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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 #}

Comment Explorer

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Active: "This is how a serious …" 149 comments · Page 1 of 6
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Identity Attack0.6728028
Insult0.5723624
Profanity0.7809412
Threat0.13802026
Severe Toxicity0.44787344
Toxic 0.85850734 Moderate Con 0.306 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
Identity Attack0.7895903
Insult0.6798578
Profanity0.41194582
Threat0.05236103
Severe Toxicity0.35368225
Toxic 0.8364697 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Identity Attack0.56445944
Insult0.6120431
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.44787344
Toxic 0.7675452 Constructive 0.636 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless. Brown and black are the future
Identity Attack0.5504064
Insult0.67254376
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.294 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
Identity Attack0.11280017
Insult0.755201
Profanity0.38063943
Threat0.009929225
Severe Toxicity0.06101104
Toxic 0.75208336 Low Con 0.18 Insult Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
Identity Attack0.46028158
Insult0.6051471
Profanity0.6983885
Threat0.032695748
Severe Toxicity0.20678867
Toxic 0.75208336 Moderate Con 0.323 Insult
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
Invasion? are you serious? Indians eating poo? problematic video aff.
Invasion? are you serious? Indians eating poo? problematic video aff.
Identity Attack0.57150364
Insult0.5130944
Profanity0.4242778
Threat0.042662576
Severe Toxicity0.24482845
Moderate 0.687436 Low Con 0.165 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Identity Attack0.6007182
Insult0.5739874
Profanity0.36230123
Threat0.13815513
Severe Toxicity0.33047765
Moderate 0.6852916 Low Con 0.265 Identity Attack Insult Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Identity Attack0.5203519
Insult0.7065844
Profanity0.29984993
Threat0.01119791
Severe Toxicity0.0475607
Moderate 0.6852916 Moderate Con 0.432 Identity Attack Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Psst at least they ain’t the junkies I see begging for money at intersections and off the highways; Fkn wastes of life be using up taxpayer funds for shelters and mental health shit they don’t …
Psst at least they ain’t the junkies I see begging for money at intersections and off the highways; Fkn wastes of life be using up taxpayer funds for shelters and mental health shit they don’t even take serious and I bet most of them are born Canadians that’s the insane part
Identity Attack0.46028158
Insult0.5935568
Profanity0.59166485
Threat0.017846745
Severe Toxicity0.27908814
Moderate 0.681338 Moderate Con 0.394 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Seriously they are paying taxes. And you live on benefits. Stop the crap
Seriously they are paying taxes. And you live on benefits. Stop the crap
Identity Attack0.011765319
Insult0.49389273
Profanity0.55356324
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.63782936 Low Con 0.279 Moral_Argument
Dec 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
Identity Attack0.65625757
Insult0.4794537
Profanity0.114160895
Threat0.053330876
Severe Toxicity0.23224287
Moderate 0.62136006 Moderate Con 0.369 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
I have not met one person that says they have voted liberal.?. The election was 100% rigged. We are in serious trouble. We need to wake the fuck up.!
I have not met one person that says they have voted liberal.?. The election was 100% rigged. We are in serious trouble. We need to wake the fuck up.!
Identity Attack0.08170113
Insult0.40420914
Profanity0.6919765
Threat0.0138755
Severe Toxicity0.029626917
Moderate 0.60311776 Moderate Con 0.37 Unverified_Claim
Aug 29, 2025 4 likes Why Canadians Are Turning Against …
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re …
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re invading even Mexico 🇲🇽 with their hindu culture💩 and there’s no way back!! 👏
Identity Attack0.60238177
Insult0.47357693
Profanity0.3033754
Threat0.13616586
Severe Toxicity0.3492342
Moderate 0.5885171 Moderate Con 0.33 Identity Attack Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don …
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don t want a mad canadians but they pushing us and our gouvernement did this on purpice because for them we are lab rat time to breack the cage canadians
Identity Attack0.5548181
Insult0.5130944
Profanity0.26628086
Threat0.13431145
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.382 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
White people being white Seriously get lost
White people being white Seriously get lost
Identity Attack0.6007182
Insult0.40243408
Profanity0.26463717
Threat0.31092548
Severe Toxicity0.16960317
Moderate 0.5716857 Low Con 0.242 Identity Attack
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
You know, we in the US used to resent Canada because they seemed kinder and more generous. We were jealous of that. Americans seemed harsher and greedy. Now I feel very sorry for Canadians. It …
You know, we in the US used to resent Canada because they seemed kinder and more generous. We were jealous of that. Americans seemed harsher and greedy. Now I feel very sorry for Canadians. It is already a seriously divided country . And it looks like if they continue with generosity to these immigrant hordes they are going to be overwhelmed . What a shame!! Such nice caring people. They are being fleeced and are beginning to look foolish
Identity Attack0.4006267
Insult0.6120431
Profanity0.15635987
Threat0.0084793
Severe Toxicity0.02167734
Moderate 0.568186 Constructive 0.612 Insult
Mar 18, 2019 6 likes How much do refugees and …
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in …
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in the rise of crime, but not everything is shit, a lot of punjabis here are actually great ppl, but there are lots of bad apples that make life in brampton sub par. if you talk to the right ppl and be in the right eviroments, brampton is okay..... still prefer edmonton.
Identity Attack0.46028158
Insult0.47384647
Profanity0.57236236
Threat0.011793415
Severe Toxicity0.12019568
Moderate 0.5532103 Constructive 0.759
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
bike patrol literaly said "I'm as racist as the next guy". Never thought I'd here someone deadass say that unironically serious on the mfkn internet.
bike patrol literaly said "I'm as racist as the next guy". Never thought I'd here someone deadass say that unironically serious on the mfkn internet.
Identity Attack0.2781757
Insult0.49151286
Profanity0.4662011
Threat0.028206514
Severe Toxicity0.067522444
Moderate 0.51980776 Moderate Con 0.406 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in US. Indians. Time to become serious.
Identity Attack0.5135796
Insult0.42567953
Profanity0.096482486
Threat0.012130005
Severe Toxicity0.023411209
Moderate 0.46982017 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising …
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising taxes and then paying immigrants to live here. Seriously? 2) You taught your daughters to distrust men and look at babies as a burden that would hold them back. Most of your daughters consider babies to be parasites. They celebrate ending them. In Canada, even CATHOLICS support abortion!
Identity Attack0.44690517
Insult0.48313886
Profanity0.09001675
Threat0.013269233
Severe Toxicity0.021419114
Moderate 0.46982017 Constructive 0.523 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …

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.