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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: "so many of the same …" 1,340 comments · Page 3 of 54
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans. If highly educated Indians come to your neighbourhood, no worries. But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour. I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Identity Attack0.6682205
Insult0.6308392
Profanity0.6001929
Threat0.064645745
Severe Toxicity0.44713756
Toxic 0.718943 Constructive 0.575 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
Identity Attack0.5135796
Insult0.40243408
Profanity0.596623
Threat0.015429466
Severe Toxicity0.23224114
Toxic 0.718943 Low Con 0.2 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
5:38 100% that guy is telling the truth that so many morons are to blind to see or care 😢
5:38 100% that guy is telling the truth that so many morons are to blind to see or care 😢
Identity Attack0.27759558
Insult0.6149945
Profanity0.44366163
Threat0.017846745
Severe Toxicity0.16960317
Toxic 0.718943 Moderate Con 0.314 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
fucking right tyler im glad you did this, the town i live in is a smallish town and got invaded in the last few years about 2 hours away from Pearson, its fucking insane how …
fucking right tyler im glad you did this, the town i live in is a smallish town and got invaded in the last few years about 2 hours away from Pearson, its fucking insane how many and how fast it happened
Identity Attack0.060675595
Insult0.35849577
Profanity0.8117245
Threat0.013113883
Severe Toxicity0.232236
Toxic 0.71760553 Constructive 0.607 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people …
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people are unofficial millionaire. Never underestimate india.
Identity Attack0.47178617
Insult0.5130944
Profanity0.70864636
Threat0.050098058
Severe Toxicity0.29050803
Moderate 0.6989911 Constructive 0.626 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Sad people in east loser criminal so many criminals in liberals government so sad loser people
Sad people in east loser criminal so many criminals in liberals government so sad loser people
Identity Attack0.2949366
Insult0.71120167
Profanity0.22213541
Threat0.009955117
Severe Toxicity0.027833538
Moderate 0.6989911 Low Con 0.094 Insult
Sep 28, 2025 IRCC Names India in Study …
Many of the international students at my college still do shit they do back home, so i literally have to tell them to pipe tf down
Many of the international students at my college still do shit they do back home, so i literally have to tell them to pipe tf down
Identity Attack0.2877625
Insult0.47273466
Profanity0.70864636
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.365 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
Identity Attack0.55044734
Insult0.46625584
Profanity0.4177144
Threat0.054624002
Severe Toxicity0.35058254
Moderate 0.6863638 Low Con 0.215 Identity Attack Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
Identity Attack0.5612457
Insult0.49151286
Profanity0.66405153
Threat0.017156094
Severe Toxicity0.16960317
Moderate 0.6863638 Moderate Con 0.341 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to …
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to not be having kids...you are self deleting and literally giving up like a bunch of weak whinny selfish little babies...you are truly a pathetic bunch of weaklings smh
Identity Attack0.06294931
Insult0.72756535
Profanity0.26631543
Threat0.035803676
Severe Toxicity0.02449106
Moderate 0.6852916 Low Con 0.287 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Identity Attack0.039456755
Insult0.38852
Profanity0.6672561
Threat0.011974656
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.237 Humor_Satire
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
India actually sucks to live that's why you see these many Indians leaving their " bharat modi"
India actually sucks to live that's why you see these many Indians leaving their " bharat modi"
Identity Attack0.6106996
Insult0.5239335
Profanity0.5013569
Threat0.013372798
Severe Toxicity0.3476075
Moderate 0.681338 Low Con 0.271 Identity Attack Insult Comparative_Framing
Feb 4, 2026 Inside Canada's Indian Invasion...
Polish guy was lying you need driving license from that particular region where you going to offer rideshare, plus many more documents to verify identity. Yea all Polish also look alike. Pure bullcrap
Polish guy was lying you need driving license from that particular region where you going to offer rideshare, plus many more documents to verify identity. Yea all Polish also look alike. Pure bullcrap
Identity Attack0.46028158
Insult0.6306599
Profanity0.45706853
Threat0.011482717
Severe Toxicity0.08332442
Moderate 0.6667219 Moderate Con 0.336 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl when it is time for her to get a job because my little girl and I are white, so we are put at the bottom of the list for being employed. And on top of that i am expected to bow down and not have a voice or an opinion about anything when it comes to immigrants and that because my daughter and i are white so we are automatically considered to be racists colonizers and forced to pay the price of something that happened long before i was even born and had nothing to do with just because the color of my skin . God gave us all our skin color and made us all . I had no say with being born with the color of my skin. Canadians of all colors and cultures are suffering so badly because we brought in so many immigrants who demand we change everything and pretty much bow down to them and told that we all have to change . Stop trying to change Canada and the Candian people . I refuse to bow down to anyone who tells me that i dont matter, and my opinion doesn't matter because of my skin color and because i am assumed to have bs white privilege. The only people i see having all of the privileges are the immigrants coming in trying to force us to bow down to them while starting protests to change Canada . I will fight against these immigrants who are trying to force Canada to change to their ways, which won't ever