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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: "This is why Assimilation is …" 445 comments · Page 2 of 18
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
Identity Attack0.3819294
Insult0.4718924
Profanity0.64657205
Threat0.009566744
Severe Toxicity0.02604016
Moderate 0.6308517 Moderate Con 0.486 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Identity Attack0.44690517
Insult0.5130944
Profanity0.59166485
Threat0.011560392
Severe Toxicity0.11492836
Moderate 0.6308517 Low Con 0.293 Insult Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to …
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to take over our country they just assimilate and take it over. Why don't you go look at the Companies they work at and see if they have any Canadian working there.
Identity Attack0.33675182
Insult0.62169385
Profanity0.43669638
Threat0.021300001
Severe Toxicity0.067522444
Moderate 0.6289369 Moderate Con 0.388 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we …
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we dont paty attention they will take over as per their Koran to kill the infidels. We need to wake up and soon. English is the main language in most of the country and french in Quebec. Why did people vote for this stupid liberal government, people of canada do better. Listen to the Muslim man he is saying the quite part out loud and we better listen.
Identity Attack0.6007182
Insult0.6099415
Profanity0.2666764
Threat0.2836219
Severe Toxicity0.16760159
Moderate 0.61223894 Moderate Con 0.482 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Indians are slick. They undermine the domestic businesses. They are overpopulated in India and are spilling into the west to do the same. They never assimilate and are racist. Wake up
Indians are slick. They undermine the domestic businesses. They are overpopulated in India and are spilling into the west to do the same. They never assimilate and are racist. Wake up
Identity Attack0.6413409
Insult0.5130944
Profanity0.2424468
Threat0.019918699
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.203 Identity Attack Insult Identity_Assertion
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not …
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not eat the better western food? yall still eating that nasty turd world food? upgrade your food game.
Identity Attack0.28034934
Insult0.54525656
Profanity0.39670458
Threat0.00951496
Severe Toxicity0.041283876
Moderate 0.5885171 Low Con 0.157 Insult Identity_Assertion
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
If not ww3 soon, we will probably snap out of this idiotic fantasy world where everyone is equal, and everyone got the same rights.. Migrants should earn the right to vote though 3 generations of …
If not ww3 soon, we will probably snap out of this idiotic fantasy world where everyone is equal, and everyone got the same rights.. Migrants should earn the right to vote though 3 generations of elimination.. so if anyone if the family fucks up, they all have to go, and only their grandchildren get to vote, this will ensure they had time to assimilate, it will also function as a softcore eugenics program.. that's my solution, if not that then the pyre is always an option. I do not care for foreign interests, i do not care for our kind's suicidal empathic cult 😂
Identity Attack0.3817989
Insult0.54471385
Profanity0.473824
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.57271194 Moderate Con 0.397 Insult Fear_Threat
Jan 27, 2026 2 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...
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is …
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is so reductive and incredibly ignorant. This is a complex issue - most communities are suffering from a lack of infrastructure and planning with the sudden mass immigration that's happened. Let me also remind you - Canada is a MULTICULTURAL country, with most of it being TREATY LAND. Which means that at one point, us or our ancestors were the assholes who came here and didn't assimilate. If you're not ready to have some grace and embrace people individually, feel free to move down to that melting pot you're so fond of.
Identity Attack0.26833034
Insult0.56997263
Profanity0.41375932
Threat0.011146127
Severe Toxicity0.09912638
Moderate 0.5716857 Constructive 0.702 Insult Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to …
Did white people who flooded North America in the 1800s assimilate to the ways of the Native Americans? No. Why is that never called a 'White Invasion.' This is a crap video just meant to sow division amongst groups of people. But at least this guy has got his views.
Identity Attack0.50125694
Insult0.4794537
Profanity0.46460027
Threat0.018537397
Severe Toxicity0.03680043
Moderate 0.568186 Moderate Con 0.47 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! …
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! BROOO 😂
Identity Attack0.41975367
Insult0.2838064
Profanity0.61633086
Threat0.03649433
Severe Toxicity0.18538254
Moderate 0.55739564 Constructive 0.596 Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
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...
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch …
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch and fall for such videos. Currently youtube, google is working as villian for society. Along with other social media
Identity Attack0.08087392
Insult0.5130944
Profanity0.3778404
Threat0.010757755
Severe Toxicity0.023076924
Moderate 0.5532103 Moderate Con 0.34 Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I believe we have to stop immigration. The Indian's don't assimilate. Illegal fireworks during Diwali, they don't marry outside their culture. Unless your an Indian male, then you have the option to marry whomever you …
I believe we have to stop immigration. The Indian's don't assimilate. Illegal fireworks during Diwali, they don't marry outside their culture. Unless your an Indian male, then you have the option to marry whomever you like. I'd be more accepting if they themselves weren't so F-ing racist !
