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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 7 of 44
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...
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Identity Attack0.5203519
Insult0.5739874
Profanity0.1067334
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.5721988 Constructive 0.538 Identity Attack Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Identity Attack0.4911651
Insult0.5723624
Profanity0.10240069
Threat0.11922921
Severe Toxicity0.023974609
Moderate 0.5721988 Constructive 0.556 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians …
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians who immigrated there aren't gonna take your Tim Hortons or gonna make you chant "Hare Krishna". Bunch of racist edgelords.
Identity Attack0.55044734
Insult0.5362655
Profanity0.09260304
Threat0.025616571
Severe Toxicity0.02449106
Moderate 0.5716857 Moderate Con 0.405 Identity Attack Insult Moral_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by …
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by the government and then finally by our own people the liberals.
Identity Attack0.4907465
Insult0.48627716
Profanity0.49259362
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.342 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are …
lmao well you saw all those Indian CDL drivers who were killing people bc they were given CDL’s without actually passing the test and then getting hired by these indian owned trucking companies. They are awful drivers.
Identity Attack0.5135796
Insult0.5130944
Profanity0.28593817
Threat0.13582869
Severe Toxicity0.05025077
Moderate 0.5716857 Moderate Con 0.337 Identity Attack Insult 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...
These people are insane!! They kept calling people who wanted to curb immigration "right wing", "racist", "Nazi", "fascists", etc and now all of a sudden they are complaining because of what they government they voted …
These people are insane!! They kept calling people who wanted to curb immigration "right wing", "racist", "Nazi", "fascists", etc and now all of a sudden they are complaining because of what they government they voted for did with immigration? I feel sorry for Black Canadians. Not only did they have to deal with racial discrimination from White Canadians but they just dropped a bomb on them with Indians whose hatred of Blacks is far worse than that of Whites.
Identity Attack0.55044734
Insult0.5270482
Profanity0.1696208
Threat0.07476458
Severe Toxicity0.02425631
Moderate 0.568186 Constructive 0.541 Identity Attack Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like …
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like the Muslims and Africans in Dearborn MI. furthermore they actually do contribute to the economy unlike Somalis
Identity Attack0.5548181
Insult0.489133
Profanity0.48510036
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.655 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Identity Attack0.57150364
Insult0.5678696
Profanity0.27274927
Threat0.038220957
Severe Toxicity0.23224801
Moderate 0.5566829 Moderate Con 0.384 Identity Attack Insult Identity_Assertion
Feb 10, 2026 2 likes Inside Canada's Indian Invasion...
They hire managers that are Indian and then they hire all Indians. Start boycotting these businesses people. Start pushing the government to deport. This is ridiculous.
They hire managers that are Indian and then they hire all Indians. Start boycotting these businesses people. Start pushing the government to deport. This is ridiculous.
Identity Attack0.44690517
Insult0.5678696
Profanity0.19401662
Threat0.016465442
Severe Toxicity0.022710243
Moderate 0.5566829 Low Con 0.249 Insult Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where …
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where going to board the Sky Wheel there was a huge stench of weed in the air.... I have been around weed a lot but nothing compared to this... A big group of Indians where sitting in a circle and passing blunts to each other. It felt like a free for all do what the F*** you like. It sucked and they where super rude and cutting in the lines... I love Indians but come on man, have some manners.
Identity Attack0.46028158
Insult0.4794537
Profanity0.57488567
Threat0.03718498
Severe Toxicity0.23223256
Moderate 0.5559701 Constructive 0.595
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Indians legally colonising country?!? Nice cry more poor illiterate people 🥺
Identity Attack0.5051593
Insult0.5543018
Profanity0.22105443
Threat0.020264024
Severe Toxicity0.05832097
Moderate 0.5559701 Low Con 0.205 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Identity Attack0.6220118
Insult0.48627716
Profanity0.12286829
Threat0.013113883
Severe Toxicity0.042180564
Moderate 0.5559701 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage …
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage anywhere 3 noise pollution and smell of cooking 3 don’t know english illegal immigration. Don’t follow rules They do rallies which is blocking road in the name of god. Which is pathetic.
Identity Attack0.5135796
Insult0.5130944
Profanity0.4131548
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.364 Identity Attack Insult
Oct 3, 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 …
The woman and other 2 person were Pakistani. The question is why is he talking mostly to Pakistani immigrants who will surely talk shit about Indians. It looks like purposefully wanted to show indian immigration …
The woman and other 2 person were Pakistani. The question is why is he talking mostly to Pakistani immigrants who will surely talk shit about Indians. It looks like purposefully wanted to show indian immigration on badside and not ahow actual opinions of people
Identity Attack0.50515443
Insult0.4339631
Profanity0.50818664
Threat0.012492486
Severe Toxicity0.05473421
Moderate 0.54823303 Moderate Con 0.477 Identity Attack
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
MAN I LIKES INDIAN FOOD AND PEOPLE WHAT'S THE DEAL WITH THE CRIMINALS FROM INDIA 🇮🇳 💩🖕🤡
MAN I LIKES INDIAN FOOD AND PEOPLE WHAT'S THE DEAL WITH THE CRIMINALS FROM INDIA 🇮🇳 💩🖕🤡
Identity Attack0.49032792
Insult0.48484445
Profanity0.36230123
Threat0.13616586
Severe Toxicity0.35058254
Moderate 0.54823303 Moderate Con 0.317 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian immigrants > Muslim immigrants and black immigrants . They have the lowest crime rates and also the highest earning ethnicity yall can’t make this up they are literally making you hate the wrong people
Indian immigrants > Muslim immigrants and black immigrants . They have the lowest crime rates and also the highest earning ethnicity yall can’t make this up they are literally making you hate the wrong people
Identity Attack0.6007182
Insult0.37846634
Profanity0.19524631
Threat0.012906751
Severe Toxicity0.0912254
Moderate 0.54325575 Moderate Con 0.33 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Identity Attack0.41975367
Insult0.40243408
Profanity0.64657205
Threat0.009722093
Severe Toxicity0.024960563
Moderate 0.54325575 Constructive 0.517 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking …
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking people.
Identity Attack0.57554024
Insult0.5208188
Profanity0.22693542
Threat0.019055385
Severe Toxicity0.104393706
Moderate 0.54325575 Constructive 0.581 Identity Attack Insult
Nov 19, 2025 2 likes 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.