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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: "Do whatever you can to …" 113 comments · Page 1 of 5
Why the fuck do all these shit people from these shit country’s always drag their bullshit culture to whatever country they crawl to? Fuck.
Why the fuck do all these shit people from these shit country’s always drag their bullshit culture to whatever country they crawl to? Fuck.
Identity Attack0.6007182
Insult0.7065844
Profanity0.9342644
Threat0.035113025
Severe Toxicity0.51028454
Toxic 0.96426713 Low Con 0.191 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
WHO cares because anyone going to Russia Jr deserves whatever they get! I’m not going because I’m not stupid!
WHO cares because anyone going to Russia Jr deserves whatever they get! I’m not going because I’m not stupid!
Identity Attack0.0008341431
Insult0.8962762
Profanity0.004171593
Threat0.00017568174
Severe Toxicity0.00002263448
Toxic 0.9426062 Insult
Dec 9, 2025
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever …
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever shits y'all want. And ya ofc you incompetent white f*cks are gonna make a hero out of that mf. Someone says good about Indians and y'all have your ass burning. Keep crying, incompetent assholes.
Identity Attack0.6487889
Insult0.8634578
Profanity0.8690192
Threat0.5195707
Severe Toxicity0.6127218
Toxic 0.93383175 Moderate Con 0.318 Identity Attack Insult Threat Moral_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
Shitty thing is that us real natives us indigenous peoples don’t get a say in this whatevs this is Canada America Bs fuck you all give us our land back and go back to all …
Shitty thing is that us real natives us indigenous peoples don’t get a say in this whatevs this is Canada America Bs fuck you all give us our land back and go back to all you ancestral lands
Identity Attack0.61901736
Insult0.61794597
Profanity0.7796426
Threat0.08703069
Severe Toxicity0.460081
Toxic 0.8988238 Moderate Con 0.306 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Identity Attack0.6728028
Insult0.5723624
Profanity0.7809412
Threat0.13802026
Severe Toxicity0.44787344
Toxic 0.85850734 Moderate Con 0.306 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe …
Why do you think you’re one of us? You aren’t “one of the good ones” you’re dirty immigrant family will go back to whatever shithole you came from alongside the rest of them playing wannabe white guy isn’t going to save you dumbass
Identity Attack0.6227552
Insult0.7804726
Profanity0.6672561
Threat0.064645745
Severe Toxicity0.45895407
Toxic 0.85173553 Low Con 0.173 Identity Attack Insult Fear_Threat
Feb 3, 2026 Inside Canada's Indian Invasion...
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever …
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.@pwila this restard thoight iam pakistani abdul🤮🤮🖕🏻🖕🏻
Identity Attack0.5135796
Insult0.71120167
Profanity0.7673477
Threat0.44942492
Severe Toxicity0.6866667
Toxic 0.8460273 Low Con 0.242 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever …
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.@pwila this restard thoight iam pakistani abdul🤮🤮🖕🏻🖕🏻
Identity Attack0.5135796
Insult0.71120167
Profanity0.7654259
Threat0.46976724
Severe Toxicity0.6866667
Toxic 0.8403191 Low Con 0.242 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do …
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and Yor kkurryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Identity Attack0.36598656
Insult0.65865606
Profanity0.5724795
Threat0.44942492
Severe Toxicity0.61260825
Toxic 0.78207105 Moderate Con 0.316 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only …
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Identity Attack0.4911651
Insult0.68668073
Profanity0.73341435
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.76197964 Low Con 0.258 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Identity Attack0.6649212
Insult0.5935568
Profanity0.41194582
Threat0.05430072
Severe Toxicity0.45510182
Toxic 0.75208336 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand …
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Identity Attack0.5124616
Insult0.67735565
Profanity0.70864636
Threat0.44942492
Severe Toxicity0.68373036
Toxic 0.7510937 Low Con 0.248 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim …
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim Hortons and Walmart? Fuck you Trudeau. He only became prime minister bcs of his father’s good reputation, and bcs women were mesmerized by his good looks. I’m a CANADIAN CITIZEN and I can’t find no work in this damn country. Trump should prob come here and fix things. Everyone should have an equal chance of getting a job. Diversity and inclusion is important. I don’t expect immigrants to assimilate to Canadian culture but have some respect. Don’t be acting like you run things bcs NOBODY RUNS THINGS. I get that some immigrants come here and work hard to own a Canadian/american franchise or to become a manager, but don’t be hiring your ethnic group alone. The workplace should display a representation of various groups of people. If you can’t simply do that then please ONLY stick to only owning whatever food restaurants that serves food from whatever country you came from.