happen . If you want to change Canada to your way of life and culture, then just stay in your own damn country . We need to get rid of these protesting immigrants who do this crazy shit . It's pretty pathetic and sickening that Canada lost it's back bone and allowed angry immigrants to come in here and take over everything and try to change the country and laws and treat the Canadian people as if we are less than them which is sickening. As far as i am concerned, any immigrant that came here that are fighting and protesting against Canada to change Canada to how they want Canada to be while treating all Canadian people as second class citizens plus destroying the country and destroying nature while breaking laws and demanding that all Canadians give in to their demands need to be kicked out of Canada and never be allowed to return . It will be a cold day in hell before i bow down to any of them who try to destroy my country and tell me that i am white so i need to be silenced because i am white and a colonizer so i dont matter . And white people have a hard time finding work . My daughter is sick, and so am i, so when it takes 2 years to see a gynecologist or take 6 weeks to see a doctor, it is insane. This situation is so bad for all Canadians that we need to grow a pair of balls and take back Canada and stop sending our money to other countries and stop allowing immigrant terrorists destroying the Canadian people and Canada and it's nature . If Canada doesn't start to fight back, we will all be screwed even more in the very near future . CANADA NEEDS TO GROW A PAIR OF BALLS AND PUT AN END TO THE GOVERNMENT BS AND TO STOP THESE IMMIGRANT TERRORISTS AND CLOSE OUR BOARDERS AND STOP SENDING MONEY TO OTHER COUNTRIES AND DEPORT ANY IMMIGRANTS WHO TAKES PART IN TERRORISTS ACTS AND BREAKS THE LAWS . And it kills me to say this because i love my country, but if Canadians are not going to stand together as one and take back our country and our lives and fight for change now then we might as well become Americas 51st state because we lost our Canadian pride . And it shows that Canadians don't care about Canada anymore . 💔
Identity Attack0.5498214
Insult0.5588244
Profanity0.6643082
Threat0.03304107
Severe Toxicity0.3361876
Moderate 0.6611249 Constructive 0.595 Identity Attack Insult
Sep 7, 2025 Why Canadians Are Turning Against …
LMAOOOO WE DONT KNOW HOW MANY OF THEM ARE THERE Hhahahahahahahaa Jesus Christ!!! LIBERALS ARE AS USEFUL AS A FART IN A COLANDER!
LMAOOOO WE DONT KNOW HOW MANY OF THEM ARE THERE Hhahahahahahahaa Jesus Christ!!! LIBERALS ARE AS USEFUL AS A FART IN A COLANDER!
Identity Attack0.31892163
Insult0.5739874
Profanity0.43781817
Threat0.021472665
Severe Toxicity0.21290472
Moderate 0.6611249 Low Con 0.186 Insult
Oct 8, 2025 IRCC Names India in Study …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this …
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this damn country and these new people don't give a s*** about it they're destroying everything I mean how many videos do you got to see if I'm dumping garbage and using our beaches as washrooms
Identity Attack0.19495805
Insult0.4710501
Profanity0.5722072
Threat0.1115629
Severe Toxicity0.23224458
Moderate 0.6611249 Constructive 0.568 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
these people are not diing their job by being too nice to the non compliant student visa.they came up wl 8% of what number? how dd they arrive at 8% if they do not knoew …
these people are not diing their job by being too nice to the non compliant student visa.they came up wl 8% of what number? how dd they arrive at 8% if they do not knoew the figure. this is the way liberals answer questions Just like the head Jystin Trudeau Ang Mr Carney remmber the phrase from Trudeau 10 years Ago "THE BOOK WILL BALANCE ITSELF" SO MANY IDIOT WHO VOTED FOR THIS KIND of mentality leader.
Identity Attack0.038167715
Insult0.71120167
Profanity0.26463717
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.65996873 Moderate Con 0.353 Insult
Sep 30, 2025 IRCC Names India in Study …
its the same everywhere, here in Thailand people are sick of white people keep taking our land and jobs and not assimilated to local culture. So many white privileged scum coming here everyday...we might smile …
its the same everywhere, here in Thailand people are sick of white people keep taking our land and jobs and not assimilated to local culture. So many white privileged scum coming here everyday...we might smile at them but we hate them and many also do sex crime especially from UK and America.
Identity Attack0.6227552
Insult0.58196646
Profanity0.36902615
Threat0.03718498
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.536 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
From Alberta, as you can tell, we like many others around the world are done with the bullshit, hence seperation.
From Alberta, as you can tell, we like many others around the world are done with the bullshit, hence seperation.
Identity Attack0.060220852
Insult0.44802538
Profanity0.70864636
Threat0.0089712385
Severe Toxicity0.024960563
Moderate 0.64447093 Constructive 0.525 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
How do we have so many cowards in our country.. They should be hung for treason for running away from their country.Their god don't love them.Here.We don't have to take care of these bums, send …
How do we have so many cowards in our country.. They should be hung for treason for running away from their country.Their god don't love them.Here.We don't have to take care of these bums, send them home
Identity Attack0.39966375
Insult0.6261769
Profanity0.36230123
Threat0.5330498
Severe Toxicity0.23226003
Moderate 0.6426206 Low Con 0.247 Insult Threat
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I am fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
I am fed up as well too many indians in my Country deport deport deport ... Get them out of here!!! Indians have got to go!!!
Identity Attack0.6649212
Insult0.46173862
Profanity0.2453505
Threat0.13448004
Severe Toxicity0.23223943
Moderate 0.6426206 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 8, 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.