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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 #}

Comment Explorer

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Active: "I am Indian from India. …" 760 comments · Page 1 of 31
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole …
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole community is drug addict
Identity Attack0.7426507
Insult0.8082062
Profanity0.83974665
Threat0.13566011
Severe Toxicity0.56375664
Toxic 0.93383175 Low Con 0.154 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
India is a SHITHOLE. I pee on Indian flag 🇮🇳 🤮
India is a SHITHOLE. I pee on Indian flag 🇮🇳 🤮
Identity Attack0.77429146
Insult0.7065844
Profanity0.764141
Threat0.1329628
Severe Toxicity0.5843659
Toxic 0.9029226 Low Con 0.237 Identity Attack Insult Fear_Threat
Mar 1, 2026 4 likes Inside Canada's Indian Invasion...
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely …
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely on the workers who get the working visa. So they cannot go back to India.
Identity Attack0.13618062
Insult0.25303623
Profanity0.8147593
Threat0.0041770977
Severe Toxicity0.00029806927
Toxic 0.89366525
Apr 17, 2025 1 likes
Then why are you doing fucking trade deal with india and with indians Go and ask from your president and prime minister why are they pampering indian's balls Actually you're hypocrite😮 Go and suck Bangladeshis …
Then why are you doing fucking trade deal with india and with indians Go and ask from your president and prime minister why are they pampering indian's balls Actually you're hypocrite😮 Go and suck Bangladeshis pakistanis terrorist balls 😮
Identity Attack0.6227552
Insult0.71120167
Profanity0.764141
Threat0.34552678
Severe Toxicity0.61476606
Toxic 0.8696708 Low Con 0.089 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these …
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these guys do in Canada you could never get away with in India if you were a foreigner
Identity Attack0.6106996
Insult0.67254376
Profanity0.6919765
Threat0.04524883
Severe Toxicity0.35368225
Toxic 0.8460273 Constructive 0.546 Identity Attack Insult Comparative_Framing
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO …
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO NOT LET SO MANY INDIANS IN AND DO NOT TURN BEAUTIFUL AND CLEAN COUNTRIES IN INDIA
Identity Attack0.7207808
Insult0.6306599
Profanity0.6321197
Threat0.27637172
Severe Toxicity0.48825464
Toxic 0.83334327 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
Indian motherland Canada! shithole in India
Indian motherland Canada! shithole in India
Identity Attack0.6682205
Insult0.6120431
Profanity0.70864636
Threat0.029933142
Severe Toxicity0.45895407
Toxic 0.83334327 Low Con 0.181 Identity Attack Insult Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
why nearly of the indian population want to move out of India? fix your goddamn country!
why nearly of the indian population want to move out of India? fix your goddamn country!
Identity Attack0.60238177
Insult0.56997263
Profanity0.7107322
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.8252207 Low Con 0.198 Identity Attack Insult
Nov 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger …
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger racist gonna see decline .
Identity Attack0.6106996
Insult0.6798578
Profanity0.70864636
Threat0.1115629
Severe Toxicity0.4561839
Toxic 0.8115627 Low Con 0.136 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is …
Hahaa indian immigrant HQ! 😂 i am an immigrant from india, and i have not seen such idiots back home. I want to go back to india. You have invited lowest of lows!! It is frustrating for people like me. Forget shitty immigrants, what opportunities exist!?? Zero! Crap economy. God please help me and get me out of here!! All my money is invested in this dead economy..
Identity Attack0.6007182
Insult0.67735565
Profanity0.58072567
Threat0.04363242
Severe Toxicity0.35368225
Toxic 0.78855824 Moderate Con 0.474 Identity Attack Insult Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
Surrey, BC, has the biggest indian population outside of India in the entire world. 4 million Indian people, fuckin gross.
Surrey, BC, has the biggest indian population outside of India in the entire world. 4 million Indian people, fuckin gross.
Identity Attack0.55044734
Insult0.5678696
Profanity0.764141
Threat0.01508414
Severe Toxicity0.34981552
Toxic 0.78711975 Moderate Con 0.307 Identity Attack Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Identity Attack0.6487889
Insult0.5723624
Profanity0.70864636
Threat0.02250864
Severe Toxicity0.35040274
Toxic 0.7761081 Constructive 0.65 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
There's a reason India is a shithole and it's because it's where most of the Indians are.
There's a reason India is a shithole and it's because it's where most of the Indians are.
