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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: "Its Khalistani..!" 133 comments · Page 4 of 6
Most of them in Canada are khalistani who even indian government wont let in.... So they will always be in canada....😂 Enjoy 😂
Most of them in Canada are khalistani who even indian government wont let in.... So they will always be in canada....😂 Enjoy 😂
Identity Attack0.3958119
Insult0.18107465
Profanity0.035649836
Threat0.009825659
Severe Toxicity0.015609037
Moderate 0.3375374 Low Con 0.188 Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
Im surprised you didnt bump into pierre poilivre, that dude surrounds himself in turbins. Especially the khalistanis.
Im surprised you didnt bump into pierre poilivre, that dude surrounds himself in turbins. Especially the khalistanis.
Identity Attack0.23694818
Insult0.14512913
Profanity0.08581402
Threat0.38377953
Severe Toxicity0.02296847
Moderate 0.3375374 Low Con 0.222 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Its not the Indiams you need to worry about, its Pakistan backed Khalistanis in Canada
Its not the Indiams you need to worry about, its Pakistan backed Khalistanis in Canada
Identity Attack0.40447855
Insult0.16751462
Profanity0.051932767
Threat0.0103175985
Severe Toxicity0.013091337
Moderate 0.33338684 Low Con 0.148 Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
They're not Indian, They're Khalistani
They're not Indian, They're Khalistani
Identity Attack0.3825363
Insult0.24928534
Profanity0.13168186
Threat0.018537397
Severe Toxicity0.023082556
Moderate 0.3317266 Low Con 0.173 Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
Canadian government is to blame for khalistani bs
Canadian government is to blame for khalistani bs
Identity Attack0.36273825
Insult0.26957804
Profanity0.21132572
Threat0.020609349
Severe Toxicity0.019740647
Moderate 0.3317266 Low Con 0.163 Policy_Critique
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Identity Attack0.3817989
Insult0.24903896
Profanity0.119731516
Threat0.019228047
Severe Toxicity0.020127986
Moderate 0.32919475 Low Con 0.208 Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) …
Majority Indian and pakistani have migrated to Canada are from lower social strata worked a truck drivers , cab drivers . That is why canada has khalistani dominance. Upper caste Punjabi ( Khatri Brahmins Kshatriya) are majority in UK running business ( Rishi Saunak - Kshatriya ) USA is full of Maharashtrian literate class brahmins ,kshatriya and not concentrated in one place rather every state . New York Atlanta Ohio Texas has Lewa Patidar Zorastrian Parsis in high no. It is khalistani ( more or less similar to afgan pakistani muslims) mentality of creating mob and disrupting law and order.
Identity Attack0.39461556
Insult0.24928534
Profanity0.17566866
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.3286776 Constructive 0.546
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You first went there as European colonizers you colonized India and half the world performed extreme brutalites for money and now you are having problem with immigrants. So, ironic and if you don’t like them …
You first went there as European colonizers you colonized India and half the world performed extreme brutalites for money and now you are having problem with immigrants. So, ironic and if you don’t like them so why you shield khalistani activist from Indian government.
Identity Attack0.36702603
Insult0.18480228
Profanity0.034397304
Threat0.014738814
Severe Toxicity0.01322045
Moderate 0.3250515 Moderate Con 0.376
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
Identity Attack0.37879246
Insult0.25404143
Profanity0.11601777
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.30854854 Low Con 0.253 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
8:26 Khalistanis are not Indian sikhs.. they mostly consists of pakistanis disguised as indian sikhs.
8:26 Khalistanis are not Indian sikhs.. they mostly consists of pakistanis disguised as indian sikhs.
Identity Attack0.3817989
Insult0.11797678
Profanity0.11168506
Threat0.014393489
Severe Toxicity0.017416617
Moderate 0.30527395 Low Con 0.272 Unverified_Claim
Jan 28, 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...
Canadians can thank that spineless Trudeau for the mess that has been created. It's going to get worse until they start cleaning up...how many Khalistanis are hiding in Canada?
Canadians can thank that spineless Trudeau for the mess that has been created. It's going to get worse until they start cleaning up...how many Khalistanis are hiding in Canada?
Identity Attack0.25140062
Insult0.24928534
Profanity0.020646973
Threat0.011405042
Severe Toxicity0.008583069
Moderate 0.30502358 Low Con 0.278
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Identity Attack0.37432748
Insult0.3388922
Profanity0.17055123
Threat0.050098058
Severe Toxicity0.024772761
Moderate 0.30502358 Low Con 0.202 Identity_Assertion
Feb 20, 2026 2 likes Inside Canada's Indian Invasion...
Keep the khalistani with you We Indians don’t own them
Keep the khalistani with you We Indians don’t own them
Identity Attack0.36702603
Insult0.15627414
Profanity0.06345607
Threat0.030969119
Severe Toxicity0.017997624
Moderate 0.3048984 Moderate Con 0.316 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The problem lies in letting too many people in in a very short space of time because when this is (intentionally) done foreigners do nkt mix with the local culture, instead using only what they …
The problem lies in letting too many people in in a very short space of time because when this is (intentionally) done foreigners do nkt mix with the local culture, instead using only what they are used to from back home. Khalistani Sikhs are the equivalent of, for example, zionjst Jews, extremist muslims, etc: they shout the loudest, but are the minority from thise communities and definitely not loved by said communities. From a (corrupt) government point of view this is the perfect storm.
Identity Attack0.316
Insult0.20901857
Profanity0.0569429
Threat0.011379151
Severe Toxicity0.010375977
Moderate 0.30427247 Moderate Con 0.471 Policy_Critique
Feb 28, 2026 2 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 …
I do not consider Khalistanis as Indians. My opinion.
I do not consider Khalistanis as Indians. My opinion.
Identity Attack0.3817989
Insult0.08434689
Profanity0.07255927
Threat0.01052473
Severe Toxicity0.01393057
Low Tox 0.29405528 Moderate Con 0.388 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Khalistani is not the real sikh the real sikh you see in India ,punjab
Khalistani is not the real sikh the real sikh you see in India ,punjab
Identity Attack0.36598656
Insult0.2735258
Profanity0.15371579
Threat0.05268431
Severe Toxicity0.030523606
Low Tox 0.28857216 Low Con 0.189 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Khalistani terrorists do not represent all Indians
Khalistani terrorists do not represent all Indians
Identity Attack0.316
Insult0.100019015
Profanity0.08807703
Threat0.017846745
Severe Toxicity0.013285006
Low Tox 0.2854835 Low Con 0.204 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Identity Attack0.32768643
Insult0.16751462
Profanity0.057944927
Threat0.016292779
Severe Toxicity0.010757446
Low Tox 0.28548008 Moderate Con 0.427 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistani land Canada
Khalistani land Canada
Identity Attack0.3072352
Insult0.16875735
Profanity0.10240069
Threat0.044925548
Severe Toxicity0.02378681
Low Tox 0.2763787 Low Con 0.18 Identity_Assertion
Jan 27, 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...

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.