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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 are just a racist …" 1,070 comments · Page 38 of 43
Just promoting racism bruh, I’m Pakistani and I live in Canada. I love Canada and I’m grateful for Canadians accepting me here. We’re 1 people, all on 1 planet, they show extremes and divide us. …
Just promoting racism bruh, I’m Pakistani and I live in Canada. I love Canada and I’m grateful for Canadians accepting me here. We’re 1 people, all on 1 planet, they show extremes and divide us. Much love ❤️to everyone, diversity is beuty, unity is amazing. Also these are the same people doing the lower end jobs of your economy, which I don’t wanna get technical, but it seems like this channel just helps create a community for racist or extreme opinions to thrive in. Your government accepted these people for a reason, Unity is good, discrimination is not.
Identity Attack0.23391083
Insult0.15556364
Profanity0.06044999
Threat0.012233571
Severe Toxicity0.013155893
Low Tox 0.2855005 Constructive 0.801 Solidarity
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Thank you!!!!!! I thought i was just a racist but this genuinely is out of hand
Thank you!!!!!! I thought i was just a racist but this genuinely is out of hand
Identity Attack0.17614605
Insult0.09270445
Profanity0.10363861
Threat0.010369381
Severe Toxicity0.012574885
Low Tox 0.2854971 Moderate Con 0.475 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Omg can't believe you made a video on this. Tbh every province is populated by them now. (Not racist just facts lol)
Omg can't believe you made a video on this. Tbh every province is populated by them now. (Not racist just facts lol)
Identity Attack0.16993292
Insult0.06722072
Profanity0.09292633
Threat0.010705971
Severe Toxicity0.0127685545
Low Tox 0.2854971 Moderate Con 0.426
Jan 27, 2026 Inside Canada's Indian Invasion...
That dude on the bike inn the high viz is a real one speaking truth but the libs would call him racist for spitting facts
That dude on the bike inn the high viz is a real one speaking truth but the libs would call him racist for spitting facts
Identity Attack0.10815793
Insult0.19967617
Profanity0.078378424
Threat0.009955117
Severe Toxicity0.008049011
Low Tox 0.2854937 Moderate Con 0.38 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Illegal immigration and even legal migration from the third world are orchestrated by certain interests. They do this to destroy our nations. Most of the NGO's responsible for funneling all of them in are in …
Illegal immigration and even legal migration from the third world are orchestrated by certain interests. They do this to destroy our nations. Most of the NGO's responsible for funneling all of them in are in from a certain ethnicity, Elon helped cover this all up when he took over DOGE. It was a diversion. We are second in power now, they have infiltrated the USA from within. Every wonder why you didn't get to vote on it? Their plan is this, convince America migrants are good and to accept them, water down the nation to weaken them, it becomes racist to say anything against them, weaponize the police against them, and implement laws criticizing it, make it impossible to say in the workplace. Then you basically win for the enemy of Whites. America has been occupied, we are officially under a foreign dictatorship like Russia. Look who controls Russia, it's not Whites...
Identity Attack0.28034934
Insult0.16551061
Profanity0.033645786
Threat0.012285355
Severe Toxicity0.01121521
Low Tox 0.2854835 Moderate Con 0.441 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I was called a racist every time I said those coming from the U.S. are not real refugees since the U.S. IS a safe country. JT sent out the tweet just so he could look …
I was called a racist every time I said those coming from the U.S. are not real refugees since the U.S. IS a safe country. JT sent out the tweet just so he could look better than Trump. He did not care about Canadians, just about how HE looked to the world. Unbelievable.
Identity Attack0.22935481
Insult0.17486192
Profanity0.023721304
Threat0.007262398
Severe Toxicity0.006790161
Low Tox 0.2854835 Constructive 0.529 Policy_Critique
Feb 17, 2026 35 likes LILLEY UNLEASHED: The fall of …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
I am always surprised by how racist or uninviting Canadians seem to be and I was born in Canada but that doesn't give me the right to be racist
I am always surprised by how racist or uninviting Canadians seem to be and I was born in Canada but that doesn't give me the right to be racist
Identity Attack0.2831485
Insult0.14512913
Profanity0.03189224
Threat0.00704232
Severe Toxicity0.0073242188
Low Tox 0.28547668 Constructive 0.538 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Dear white people. We don't think you are racist on this matter. The fact of this matter is that Canadians are "too" nice and good-hearted. Hence, we are exploited.
