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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: "We dont know where they …" 68 comments · Page 1 of 3
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
This white man dont know about indians and how some are muslims but dont like muslims but like indians backward ass bitch 😂
Identity Attack0.6458014
Insult0.6370372
Profanity0.70864636
Threat0.122295745
Severe Toxicity0.45895407
Toxic 0.88599813 Low Con 0.185 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed off lives are being ruined destroyed!!! This was not happening 10 yrs ago canada was still canada now I dont recognize the very country I was born and raised in 53 yrs I dont even know the country anymore!!!!!! Sooooo f**&^^ ing angry!!
Identity Attack0.37082586
Insult0.71551245
Profanity0.6001929
Threat0.06593887
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.421 Insult Call_To_Action
Sep 4, 2025 Why Canadians Are Turning Against …
Get the village idiots out of Canada they stink holy f they DONT EVEN KNOW HOW TO TALK THEY PARK IN HANDI CAP SPACES CUT LINES COMMIT CRIME EWWWWW
Get the village idiots out of Canada they stink holy f they DONT EVEN KNOW HOW TO TALK THEY PARK IN HANDI CAP SPACES CUT LINES COMMIT CRIME EWWWWW
Identity Attack0.3817989
Insult0.7967344
Profanity0.37854016
Threat0.026997874
Severe Toxicity0.23224458
Toxic 0.8403191 Low Con 0.193 Insult Unverified_Claim
Jan 17, 2026 2.9 million Canadian temporary visas …
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
Wow....absolutely pathetic individuals who are employed/paid with our tax dollars to govern immigration related issues presented here..and they dont know....f*#ing pathetic
Identity Attack0.09741807
Insult0.7782364
Profanity0.34536663
Threat0.008039144
Severe Toxicity0.031420294
Toxic 0.7701451 Low Con 0.174 Insult Policy_Critique
Dec 23, 2025 IRCC Names India in Study …
I got bad news for you braindead fake vaccinated sheep; canada has ALWAYS been a brown country for tens of thousands of years. White people never owned this land and still dont. The entitlemtn u …
I got bad news for you braindead fake vaccinated sheep; canada has ALWAYS been a brown country for tens of thousands of years. White people never owned this land and still dont. The entitlemtn u feel is brainwashing from the jews because u are a dumbass goy that's easy to manipulate.. and now they are manipulatinf you to fight other cultures when EVERYONE knows what group is responsible for all the of worlds problems. The deepstate.
Identity Attack0.57150364
Insult0.6798578
Profanity0.3866461
Threat0.03649433
Severe Toxicity0.23226175
Moderate 0.6852916 Moderate Con 0.308 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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 …
The bullshit is obvious when they know the number of people who are "possibly non-compliant" but dont know the number of "fully non-compliant" If there is no distinction, the possibly non-compliant are all fully non-compliant.
The bullshit is obvious when they know the number of people who are "possibly non-compliant" but dont know the number of "fully non-compliant" If there is no distinction, the possibly non-compliant are all fully non-compliant.
Identity Attack0.022188433
Insult0.37733194
Profanity0.759977
Threat0.008155655
Severe Toxicity0.0475607
Moderate 0.6588125 Low Con 0.223
Oct 1, 2025 IRCC Names India in Study …
The one white girl you talked to is a libtard, but its funny because "im a city worker i dont want to lose my job" she knows how fucked things are and knows she will …
The one white girl you talked to is a libtard, but its funny because "im a city worker i dont want to lose my job" she knows how fucked things are and knows she will get canceled like the ones she did it to.
Identity Attack0.49855098
Insult0.5101222
Profanity0.6672561
Threat0.020954676
Severe Toxicity0.17315048
Moderate 0.6588125 Moderate Con 0.333 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Identity Attack0.61901736
Insult0.6051471
Profanity0.28249276
Threat0.01187109
Severe Toxicity0.101760045
Moderate 0.6342749 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
Identity Attack0.037136484
Insult0.57566804
Profanity0.24438259
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.6027529 Low Con 0.219 Insult Meta_Commentary
Feb 8, 2026 Inside Canada's Indian Invasion...
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Identity Attack0.57150364
Insult0.4962726
Profanity0.33954415
Threat0.05171447
Severe Toxicity0.09649272
Moderate 0.5885171 Low Con 0.279 Identity Attack Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist …
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist af .
Identity Attack0.4508763
Insult0.47384647
Profanity0.3813392
Threat0.020091362
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.262 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run …
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run the roads in the city by themselves all hours and when you see these people getting in their cars they DONT buckle their children in their seats. The immigrants who come here and disrespect everything need to go💯 i know some of them are actually coming here for help and a better life and they do try but the majority of these immigrants need to follow our laws or leave 💯
Identity Attack0.5135796
Insult0.4810288
Profanity0.20483992
Threat0.0287245
Severe Toxicity0.16960317
Moderate 0.51980776 Constructive 0.537 Identity Attack
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
the hate divisional crap needs to stoo canada has become a multiculutral place but theindogenousppl deserve respect complletely it is infact still there land which few realize but it is ...they nver agreed to f …
the hate divisional crap needs to stoo canada has become a multiculutral place but theindogenousppl deserve respect complletely it is infact still there land which few realize but it is ...they nver agreed to f give up there lands and those that signed things didnt know the language so thus it ant be legaly held up ....because to have a s document declared legal you must know and underttsnd its contents ....if you dont know alanguage you dontknow the content ...
Identity Attack0.17847598
Insult0.5101222
Profanity0.39409557
Threat0.009955117
Severe Toxicity0.023223408
Moderate 0.509388 Constructive 0.619 Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the National Crime Records Bureau. It 86 rape by day (one every 20 minutes). Theses numbers are only the tip of the iceberg. For the driving watch the New-Dehhi episode of Dont drive here. The get the drive exam is to turn around a ciment slab in a parking lot. Those people are really low IQ.
Identity Attack0.48915586
Insult0.48627716
Profanity0.25093055
Threat0.13785169
Severe Toxicity0.09385906
Moderate 0.4850187 Moderate Con 0.439 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government …
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government certainly has ten times that money But they will use our money our pensions to bury this once great country
Identity Attack0.02721288
Insult0.5208188
Profanity0.27747265
Threat0.009877442
Severe Toxicity0.014705247
Moderate 0.47886392 Moderate Con 0.394 Insult Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Identity Attack0.5135796
Insult0.26957804
Profanity0.07191269
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.43965456 Moderate Con 0.431 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians …
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians here not being rasict just dont want my culture and country to be tunred into india 2.0.
Identity Attack0.5051609
Insult0.27558193
Profanity0.06495911
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.576 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they …
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they dont have good hygiene, probably not at all.
Identity Attack0.4830652
Insult0.24171697
Profanity0.043916557
Threat0.008401625
Severe Toxicity0.016125489
Moderate 0.37751234 Constructive 0.66 Unverified_Claim
Feb 24, 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.