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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 its sad …" 69 comments · Page 1 of 3
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but …
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but not.... I realize he is just a trumpified trumpet that wants to milk social problems and racism just for clicks, for money esentially. Very sad.
Identity Attack0.58354634
Insult0.6308392
Profanity0.27882218
Threat0.01086132
Severe Toxicity0.12809667
Moderate 0.63782936 Moderate Con 0.471 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Yea it's bad here and it's everywhere. Sad state of my home country. Not good people either, give me the Asians, Russians, Chinese. Please. No more Indians.
Identity Attack0.6649212
Insult0.39297962
Profanity0.18909787
Threat0.05430072
Severe Toxicity0.16960317
Moderate 0.5779532 Moderate Con 0.441 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
it sucks to say but indians are taking over all stores all fast food joints security taxi truck drivers and soo on and soo on..just sad..
it sucks to say but indians are taking over all stores all fast food joints security taxi truck drivers and soo on and soo on..just sad..
Identity Attack0.53446084
Insult0.47384647
Profanity0.4033339
Threat0.010472948
Severe Toxicity0.067522444
Moderate 0.57271194 Moderate Con 0.441 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
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...
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Identity Attack0.55044734
Insult0.35333878
Profanity0.17520344
Threat0.34804323
Severe Toxicity0.16233426
Moderate 0.509388 Low Con 0.138 Identity Attack Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So sad for Canada Once a great country but now dead Hope they sort out this Indian invasion
So sad for Canada Once a great country but now dead Hope they sort out this Indian invasion
Identity Attack0.55011386
Insult0.3493834
Profanity0.07740857
Threat0.12536226
Severe Toxicity0.0394905
Moderate 0.46982017 Moderate Con 0.314 Identity Attack Fear_Threat
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have …
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have them, India is happy the traitors of our country are leaving.
Identity Attack0.48915586
Insult0.46923602
Profanity0.059447967
Threat0.01086132
Severe Toxicity0.023076924
Moderate 0.46186632 Moderate Con 0.344 Unverified_Claim
Jan 31, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m Punjabi, Indian and my parents came in the 1970s assimilated, and became hard working people and earned a name and reputation! The Indians coming in now are degenerates, entitied to PR and the they …
I’m Punjabi, Indian and my parents came in the 1970s assimilated, and became hard working people and earned a name and reputation! The Indians coming in now are degenerates, entitied to PR and the they don’t act like students they want to drive around in jeep wranglers and chargers in plazas and fight with one another like morons! They have brought the Sikh people name down. Sadly there’s two parts, the good Indians are taken advantage of and their employers take advantage and they have to live in rental properties with tons of people living at once but in the end there’s a lot to uncover!
Identity Attack0.47178617
Insult0.48627716
Profanity0.37052724
Threat0.058826666
Severe Toxicity0.104393706
Moderate 0.45751464 Constructive 0.701
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Identity Attack0.29035977
Insult0.47020787
Profanity0.035148825
Threat0.007340072
Severe Toxicity0.010528564
Moderate 0.4269174 Moderate Con 0.385 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in comparison to how many Illegal Mexicans there are in the USA, totally flying under the radar, protected by a corrupt leftist media, & because they are protected by leftist towns, their city council, etc...and compromised leftist law enforcement, who also, btw, pay these ppl to gangstalk & harass, and illegally surveille, American citizens in these invaded towns. These ppl always travel in packs and gangs of people so they all support each other with money and aid in teaming up against others they hate; they believe America belongs to them & are ignorant of historical Facts & even so, do not care, and these ppl who refuse to assimilate or get legal citizenship, act entitled & present an attitude that everything here and everywhere but especially in America, is for Theirs for the taking...including white men...girls. They also have a very high rate of drug use / smuggling, early pregnancy among females, violence; gangs, etc...etc..far greater corruption & deviance than Indian culture which many of these things are mostly non-existent...at least Indians are intelligent & keep to themselves & are quiet....not that I support an all- out invasion...Attention though needs to also be on how illegal Hispanic culture, etc...has completely changed, and not for the better; the demographic & atmosphere of once peaceful, and at least once fairly educated, once nice looking American cities & towns...& they are taking all of our jobs, & then forcing applicants to learn the language of these foreign invaders, discriminating against citizens who don't speak their language; these ppl are getting massive funding in all sorts from all sorts of NGO's & elsewhere..: they are also driving far better, & more expensive vehicles than many citizens...so where is the money coming from...& they're buying up all our land, building housing for themselves, family, & for other illegals...which is, of course also corrupt & illegal...Money hungry & leftist leaning Real estate agents are just pushing these housing applicants through...no background check, nothing, and no one is investigating just that aspect alone...Many are also now copying American culture & opening up these copied businesses to monetarily capitalize on what sets Americans apart from Hispanic culture. And also...illegals are literally, violently Hunting ICE...threatening them, hurting and killing them, at the behest of other corrupt officials who invaded and took political power for a corrupt agenda; it is beyond treason. This is quite sad though for Canada...all of our towns are being deliberately RUINED BY GLOBALISM.
Identity Attack0.46028158
Insult0.34548226
Profanity0.0741757
Threat0.01750142
Severe Toxicity0.020257099
Moderate 0.39987978 Constructive 0.646 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty …
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty of land plus black money which gives them power. Sad some of the states have totally put the whole country name to such a shame and have never evolved from such a mindset. I just pray Indians to represent their country abroad as a better citizen and respect their laws and culture.
Identity Attack0.44690517
Insult0.36537176
Profanity0.20916378
Threat0.12689553
Severe Toxicity0.031420294
Moderate 0.38601747 Constructive 0.704 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
Sad to say, anything by an Indian and I'm out!!
Sad to say, anything by an Indian and I'm out!!
Identity Attack0.44690517
Insult0.16266862
Profanity0.092279755
Threat0.014911477
Severe Toxicity0.018578632
Moderate 0.37751234 Moderate Con 0.329 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.