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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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Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "That was likely one of …" 383 comments · Page 3 of 16
Moslems moving to the west to enjoy our freedoms, only to try to convert us and implement sharia law - to destroy our nations like the ones they just fled from. If sharia law is …
Moslems moving to the west to enjoy our freedoms, only to try to convert us and implement sharia law - to destroy our nations like the ones they just fled from. If sharia law is so great, stay in your Arab countries and get tf out of ours
Identity Attack0.6007182
Insult0.40698266
Profanity0.33453682
Threat0.09776353
Severe Toxicity0.18232453
Moderate 0.54823303 Moderate Con 0.304 Identity Attack
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
They have destroyed their country and migrating all over the world. Illegal stuffs and scammers. They’re like Muslims, they don’t integrate but rather always want to change the country where they go to.Although they’re some …
They have destroyed their country and migrating all over the world. Illegal stuffs and scammers. They’re like Muslims, they don’t integrate but rather always want to change the country where they go to.Although they’re some decent ones
Identity Attack0.5948528
Insult0.47384647
Profanity0.22552395
Threat0.026652548
Severe Toxicity0.09912638
Moderate 0.54325575 Moderate Con 0.324 Identity Attack Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
Pay no taxes really , like white Canadians are the one who are lazy , do no work pay no taxes live on government money which is our taxes paid !!!
Pay no taxes really , like white Canadians are the one who are lazy , do no work pay no taxes live on government money which is our taxes paid !!!
Identity Attack0.55044734
Insult0.5129801
Profanity0.070942834
Threat0.009178371
Severe Toxicity0.023076924
Moderate 0.53579444 Low Con 0.241 Identity Attack Insult
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home …
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home 😢
Identity Attack0.53446084
Insult0.5130944
Profanity0.2659699
Threat0.011638066
Severe Toxicity0.02458496
Moderate 0.52811706 Constructive 0.562 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Identity Attack0.5108175
Insult0.3393024
Profanity0.22643133
Threat0.038220957
Severe Toxicity0.101760045
Moderate 0.52811706 Moderate Con 0.48 Identity Attack Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people …
Jeez dread, Canada needs to do something quick, I'm seeing tis shit all over and it going to be a real mess if they don't fix it fast. Change the laws and force these people to adhere to the culture and laws, take away some one their rights, start by taking away their rights to practice their culture in public, stop their protesting, they are immigrants and should behave like a lifelong guest, deport them without question if they fail to assimilate.
Identity Attack0.37292135
Insult0.46774593
Profanity0.5150164
Threat0.063999176
Severe Toxicity0.052940834
Moderate 0.52139956 Constructive 0.51 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Id BET every one smells like a STANKY UN WASHED PUNJAB!!!
Id BET every one smells like a STANKY UN WASHED PUNJAB!!!
Identity Attack0.38208112
Insult0.5145894
Profanity0.26634997
Threat0.022853967
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.182 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
All the White Canadians blaming Indians for immigrating while their own Government is the one who put them in this mess. Not a single Indian would be in Canada if it wasn't for your own …
All the White Canadians blaming Indians for immigrating while their own Government is the one who put them in this mess. Not a single Indian would be in Canada if it wasn't for your own Government allowing them in. You don't want Indians, go change your freaking Government instead of recording videos of immigrants living in an immigrant enclave like every other immigrant community does. At the end of the day, you get the Government you deserve.
Identity Attack0.5502601
Insult0.4794537
Profanity0.39207047
Threat0.018364733
Severe Toxicity0.06488878
Moderate 0.51980776 Moderate Con 0.347 Identity Attack
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The USB is going after fraudulent students from India, they apply fr refiugee status even though there';s no war in india, fake grades, etc and any country that cracks down they just swarm into other …
The USB is going after fraudulent students from India, they apply fr refiugee status even though there';s no war in india, fake grades, etc and any country that cracks down they just swarm into other countries like the UK/Australia. no one here has the balls to go after these fraudsters and kick them out
Identity Attack0.39334553
Insult0.5130944
Profanity0.39409557
Threat0.43007585
Severe Toxicity0.07805709
Moderate 0.51980776 Moderate Con 0.395 Insult
Sep 29, 2025 IRCC Names India in Study …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
We do not need muslim to to organize our country Respect us and Remember our Country was the One of the Best to live in , Leave like us Canadian or may be go back …
We do not need muslim to to organize our country Respect us and Remember our Country was the One of the Best to live in , Leave like us Canadian or may be go back to your country
Identity Attack0.5913144
Insult0.36798462
Profanity0.078378424
Threat0.017846745
Severe Toxicity0.0475607
Moderate 0.509388 Moderate Con 0.364 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property …
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property were dirt cheap. Immigrants coming from poorer countries like India settled there because of cheaper property. Brampton today is what it is, because of settler from these countries. It was never multi cultural, in fact 90% Brampton land were empty 20 years ago.
Identity Attack0.18313584
Insult0.5739874
Profanity0.07191269
Threat0.0074565844
Severe Toxicity0.013866014
Moderate 0.509388 Constructive 0.667 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with …
I mean it makes sense sadly... they live in a shithole and make little to nothing nothing and everything is all ransacked and destroyed and/or dirty. See that the grass is greener over here with more opportunities and can make 10x more than people over there and can send the money back so their family gets a good amount back. But there will be a huge majority that will slip up over time and act like they do back there just bringing all that sloppiness and nonsense over here. possibly creating their own gang or a terroristic like group. Ive already seen a homeless one(seemed homeless and raggedy) walking down the street checking for unlocked car doors.