Identity Attack0.69661283
Insult0.5723624
Profanity0.67055607
Threat0.012803185
Severe Toxicity0.35368225
Toxic 0.7761081 Low Con 0.22 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
"SAAR YOU CANNOT POST THIS VIDEO HAR SIR PLZ IT IS MAKE INDIA SUPA POWER LOOK BAD SAAR." Very strange to import indians and then get in bed with fuking china of all countries. (They …
"SAAR YOU CANNOT POST THIS VIDEO HAR SIR PLZ IT IS MAKE INDIA SUPA POWER LOOK BAD SAAR." Very strange to import indians and then get in bed with fuking china of all countries. (They don't like india)
Identity Attack0.5698139
Insult0.5130944
Profanity0.62717754
Threat0.13768311
Severe Toxicity0.45895407
Toxic 0.7675452 Low Con 0.282 Identity Attack Insult Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking …
Simple !!!! That asshole Trudeau brought millions of young male Indians from India to fill up the pockets of colleges and they take up all the lower end jobs that the white kids are looking for !!! I don’t know why Canadians would vote for a liberal government it’s beyond my mind. It’s been many many years since we had a conservative government and we need it back folks. STOP voting liberal for f—k sake’s. Marc Carney, lol what a f—king joke that is !!!
Identity Attack0.49032792
Insult0.6675394
Profanity0.6643082
Threat0.02440793
Severe Toxicity0.35368225
Toxic 0.76523775 Moderate Con 0.432 Insult
Sep 1, 2025 Why Canadians Are Turning Against …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the 1st place? There in lies the answer. You people that use/abuse/neglect/ mistreat/ Canadian hospitality are trash, worthless lying scum sucking pukes! Regardless of what Canadian governments say, we will just fine w/o taking criminals,scumbags, worthless pieces of shit. Growing a more populous environment is useless. We don't need more people, we need the people here and now to just do there share in making YOUR country respected. If you cant oblige to that simple respect, GTFO.
Identity Attack0.5135796
Insult0.71120167
Profanity0.57236236
Threat0.04132889
Severe Toxicity0.44787344
Toxic 0.76197964 Moderate Con 0.354 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions …
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions some are very poor and some middle class some very rich but you cannot put them all in one basket just like the western countries you have incest inbred people , look at small towns they’re full of inbred people worshiping snakes in churches in some southern states some have sex with animals like dogs and some live with dolls 😂, satan worship and sacrificing for rituals etc….. you cannot judge a society like that . Indians in general are very successful immigrants if you look at the charts but yes there’s some bad apples in all communities . But just like west is not one society but a mixture of many cultures and languages and taboo cultures , india is same like that big country with many different ppl . 😂😂😂
Identity Attack0.5135796
Insult0.6677319
Profanity0.4840093
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.75208336 Moderate Con 0.487 Identity Attack Insult Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I am from India but it's fcuking annoying to see people spent thousands of dollars just to go to Canada and working there as a taxi driver or as a waiter in fast food joints. …
I am from India but it's fcuking annoying to see people spent thousands of dollars just to go to Canada and working there as a taxi driver or as a waiter in fast food joints. Same fcuking indian mindset of culture takeover
Identity Attack0.58354634
Insult0.4986907
Profanity0.7466957
Threat0.011793415
Severe Toxicity0.35004315
Toxic 0.743089 Constructive 0.525 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We want immigrants who RESPECT our culture, not animals that shit in the streets, on our beaches dropping garbage all o er he fking place! The culture of Arabs and Indians from India is not …
We want immigrants who RESPECT our culture, not animals that shit in the streets, on our beaches dropping garbage all o er he fking place! The culture of Arabs and Indians from India is not compatible with western nations laws or values
Identity Attack0.6649212
Insult0.5678696
Profanity0.70864636
Threat0.030969119
Severe Toxicity0.44787344
Toxic 0.743089 Low Con 0.284 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans because he believes that rape is normal in their African culture!!! What?? He has no idea that India has highest rape rate in a year and brutality including regular lynching... my goodness... this guy will not open his eyes yet. And why he hates muslims? He is ignorant. What a crazy racist is that guy. Hate and racism is going to burn our lovely beloved safest country Canada. This is not right. Alarm. Whoever we are, we all must live together in peace and unity. Multiculturalism is not bad but Candian common culture must be adopted, respected and lived.
Identity Attack0.55044734
Insult0.69164425
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.7252971 Constructive 0.556 Identity Attack Insult Moral_Argument
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans. If highly educated Indians come to your neighbourhood, no worries. But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour. I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Identity Attack0.6682205
Insult0.6308392
Profanity0.6001929
Threat0.064645745
Severe Toxicity0.44713756
Toxic 0.718943 Constructive 0.575 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Remember, it is Indians that spread disinformation about Muslims that they will not integrate to society and somehow destroyed from within. All these fake accounts on X and Instagram come from India. They make pro …
Remember, it is Indians that spread disinformation about Muslims that they will not integrate to society and somehow destroyed from within. All these fake accounts on X and Instagram come from India. They make pro is Israeli content. However, when you look at Indians in Canada, look how they transformed a robust city into a shit hole.
Identity Attack0.6007182
Insult0.5935568
Profanity0.59166485
Threat0.033386398
Severe Toxicity0.18232453
Toxic 0.71760553 Moderate Con 0.44 Identity Attack Insult Unverified_Claim
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮‍💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Identity Attack0.5135796
Insult0.5678696
Profanity0.6001929
Threat0.5140729
Severe Toxicity0.51028454
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Threat Unverified_Claim
Jan 27, 2026 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.