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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: "Khalistan 😂😂😂😂" 130 comments · Page 3 of 6
A fob saying "I have seen no discrimination" is a spit to everybody's face. Get these Khalistan flags out of here. We as Canadians NEVER asked for this.
A fob saying "I have seen no discrimination" is a spit to everybody's face. Get these Khalistan flags out of here. We as Canadians NEVER asked for this.
Identity Attack0.2846865
Insult0.26957804
Profanity0.10982819
Threat0.012337137
Severe Toxicity0.014253352
Moderate 0.3389984 Moderate Con 0.435
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Identity Attack0.4139151
Insult0.19225755
Profanity0.031391226
Threat0.060119797
Severe Toxicity0.016125489
Moderate 0.3389984 Constructive 0.516 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what Do they think a piece of game . Punjabis have separate state , their own chief minister, own parlament and they have everything of there own . Why do not any punjabi in India ask for khalistani bcz no one want it . Sikhs in canada are doing illegal things and operating via terrorist organisations called khalistan who spread hate against India .
Identity Attack0.39207554
Insult0.24928534
Profanity0.06044999
Threat0.016120117
Severe Toxicity0.016900165
Moderate 0.3389984 Constructive 0.53 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
Khalistan is anti India movement. Which wants Punjab separated from India. And name it as Khalistan.
Khalistan is anti India movement. Which wants Punjab separated from India. And name it as Khalistan.
Identity Attack0.381025
Insult0.2679134
Profanity0.094219476
Threat0.06238277
Severe Toxicity0.023076924
Moderate 0.32236105 Low Con 0.194 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistan zindbaad 🎉
Khalistan zindbaad 🎉
Identity Attack0.36702603
Insult0.24928534
Profanity0.16217725
Threat0.33609006
Severe Toxicity0.3492342
Moderate 0.32020867 Low Con 0.153 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistan invasion
Khalistan invasion
Identity Attack0.3758158
Insult0.24835461
Profanity0.13432594
Threat0.11769595
Severe Toxicity0.072789766
Moderate 0.31547862 Low Con 0.237 Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Free Khalistan from terror ist india
Free Khalistan from terror ist india
Identity Attack0.36942887
Insult0.24767025
Profanity0.09292633
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.3127066 Low Con 0.191 Identity_Assertion
Jan 27, 2026 2 likes 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...
Khalistan zindabad🤣🤣🤣
Khalistan zindabad🤣🤣🤣
Identity Attack0.34974504
Insult0.24928534
Profanity0.1589207
Threat0.18913531
Severe Toxicity0.19761463
Moderate 0.30464804 Low Con 0.206 Meta_Commentary
Sep 30, 2025 IRCC Names India in Study …
You could say Khalistan is Hamas of punjab.
You could say Khalistan is Hamas of punjab.
Identity Attack0.34649673
Insult0.24928534
Profanity0.12096943
Threat0.05688698
Severe Toxicity0.023270357
Low Tox 0.2854971 Low Con 0.218 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont uss word indian it should ne khalistan.. 90% are khailisatni. And canda govt support them. Ask your govt
Dont uss word indian it should ne khalistan.. 90% are khailisatni. And canda govt support them. Ask your govt
Identity Attack0.35948995
Insult0.26196828
Profanity0.104876526
Threat0.03304107
Severe Toxicity0.023076924
Low Tox 0.2854971 Low Con 0.225 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Hey, mr. journalust- Khalistan is NOT IN KERALA!!! Get educated, check google
Hey, mr. journalust- Khalistan is NOT IN KERALA!!! Get educated, check google
Identity Attack0.10221587
Insult0.2435641
Profanity0.040910475
Threat0.010265815
Severe Toxicity0.009536743
Low Tox 0.2854971 Low Con 0.13 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab is also in pakistan why don't they say we want pakistani punjab reason as a khalistan.... 😅😅😅 This is called politic,
Punjab is also in pakistan why don't they say we want pakistani punjab reason as a khalistan.... 😅😅😅 This is called politic,
Identity Attack0.36702603
Insult0.24767025
Profanity0.16264248
Threat0.04201601
Severe Toxicity0.023199933
Low Tox 0.2854937 Low Con 0.286 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Khalistan assassinated a Canadian politician the other year in Vancouver
Khalistan assassinated a Canadian politician the other year in Vancouver
Identity Attack0.23998553
Insult0.06302499
Profanity0.047173142
Threat0.32665333
Severe Toxicity0.013349563
Low Tox 0.2854869 Low Con 0.19 Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
i am from punjab living in uk but khalistan is home for punjabis ❤
i am from punjab living in uk but khalistan is home for punjabis ❤
Identity Attack0.33352965
Insult0.19967617
Profanity0.110447146
Threat0.06432246
Severe Toxicity0.023974609
Low Tox 0.28548008 Moderate Con 0.476 Identity_Assertion
Feb 11, 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...

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.