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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

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

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Active: "People from India want more …" 121 comments · Page 1 of 5
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
5:34.... India is not in africa. Fucking retard. It would be nice if you interview educated people...... obviously that's not what you want.
Identity Attack0.5135796
Insult0.7657292
Profanity0.8117245
Threat0.037530303
Severe Toxicity0.50703704
Toxic 0.9209984 Low Con 0.133 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
Identity Attack0.4931391
Insult0.563347
Profanity0.5724795
Threat0.058826666
Severe Toxicity0.45895407
Toxic 0.8364697 Low Con 0.137 Insult Moral_Argument
Feb 17, 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...
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Identity Attack0.5698139
Insult0.56997263
Profanity0.5249258
Threat0.03165977
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.252 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard …
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard to earn a living and some people want to scam and sell our information to other countries like India. Who is running registries? Can someone answer me please? It's not racism. It's about the truth and the laws that have been pushed into dust bins.
Identity Attack0.4907465
Insult0.5015486
Profanity0.5150164
Threat0.05397744
Severe Toxicity0.2281948
Moderate 0.62702215 Constructive 0.53 Insult
Aug 29, 2025 Why Canadians Are Turning Against …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 year and have all the punjabis deported to india. Simple.
Identity Attack0.55044734
Insult0.49389273
Profanity0.5381406
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.369 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would …
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would not be so friendly. The Libs have destroyed Canada. They control every form of media and all the morons here eat it right up. Hopefully Trump takes them all out.
Identity Attack0.49584505
Insult0.6407567
Profanity0.36302176
Threat0.048158366
Severe Toxicity0.02514347
Moderate 0.61223894 Moderate Con 0.418 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
Identity Attack0.6007182
Insult0.5130944
Profanity0.37923992
Threat0.022853967
Severe Toxicity0.20984669
Moderate 0.60254884 Low Con 0.292 Identity Attack Insult Unverified_Claim
Feb 12, 2026 Inside Canada's Indian Invasion...
I WANT ALL IMMIGRATION FROM INDIA......STOPPED! These people are racist against white people....and are only here to take instead of giving.
I WANT ALL IMMIGRATION FROM INDIA......STOPPED! These people are racist against white people....and are only here to take instead of giving.
Identity Attack0.6007182
Insult0.42367843
Profanity0.14402086
Threat0.024753258
Severe Toxicity0.06101104
Moderate 0.584095 Moderate Con 0.328 Identity Attack
Jul 7, 2025 1 likes How Canada broke its immigration …
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
Identity Attack0.48990932
Insult0.47020787
Profanity0.5249258
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.389
Jan 27, 2026 1 likes 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...
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You …
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You get 24K people liking this comment: “Wanting your country not to turn into India is not racist.” Whoosh. 🙄
Identity Attack0.32476485
Insult0.57566804
Profanity0.11230402
Threat0.008103873
Severe Toxicity0.023076924
Moderate 0.54325575 Moderate Con 0.322 Insult Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen …
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen resources and knowledge to the indigenous people of not only this stolen land but what Imperial powers, like the British crown took and continues to take from country like India. It is amazing how quick people are to blame individuals but forget that Europe, Canada and US stole more than half of the world's resources, peoples and knowledge. There is a reason why resources, knowledge and wealth are accumulated in the West. Want to stop people from coming in? GIVE OUR DAMN RESOURCES, LAND AND KNOWLEDGE BACK.
Identity Attack0.55044734
Insult0.5177041
Profanity0.39409557
Threat0.060119797
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.425 Identity Attack Insult Moral_Argument
Sep 30, 2025 IRCC Names India in Study …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that can send us millions of people and we are going to be ok. Who asked us the citizens, the taxpayers if this os ok with us that they steal our money and take away from our kids the privilege of living in their own houses, when they moved from the parents. The stupid government, mess up too much, is there anyway we can keep them accountable? I want jail time for them. I'm sure I'm not the only one .
Identity Attack0.16159154
Insult0.5739874
Profanity0.24910301
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.522 Insult Fear_Threat
Oct 2, 2025 IRCC Names India in Study …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section of Jersey City. Gross and disgusting. All the worst of Indian behaviors exhibited here. Why should I want this for my town or suburb in the US?
Identity Attack0.55044734
Insult0.4962726
Profanity0.16217725
Threat0.013702838
Severe Toxicity0.02458496
Moderate 0.51980776 Constructive 0.651 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl …
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl don't spread hatred.
Identity Attack0.44690517
Insult0.5145894
Profanity0.11725569
Threat0.023544617
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.514 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their …
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their way in and game the system for everything they can get.
Identity Attack0.5135796
Insult0.5130944
Profanity0.059447967
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.458 Identity Attack Insult Identity_Assertion
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
Identity Attack0.43256098
Insult0.5130944
Profanity0.07482228
Threat0.010809537
Severe Toxicity0.021031776
Moderate 0.47900817 Low Con 0.199 Insult Comparative_Framing
Nov 4, 2025 IRCC Names India in Study …
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we …
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we will send them back to Canada.
Identity Attack0.5698139
Insult0.33896056
Profanity0.09098661
Threat0.13211988
Severe Toxicity0.02514347
Moderate 0.47886392 Moderate Con 0.339 Identity Attack Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to …
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to the country. The rest of Canada NEEDS to WAKE UP and follow suit. Hell, Canada looks way too much like India. Enough!!
Identity Attack0.46028158
Insult0.38852
Profanity0.3778404
Threat0.018710058
Severe Toxicity0.024819711
Moderate 0.47323486 Moderate Con 0.453 Identity_Assertion
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack 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.