There are so many people in that area who do not belong here, and …
What happened in Brampton, and I say this as a brown man whose father immigrated here, is nothing short of criminal. There are so many people in that area who do not belong here, and any politician who takes a majority of them back would have my vote. My father escaped a south asian sh**hole country, I did not ask nor ever want to return there and they are just brazenly bringing their crappy sh** over here by the dozen. I'm under severe Indian Fatigue
Identity Attack0.5135796
Insult0.5130944
Profanity0.541926
Threat0.038220957
Severe Toxicity0.20067264
Moderate 0.5921536 Constructive 0.645 Identity Attack Insult
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
i am an indian.& really,it is too much indians there.if i see so many coloured people in a white country,i myself will be pissed off
i am an indian.& really,it is too much indians there.if i see so many coloured people in a white country,i myself will be pissed off
Identity Attack0.5913144
Insult0.43158367
Profanity0.44475567
Threat0.08396416
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.377 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's so many Indians and Somali they vote NDP to keep their BS social programs.
Identity Attack0.44690517
Insult0.48627716
Profanity0.541926
Threat0.009566744
Severe Toxicity0.07805709
Moderate 0.57271194 Constructive 0.554 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
we should deport the indian people who come here to kidnap women to traffick them so many punjabbies are stalkerisg/creepy towards women, they all should get extensive background checks before being allowed in
we should deport the indian people who come here to kidnap women to traffick them so many punjabbies are stalkerisg/creepy towards women, they all should get extensive background checks before being allowed in
Identity Attack0.6007182
Insult0.4339631
Profanity0.34536663
Threat0.44942492
Severe Toxicity0.34927294
Moderate 0.5721988 Moderate Con 0.373 Identity Attack Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
Identity Attack0.57150364
Insult0.33896056
Profanity0.21781154
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.209 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! …
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! BROOO 😂
Identity Attack0.41975367
Insult0.2838064
Profanity0.61633086
Threat0.03649433
Severe Toxicity0.18538254
Moderate 0.55739564 Constructive 0.596 Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to …
That women in green t shirt is so useless that she couldn’t even learn English after living here for so many years and her accent is very much indian. However she has the audacity to say “new immigrants “ are bad..
Identity Attack0.5135796
Insult0.54525656
Profanity0.21456863
Threat0.009696201
Severe Toxicity0.02373986
Moderate 0.5559701 Moderate Con 0.372 Identity Attack Insult
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Identity Attack0.57150364
Insult0.46476576
Profanity0.22552395
Threat0.06238277
Severe Toxicity0.15443328
Moderate 0.54823303 Moderate Con 0.491 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
India is a corrupt country. Indian immigrants are bringing all their corrupt ways to our countries and taking advantage of our systems and of course there're many corrupt nationals waiting for the opportunity to steal …
India is a corrupt country. Indian immigrants are bringing all their corrupt ways to our countries and taking advantage of our systems and of course there're many corrupt nationals waiting for the opportunity to steal our tax money
Identity Attack0.57150364
Insult0.48484445
Profanity0.19155724
Threat0.01508414
Severe Toxicity0.06011435
Moderate 0.54823303 Moderate Con 0.394 Identity Attack Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Too many Indian scammers we must ban them everywhere!!
Too many Indian scammers we must ban them everywhere!!
Identity Attack0.55044734
Insult0.4810288
Profanity0.22723788
Threat0.1319513
Severe Toxicity0.04666401
Moderate 0.54325575 Low Con 0.273 Identity Attack Fear_Threat
Jan 27, 2026 1 likes 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.