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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: "They do that everywhere same …" 305 comments · Page 7 of 13
And indian don't want any outsider in their country and they are everywhere They proud to be indian but they don't want to live there
And indian don't want any outsider in their country and they are everywhere They proud to be indian but they don't want to live there
Identity Attack0.40351558
Insult0.10587067
Profanity0.05243378
Threat0.011042561
Severe Toxicity0.016641939
Moderate 0.3266089 Moderate Con 0.365 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Seems like this is happening everywhere with all different types of cultures...... im starting to think they aren't running from their country, they are residing here to take advantage of our broken systems..... until it …
Seems like this is happening everywhere with all different types of cultures...... im starting to think they aren't running from their country, they are residing here to take advantage of our broken systems..... until it gets patched, like a video game glitch..... insane
Identity Attack0.18705739
Insult0.26957804
Profanity0.07255927
Threat0.008686432
Severe Toxicity0.008735657
Moderate 0.3266089 Moderate Con 0.411
Jan 27, 2026 Inside Canada's Indian Invasion...
Stay alert, they're going to keep constructing haram temples everywhere. We're fed up with it in Malaysia because there are just so many.
Stay alert, they're going to keep constructing haram temples everywhere. We're fed up with it in Malaysia because there are just so many.
Identity Attack0.36702603
Insult0.1662211
Profanity0.08225787
Threat0.012181788
Severe Toxicity0.013801457
Moderate 0.3234372 Moderate Con 0.388 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Identity Attack0.32184324
Insult0.16890354
Profanity0.053435806
Threat0.0082074385
Severe Toxicity0.009307861
Moderate 0.32128486 Constructive 0.558 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Sick of the trash, and the garbage everywhere too.
Sick of the trash, and the garbage everywhere too.
Identity Attack0.006363631
Insult0.24928534
Profanity0.07934829
Threat0.007624879
Severe Toxicity0.005874634
Moderate 0.32128486 Low Con 0.276
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
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...
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those …
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those Indians are only hiring their own. Happens everywhere in the west
Identity Attack0.38185352
Insult0.100019015
Profanity0.09098661
Threat0.009437286
Severe Toxicity0.012435913
Moderate 0.31963667 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record …
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record numbers of homeless families and kids without homes ... 😢
Identity Attack0.29035977
Insult0.17858955
Profanity0.032142747
Threat0.0077154995
Severe Toxicity0.010299683
Moderate 0.30993456 Moderate Con 0.485
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
IT'S EVERYWHERE IN CANADA...INDIA TAKEOVER...DEPORT!!!!!
IT'S EVERYWHERE IN CANADA...INDIA TAKEOVER...DEPORT!!!!!
Identity Attack0.34974504
Insult0.1087965
Profanity0.021876704
Threat0.014220826
Severe Toxicity0.014576134
Moderate 0.30716252 Low Con 0.208
Jan 27, 2026 Inside Canada's Indian Invasion...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, …
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, the problem is they segregate
Identity Attack0.3817989
Insult0.08459369
Profanity0.07805514
Threat0.010628296
Severe Toxicity0.013736901
Moderate 0.30464804 Constructive 0.547 Identity_Assertion
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY …
WOW VERY DANGEROUS SIR 😠😠 BUT SIR MY INDIA IS THE REAL SUPERPOWER 🤗🇮🇳 WE HAVE THE BEST INFRASTRUCTURE AND HIGHSPEED RAIL 🤗🇮🇳 THIS WHY IM SO LUCKY LIVE IN SUPER INDIA THE CLEANEST COUNTRY IN THE WORLD 🇮🇳🤗 , WE NEVER SCAM! WE GIVE RESPECT TO ALL WOMEN THEY CAN WALK SAFELY ALONE AT NIGHT AND WE HAVE CLEAN FOOD AND TOILET EVERYWHERE 🇮🇳🤗🚽, I KNOW MANY MORE PEOPLE JEALOUS WITH SUPER RICH INDIA 🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳🤗🇮🇳 INDIA SUPER CLEAN
Identity Attack0.1294935
Insult0.1087965
Profanity0.124631
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.30452284 Constructive 0.558 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
everywhere indians go
everywhere indians go
Identity Attack0.36702603
Insult0.0816321
Profanity0.07999486
Threat0.010887212
Severe Toxicity0.014253352
Moderate 0.30452284 Low Con 0.273
Oct 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Woke women everywhere. No wonder Canada is falling apart
Woke women everywhere. No wonder Canada is falling apart
Identity Attack0.293411
Insult0.16195811
Profanity0.03615085
Threat0.010913103
Severe Toxicity0.009002686
Moderate 0.30319387 Low Con 0.194 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Don't sweat people , the state we are in right now it's not a bad governing ,everything was design and decided I think in 1996, and look at the news from around the world, it's …
Don't sweat people , the state we are in right now it's not a bad governing ,everything was design and decided I think in 1996, and look at the news from around the world, it's everywhere ,Europe is completely flooded by immigrants which will never integrate with their culture . Governments don't even want to fix this problem ,those corrupted officials are in fevered of multicultural world without religion and national identity .Without fight and blood on the streets nothing will be changed , I root for Alberta to separate, maybe other provinces will open their eyes then.