Dear white people. We don't think you are racist on this matter. The fact of this matter is that Canadians are "too" nice and good-hearted. Hence, we are exploited.
Identity Attack0.3043136
Insult0.08410009
Profanity0.041912504
Threat0.008246276
Severe Toxicity0.007019043
Low Tox 0.28547668 Constructive 0.613
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Identity Attack0.17226285
Insult0.20668297
Profanity0.02392626
Threat0.010369381
Severe Toxicity0.0064086914
Low Tox 0.28547668 Constructive 0.564 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I live 20 mins away. They are taking over and they brag about it but we are "racist" if we fight against it.....
I live 20 mins away. They are taking over and they brag about it but we are "racist" if we fight against it.....
Identity Attack0.17769934
Insult0.15485314
Profanity0.02973333
Threat0.011275585
Severe Toxicity0.006752014
Low Tox 0.2854733 Moderate Con 0.449 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a …
I am an Indian. Many of the new comers from the North of India , whether students or immigrants, do not speak English fluently. Some, especially the Punjabis, cannot even read and speak even a single sentence in English. They bribe the immigration officials and get the IELTS certificate for whichever score/band they need. Some of them have a criminal background. When the inquiry for background check comes up, they bribe the police to get a clean certificate... and they all immigrate to Canada, Australia, New Zealand and other Western countries. Every other brown skinned people gets hated and embarrassed because of these people. I have a strong feeling that many in IRCC are of Indian decent and they help these people. These people are racists, arrogant, selfish, greedy, rude, disrespectful, uncivilized and mostly unintellectual. They don't even respect people from other parts of India.
Identity Attack0.31892163
Insult0.16824563
Profanity0.048175167
Threat0.0113014765
Severe Toxicity0.01121521
Low Tox 0.2854733 Constructive 0.58
Sep 28, 2025 1 likes IRCC Names India in Study …
This has racist undertones however the best for all you candians dont allow any indian and dont fo any trade with india. So next time you vote ensure your government make that a priority. Yeah …
This has racist undertones however the best for all you candians dont allow any indian and dont fo any trade with india. So next time you vote ensure your government make that a priority. Yeah there are some issues regarding the kalistan but that you should ask justin
Identity Attack0.2964622
Insult0.10440776
Profanity0.043916557
Threat0.00899713
Severe Toxicity0.008811951
Low Tox 0.2854699 Constructive 0.556 Identity_Assertion
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. I wouldn’t call him racist. He doesn’t recognize Canada anymore.
Identity Attack0.20878418
Insult0.21602537
Profanity0.020373698
Threat0.0076507707
Severe Toxicity0.005722046
Low Tox 0.2854699 Constructive 0.685 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree with you lady. I am not racist neither but I am fed up that some nation come here and try to make their country, We Canadian born here and our parent grand parents …
I agree with you lady. I am not racist neither but I am fed up that some nation come here and try to make their country, We Canadian born here and our parent grand parents born here and they are the one that built this country and some of these immigrants are trying to destroy US and OUR COUNTRY, If you come here it is fine but leave according our rules and our freedom us Canadian with respect, Let s wake up Born here French Canadian bilingual I have been working for my country 50 years and cannot ge unemployment......the F.......system is fuck up Let s save our Country. God Bless us Canadian and Canada
Identity Attack0.2869935
Insult0.16861114
Profanity0.028640235
Threat0.010680079
Severe Toxicity0.012435913
Low Tox 0.2853768 Constructive 0.715 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Ngl tyler u raise a few valid points but some of this is just flat out racist and your giving it a platform.
Ngl tyler u raise a few valid points but some of this is just flat out racist and your giving it a platform.
