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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: "As an Indian, is the …" 4,309 comments · Page 47 of 173
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...
It's ironic Indians praise India as the best country, and none of them wants to live there while living in the West. All Indians need to be deported out of Canada and USA.
It's ironic Indians praise India as the best country, and none of them wants to live there while living in the West. All Indians need to be deported out of Canada and USA.
Identity Attack0.55803186
Insult0.26957804
Profanity0.08225787
Threat0.12076248
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.316 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Jews and Indians 🤮
Jews and Indians 🤮
Identity Attack0.5135796
Insult0.28586254
Profanity0.27882218
Threat0.040638234
Severe Toxicity0.1465323
Moderate 0.47119883 Low Con 0.261 Identity Attack Identity_Assertion
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Identity Attack0.50515765
Insult0.4339631
Profanity0.09775851
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.246 Identity Attack Solidarity
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
Identity Attack0.5485698
Insult0.4339631
Profanity0.20016506
Threat0.022163315
Severe Toxicity0.05832097
Moderate 0.47119883 Moderate Con 0.487 Identity Attack Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Which is better Canada or India? Indians: INDIA! Canadians: Then f'n go back! What pisses me off is these people came here as supposedly rich foreign students only to turn around and drain our food …
Which is better Canada or India? Indians: INDIA! Canadians: Then f'n go back! What pisses me off is these people came here as supposedly rich foreign students only to turn around and drain our food banks while they still had money and claim asylum as soon as their student visa runs out.
Identity Attack0.46028158
Insult0.40420914
Profanity0.3938786
Threat0.012854968
Severe Toxicity0.038593806
Moderate 0.47119883 Moderate Con 0.424 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Saying that Canada needs Indians is disgusting. We don't need them Wingate immigrants from other countries it's racist to say that we need you. Imagine me going to China and saying you need a bunch …
Saying that Canada needs Indians is disgusting. We don't need them Wingate immigrants from other countries it's racist to say that we need you. Imagine me going to China and saying you need a bunch of white people in your country cuz you ship stuff to the United States does that sound pretty racist to you
Identity Attack0.4931391
Insult0.4534306
Profanity0.119731516
Threat0.008945347
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.467
Aug 27, 2025 Why Canadians Are Turning Against …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our ancester got raped destroy our complete culture customs and he was across to live with and some of them they speak they look like Indian but this all day so long time ago and kneel to the king sorry queen
Identity Attack0.458714
Insult0.34782293
Profanity0.2847897
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.583
Aug 26, 2025 Why Canadians Are Turning Against …
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
Identity Attack0.46028158
Insult0.36798462
Profanity0.32658687
Threat0.04201601
Severe Toxicity0.23225145
Moderate 0.47119883 Low Con 0.255 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Good to see hard working Indian People……running Canadian Economy…. Not like lazy Canadian😂…. They are paying way more taxes …
Good to see hard working Indian People……running Canadian Economy…. Not like lazy Canadian😂…. They are paying way more taxes …
Identity Attack0.46028158
Insult0.4810288
Profanity0.04592061
Threat0.007301235
Severe Toxicity0.017158391
Moderate 0.47119883 Moderate Con 0.324
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Identity Attack0.5135796
Insult0.40975618
Profanity0.12991914
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.472 Identity Attack Humor_Satire
Jan 27, 2026 2,126 likes Inside Canada's Indian Invasion...
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those …
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those who can't even speak English get a visa? Is there no protocol? No process? No psychological test or background check? It shouldn't be this easy to get a visa! They are embarrasing India!
Identity Attack0.50588524
Insult0.4339631
Profanity0.1654338
Threat0.013165667
Severe Toxicity0.023411209
Moderate 0.47119883 Constructive 0.503 Identity Attack
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault …
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault for not being able to run as fast as Bolt, its not his fault for being DENSE(not in the physical sense of course, for he is NOT physically dense, for his mass/volume ratio is low-just like his iq)
Identity Attack0.46028158
Insult0.4534306
Profanity0.2659699
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.47119883 Constructive 0.527 Humor_Satire
Feb 19, 2026 Inside Canada's Indian Invasion...
My family moved there in 1977 and moved out in 1984. I stay far away from Brampton with the non assimilated Indians on the roads and London with the crazy drug addicts all over the …
My family moved there in 1977 and moved out in 1984. I stay far away from Brampton with the non assimilated Indians on the roads and London with the crazy drug addicts all over the sidewalks .
Identity Attack0.4931391
Insult0.4810288
Profanity0.17101645
Threat0.012285355
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.547 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
you do realize the pakistanis hate indians right
you do realize the pakistanis hate indians right
Identity Attack0.5502601
Insult0.24928534
Profanity0.20016506
Threat0.026652548
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.223 Identity Attack Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
Identity Attack0.5516043
Insult0.3388922
Profanity0.14313951
Threat0.026307223
Severe Toxicity0.02383376
Moderate 0.47119883 Moderate Con 0.456 Identity Attack Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is only good for Indians
Canada is only good for Indians
Identity Attack0.55044734
Insult0.26957804
Profanity0.1110661
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.24 Identity Attack Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks …
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks already
Identity Attack0.16373143
Insult0.5130944
Profanity0.14754629
Threat0.0072235605
Severe Toxicity0.0127685545
Moderate 0.47119883 Moderate Con 0.466 Insult
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Identity Attack0.5135796
Insult0.40243408
Profanity0.2687007
Threat0.34804323
Severe Toxicity0.25624833
Moderate 0.47119883 Moderate Con 0.331 Identity Attack
Sep 30, 2025 IRCC Names India in Study …
I agree with the bike guy better indians then africans.
I agree with the bike guy better indians then africans.
Identity Attack0.57150364
Insult0.3126888
Profanity0.17473823
Threat0.014566151
Severe Toxicity0.02425631
Moderate 0.47119883 Moderate Con 0.412 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
Identity Attack0.5698139
Insult0.24928534
Profanity0.06345607
Threat0.13414288
Severe Toxicity0.023880709
Moderate 0.47119883 Moderate Con 0.396 Identity Attack Fear_Threat
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Too many Indians too much dishonesty
Too many Indians too much dishonesty
Identity Attack0.5135796
Insult0.40243408
Profanity0.15635987
Threat0.012699619
Severe Toxicity0.023645958
Moderate 0.47119883 Low Con 0.29 Identity Attack
Oct 1, 2025 2 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.