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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 a Indian Sikh that …" 131 comments · Page 4 of 6
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to …
Just a small word here. Khalistan sikh are not Indian Sikh. They are people who are wanted for various crimes even in India. They have criminal records and India has been requesting Canadian government to deport some of these people to undergo trial in India but Trudeau govt under jagmeet Singh did not agree and so you have crimes happening in Canada but the bad name goes to India. As far as this oppression against minority is concerned all sikhs in India are free to do as they wish in their own land. They have a democratically elected leader and sikhs in India are very happy. Others in India love them and respect them a lot so much so that manmohan Singh became the prime minister of India with zero opposition to his leadership. Abdul kalam who is also a muslim became the president of India. This oppression story is fake. That is one of the ways for this khalistan punjabi apply for refugee status inside Canada. It’s a Canadian loophole they misuse and the worst part is even the govt knows that. They just won’t do anything about it.
Identity Attack0.37292135
Insult0.19967617
Profanity0.031641733
Threat0.017156094
Severe Toxicity0.01302678
Moderate 0.3048984 Constructive 0.674 Unverified_Claim
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Identity Attack0.37507164
Insult0.15698463
Profanity0.025087673
Threat0.0113014765
Severe Toxicity0.010299683
Low Tox 0.29771072 Moderate Con 0.387
Oct 3, 2025 IRCC Names India in Study …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or …
As a Indian Sikh that was BORN in Australia with parents that have been in Australia for over 17 years, these new Indians coming here are the problem I’m not trying to be rude or racist but I’ve gone to India many times and there everyone is in Canada or something but when they get there they treat it like India, like if ur gonna go to a different country at least respect them . India is a beautiful country with good food it’s just that some (keyword some) people are disrespectful most Indians are like this because of stereotypes so they sometimes feel angry so then they try to get revenge. I’m not saying everyone is like this but I had to get it out because I’m starting to feel annoyed with Indians and other people, Indians also say that the uk stole from them so they are stealing back but that was only uk and only the government not the people. What u see on screens is not actually what India looks like on behalf of the Indian community I would like to say I’m sorry to everyone and every country we have taken over just know not everyone is like this only the Indians who have a ego and think they are better , sorry Canada, America, Australia and any other country
Identity Attack0.33352965
Insult0.17486192
Profanity0.12639372
Threat0.011741633
Severe Toxicity0.017029278
Low Tox 0.295883 Constructive 0.774 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people and yes the influx of imigrant is huge now....canada …
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people and yes the influx of imigrant is huge now....canada has always welcomed imigrants and refugees now its their time to do it in a limit and moderate
Identity Attack0.36873037
Insult0.0816321
Profanity0.022218296
Threat0.008181547
Severe Toxicity0.008964539
Low Tox 0.28548008 Constructive 0.637 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This isn't immigration and assimilation. This is invasion. I think if you come to Canada, you are no longer a Sikh, Muslim, Indian etc. You're Canadian. There shouldn't be sub-cultures inside Canada. We shouldn't see …
This isn't immigration and assimilation. This is invasion. I think if you come to Canada, you are no longer a Sikh, Muslim, Indian etc. You're Canadian. There shouldn't be sub-cultures inside Canada. We shouldn't see people's skin color. If anything, we are MORE obsessed with skin color than we were in the 90s.
Identity Attack0.37730414
Insult0.07840354
Profanity0.021125201
Threat0.008323951
Severe Toxicity0.010986328
Low Tox 0.2854699 Constructive 0.555
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
The indians are good people . The ones that we should fear the ones that follow extreme ideas .Hindus ,Sikhs nothing to worry.
The indians are good people . The ones that we should fear the ones that follow extreme ideas .Hindus ,Sikhs nothing to worry.
Identity Attack0.31307843
Insult0.09124154
Profanity0.058445938
Threat0.04132889
Severe Toxicity0.015931819
Low Tox 0.28087774 Moderate Con 0.424
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada don't see them as indians they see them as Sikhs. I mever see any one pose as a indian can cause trouble.
Canada don't see them as indians they see them as Sikhs. I mever see any one pose as a indian can cause trouble.
Identity Attack0.3802808
Insult0.08508729
Profanity0.027410502
Threat0.008220384
Severe Toxicity0.007858276
Low Tox 0.27975297 Constructive 0.618 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india …
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india and they don't even represent Indians.
Identity Attack0.37082586
Insult0.08410009
Profanity0.01982715
Threat0.008841781
Severe Toxicity0.0076675415
Low Tox 0.2763787 Moderate Con 0.364 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs …
At 12:30, do agree 100 percent with the Indian Elder. At the end of the day, we are all the same human beings, everybody should just respect each other's beliefs, and not impose their beliefs on others. Do respect Sikhs more than Hindus...
Identity Attack0.35624164
Insult0.082619295
Profanity0.038655918
Threat0.008686432
Severe Toxicity0.008811951
Low Tox 0.2667042 Constructive 0.806
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !! Also majority of them arnt indians they're Canadian Sikhs .
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !! Also majority of them arnt indians they're Canadian Sikhs .
Identity Attack0.35299334
Insult0.082866095
Profanity0.026044132
Threat0.007353018
Severe Toxicity0.008964539
Low Tox 0.2667042 Moderate Con 0.38 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Identity Attack0.2869935
Insult0.082372494
Profanity0.03239325
Threat0.13262562
Severe Toxicity0.011749268
Low Tox 0.25727063 Constructive 0.681 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain …
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain about the lack of assimilation of immigrants to the diverse Indian culture. But abroad in another country as immigrants they want to protect their culture and do not want to assimilate to that country's culture or way of life. 😅 The comments about equality of humans, non discrimination etc made me laugh so much.. Ask them about the caste discrimination in their society, anti-conversion laws, attacks on sikhs, muslims, christians institutions/places of worship, and how they treat african students & other non-white races in India to have a better understanding on their views. 😂😅
Identity Attack0.28034934
Insult0.09563028
Profanity0.06946823
Threat0.009023022
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.792 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
On the Khalistan poster, the guy on the right was the one that got killed in Surrey BC, by the Indian government. In the parking lot of a Sikh temple.
