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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: "You know who is having …" 1,129 comments · Page 23 of 46
You know it's bad when Tyler makes a video on it
You know it's bad when Tyler makes a video on it
Identity Attack0.018972786
Insult0.06477321
Profanity0.09389619
Threat0.011042561
Severe Toxicity0.007896423
Low Tox 0.27412915 Low Con 0.173 Meta_Commentary
Jan 28, 2026 15 likes Inside Canada's Indian Invasion...
What Canadians need to know is that the Carney Liberal Government has used the same policies on Immigration as the Unhinged Democratic Party in the 🇺🇸bad policies like open borders/illegal Immigration and the funding of …
What Canadians need to know is that the Carney Liberal Government has used the same policies on Immigration as the Unhinged Democratic Party in the 🇺🇸bad policies like open borders/illegal Immigration and the funding of Special Interest Groups all while hurting the Tax Payers and the destruction of Strong Economies with know Trade Deals with 🇺🇸🤝🇨🇦
Identity Attack0.10221587
Insult0.24561718
Profanity0.053435806
Threat0.008336896
Severe Toxicity0.007209778
Low Tox 0.27412915 Moderate Con 0.396 Policy_Critique
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Quantifiable evidence that illegality is overwhelming the system otherwise we should do nothing ? Is Vassey ok? Should we stop arresting and prosecuting criminals and murderers until we know statistically how bad can they be? …
Quantifiable evidence that illegality is overwhelming the system otherwise we should do nothing ? Is Vassey ok? Should we stop arresting and prosecuting criminals and murderers until we know statistically how bad can they be? Get a life Vassey.
Identity Attack0.018470341
Insult0.22770336
Profanity0.019075647
Threat0.06270605
Severe Toxicity0.0063323975
Low Tox 0.27412915 Low Con 0.232 Policy_Critique
Feb 24, 2026 5 likes 'We do know that there's …
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
I don't know how to feel about the guy with the bike 😂😂😂 he is hilarious though (an African watching from Africa lol)
Identity Attack0.27914262
Insult0.0836065
Profanity0.09195647
Threat0.009411395
Severe Toxicity0.01159668
Low Tox 0.27236435 Moderate Con 0.42 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
I know where there is a bunch of illegals in PEI
I know where there is a bunch of illegals in PEI
Identity Attack0.27701542
Insult0.123407245
Profanity0.032894265
Threat0.008103873
Severe Toxicity0.0064468384
Low Tox 0.27236435 Moderate Con 0.346 Unverified_Claim
Nov 1, 2025 IRCC Names India in Study …
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are …
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are advocating. One has to wonder about white european migrants who become outraged when non white customs and culture begin to be visible. Its like they are offended by the results of what they themselves created. I get it , the mind frame of now we have developed these countries and technology has improved, now let's dial this down. This is racism making a come back. And I think most of these places began in a purely racist fashion and will try to maintain themselves in a similar way. So long as there is predatory population around. These folks want to benefit of migrants and their labour but then get offended by their presence. I have heard of gulf Arab racism and maybe that's the track these countries are willing to adopt. Who knows but the future appears to be grim unless a way forward of co existing is carved out.
Identity Attack0.33352965
Insult0.083359696
Profanity0.05268429
Threat0.013528148
Severe Toxicity0.009422302
Low Tox 0.27236435 Constructive 0.675 Moral_Argument
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
People make negative comments because they’re looking at people of non white race and they’re visual presentation Some people of non white race are not migrants just like whites blacks Chinese have fallen on bad …
People make negative comments because they’re looking at people of non white race and they’re visual presentation Some people of non white race are not migrants just like whites blacks Chinese have fallen on bad times and lost they’re way they don’t look so good But these are people that fought for this city when things were better for them so watch your comments because you don’t know a person’s situation
Identity Attack0.30103904
Insult0.08434689
Profanity0.058946952
Threat0.007974415
Severe Toxicity0.009422302
Low Tox 0.27236435 Constructive 0.591
Aug 26, 2025 Why Canadians Are Turning Against …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all scandals..wondering…some thing big way wrong going on government side’s also…go deeply…once again I repeat..refugees status very big scandals kicks them immediately out of Canada..most of them working..unofficial in cash payments received…& government all benefits & finance enjoying…that’s more burden on governments & tax payers in Canada..wakes up..mercy less..immediately..still not too late..otherwise once in futures Canadian citizens will be refugees…we know at least India…consultants & contacts in Canada..sir..wakes up..wakes up.
