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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: "Lots of these people are …" 240 comments · Page 1 of 10
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
Identity Attack0.37292135
Insult0.8082062
Profanity0.8186401
Threat0.018537397
Severe Toxicity0.35368225
Toxic 0.90451443 Moderate Con 0.376 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the 1st place? There in lies the answer. You people that use/abuse/neglect/ mistreat/ Canadian hospitality are trash, worthless lying scum sucking pukes! Regardless of what Canadian governments say, we will just fine w/o taking criminals,scumbags, worthless pieces of shit. Growing a more populous environment is useless. We don't need more people, we need the people here and now to just do there share in making YOUR country respected. If you cant oblige to that simple respect, GTFO.
Identity Attack0.5135796
Insult0.71120167
Profanity0.57236236
Threat0.04132889
Severe Toxicity0.44787344
Toxic 0.76197964 Moderate Con 0.354 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
We have a lot of people from India in our city and they are dirty, nasty, and corrupt! And don't get me started on the somalis who are 10 times worse!
Identity Attack0.6928741
Insult0.6798578
Profanity0.34827787
Threat0.034422375
Severe Toxicity0.23226003
Toxic 0.7510937 Constructive 0.559 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing …
A lot of people (racists) in the video sayin that indian immigrants dont work at all. Bullshit. All the people ik are working their asses off and works multiple jobs. This video is defo showing one side of the story. Immigrants hating on immigrants, such a classic
Identity Attack0.55044734
Insult0.5130944
Profanity0.6321197
Threat0.047835086
Severe Toxicity0.35112193
Toxic 0.7308154 Constructive 0.601 Identity Attack Insult Solidarity
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Identity Attack0.4054415
Insult0.48399165
Profanity0.58072567
Threat0.1329628
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.399 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians …
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians that makes up the greater toronto area. All with different mannerism, driving skills, parenting skills. But this douchebag picks the Indian community for some reason. Probably doesn’t wipe his own poop ass after taking a shit. Hideous beaver trying to make $$ by posting racist videos and copying MrBeast.
Identity Attack0.53446084
Insult0.64537907
Profanity0.57488567
Threat0.079364374
Severe Toxicity0.39194742
Moderate 0.6863638 Moderate Con 0.428 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
i hope that the people who voted for Carney and the libtards are happy ! thanks a lot for turning Canada into a shithole
i hope that the people who voted for Carney and the libtards are happy ! thanks a lot for turning Canada into a shithole
Identity Attack0.4453683
Insult0.6120431
Profanity0.542788
Threat0.0115345
Severe Toxicity0.15443328
Moderate 0.65996873 Low Con 0.26 Insult
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour …
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour 🙄 Hate to break it every, but Canada IS a colony😂😂😂 Of course you’d bring up the Trucker Tantrums. You prejudicial, biased bigots joined forces with a two separatists and a racist 😂 So sick of your whinging.
Identity Attack0.54151535
Insult0.65129566
Profanity0.12903778
Threat0.00967031
Severe Toxicity0.045767322
Moderate 0.6491204 Moderate Con 0.38 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
This is disgusting Canada can’t even help their own people. Why are these sheeple getting 50000. A lot of Canadians don’t even make that! Very disgusting!
This is disgusting Canada can’t even help their own people. Why are these sheeple getting 50000. A lot of Canadians don’t even make that! Very disgusting!
Identity Attack0.50515604
Insult0.6407567
Profanity0.1589207
Threat0.009385503
Severe Toxicity0.02514347
Moderate 0.6491204 Moderate Con 0.303 Identity Attack Insult
Dec 7, 2018 How much do refugees and …
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
So the white guy on the bike thinks Africans have low IQ 😂..for guys who debate on what a woman is ? ..Africa is a continent with many countries grouping all Africans just because of …
So the white guy on the bike thinks Africans have low IQ 😂..for guys who debate on what a woman is ? ..Africa is a continent with many countries grouping all Africans just because of some misbehaving says a lot about his IQ.. Jeffrey Epstein is a white guy ..should i say all white people are human traffickers and pedophiles ?
