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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

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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: "Not india but Khalistan" 50 comments · Page 2 of 2
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Identity Attack0.2823795
Insult0.25602314
Profanity0.02071529
Threat0.02440793
Severe Toxicity0.010528564
Moderate 0.30514878 Constructive 0.581 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
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...
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at …
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at basic things too Your rules look compromised hence you are spoiling your country It's going to be very soon when your country is going to turn into a Pakistani vassal just like UK Because khalistan and Pakistan are linked Edit: I'm from Bharat aka india
Identity Attack0.2831485
Insult0.15911613
Profanity0.04141149
Threat0.014738814
Severe Toxicity0.012703998
Low Tox 0.27975297 Moderate Con 0.478 Fear_Threat
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
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...
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No …
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No different from the free tibet protests. Largley peacefull, and non-binding referendums.
Identity Attack0.11860296
Insult0.07365121
Profanity0.040910475
Threat0.30463433
Severe Toxicity0.013543231
Low Tox 0.2648175 Moderate Con 0.406 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
They need to make Brampton as Khalistan not India, Punjabi never liked india.
They need to make Brampton as Khalistan not India, Punjabi never liked india.
Identity Attack0.31015682
Insult0.082619295
Profanity0.0569429
Threat0.013528148
Severe Toxicity0.011444092
Low Tox 0.26293078 Low Con 0.195 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay …
First learn the difference between Indian and khalstanis. Most of these people are khalistan supporters about which India warned Canada since decades. Indian people do not get involved in criminal activities. They worked hard, pay their college fees, pay their taxes & contribute in economy unlike khalstanis.
Identity Attack0.2831485
Insult0.10587067
Profanity0.016001316
Threat0.0071847234
Severe Toxicity0.005645752
Low Tox 0.25462922 Moderate Con 0.483 Identity_Assertion
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...
They will carve khalistan out of canada but never india
They will carve khalistan out of canada but never india
Identity Attack0.28034934
Insult0.054962315
Profanity0.024199532
Threat0.10389658
Severe Toxicity0.01083374
Low Tox 0.2524482 Low Con 0.136 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they …
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they want khalistan. I am sure day will come when this Canadian Sikh will address themselves as Brampton instead of Canadian once they grow in large numbers.
Identity Attack0.2808415
Insult0.0820023
Profanity0.023721304
Threat0.0130621
Severe Toxicity0.008506775
Low Tox 0.24924077 Moderate Con 0.465 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
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 as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
Identity Attack0.26325142
Insult0.06477321
Profanity0.072882555
Threat0.02181799
Severe Toxicity0.013995127
Low Tox 0.23812068 Moderate Con 0.383 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has a long history of ignoring India’s warnings about Khalistan. They give asylum to extremists just to shame India, but in the end Canada itself suffers. Many Indians think moving abroad changes everything but …
Canada has a long history of ignoring India’s warnings about Khalistan. They give asylum to extremists just to shame India, but in the end Canada itself suffers. Many Indians think moving abroad changes everything but my own friend, an engineering graduate, is working as a cashier in Canada while he had a good job offer in India. Indians, have some dignity. Don’t blindly chase the Canadian dream.
Identity Attack0.2700233
Insult0.08533409
Profanity0.015693882
Threat0.008311004
Severe Toxicity0.0045394897
Low Tox 0.23523538 Constructive 0.645
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote …
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote that Canada has seen since September 2022. The timing of this event was significant — it came as Canadian PM Mark Carney met his Indian counterpart Narendra Modi on the sidelines of the G20 Summit in Johannesburg
Identity Attack0.18468912
Insult0.060927123
Profanity0.022013342
Threat0.13815513
Severe Toxicity0.010147095
Low Tox 0.20705862 Moderate Con 0.471 Unverified_Claim
Nov 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be …
Let's raise our wages to where they should be or at least back to 2005 levels by doing a go fund me and buy khalistan over in India or wherever they want khalistan to be and once we export 4 or 5 million India's our employers will have no choice but to pay over 19 an hour to be a doctor and our kids will have summer jobs again. But no Tim's, eff Tim's they chose a side they are eliminated. It's back to country style donuts the way it should have gone!
Identity Attack0.10221587
Insult0.04969218
Profanity0.020100424
Threat0.013579931
Severe Toxicity0.005302429
Low Tox 0.15766735 Moderate Con 0.444 Economic_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Not india but Khalistan
Not india but Khalistan
Identity Attack0.1294935
Insult0.07016616
Profanity0.054938845
Threat0.029069828
Severe Toxicity0.01573815
Low Tox 0.15103401 Low Con 0.201 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They are from khalistan not India
They are from khalistan not India
Identity Attack0.1508922
Insult0.045593183
Profanity0.04592061
Threat0.0077025536
Severe Toxicity0.00667572
Low Tox 0.14950264 Low Con 0.179
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a …
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a worker and some sort of soldier , but they were not the only indian, but some others not from Punjab also went there . Yeah, punjabi sikh are more in number , they have organised groups and institutions there . Some are anti India and some are not , but normal Indians go there seeking more opportunities and income .
Identity Attack0.14233272
Insult0.035333443
Profanity0.017914234
Threat0.007961469
Severe Toxicity0.003604889
Low Tox 0.14429577 Constructive 0.601 Comparative_Framing
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
They want khalistan because they want a second home in India they can fly to visa free.. Not because they want to move back.
They want khalistan because they want a second home in India they can fly to visa free.. Not because they want to move back.
Identity Attack0.10221587
Insult0.025800243
Profanity0.017162729
Threat0.007598988
Severe Toxicity0.0030899048
Low Tox 0.11212669 Low Con 0.214
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly …
i hope you all are aware of the fact that the Indian government is against the khalistani movement or demands in any way. also hope that yall r aware that khalistan is a concept majorly supported by those who do not live in india.
Identity Attack0.07508347
Insult0.021803947
Profanity0.020168742
Threat0.01052473
Severe Toxicity0.0031280518
Low Tox 0.09915545 Moderate Con 0.38 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
india warned them not to allow because of the khalistan, but for votes Justin Trudeau did things
india warned them not to allow because of the khalistan, but for votes Justin Trudeau did things
Identity Attack0.050443888
Insult0.02122384
Profanity0.012995303
Threat0.007935578
Severe Toxicity0.0019073486
Low Tox 0.06896287 Low Con 0.218 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Khalistan will not Just be in India. It will be in every country in the world.
Khalistan will not Just be in India. It will be in every country in the world.
Identity Attack0.050216515
Insult0.014504919
Profanity0.019758832
Threat0.012078222
Severe Toxicity0.003528595
Low Tox 0.0665887 Low Con 0.214
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.