Identity Attack0.2127345
Insult0.16817254
Profanity0.02344803
Threat0.010835429
Severe Toxicity0.009651184
Low Tox 0.26859093 Constructive 0.532
Nov 8, 2025 1 likes IRCC Names India in Study …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
All lies! Let Canadians know the real truth! Someone is trying hard to not let us know the TRUTH!
All lies! Let Canadians know the real truth! Someone is trying hard to not let us know the TRUTH!
Identity Attack0.10221587
Insult0.17237684
Profanity0.01893901
Threat0.007857903
Severe Toxicity0.0060272217
Low Tox 0.2648175 Low Con 0.254
Jun 12, 2018 How much do refugees and …
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them …
Dude's just spreading hate. Indian community might lack some manners, but are the most reliable group of people who are welcoming to many. You dont see them doing drugs on streets, you dont see them murdering for money. They are 99.99% peaceful beings who earn money and get lost before you know it
Identity Attack0.22631748
Insult0.09855611
Profanity0.08096472
Threat0.053654157
Severe Toxicity0.009841919
Low Tox 0.2648175 Constructive 0.618 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to The Culture and Lifestyle..Im not gonna bring my Old Ways that I wanted to leave to a New Country and Life...I feel like its not Canadians being Racist it's that they came here and The Government and Businesses are Catering to them From Adding Specific Food Items to cater to them most Jobs are by passing others to hire them...And on top of that Canadians are dealing with Food Cost being High still and Working a Job and still not making else to live a decent Life...Seems like most people are Working to Survive and Pay Bill and don't even have enough to atlest go out and have a peace of mind and have a Social Life...There brought in all these Immigrants to The Country while The Country was basically under a Recession...And this Problem is not getting Fixed now and it seems like it's getting worst..To the point I feel like a Civil War could even break out I this don't get Fixed somehow and someway... Purple Gorillaz Was Here. Peace.
Identity Attack0.28034934
Insult0.14150882
Profanity0.03339528
Threat0.0074306927
Severe Toxicity0.009689331
Low Tox 0.2648175 Constructive 0.74 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his …
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his kids are making in economy. Guess what
Identity Attack0.10221587
Insult0.1469393
Profanity0.035399333
Threat0.009903334
Severe Toxicity0.008544922
Low Tox 0.26293078 Moderate Con 0.431
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Reverse racism political correctness. Erosion of right sand freedoms and the Destruction of the the family .destruction and eroding of rights ,freedoms and liberties ,censorship in a broken system . We need to make A …
Reverse racism political correctness. Erosion of right sand freedoms and the Destruction of the the family .destruction and eroding of rights ,freedoms and liberties ,censorship in a broken system . We need to make A change all this being. Said this they want you to toe the line and not thinku sweat the narrative as Marxism totalitarian covered in communism destroys our country.culture and rights Our birthright as peacekeepers even at stake they all say and do nothing tell lies and do nothing giving everything to everyone else while not taking of there own u know we all bleed red our fathers and mother s of all colours sacrificed and died for our freedoms and choices.as they say " if we don't learn from history we are bound to it again
Identity Attack0.18391247
Insult0.16788013
Profanity0.054437835
Threat0.05171447
Severe Toxicity0.01302678
Low Tox 0.26293078 Moderate Con 0.495 Policy_Critique
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Identity Attack0.21668483
Insult0.16868424
Profanity0.03189224
Threat0.008362788
Severe Toxicity0.0051498413
Low Tox 0.26293078 Low Con 0.147 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something …