Identity Attack0.22063516
Insult0.053791173
Profanity0.02932342
Threat0.2836219
Severe Toxicity0.012435913
Low Tox 0.25462922 Moderate Con 0.459 Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
We are quickly being taken over by East Indians. Just look at the number of Sikhs and other East Indians sitting in Parliament.
We are quickly being taken over by East Indians. Just look at the number of Sikhs and other East Indians sitting in Parliament.
Identity Attack0.2823795
Insult0.06826523
Profanity0.034397304
Threat0.012078222
Severe Toxicity0.008277893
Low Tox 0.25084448 Moderate Con 0.378
Sep 21, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small …
Indians are people who you can trust and respect, Hindus and Sikhs especially. It’s not a problem when these communities integrate perfectly within Canada or the US. Human trafficking operations are conducted by a small minority who are paid to often be anti their own country of origin. Remember all the white people are actually European immigrants into the Americas, this is just an example of continuous migration of humans, some of whom conducted bad businesses, even in the beginning of the colonisation of the Americas. You call yourself the originals, but you are just immigrants as well. The Native Americans and Inuits were the originals. And yet you have nearly wiped them out. The United States of America is standing on the dead bodies of the natives! The hypocrisy when they call out new immigrants entering America and Canada!
Identity Attack0.28622448
Insult0.08212569
Profanity0.027273865
Threat0.008945347
Severe Toxicity0.00705719
Low Tox 0.25084448 Constructive 0.595 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
How do you know they were Indian and not khalistani "sikh activists" in burrrampton and Surrey?
How do you know they were Indian and not khalistani "sikh activists" in burrrampton and Surrey?
Identity Attack0.2831485
Insult0.09416737
Profanity0.03990845
Threat0.009437286
Severe Toxicity0.008392334
Low Tox 0.24924077 Low Con 0.271
Oct 1, 2025 IRCC Names India in Study …
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan …
I’m an Indian, and let me state the reality clearly. India has repeatedly warned Canada that many individuals seeking asylum there include criminals facing serious charges or jail time in India. Some exploit the Khalistan narrative to falsely claim political persecution, allowing them to gain asylum and citizenship. These networks have contributed to gang wars, drug trafficking, and rising violence in Canada. Khalistani extremists have a proven history of terrorism, including the Air India bombing Canada’s deadliest terror attack. If Canada genuinely wants to curb shootings, drug cartels, and organized crime, it must treat Khalistani extremist groups as terrorist organizations and stop offering safe haven to criminals. This is not about Sikhs,peaceful people. The problem arises when criminals and extremists are protected under the guise of activism. Canada’s continued refusal to extradite such individuals reflects a failure of policy, largely under the Trudeau government.
Identity Attack0.2700233
Insult0.13969865
Profanity0.024677763
Threat0.031314444
Severe Toxicity0.008277893
Low Tox 0.24763705 Constructive 0.735 Policy_Critique
Jan 27, 2026 55 likes Inside Canada's Indian Invasion...
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian …
I have an Indian friend who I'm sure is a Sikh (has the turban. Never asked though). He's also very much a proud Canadian, so I can just picture him being mad about the Indian invasion the most.
Identity Attack0.29035977
Insult0.06858205
Profanity0.03239325
Threat0.009385503
Severe Toxicity0.0064468384
Low Tox 0.24442963 Constructive 0.647 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
If you trying to be nick sherly with the sikhs, not gonna happen, research first, indian sikhs gave their lives for canada fought wars, Pay taxes, everything You need research man, couple of bad apple …
If you trying to be nick sherly with the sikhs, not gonna happen, research first, indian sikhs gave their lives for canada fought wars, Pay taxes, everything You need research man, couple of bad apple can’t describe indian sikhs
Identity Attack0.23694818
Insult0.11172232
Profanity0.024472807
Threat0.0084793
Severe Toxicity0.0060272217
Low Tox 0.2412222 Moderate Con 0.369 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to his Sikh /Khalistani vote who are an extremely powerful lobby in the Canadian govt, every party in Canada has high ranking Khalistani politicians. The liberal yt elite Canadian govt sold its working and middle class ( who are largely white Canadians) for a 3rd world servile class which would keep them in power forever but it comes at the cost of massive collapse of social cohesion, falling wages and massive cultural shifts. When I visited Toronto, an Indian fast food worker said he was giving me an extra BBQ sauce as a favor and would charge for the second, I called the manager too school this moron and she was also shocked , when you mass import million of 3rd world largely uneducated Indians they mentally still think the are in India
Identity Attack0.24293575
Insult0.113185234
Profanity0.021535112
Threat0.008712323
Severe Toxicity0.006980896
Low Tox 0.2396185 Constructive 0.577 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Sikhs *ARE* Indians. Punjab *IS* in India. Just in case some Indian comes here and say "nooo they aren't Indians, they are Sikhs". As if these Sikhs don't own an Indian passport.
Identity Attack0.2877625
Insult0.06722072
Profanity0.07191269
Threat0.009592636
Severe Toxicity0.009765625
Low Tox 0.23379272 Moderate Con 0.442 Identity_Assertion
Sep 19, 2025 22 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.