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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 Sikh, we should not …" 347 comments · Page 9 of 14
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)
Immigrants are a good thing and Sikhs are especially kind people, but there needs to be checks and balances which Canada has failed miserably at.
Immigrants are a good thing and Sikhs are especially kind people, but there needs to be checks and balances which Canada has failed miserably at.
Identity Attack0.1808059
Insult0.19734058
Profanity0.05543986
Threat0.0071847234
Severe Toxicity0.004863739
Low Tox 0.27047762 Constructive 0.584 Moral_Argument
Oct 9, 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...
I grew up in Surrey in the 90’s and I understand the history between Sikh’s and Muslims. I’ll take these guys all day over the muzzies.
I grew up in Surrey in the 90’s and I understand the history between Sikh’s and Muslims. I’ll take these guys all day over the muzzies.
Identity Attack0.3072352
Insult0.08508729
Profanity0.10549548
Threat0.05721026
Severe Toxicity0.014511578
Low Tox 0.26859093 Constructive 0.67 Identity_Assertion
Jan 27, 2026 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...
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants …
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants to enter illegally in favour. Similarly british government let Pakistanis illegally inside to trouble for kashmir issue. People has to question their poltiicans and remove if they entered illegally ...
Identity Attack0.3043136
Insult0.089778624
Profanity0.02167175
Threat0.05203775
Severe Toxicity0.01083374
Low Tox 0.25915736 Moderate Con 0.481
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Identity Attack0.30103904
Insult0.082866095
Profanity0.021945024
Threat0.012026439
Severe Toxicity0.008277893
Low Tox 0.2553839 Constructive 0.625 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Identity Attack0.23163283
Insult0.24928534
Profanity0.12035047
Threat0.02924249
Severe Toxicity0.021548226
Low Tox 0.25462922 Low Con 0.25 Unverified_Claim
Jan 27, 2026 1 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...
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)
But people in India also Sikhs do casticism.... don't treat other as humans😂😂😂
But people in India also Sikhs do casticism.... don't treat other as humans😂😂😂
Identity Attack0.28034934
Insult0.16195811
Profanity0.07255927
Threat0.013528148
Severe Toxicity0.017481172
Low Tox 0.25462922 Moderate Con 0.391 Comparative_Framing
Jan 23, 2026 1 likes 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...
That Sikh at 12:57 should have been asked why Khalistani's want Hindus to get out of Canada? It's easy to say everyone is equal but you allow calls for Hindus to be discriminated from that …
That Sikh at 12:57 should have been asked why Khalistani's want Hindus to get out of Canada? It's easy to say everyone is equal but you allow calls for Hindus to be discriminated from that very premises.
Identity Attack0.29035977
Insult0.07935401
Profanity0.020783609
Threat0.0091524795
Severe Toxicity0.0059509277
Low Tox 0.2524482 Constructive 0.592
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Remember most Sikhs arent Khalistani 😂
Remember most Sikhs arent Khalistani 😂
Identity Attack0.29951343
Insult0.21836096
Profanity0.13873272
Threat0.024235269
Severe Toxicity0.023364257
Low Tox 0.2524482 Low Con 0.22 Humor_Satire
Jan 28, 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...
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...
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 …
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
Identity Attack0.30103904
Insult0.0670459
Profanity0.046922635
Threat0.011405042
Severe Toxicity0.008926392
Low Tox 0.24924077 Low Con 0.29 Fear_Threat
Feb 8, 2026 2 likes 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...
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Identity Attack0.24293575
Insult0.06634661
Profanity0.07676199
Threat0.08856395
Severe Toxicity0.014317908
Low Tox 0.24763705 Moderate Con 0.397 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They are sikh not a muslim
They are sikh not a muslim
Identity Attack0.29951343
Insult0.089778624
Profanity0.087430455
Threat0.009981008
Severe Toxicity0.014382465
Low Tox 0.24603334 Low Con 0.19 Identity_Assertion
Oct 22, 2025 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.