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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: "Funny how the people who …" 51 comments · Page 1 of 3
Disgusting.. muslims, islamic people, indians... it's funny how all these shit countries also happen to have the worst people & when they migrate to better countries, instead of assimilating and improving.. they bring the same …
Disgusting.. muslims, islamic people, indians... it's funny how all these shit countries also happen to have the worst people & when they migrate to better countries, instead of assimilating and improving.. they bring the same shit that makes their own countries crap.
Identity Attack0.79850346
Insult0.7492263
Profanity0.80158395
Threat0.038911607
Severe Toxicity0.47886345
Toxic 0.9209984 Low Con 0.217 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him …
🤬😡 that bike guy was an absolute a*shole. I'm not from Africa, but calling an entire continent stupid is just pathetic. shame on all the cockroaches in the comment section supporting him. idiots like him are the reason stereotyping and generalization still exists. even if a smart guy came from Africa tomorrow, these people will still discriminate against him because of "his" background. absolutely retarded. these uneducated poor illiterate pigs who has failed in their lives are now hating on immigration to feel good about themselves. f*ck these racist dude, and all the idiots supporting him thinking it's funny and cool.
Identity Attack0.41975367
Insult0.7967344
Profanity0.5381406
Threat0.049774777
Severe Toxicity0.44787344
Toxic 0.8299589 Moderate Con 0.419 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It’s funny cause I tell people how bad it is up there. It’s disgusting. Canada literally pays them to move to thru country. When I visited Canada I had a very bad experience there because …
It’s funny cause I tell people how bad it is up there. It’s disgusting. Canada literally pays them to move to thru country. When I visited Canada I had a very bad experience there because of all the damn Indians. They’re buying up all the businesses and pushing out white folk and everyone else and only hiring native Indians. They’re disgusting, despicable humans
Identity Attack0.6649212
Insult0.69164425
Profanity0.50818664
Threat0.031314444
Severe Toxicity0.3361876
Toxic 0.76523775 Moderate Con 0.468 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the truth Black people always staring forcing there presence on people think it’s funny to harass people can never mind there business or respect peoples preferences or beliefs. They all need to be sent back to Africa ect. Let’s do a American poll and world and go on that for ice to get them
Identity Attack0.6649212
Insult0.57787937
Profanity0.43669638
Threat0.36820486
Severe Toxicity0.35368225
Moderate 0.6989911 Moderate Con 0.429 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the …
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the UK according to the WHO CDC UN etc none the less white man on bike is stupid funny
Identity Attack0.6007182
Insult0.61794597
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.20678867
Moderate 0.6863638 Low Con 0.207 Identity Attack Insult Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop …
The Pakistani guy telling about immigration is funny , these pakistanis turned london into hell...most indians come in country are educated and progressive while offcourse few black sheeps are there but most of them develop the country they live in and are not problematic like other countries people 😅.....
Identity Attack0.55044734
Insult0.44126466
Profanity0.33453682
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.577 Identity Attack Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Funny to hear Sikhism is for others, weird thing is, you only hear that when they are immigrants, in their homeland they are not inclusive, hence, these are parasites that leech and destroy the host. …
Funny to hear Sikhism is for others, weird thing is, you only hear that when they are immigrants, in their homeland they are not inclusive, hence, these are parasites that leech and destroy the host. Canadians are nice people whos kindness are being taken advantage of, but in a few years the real Canadians will become aboriginals.
Identity Attack0.4907465
Insult0.5130944
Profanity0.10735235
Threat0.012130005
Severe Toxicity0.023076924
Moderate 0.4850187 Moderate Con 0.412 Insult
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
Identity Attack0.18158256
Insult0.54471385
Profanity0.07223598
Threat0.008453408
Severe Toxicity0.016125489
Moderate 0.4850187 Low Con 0.261 Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my …
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my ID so i took my American Passport with me as a substitute and I showed the bouncer and he let me in the dive bar and i sat down to order and I hear an Old Polish dude with a accent tell his buddy "well at least we know its legal" as i turned to say "let me see your ID cause your accent is not american" as he started talking shit out loud and I told him" look at the foriegner telling a Mexican American man who is Native to the Americas with Native American ancestry that he does not belong in North America" my friends had my back and the bartneder gave me a free drink and stopped serving the Moron.... want to know something funny... I was born and raised in Brooklyn parkslope and went to a Polish Catholic school from Pre k to kindergarten and i was the only non polish person in the school and I spoke some words in polish as my baby sitter was an old polish woman.
