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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: "As an Indian I agree …" 50 comments · Page 1 of 2
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however …
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however is insanely racist can we stop hyping up? He literally said we’re ‘lucky’ it’s Indians and not Africans or Muslims. Be so deadass what the fuck?
Identity Attack0.57957685
Insult0.62169385
Profanity0.6983885
Threat0.13815513
Severe Toxicity0.34993178
Toxic 0.743089 Constructive 0.567 Identity Attack Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white …
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white man who's as racist as the next 😅. I also would put the Africans and Muslims ahead of Indians, although they are on my list
Identity Attack0.6007182
Insult0.47384647
Profanity0.6242122
Threat0.06658544
Severe Toxicity0.3493117
Moderate 0.6426206 Constructive 0.737 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree indian should return to India and white people should return back to Europe and leave the land back to native
I agree indian should return to India and white people should return back to Europe and leave the land back to native
Identity Attack0.6649212
Insult0.40243408
Profanity0.22792831
Threat0.1368402
Severe Toxicity0.2281948
Moderate 0.60152835 Low Con 0.257 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school …
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school boards and schools all agree with them and are ready to toss us out with EXTREME PREJUDICE !!!!!!!!!!!! We really really MUST stop this immediately or CANADA, our beloved ancester built CANADA is gone. WE ARE A JUDEO/CHRISTIAN NATION, not Islamic ever ever ever. They are of their father, the devil and there is no truth in either of them. May God and Jesus Christ be with us to bless, protect, guide and forgive us. AMEN
Identity Attack0.6007182
Insult0.4378843
Profanity0.18233459
Threat0.2836219
Severe Toxicity0.21902075
Moderate 0.568186 Moderate Con 0.458 Identity Attack Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. …
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. My Wife is Japanese and works as a Firmware engineer here in Tokyo. She's always saying how the Indians even scam at work by using others work.
Identity Attack0.6220118
Insult0.44802538
Profanity0.29209393
Threat0.049774777
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.765 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
I agree with the racist guy. Indians aren't perfect but be grateful they aren't Africans 8:21
I agree with the racist guy. Indians aren't perfect but be grateful they aren't Africans 8:21
Identity Attack0.55803186
Insult0.3388922
Profanity0.17613389
Threat0.019228047
Severe Toxicity0.027833538
Moderate 0.47886392 Constructive 0.565 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I agree that indians have no civic sense,but not all are same...stop putting finger on all indians
I agree that indians have no civic sense,but not all are same...stop putting finger on all indians
Identity Attack0.55044734
Insult0.4196762
Profanity0.17864552
Threat0.09929679
Severe Toxicity0.101760045
Moderate 0.47886392 Moderate Con 0.45 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree with the bike guy better indians then africans.
I agree with the bike guy better indians then africans.
Identity Attack0.57150364
Insult0.3126888
Profanity0.17473823
Threat0.014566151
Severe Toxicity0.02425631
Moderate 0.47119883 Moderate Con 0.412 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
While I agree with this..as an Indian. One thing Canada should be aware of is they are importing real garbage from across the world the worst kind.. your focus is in the wrong place.. you …
While I agree with this..as an Indian. One thing Canada should be aware of is they are importing real garbage from across the world the worst kind.. your focus is in the wrong place.. you have imported a Trojan horse while you are discussing these things.. your future generations are going to regret your actions vis a vi immigration
Identity Attack0.37953663
Insult0.47273466
Profanity0.085167445
Threat0.007249452
Severe Toxicity0.017093835
Moderate 0.44039994 Constructive 0.527
Oct 1, 2025 3 likes IRCC Names India in Study …
Greetings from Mumbai -India I completely agree that with the resurge of the Indian Right Wing -our RECENT Indian immigrants are making a HUGE MISTAKE by building only a *Indian Society* inside Brampton,Canada & refusing …
Greetings from Mumbai -India I completely agree that with the resurge of the Indian Right Wing -our RECENT Indian immigrants are making a HUGE MISTAKE by building only a *Indian Society* inside Brampton,Canada & refusing to assimilate which is *really really stupid* Truth is that Indians family system *over time* will /has OVERWHELMED the white skinned systems in economics,savings,wealth accumulation etc and naturally OVER TIME the white settlers will get replaced by fitter, better equipped races & maybe *co-habitation,acceptance* will only delay the ending ?
Identity Attack0.47178617
Insult0.42367843
Profanity0.33453682
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.4398409 Constructive 0.615
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people …
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people who have zero Civic sense...
Identity Attack0.4508763
Insult0.43450394
Profanity0.07320584
Threat0.008634649
Severe Toxicity0.015867263
Moderate 0.43475235 Constructive 0.514 Policy_Critique
Mar 3, 2026 Inside Canada's Indian Invasion...
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted …
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted just because I am white and the crime doesn't rise. I actually would like it and have expressly wanted to be in areas of the city without other white Canadians. That's boring.
Identity Attack0.46028158
Insult0.17486192
Profanity0.060951006
Threat0.010705971
Severe Toxicity0.012130737
Moderate 0.37073207 Constructive 0.771 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Identity Attack0.3895355
Insult0.34237885
Profanity0.104876526
Threat0.009100696
Severe Toxicity0.013801457
Moderate 0.3666224 Constructive 0.62 Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
As a nigerian canadian i agree i love canada but the immigrants specifically indians who come are not changing at all there not even respecting the rules my family moved to canada to escpae poverty …
As a nigerian canadian i agree i love canada but the immigrants specifically indians who come are not changing at all there not even respecting the rules my family moved to canada to escpae poverty and corrupt government not bring that onto canada
Identity Attack0.38215697
Insult0.27558193
Profanity0.036401358
Threat0.007340072
Severe Toxicity0.011291504
Moderate 0.35186127 Constructive 0.629
Nov 6, 2025 1 likes Why Canadians Are Turning Against …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay tax...i agree that there are people comeing who dont know english and the quality has gone down but its wrong to say no indian in homeless shelter and we dont pay tax....
Identity Attack0.36598656
Insult0.16766082
Profanity0.052183274
Threat0.010783645
Severe Toxicity0.015931819
Moderate 0.33836752 Constructive 0.654
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No it doesn't divide the country. Everyone agrees Canada wants far fewer indians
No it doesn't divide the country. Everyone agrees Canada wants far fewer indians
Identity Attack0.41222036
Insult0.097093195
Profanity0.04592061
Threat0.013579931
Severe Toxicity0.013414118
Moderate 0.32557452 Moderate Con 0.36 Unverified_Claim
Feb 12, 2026 Canada's tighter immigration policy divides …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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...

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.