Identity Attack0.10221587
Insult0.47357693
Profanity0.4819111
Threat0.024062606
Severe Toxicity0.052940834
Moderate 0.50789946 Constructive 0.637 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will …
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will reproduce like crazy. Then you need to collect even more taxes, robbing your hard-working population to provide for them, and you get even more surprised. But of course, you know exactly what you're doing. Those low-quality migrants are your future voters. That's why your asses in the government seats aren't going to be replaced anytime soon. Good job, liberals! Just remember, the branch you're sawing off now is the one you're sitting on. Your fall is inevitable; it's only a matter of time.
Identity Attack0.35299334
Insult0.489133
Profanity0.40878695
Threat0.023199292
Severe Toxicity0.0394905
Moderate 0.50789946 Moderate Con 0.39 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
holy fuvk i’ve been waiting for this one for like a year🇨🇦🤣
holy fuvk i’ve been waiting for this one for like a year🇨🇦🤣
Identity Attack0.01374736
Insult0.089778624
Profanity0.6001929
Threat0.010188141
Severe Toxicity0.04397394
Moderate 0.50759226 Moderate Con 0.364 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote …
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote them in! These people didn't even land on our shores on dinghy like in some parts of the world. We welcomed them in with all these loopholes. It's truly disgusting.
Identity Attack0.3817989
Insult0.5270482
Profanity0.0741757
Threat0.011249693
Severe Toxicity0.01986976
Moderate 0.50503236 Constructive 0.59 Insult Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank God for indians. Now the whites cannot blame blacks for all their problems finally. If immigrants from the Caribbean or Africa would behave in public like the Indians, the whites and all the police …
Thank God for indians. Now the whites cannot blame blacks for all their problems finally. If immigrants from the Caribbean or Africa would behave in public like the Indians, the whites and all the police force would be either killing or arresting every one of them.
Identity Attack0.57957685
Insult0.3388922
Profanity0.22643133
Threat0.44942492
Severe Toxicity0.067522444
Moderate 0.50503236 Moderate Con 0.33 Identity Attack Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the problem for all of this. Lack of assimilation, lack of civic sense, lack of fucking common sense. Of course this makes my blood boil. But what I'm genuinely tired of? The endless discrimination. I've lost count how many people profile me or treat me like garbage until we have a 20 second conversation, they hear my accent and I watch in real-time as their body language and frown disappears. It's like watching racism disappear like a light switch. So let me ask all of you a question - how should people like myself, born and raised here handle this? It doesn't end. Everyday, there's a new comment from a new person, another racial slur, another person throwing a bottle at me from their car as I'm walking, another passerby getting aggro at me for no reason, another form of insanity. How should regular people like myself handle this or deal with this? No trolling.
Identity Attack0.44690517
Insult0.42567953
Profanity0.5188411
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.4977744 Constructive 0.741 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Identity Attack0.15517195
Insult0.5130944
Profanity0.36230123
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.4838166 Moderate Con 0.467 Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human …
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human trafficking ….. not to mention there behaviour is mostly appalling and third world behaviour and there bringing it to a first world country acting like annimals … and they wonder why no one likes them or there behaviour …. not to mention all so there lack of hygiene is appalling ( would it kill them to wash properly and use a stick of deodorant becausebo and curry is the worse most disgusting thing u can smell like yuck ) as well like there’s so many issues india and the middle eastern need to adress before migrating its awful … i won’t go near brampton or the gta because of it thoughs city’s went to hell… all so some of these groups of o got banned from there own countries what does that tell you about them as well
Identity Attack0.28034934
Insult0.47357693
Profanity0.41436642
Threat0.016120117
Severe Toxicity0.024772761
Moderate 0.48021027 Constructive 0.522
Aug 27, 2025 Why Canadians Are Turning Against …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of dollars to the economy. If they were all "not working" like that bald guy said, the city wouldn't be as productive or be as rich or as sprawling. Is it too much immigration all at the same time, yeah but locals would have problem with non-white people even if there was litte immigration. Stop the immigration numbers and disgruntled whites would still have an issue with Brampton despite majority white cities the same size as Brampton not being as productive, rapidly facing demographic and economic decline. Majority of the accusations the white people made, were not even proven in the video. I mean ok I guess.
Identity Attack0.48915586
Insult0.48627716
Profanity0.40878695
Threat0.033386398
Severe Toxicity0.044870634
Moderate 0.48021027 Constructive 0.743 Moral_Argument
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were …
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were implementing the Hindu demon god in the West. That was their plan all along. They had you guys fight the Muslims for them, so they can implement their demon god here. You betta start rebuke their spirit every single day or you all are in trouble. The West is about to become like India
Identity Attack0.5135796
Insult0.40243408
Profanity0.29456177
Threat0.13211988
Severe Toxicity0.10702737
Moderate 0.47772613 Moderate Con 0.329 Identity Attack Unverified_Claim
Feb 4, 2026 2 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.