Identity Attack0.4931391
Insult0.4339631
Profanity0.46222726
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.47772613 Constructive 0.686 Personal_Narrative
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
funny how the white people are talking like they're First Nations people...."they're coming, taking our land, they should go back to their own countries" ?
funny how the white people are talking like they're First Nations people...."they're coming, taking our land, they should go back to their own countries" ?
Identity Attack0.5504064
Insult0.33154017
Profanity0.13961408
Threat0.020782012
Severe Toxicity0.023552058
Moderate 0.45921504 Moderate Con 0.302 Identity Attack Identity_Assertion
Sep 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. …
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. Maybe we should advocate for mass deportation, including people like you but then you'd oppose that, wouldn't you. When a racist sees you, you are just non white, Jamaican.
Identity Attack0.4907465
Insult0.3406697
Profanity0.15019037
Threat0.029587816
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.493
Aug 25, 2025 Why Canadians Are Turning Against …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Identity Attack0.4482637
Insult0.39743927
Profanity0.07708528
Threat0.00933372
Severe Toxicity0.018449519
Moderate 0.41910073 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Funny how ‘inclusion’ is now a euphemism for racism and erasure of white, Christian and heterosexual people…we all know it.
Funny how ‘inclusion’ is now a euphemism for racism and erasure of white, Christian and heterosexual people…we all know it.
Identity Attack0.46028158
Insult0.20434737
Profanity0.048425674
Threat0.024235269
Severe Toxicity0.017803956
Moderate 0.38601747 Low Con 0.251
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
It's funny or white people go to every other country and do business go on vacation but when they're in their own country bitter
It's funny or white people go to every other country and do business go on vacation but when they're in their own country bitter
Identity Attack0.46028158
Insult0.17610447
Profanity0.119731516
Threat0.010447056
Severe Toxicity0.01896597
Moderate 0.3811502 Low Con 0.283 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Funny how descendants of people who invaded, displaced, and starved Indigenous nations now act superior. Canada wasn’t ‘empty’—it was colonized. India had universities, sanitation, surgery, and cities while Europe was burning witches and dumping sewage …
Funny how descendants of people who invaded, displaced, and starved Indigenous nations now act superior. Canada wasn’t ‘empty’—it was colonized. India had universities, sanitation, surgery, and cities while Europe was burning witches and dumping sewage in streets. If you want to talk hygiene or civilization, open a history book before opening your mouth.
Identity Attack0.073429056
Insult0.37506318
Profanity0.028230323
Threat0.03649433
Severe Toxicity0.010757446
Moderate 0.37751234 Moderate Con 0.407 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
It's funny all the white immigrants ( who migrated to America/canada/australia and wiped out the original culture and people, are so afraid about the massive immigration 😂
It's funny all the white immigrants ( who migrated to America/canada/australia and wiped out the original culture and people, are so afraid about the massive immigration 😂
Identity Attack0.46028158
Insult0.16839184
Profanity0.06646215
Threat0.013165667
Severe Toxicity0.01806218
Moderate 0.37751234 Moderate Con 0.321 Humor_Satire
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Identity Attack0.293411
Insult0.25998658
Profanity0.0913099
Threat0.0097738765
Severe Toxicity0.015802706
Moderate 0.3375374 Constructive 0.559 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would …
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would never want to come off racist even at the demise of their own children’s future. Remember when critical race theory was being introduced in schools and shaming white people. You put the whole idea behind racism and look at how everyone jumped behind it .
Identity Attack0.37292135
Insult0.24424846
Profanity0.057944927
Threat0.011094344
Severe Toxicity0.012054443
Moderate 0.33504707 Moderate Con 0.424 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Identity Attack0.3908055
Insult0.1342682
Profanity0.11663672
Threat0.011172019
Severe Toxicity0.016577384
Moderate 0.33421695 Moderate Con 0.472 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
Identity Attack0.3817989
Insult0.15556364
Profanity0.06345607
Threat0.009903334
Severe Toxicity0.0128976675
Moderate 0.3234372 Moderate Con 0.464
Oct 1, 2025 511 likes IRCC Names India in Study …

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.