Identity Attack0.60238177
Insult0.5130944
Profanity0.33453682
Threat0.0824309
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.379 Identity Attack Insult Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
Sure do ask a lot of people if white people are being replaced, way to stoke the flames. I bet the right wing fascist scumbags love your new content.
Sure do ask a lot of people if white people are being replaced, way to stoke the flames. I bet the right wing fascist scumbags love your new content.
Identity Attack0.55044734
Insult0.6308392
Profanity0.3938786
Threat0.057856824
Severe Toxicity0.16960317
Moderate 0.6308517 Moderate Con 0.311 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
The root cause is that a lot of Canadians are square head, very foolish, not understanding 3rd world country people. They live in a very harsh life and will do anything broken your system.
Identity Attack0.50125694
Insult0.6407567
Profanity0.14666493
Threat0.011275585
Severe Toxicity0.023246882
Moderate 0.60311776 Moderate Con 0.331 Identity Attack Insult Identity_Assertion
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
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)
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
India is the dirtiest country in the world. A lot of people don't take daily baths
India is the dirtiest country in the world. A lot of people don't take daily baths
Identity Attack0.57150364
Insult0.47384647
Profanity0.3051381
Threat0.012647836
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.306 Identity Attack Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO …
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO STAND UP FOR YOURSELF OR COUNTRY. THESE PEOPLE ONLY HAVE RACIST TO GO NO THEY HAVE NOTHING ELSE TO FIGHT WITH. MOST OF THEM ARE DUNNB AS THEY COME. LOOK AT THE COUNTRY THEY COME FROM THEY ARE SHIT HOLES, THESE PEOPLE WHO INVADED OUR COUMTRY DID THID TO THEIR COUNTRY. BIRTH RATE IS A EXCUSE FOR THE INVASION. LESS PEOPLE LESS MEDICAL, LESS EVERYTHING. THIS IS TRUDEAUS AND HIS GOON SQUAD FAULT. THEY NEED TO BE RUN DOWN BE CHARGED WITH TREASON, SINCE THEY LIKE TO MENTION THE COLONIZATION WE SHOULD FOLLOW THE LAWS FOT TREASO THEY USED BACK THEN. DONT LISTEN TO THEM, TELL THEM TO PUT IT WHERE THE SUN DONT SHINE. WE ALL WANT THEM OUT. MOST OF HEM HAVE GOTTEN THEY MONEY FROM ILLEGALS GAINS TO COME HERE. PEOLE HAVE TO QUIT HIREING. HEM, QUIT FUNDING THEM, QUIT GIVING INTO THEM
Identity Attack0.44690517
Insult0.5177041
Profanity0.47001255
Threat0.051391184
Severe Toxicity0.1762085
Moderate 0.568186 Moderate Con 0.4 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
I'll never respect or understand people who move countries and don't lift a finger to fit in. Pure scum behavior. The Canadian govt has A LOT to answer for.
I'll never respect or understand people who move countries and don't lift a finger to fit in. Pure scum behavior. The Canadian govt has A LOT to answer for.
Identity Attack0.17925262
Insult0.6149945
Profanity0.2268346
Threat0.0091524795
Severe Toxicity0.02077355
Moderate 0.56269526 Moderate Con 0.396 Insult
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where …
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where going to board the Sky Wheel there was a huge stench of weed in the air.... I have been around weed a lot but nothing compared to this... A big group of Indians where sitting in a circle and passing blunts to each other. It felt like a free for all do what the F*** you like. It sucked and they where super rude and cutting in the lines... I love Indians but come on man, have some manners.
Identity Attack0.46028158
Insult0.4794537
Profanity0.57488567
Threat0.03718498
Severe Toxicity0.23223256
Moderate 0.5559701 Constructive 0.595
Jan 27, 2026 Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Identity Attack0.41975367
Insult0.40243408
Profanity0.64657205
Threat0.009722093
Severe Toxicity0.024960563
Moderate 0.54325575 Constructive 0.517 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...

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.