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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: "What value are these Indians …" 66 comments · Page 1 of 3
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...
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...
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 …
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)
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by …
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by the government and then finally by our own people the liberals.
Identity Attack0.4907465
Insult0.48627716
Profanity0.49259362
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.342 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians ruined Canada by 💩 on beaches, ruining the trucking industry, obliterating Canadian culture and values
Indians ruined Canada by 💩 on beaches, ruining the trucking industry, obliterating Canadian culture and values
Identity Attack0.56445944
Insult0.46774593
Profanity0.29209393
Threat0.024235269
Severe Toxicity0.09912638
Moderate 0.53579444 Low Con 0.139 Identity Attack Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
Now think about how these Indians can even afford to buy these massive churches and temples. They make an average of like 2000 usd A YEAR IN INDIA. Even my small town in Ontario has …
Now think about how these Indians can even afford to buy these massive churches and temples. They make an average of like 2000 usd A YEAR IN INDIA. Even my small town in Ontario has multiple churches taken over by Indians. Hard to explain the anger when an old picture of your Grandfather you never met gets taken down and the church taken over in exhange for some Hindu bullshit. Also the sikh temple guy saying everything is the same - their culture is unbelievably different than any western culture. We are unfortunately just not the same and don't have the same values. Takes a lot for us Canadians to get this fed up with a foreigner. We have always been the most multicultural.
Identity Attack0.5135796
Insult0.4810288
Profanity0.44752163
Threat0.032005094
Severe Toxicity0.15706694
Moderate 0.5140397 Constructive 0.735 Identity Attack Identity_Assertion
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian , I confirm that Indian always add value in the society where we live . Indians give contribution very high in taxes , less crime , highly skilled and educated in USA …
As an Indian , I confirm that Indian always add value in the society where we live . Indians give contribution very high in taxes , less crime , highly skilled and educated in USA particularly. May be some khalistani demean us in the name of Indian , because they hate belong called Indian . The guy with cycle may be true . Might he has faced a khalistani minded bastard .
Identity Attack0.50515604
Insult0.5270482
Profanity0.4596479
Threat0.07016479
Severe Toxicity0.1465323
Moderate 0.5140397 Constructive 0.694 Identity Attack Insult Identity_Assertion
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Canada stopped being a first world country when Canada let the their world move and made their values Canadian values! Where you are permitted to go a beach did a hole shite into and just …
Canada stopped being a first world country when Canada let the their world move and made their values Canadian values! Where you are permitted to go a beach did a hole shite into and just cover it up! That is an Indian value not a Canadian one!
Identity Attack0.4054415
Insult0.43296707
Profanity0.44475567
Threat0.010887212
Severe Toxicity0.024631912
Moderate 0.50503236 Low Con 0.24
Aug 25, 2025 Why Canadians Are Turning Against …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual civilized, well educated, assimilated and caring Indians look bad. 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.
Identity Attack0.5051609
Insult0.4339631
Profanity0.40783462
Threat0.017156094
Severe Toxicity0.1465323
Moderate 0.47886392 Constructive 0.545 Identity Attack Unverified_Claim
Jan 27, 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...
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them being homeless is slim to none. Instead of bagging them, learn from them and get the pipes out your mouths
Identity Attack0.3043136
Insult0.48228607
Profanity0.30866358
Threat0.06432246
Severe Toxicity0.023176458
Moderate 0.47119883 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other …
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other race and religion gets to have their own country that is 99.9% Indian or African or Asian or Muslim but not white people you have to open up your countries and bring people in that want to take over and push your religion and beliefs out yet if we as white people invaded a country and told them they had to change the laws and religioni to fit us that would be colonization and evil really weird how there is a double standard! They will be no countries in 50 years where white people are the majority and it will be hell on Earth for white people i mean look how racist people are to us now with us as the majority!
Identity Attack0.5135796
Insult0.27969417
Profanity0.22713706
Threat0.048481647
Severe Toxicity0.02425631
Moderate 0.4269174 Constructive 0.553 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved …
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved them?!?!? And when they come for work etc. You are OFFENDED?! Pay for your previous sins bro!
Identity Attack0.38826546
Insult0.3388922
Profanity0.14666493
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.478 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the …
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the guy on the bike is quite racists nobody east poop but people who don't wash their @$$ after business don't have to give hygienic advice 😂
Identity Attack0.37082586
Insult0.3416952
Profanity0.2366394
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.39644176 Constructive 0.535 Moral_Argument
Feb 4, 2026 Inside Canada's Indian Invasion...
Stop this multicultural nonsense. All it did along with Justin Trudeau’s open arms was get the wrong people in. Let us embrace Canadian values and stop pandering to Indians and other entitled people.
Stop this multicultural nonsense. All it did along with Justin Trudeau’s open arms was get the wrong people in. Let us embrace Canadian values and stop pandering to Indians and other entitled people.
Identity Attack0.3857254
Insult0.36798462
Profanity0.033144772
Threat0.0077802283
Severe Toxicity0.010681152
Moderate 0.3827457 Low Con 0.285 Identity_Assertion
Sep 4, 2025 Why Canadians Are Turning Against …
This is not Canada, they don't care about Canadians. They have Indian values. Shame on the government
This is not Canada, they don't care about Canadians. They have Indian values. Shame on the government
Identity Attack0.3825363
Insult0.25998658
Profanity0.070942834
Threat0.009048914
Severe Toxicity0.014317908
Moderate 0.37751234 Low Con 0.282
Oct 1, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being we should respect the host culture and not behave like aspiring neo-colonizers. Add value to places that you call home and become an unobtrusive part of the mosaic. Those of us who say this, face hate from our own!😢
Identity Attack0.34649673
Insult0.31740165
Profanity0.07870171
Threat0.0115345
Severe Toxicity0.014769804
Moderate 0.37576625 Constructive 0.684 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the …
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the racism when I was a kid and even recently when I was told to "go back to my own country" in traffic. It disgusts me that because of these indian peoples unwillingness to assimilate, my kids will go through the same thing..
Identity Attack0.44690517
Insult0.24928534
Profanity0.07934829
Threat0.008712323
Severe Toxicity0.015931819
Moderate 0.3722269 Constructive 0.688 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say …
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say about Indians today is what the First nation people say about the white skins. The First Nation people cultivated the land, lived in harmony and took care of their society. The Indians do the same. The only odd man out here is the White Skins. The White Skins colonized the Canadian land. The White Skins also colonized the Indian subcontinent for nearly 200 years. But where the First Nations people lost the wars and were packed into Reservations, Indians fought, won and expelled the White Skins. Then the Indians went where ever the White Skins went. But the difference is that Indians never colonized the land. They always adapted to the native land, culture, language, customs and resources while also maintaining the connect to their land of origin. While White Skins converted the natives, the Indians adapted to the natives and also shared the cultural values. While the White Skins arrogantly executed the natives and exploited their resources, Indians learned to co-exist by adapting and learning. While the White Skins were busy profiteering from the misery of the natives, Indians shared knowledge, power, wealth, education and lived by ancient cultural values passed on from generations that have survived disasters, wars, misery and greed.
Identity Attack0.44690517
Insult0.22303216
Profanity0.06596114
Threat0.024235269
Severe Toxicity0.019740647
Moderate 0.36456755 Constructive 0.669
Sep 25, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)

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.