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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: "In India, there is no …" 2,270 comments · Page 21 of 91
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...
Nuke India rn
Nuke India rn
Identity Attack0.49584505
Insult0.40420914
Profanity0.29209393
Threat0.52547425
Severe Toxicity0.45895407
Moderate 0.47119883 Low Con 0.285 Threat Fear_Threat
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
Life was easy in India, but came to Canada for better future, WTF
Life was easy in India, but came to Canada for better future, WTF
Identity Attack0.2823795
Insult0.25800487
Profanity0.47435758
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.418 Personal_Narrative
Sep 19, 2025 1,013 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...
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If …
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If we wanted the: inequality; the masoginy; the oppression; the slavery; the gra-e; the pedophilia, the fraud; the piracy; the barbarity, the arrogance; and the disrespect; We would have moved to another nation. We didn't move because we don't want any of that, and never did, and STILL don't. Get out!!!
Identity Attack0.5039629
Insult0.40243408
Profanity0.18049006
Threat0.051391184
Severe Toxicity0.037697118
Moderate 0.47119883 Low Con 0.284 Identity Attack
Jan 21, 2026 Why Canadians Are Turning Against …
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)
Of course, India's to blame. Those people are extremely dishonest and disrespectful. I can't wait to move to a country these people don't live in.
Of course, India's to blame. Those people are extremely dishonest and disrespectful. I can't wait to move to a country these people don't live in.
Identity Attack0.46028158
Insult0.47273466
Profanity0.08710717
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.404 Identity_Assertion
Oct 5, 2025 IRCC Names India in Study …
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)
SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO, how many millions did it take to "figure" that shit out that India's "students" has been scamming CAnada since Turdeau stole the elections the first time????????????????????????????????????????????
SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO, how many millions did it take to "figure" that shit out that India's "students" has been scamming CAnada since Turdeau stole the elections the first time????????????????????????????????????????????
Identity Attack0.22935481
Insult0.40243408
Profanity0.41255033
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.214
Oct 12, 2025 IRCC Names India in Study …
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
Identity Attack0.5135796
Insult0.40243408
Profanity0.13608865
Threat0.019746035
Severe Toxicity0.024678862
Moderate 0.46982017 Low Con 0.175 Identity Attack Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
Identity Attack0.55044734
Insult0.39743927
Profanity0.13168186
Threat0.018710058
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.527 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Stop calling it anything besides Indian immigrants they are the problem, not German or French or even Russian just import from India
Identity Attack0.5498214
Insult0.3388922
Profanity0.14930901
Threat0.012751401
Severe Toxicity0.024631912
Moderate 0.46716887 Low Con 0.114 Identity Attack Identity_Assertion
Sep 13, 2025 Why Canadians Are Turning Against …
Trump is just right squeezing India US migration. They’re masters of fraudulence.
Trump is just right squeezing India US migration. They’re masters of fraudulence.
Identity Attack0.46028158
Insult0.4710501
Profanity0.0935729
Threat0.016120117
Severe Toxicity0.023076924
Moderate 0.46716887 Low Con 0.141 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come …
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come to Canada and scam people not all but most are scammers.