Identity Attack0.5502601
Insult0.49151286
Profanity0.39409557
Threat0.015256803
Severe Toxicity0.08859174
Moderate 0.54823303 Moderate Con 0.477 Identity Attack
Jan 7, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur …
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur the reason it’s a salad n not a melting pot ur documentaries r click bait algo garbage, The guy on the bike needs to know their all doctors but his supreme race wouldn’t clock that Bieber voice
Identity Attack0.46028158
Insult0.5130944
Profanity0.25184435
Threat0.021127338
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.233 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
2:35 nope bcoz you dont befriend brown people. white people in brazil are super nice, never had any problem assimilating in brazil. in north america the biggest problem is white people
2:35 nope bcoz you dont befriend brown people. white people in brazil are super nice, never had any problem assimilating in brazil. in north america the biggest problem is white people
Identity Attack0.6007182
Insult0.34782293
Profanity0.24147889
Threat0.014738814
Severe Toxicity0.02604016
Moderate 0.54325575 Constructive 0.509 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
deport them all. no more immigrants and no more refugees!! no housing, no social services, no health care, no child tax benefits, no food bank access. They wont stay long. NONE! WE ARE DONE!! We …
deport them all. no more immigrants and no more refugees!! no housing, no social services, no health care, no child tax benefits, no food bank access. They wont stay long. NONE! WE ARE DONE!! We lived like the old saying "I can change them" and we learned that we can't! They want to change us, not assimilate. The liberals have destroyed our country for votes- it makes me sick.
Identity Attack0.4911651
Insult0.48313886
Profanity0.09001675
Threat0.1319513
Severe Toxicity0.023880709
Moderate 0.52811706 Moderate Con 0.449 Call_To_Action
Feb 23, 2026 1 likes LILLEY UNLEASHED: The fall of …
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but …
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but immigration of Judeo-Christian Europeans who all assimilated into Canadian Culture. In the last 3 decades they have been trying to destroy that Canada by bringing in people from everywhere but Judeo-Christian nations with nothing in common with that Canadian culture and trying to force Canadians to accept being replaced by non assimilating 2nd, 3rd and 4th world Rodents who try to turn the country into the shitholes they ran from. You can lie all you want. Canada is finished if they don't deport everything that came in illegally under Trudeau and Harper that have been allowed to discriminate openly along with the women against the White males that created everything. That is what's happened in Canada, not the BS you spew here. Deport them all and Make Canada Canada again. One last point, foreign students have been the biggest nothingness brought in. Canadian kids get excluded because the foreign student pays twice the tuition, that's the only reason they are brought in. The majority make nothing better and disrespect the country openly, daily. That is the truth about Canada and immigration.
Identity Attack0.11307524
Insult0.32162124
Profanity0.013995135
Threat0.0039436007
Severe Toxicity0.0041283946
Moderate 0.5240014
Apr 14, 2025
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
I have a sister that lives in Vancouver and she says the Indians have taken over like a cancer and they do not care about assimilating either. At least they're not Muslims, amirite?
Identity Attack0.6007182
Insult0.47384647
Profanity0.22713706
Threat0.032005094
Severe Toxicity0.06101104
Moderate 0.52272606 Constructive 0.584 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your idea more and then they f-king follow you to whatever country you go... I left USA to get away from commie patriots who think they are capitalist, now the Alt-left who identifies as right-wing is here too... might move to India once all the Indians left. 🤣
Identity Attack0.55044734
Insult0.47787863
Profanity0.43554106
Threat0.023026628
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.364 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people …
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people to adhere to the culture and laws, take away some one their rights, start by taking away their rights to practice their culture in public, stop their protesting, they are immigrants and should behave like a lifelong guest, deport them without question if they fail to assimilate.
Identity Attack0.37292135
Insult0.46774593
Profanity0.5150164
Threat0.063999176
Severe Toxicity0.052940834
Moderate 0.52139956 Constructive 0.51 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need to assimilate to Countries they go to and learn the language. Also the Polish guy was right about them being Dirty. They need to do much better on that issue. If you have been the India it is VERT DIRTY. The Hindu & Sikh people know about the Muslims. We Westerns need to learn it also before it's to Late.
Identity Attack0.57150364
Insult0.4810288
Profanity0.28708664
Threat0.44605255
Severe Toxicity0.35368225
Moderate 0.52007306 Constructive 0.675 Identity Attack Fear_Threat
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
Come to my country we are sick of the chinese, Indian and white people here too.....the British force us to accept them for us to get independence 70 years ago and then they left all …
Come to my country we are sick of the chinese, Indian and white people here too.....the British force us to accept them for us to get independence 70 years ago and then they left all these Indian and chinese here and they refused to assimilate of evern speak local language....
Identity Attack0.6007182
Insult0.42367843
Profanity0.19401662
Threat0.031314444
Severe Toxicity0.045767322
Moderate 0.51980776 Moderate Con 0.43 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and …
I love the non Muslim Indian people. They are a great addition to our society unlike nasty middle eastern and African Muslims. The liberal party is massively moving the people in that are uneducated and can't assimilate so they will get on welfare and have their permanent vote
Identity Attack0.5948528
Insult0.47384647
Profanity0.22429734
Threat0.012130005
Severe Toxicity0.06101104
Moderate 0.509388 Constructive 0.62 Identity Attack Identity_Assertion
Jan 28, 2026 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.