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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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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: "Canada ❌ Khalistan ✅" 54 comments · Page 2 of 3
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Identity Attack0.3817989
Insult0.16868424
Profanity0.020578653
Threat0.03407705
Severe Toxicity0.012207031
Moderate 0.3317266 Constructive 0.517
Jan 27, 2026 Inside Canada's Indian Invasion...
Rip canada. Now canada is khalistan.😂😂😂 You imported problem of india to your own country.😂😂😂 Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Rip canada. Now canada is khalistan.😂😂😂 You imported problem of india to your own country.😂😂😂 Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Identity Attack0.37292135
Insult0.19225755
Profanity0.025087673
Threat0.008336896
Severe Toxicity0.012359619
Moderate 0.3308965 Low Con 0.145 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Identity Attack0.2823795
Insult0.24903896
Profanity0.08807703
Threat0.013269233
Severe Toxicity0.017933069
Moderate 0.3127066 Constructive 0.763 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada ❌ Khalistan ✅
Canada ❌ Khalistan ✅
Identity Attack0.3758158
Insult0.1469393
Profanity0.07255927
Threat0.039256934
Severe Toxicity0.023076924
Moderate 0.30993456 Low Con 0.217 Identity_Assertion
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
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...
Canada will soon become Khalistan 😂😂
Canada will soon become Khalistan 😂😂
Identity Attack0.3072352
Insult0.16480011
Profanity0.050930742
Threat0.013217449
Severe Toxicity0.014640691
Moderate 0.30502358 Low Con 0.114 Fear_Threat
Jan 27, 2026 11 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...
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...
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...
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...
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...
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...
Canada become a Khalistan or Punjab
Canada become a Khalistan or Punjab
Identity Attack0.27914262
Insult0.110259406
Profanity0.04491858
Threat0.017328756
Severe Toxicity0.01644827
Low Tox 0.25084448 Low Con 0.186 Fear_Threat
Feb 3, 2026 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...
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)
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee …
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee and asylum seekers who are a liability. Also as a sikh Indo Canadian. I couldnt care less about Khalistan.
Identity Attack0.23163283
Insult0.06984934
Profanity0.020032106
Threat0.007197669
Severe Toxicity0.0050735474
Low Tox 0.21374844 Constructive 0.782 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Funny how Canada support Khalistan independance movement but when it is Quebec or Alberta this is bad lmao
Identity Attack0.10221587
Insult0.082372494
Profanity0.04216301
Threat0.0076507707
Severe Toxicity0.0050354004
Low Tox 0.21241048 Low Con 0.195 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
It's not Canada anymore. It's Khalistan now
It's not Canada anymore. It's Khalistan now
Identity Attack0.19298288
Insult0.05262003
Profanity0.022969801
Threat0.0097738765
Severe Toxicity0.008087158
Low Tox 0.19986437 Low Con 0.154 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They will make a Khalistan out of Canada
They will make a Khalistan out of Canada
Identity Attack0.17226285
Insult0.033239998
Profanity0.022423252
Threat0.03718498
Severe Toxicity0.007019043
Low Tox 0.18554166 Low Con 0.154 Fear_Threat
Feb 7, 2026 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...

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.