Identity Attack0.24150419
Insult0.1935001
Profanity0.0864606
Threat0.029069828
Severe Toxicity0.012962224
Low Tox 0.28674445 Constructive 0.525 Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Identity Attack0.36702603
Insult0.0817555
Profanity0.08225787
Threat0.018192071
Severe Toxicity0.01502803
Low Tox 0.2854937 Moderate Con 0.478 Fear_Threat
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Canada be smelling like BO everywhere! 😅
Canada be smelling like BO everywhere! 😅
Identity Attack0.26325142
Insult0.17858955
Profanity0.031140719
Threat0.007068211
Severe Toxicity0.009346008
Low Tox 0.28547668 Moderate Con 0.335 Humor_Satire
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
We noticed on the road and thunder Bay nippegon.India is everywhere, Canada is lost.There's 1.4 billion people in India and they're all coming here.It's an invasion
We noticed on the road and thunder Bay nippegon.India is everywhere, Canada is lost.There's 1.4 billion people in India and they're all coming here.It's an invasion
Identity Attack0.31015682
Insult0.10294484
Profanity0.02836696
Threat0.009178371
Severe Toxicity0.010375977
Low Tox 0.28312725 Moderate Con 0.479
Oct 12, 2025 IRCC Names India in Study …
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you …
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you even let people question . There are more chinese immigrants than indians in foreign but I've never anyone say anything about China or any other . It's indians mistake .If you go to any country you must adapt their culture not put yours there . I hope people understand this .
Identity Attack0.29035977
Insult0.13245803
Profanity0.099305905
Threat0.0138755
Severe Toxicity0.014253352
Low Tox 0.2820025 Constructive 0.686 Identity_Assertion
Feb 4, 2026 4 likes Inside Canada's Indian Invasion...
They are not missing, Indian everywhere , they are working at Walmart and Tim Hortons and all the cell phone retail outlets especially when the supervisor and manager are Indian, they will only hire their …
They are not missing, Indian everywhere , they are working at Walmart and Tim Hortons and all the cell phone retail outlets especially when the supervisor and manager are Indian, they will only hire their Indian friends and relatives.
Identity Attack0.36702603
Insult0.07808672
Profanity0.023789622
Threat0.008220384
Severe Toxicity0.0075531006
Low Tox 0.28087774 Moderate Con 0.465 Unverified_Claim
Oct 2, 2025 1 likes IRCC Names India in Study …
WEF Globalist Indoctrinated Liberal Politicians opening the passive fascist leftism flood gates in the form of so called inclusion Policies and in turn fraudulently changing the process of immigration to cater to cheap labor , …
WEF Globalist Indoctrinated Liberal Politicians opening the passive fascist leftism flood gates in the form of so called inclusion Policies and in turn fraudulently changing the process of immigration to cater to cheap labor , economic exploitation, and foremost to expand the votes for the Liberal and NDP Parties with out first making sure there is infrastructure to support such expansion whether it be housing , health care , or employment .but no instead Canadians are being overtaxed and displaced to cater to all these unfettered political migrants who have not earned the right to come to Canada . they are all being used to disrupt our countries culture and values ??? add to it all the new lax criminal laws , and harm reduction enabling hard drug profiteering and the very no consented public LGBT alphabet queer theory being shoved down everyone's throats trough distorted and immoral laws an policy changes perpetrated by a corrupt self serving group of liberal politicians and the result is what is now unfolding not just in Canada but everywhere the WEF an WHO have pushed their globalist political agendas !. it is all very sad seeing the world i grew up in being slowly destroyed by those evil greedy people that are stealing any decent future or quality of life away from the next generations of Canadians .🙁
Identity Attack0.10221587
Insult0.24630153
Profanity0.03715288
Threat0.008427517
Severe Toxicity0.0077438354
Low Tox 0.27412915 Moderate Con 0.48
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
it's too late they are everywhere, start learning hindus
it's too late they are everywhere, start learning hindus
Identity Attack0.29188538
Insult0.08582769
Profanity0.07223598
Threat0.015774792
Severe Toxicity0.014576134
Low Tox 0.27412915 Low Con 0.212 Fear_Threat
Nov 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.