Identity Attack0.10221587
Insult0.16853803
Profanity0.07805514
Threat0.007689608
Severe Toxicity0.007896423
Low Tox 0.28312725 Moderate Con 0.411 Meta_Commentary
Feb 13, 2026 4 likes Inside Canada's Indian Invasion...
Coming back to basics, how can any human being call another human being a "racist" when we are all of the same humanity. All of the same body of the HUMAN RACE which bleeds the …
Coming back to basics, how can any human being call another human being a "racist" when we are all of the same humanity. All of the same body of the HUMAN RACE which bleeds the same color of blood, cry the same salty tasting tears, sweat the same as others etc This when the only apparent true difference is that we all have a slightly to stronger <<nuance/shade/skin tone>> of brown. Why brown? Well, in the beginning, God took some earth from the ground and formed HUMAN KIND. Oh! Isn't Earth kind of having various teints of brown? YEAH! same weat different shades/skin tone.
Identity Attack0.28034934
Insult0.15343215
Profanity0.09098661
Threat0.010938995
Severe Toxicity0.013091337
Low Tox 0.28312725 Constructive 0.666
Aug 26, 2025 Why Canadians Are Turning Against …
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining …
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining the country and pointing that out is 'racist'.
Identity Attack0.16993292
Insult0.16802633
Profanity0.03990845
Threat0.009463178
Severe Toxicity0.007858276
Low Tox 0.28087774 Moderate Con 0.361 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it isn't changing anytime soon. It's just sad to see, I'm not racist I just want my own country and my own job but I guess that's asking too much :/
Identity Attack0.29951343
Insult0.1378885
Profanity0.028503597
Threat0.007314181
Severe Toxicity0.00793457
Low Tox 0.28087774 Constructive 0.679 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Saar do not redeem video saar it an racist saar!
Saar do not redeem video saar it an racist saar!
Identity Attack0.07673789
Insult0.2469859
Profanity0.14490221
Threat0.00948907
Severe Toxicity0.02402156
Low Tox 0.27975297 Low Con 0.148 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many …
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many shootings as we want, we can drive as dangerously as we want, we can do as many extortion attempt shootings as we want, we can operate our dumptrucks/oversize vehicles as recklessly as want, we can hit as many overpasses as we want, we dont have to have customer service skills, nor be able to communicate so you understand us, and on and on! "Immigration without Assimilation is an Invasion." Indians are the number one threat to our society and our safety! You say, 'Racist', I say, 'Realist.'
Identity Attack0.028886627
Insult0.15911613
Profanity0.049928714
Threat0.20938614
Severe Toxicity0.01322045
Low Tox 0.27975297 Moderate Con 0.378 Fear_Threat
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise …
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise racism! Seeing people praising the bike guy as "honest" is quite frankly very disturbing and sad!
Identity Attack0.17769934
Insult0.18604483
Profanity0.020783609
Threat0.0076119336
Severe Toxicity0.00541687
Low Tox 0.2786282 Constructive 0.665 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
So it's okay for the French to do it but if any other province or territory in Canada did it we'd be called racist
So it's okay for the French to do it but if any other province or territory in Canada did it we'd be called racist
Identity Attack0.27875587
Insult0.10587067
Profanity0.027820412
Threat0.007870848
Severe Toxicity0.006942749
Low Tox 0.2786282 Moderate Con 0.387
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
Yeah as a 13 year old in winnipeg alot of Indian people have come.(in not trying to be racist)
Yeah as a 13 year old in winnipeg alot of Indian people have come.(in not trying to be racist)
Identity Attack0.2949366
Insult0.09855611
Profanity0.036651865
Threat0.007029374
Severe Toxicity0.0065612793
Low Tox 0.2786282 Constructive 0.589 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good …
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good The white people Nice, friendly outside And other nationalities Irrespective of color and country We need such good people Who help others,show mercy If not don't cause problems to others
Identity Attack0.2823795
Insult0.15236975
Profanity0.114160895
Threat0.014048163
Severe Toxicity0.013285006
Low Tox 0.27750343 Constructive 0.776
Aug 25, 2025 2 likes 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.