Identity Attack0.38318536
Insult0.5129801
Profanity0.094542764
Threat0.010291707
Severe Toxicity0.017287504
Moderate 0.46716887 Constructive 0.542 Insult Unverified_Claim
Dec 24, 2025 31 likes Deportations From Canada at Their …
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
Identity Attack0.41052565
Insult0.3416952
Profanity0.33023968
Threat0.1348172
Severe Toxicity0.16960317
Moderate 0.46716887 Low Con 0.15 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Praise the Punjabis (Uber’s silent partner)😂 They made India no 1 in fraud 👏🎉 not only in Canada even in other countries too. On other hand people from south of India working their ass of …
Praise the Punjabis (Uber’s silent partner)😂 They made India no 1 in fraud 👏🎉 not only in Canada even in other countries too. On other hand people from south of India working their ass of to become a doctor, engineers and It professionals still struggling to get PR😢
Identity Attack0.3817989
Insult0.4378843
Profanity0.3813392
Threat0.011146127
Severe Toxicity0.023458159
Moderate 0.46716887 Moderate Con 0.432
Sep 30, 2025 IRCC Names India in Study …
🚩🚩🚩Indians r Most Racist to fellow Indians but feel offended when other Racists do racism with them yet dont learn. Shows racism in India and complain about Racism outside
🚩🚩🚩Indians r Most Racist to fellow Indians but feel offended when other Racists do racism with them yet dont learn. Shows racism in India and complain about Racism outside
Identity Attack0.5108175
Insult0.4710501
Profanity0.2188925
Threat0.09929679
Severe Toxicity0.20373066
Moderate 0.4645176 Low Con 0.251 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
They should be deported back to India
They should be deported back to India
Identity Attack0.5135796
Insult0.25998658
Profanity0.16450337
Threat0.13582869
Severe Toxicity0.02416241
Moderate 0.4645176 Low Con 0.179 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in …
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in australia or india themselves, some are nice to be fair, like my familys personal driver is actually very kind and nice but then you have like 100s of illegals especially some of them running scams
Identity Attack0.36702603
Insult0.5130944
Profanity0.11230402
Threat0.010654188
Severe Toxicity0.020127986
Moderate 0.4645176 Constructive 0.666 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Letting in criminals from India demeans legitimate people from India. Get rid of them.
Letting in criminals from India demeans legitimate people from India. Get rid of them.
Identity Attack0.5135796
Insult0.36798462
Profanity0.1352073
Threat0.43656045
Severe Toxicity0.053837523
Moderate 0.4645176 Low Con 0.245 Identity Attack
Sep 28, 2025 1 likes IRCC Names India in Study …
There’s a significant distinction between immigration and uncontrolled migration without assimilation. The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
There’s a significant distinction between immigration and uncontrolled migration without assimilation. The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
Identity Attack0.44690517
Insult0.48627716
Profanity0.040910475
Threat0.006809296
Severe Toxicity0.013801457
Moderate 0.4645176 Moderate Con 0.456 Policy_Critique
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has become a breeding ground for Khalistani terrorists who aim to destroy India by separating the state of Punjab from Canada. These Khalistani terrorists, originating from Punjab, have killed numerous Hindus in India.
Canada has become a breeding ground for Khalistani terrorists who aim to destroy India by separating the state of Punjab from Canada. These Khalistani terrorists, originating from Punjab, have killed numerous Hindus in India.
Identity Attack0.5135796
Insult0.37846634
Profanity0.09260304
Threat0.34804323
Severe Toxicity0.02458496
Moderate 0.46186632 Moderate Con 0.381 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have …
The Highest Immigrants to Canada are Khalistani Anti-Indian Punjabis (the Punjabis in India are not Khalistani). Khalistan will be established in Canada before its ever established in India, thats so sad. Anyways yall can have them, India is happy the traitors of our country are leaving.
Identity Attack0.48915586
Insult0.46923602
Profanity0.059447967
Threat0.01086132
Severe Toxicity0.023076924
Moderate 0.46186632 Moderate Con 0.344 Unverified_Claim
Jan 31, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
It’s absolutely disgusting how Canada’s becoming India 2.0.
It’s absolutely disgusting how Canada’s becoming India 2.0.
Identity Attack0.44690517
Insult0.47384647
Profanity0.089370176
Threat0.007547205
Severe Toxicity0.020127986
Moderate 0.46186632 Low Con 0.239
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Liars, there is a Hindutva going on in India and the Hindus don't like Muslims and other minorities, Minorities in India don't have any liberties like Hindus do. Muslims cannot practice their religion. Modi and …
Liars, there is a Hindutva going on in India and the Hindus don't like Muslims and other minorities, Minorities in India don't have any liberties like Hindus do. Muslims cannot practice their religion. Modi and his BJP is known to have anti-Islam and Hindutva policies.
Identity Attack0.4774257
Insult0.48627716
Profanity0.20592089
Threat0.039256934
Severe Toxicity0.02444411
Moderate 0.45921504 Moderate Con 0.396
Dec 23, 2025 1 likes 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.