Identity Attack0.19693321
Insult0.5588244
Profanity0.70864636
Threat0.05914995
Severe Toxicity0.3498543
Toxic 0.73663366 Constructive 0.626 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what …
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what the fuck happened to my province. When I was young we had multiculturalism but this is different. As an adult I look around and we have an Indian invasion. Let’s be clear. It’s not Asians or blacks or whatever. It’s shit tons of Indians and yes they are ruining Canada.
Identity Attack0.6637263
Insult0.5678696
Profanity0.6672561
Threat0.061089642
Severe Toxicity0.35368225
Toxic 0.718943 Moderate Con 0.496 Identity Attack Insult Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male …
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and Your curryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Identity Attack0.27991617
Insult0.58196646
Profanity0.47191826
Threat0.3733964
Severe Toxicity0.45895407
Toxic 0.7105462 Moderate Con 0.328 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
as a Native American (indigenous, whatever the fuck ppl call us), being born and raised in Canada, i want these Indians, OUT of Canada.
as a Native American (indigenous, whatever the fuck ppl call us), being born and raised in Canada, i want these Indians, OUT of Canada.
Identity Attack0.6853638
Insult0.5678696
Profanity0.6242122
Threat0.05203775
Severe Toxicity0.35148153
Toxic 0.7105462 Moderate Con 0.392 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Mf Indians= scammers this is the reality. Now call me whatever you want
Mf Indians= scammers this is the reality. Now call me whatever you want
Identity Attack0.6220118
Insult0.5678696
Profanity0.39409557
Threat0.063999176
Severe Toxicity0.34989303
Moderate 0.63782936 Low Con 0.205 Identity Attack Insult Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
RCMP, JTF-2 100% aren't gonna do shit about the very easy conspiracy or whatever case on Sidhu and his buddies
RCMP, JTF-2 100% aren't gonna do shit about the very easy conspiracy or whatever case on Sidhu and his buddies
Identity Attack0.06249457
Insult0.37846634
Profanity0.596623
Threat0.023026628
Severe Toxicity0.043077253
Moderate 0.5885171 Low Con 0.124 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so …
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so they couldn't be hypocrites now.
Identity Attack0.29035977
Insult0.6099415
Profanity0.06195303
Threat0.007870848
Severe Toxicity0.013285006
Moderate 0.5532103 Moderate Con 0.301 Insult Comparative_Framing
Feb 13, 2026 Canada's tighter immigration policy divides …
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a …
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a stop sign! Our own police let these mfs do whatever they want and steal to high hell
Identity Attack0.46028158
Insult0.47384647
Profanity0.41081807
Threat0.06561559
Severe Toxicity0.14126498
Moderate 0.52139956 Moderate Con 0.384
Jan 27, 2026 Inside Canada's Indian Invasion...
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your idea more and then they f-king follow you to whatever country you go... I left USA to get away from commie patriots who think they are capitalist, now the Alt-left who identifies as right-wing is here too... might move to India once all the Indians left. 🤣
Identity Attack0.55044734
Insult0.47787863
Profanity0.43554106
Threat0.023026628
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.364 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
people will say whatever but really you only know when you live in this disgusting new canada now
people will say whatever but really you only know when you live in this disgusting new canada now
Identity Attack0.40713623
Insult0.5130944
Profanity0.096482486
Threat0.0076119336
Severe Toxicity0.019998873
Moderate 0.48141238 Low Con 0.243 Insult Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide …
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide from the police in the Mosque. The Immam refused to let the police in to arrest them . Then we were hit by a load of Roma Gypsy's. They are absolute animals . No home was safe from they're breaking in . They break into cars , trucks and steal whatever isn't nailed down . Now tell me why I should be nice to these people and not be racist ?????😮😮😮😮😮😮😮
Identity Attack0.55011386
Insult0.47384647
Profanity0.30161268
Threat0.16383497
Severe Toxicity0.16960317
Moderate 0.48021027 Constructive 0.521 Identity Attack Unverified_Claim
Aug 31, 2025 1 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.