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something change there life do you give away money every month to help homeless people no body sleep empty stomach we re far from homeland we love our homeland butt canada is now our homeland because we work live here pay taxes helping Canada to grow to we re Indian we know India is not clean like Canada butt our roots family value culture value is more clean then spring water 💦 life is not all racism talking shett about other people check the facts population of Indian lives in Canada 99.9 working paying tax check canadian born status working class Canadian don’t talk shett still god bless you
Identity Attack0.18235919
Insult0.1711343
Profanity0.10054382
Threat0.0082074385
Severe Toxicity0.013866014
Low Tox 0.26104406 Constructive 0.648 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? "Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.29188538
Insult0.071750276
Profanity0.043916557
Threat0.008453408
Severe Toxicity0.008010864
Low Tox 0.26104406 Constructive 0.633 Question
Feb 15, 2026 Inside Canada's Indian Metropolis (Brampton)
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect …
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect for our country. Don’t follow the rules, aren’t compliant , protesting that Canadians don’t respect them and that they should stay there even if the visa is up, demanding money, buying all businesses and blatantly not hiring Canadians because they aren’t of a certain race. It’s extremely disrespectful and we need to start sticking up for the people of this country and have tighter rules and regulations to get in. Disappointed in our country…we’ve failed. What happened to the old school immigrants that would come in work hard build wealth and have pride in moving to Canada. It’s really the younger generation of immigrants that are entitled and stupid. And this is coming from a young person. Some of the immigrants (if you know you know) aren’t even that good at their job, they careless do it half ass and expect tips and that certain details will go unnoticed because they didn’t earn the job they just showed up and were handed the job.
Identity Attack0.23618884
Insult0.16883044
Profanity0.03389629
Threat0.008815889
Severe Toxicity0.008087158
Low Tox 0.25915736 Constructive 0.692
Oct 4, 2025 IRCC Names India in Study …
Awesome episode. Just so you know, FreeCash is scamming you, they wont allow me to use your code and also when QR code they sign up and pretend like it wasnt your link. Tried to …
Awesome episode. Just so you know, FreeCash is scamming you, they wont allow me to use your code and also when QR code they sign up and pretend like it wasnt your link. Tried to get the $10 but mostly was trying to support you but they using u as a free ad
Identity Attack0.021786476
Insult0.10294484
Profanity0.12035047
Threat0.012492486
Severe Toxicity0.007896423
Low Tox 0.25727063 Constructive 0.69 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Identity Attack0.30103904
Insult0.082866095
Profanity0.021945024
Threat0.012026439
Severe Toxicity0.008277893
Low Tox 0.2553839 Constructive 0.625 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Identity Attack0.105256535
Insult0.20434737
Profanity0.019690514
Threat0.00933372
Severe Toxicity0.005836487
Low Tox 0.2553839 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop …
I'm from India y'all just incase y'all want to know I'm from kerala india 🇮🇳, but tbh the nri indians Aka the indians outside of India i want them to come back home and develop it.., but as of youn who's making content on india just to get views,.. you shouldn't be trolling india tho.. you could respect it :)
Identity Attack0.27340925
Insult0.10587067
Profanity0.09992486
Threat0.017328756
Severe Toxicity0.012283325
Low Tox 0.25462922 Constructive 0.703 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since …
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since those days. How far down you’ll climb for content is sad. Modesto don’t love you like that. Those around you gassing you up, telling you you’re special and you make a difference are lying to you. Find Christ, find a purpose, hit the gym, do something productive. But do something else mad, it’s just sad. You’ve aligned yourself with people who have devious, self serving intentions. Think harder man
Identity Attack0.017867407
Insult0.18107465
Profanity0.07740857
Threat0.010239923
Severe Toxicity0.0075149536
Low Tox 0.25462922 Constructive 0.55 Personal_Narrative
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 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.