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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 1 of 14
You dumbfuck they were using fake punjabi names none of them were Punjabi and Sikhs plus none of them were speaking Punjabi you cumskin do your research thoroughly before blaming in a video
You dumbfuck they were using fake punjabi names none of them were Punjabi and Sikhs plus none of them were speaking Punjabi you cumskin do your research thoroughly before blaming in a video
Identity Attack0.38223284
Insult0.72756535
Profanity0.7796426
Threat0.094697006
Severe Toxicity0.5454843
Toxic 0.9288007 Low Con 0.158 Insult Meta_Commentary
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
Oh f**k this is sickening to watch! There everywhere now with the Muslim take over of Christian Europe.Just wait for the Chinese onslaught invasion. I hope I'm not reincarnated as a Hindi , Sikhs, Muslim …
Oh f**k this is sickening to watch! There everywhere now with the Muslim take over of Christian Europe.Just wait for the Chinese onslaught invasion. I hope I'm not reincarnated as a Hindi , Sikhs, Muslim or Chinese. Nothing I grew up with can I recognize anymore. Canada is f**ked!
Identity Attack0.7406625
Insult0.6336687
Profanity0.8089582
Threat0.10389658
Severe Toxicity0.45895407
Toxic 0.89241093 Moderate Con 0.354 Identity Attack Insult
Oct 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
Identity Attack0.6928741
Insult0.78565484
Profanity0.7107322
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.88599813 Low Con 0.262 Identity Attack Insult Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why …
What the hell this stupid saying Khalistan is needed because people are not free in Punjab.. this stupids seek asylum to settle in Canada...they fight for Sikhs in india while living in Canada wow.. why don't they come back and fight here
Identity Attack0.38185352
Insult0.7967344
Profanity0.43781817
Threat0.026652548
Severe Toxicity0.2322463
Toxic 0.85173553 Moderate Con 0.425 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on …
Punjabis are the worst people in the world.. on that if they are "Sikh"... My god the shittiest people on earth. They'll eat and live in India but when they go outside they shit on India any chance the get. 😢
Identity Attack0.7426507
Insult0.68668073
Profanity0.68353343
Threat0.2836219
Severe Toxicity0.52737635
Toxic 0.8252207 Moderate Con 0.324 Identity Attack Insult Identity_Assertion
Feb 11, 2026 Inside Canada's Indian Invasion...
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Identity Attack0.48915586
Insult0.5739874
Profanity0.7107322
Threat0.04524883
Severe Toxicity0.26195827
Toxic 0.7570315 Moderate Con 0.483 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome. Let them rot with islamic shariya.
Identity Attack0.6487889
Insult0.6500014
Profanity0.43744424
Threat0.4352635
Severe Toxicity0.44860926
Moderate 0.687436 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
hey @tyleroliveira , the Temple you went to is a Hindu Temple. Sikhs live in Punjab and their religion is completely different. they believe in one sole creator and they have gurus. love your channel …
hey @tyleroliveira , the Temple you went to is a Hindu Temple. Sikhs live in Punjab and their religion is completely different. they believe in one sole creator and they have gurus. love your channel but don’t spread the false shit brother
Identity Attack0.36733335
Insult0.4810288
Profanity0.65961236
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6863638 Constructive 0.548 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
These are Sikhs not Hindus. Hindus are worse.
These are Sikhs not Hindus. Hindus are worse.
Identity Attack0.70098627
Insult0.54471385
Profanity0.31043148
Threat0.038911607
Severe Toxicity0.23225488
Moderate 0.6611249 Low Con 0.169 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Nehatto par Talwar chalava, bacchiyon ko rape threads dilana, Desh se gaddari karava Ta ja ke Pakistani randi ka baccha khalistani sikh kahava
Identity Attack0.61901736
Insult0.6675394
Profanity0.6242122
Threat0.53875744
Severe Toxicity0.68373036
Moderate 0.6544696 Low Con 0.144 Identity Attack Insult Threat Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a terrorist group do not accosiate hindus and innocent sikhs with dirty kahlistanis
Identity Attack0.6649212
Insult0.5739874
Profanity0.25275812
Threat0.04524883
Severe Toxicity0.18844056
Moderate 0.6544696 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will …
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will come. They are trying to push us out!! Extremely scary. And the car accidents are INSANE !!! They cannot fcken drive !!!
Identity Attack0.39773783
Insult0.5130944
Profanity0.6242122
Threat0.042662576
Severe Toxicity0.23125283
Moderate 0.6491204 Constructive 0.592 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
I felt for them Canadians, especially seeing that 19th century church being converted into a Caste-Hindu temple, no bad opinion about sikhs.. they r friendly people tortured by Caste-Hindus back in the 80's in india …
I felt for them Canadians, especially seeing that 19th century church being converted into a Caste-Hindu temple, no bad opinion about sikhs.. they r friendly people tortured by Caste-Hindus back in the 80's in india which lead to their mass migration for safety and Canadians helped them. Sikhs must responsibly protect Canadian values and their own community from Caste-Hindu menace especially because they openly support Imbeciles like Trump and Modi.
Identity Attack0.50917345
Insult0.67735565
Profanity0.2666764
Threat0.01940071
Severe Toxicity0.02416241
Moderate 0.63782936 Constructive 0.735 Identity Attack Insult
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Some people think Sikhs are good law abifjn citizens but they practice arranged marriages...saw a BBC documentary about a girl who was raped and killed by her uncle and cousin because she refused to marry …
Some people think Sikhs are good law abifjn citizens but they practice arranged marriages...saw a BBC documentary about a girl who was raped and killed by her uncle and cousin because she refused to marry an older man that her parents selected for her...very sad shit 😢
Identity Attack0.44690517
Insult0.47630358
Profanity0.541926
Threat0.34913966
Severe Toxicity0.34189755
Moderate 0.6342749 Constructive 0.677
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that …
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that they targeted Sikhs, and then got beaten to pulp , and cried victim .................just like their mentor and Idol , Israel !!!!!! Brampton is a RSS Hindu Right Wing ghetto
Identity Attack0.6007182
Insult0.5739874
Profanity0.29984993
Threat0.3526302
Severe Toxicity0.35368225
Moderate 0.6342749 Low Con 0.265 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Better to have sikhs and hindus than to have people from the so call pissfull community who want to convert you or kll u..
Better to have sikhs and hindus than to have people from the so call pissfull community who want to convert you or kll u..
Identity Attack0.55044734
Insult0.48627716
Profanity0.3938786
Threat0.52547425
Severe Toxicity0.23226175
Moderate 0.6308517 Low Con 0.285 Identity Attack Threat Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom and from christian side Nagaland no body who is not hindue is not safe
Identity Attack0.6458014
Insult0.5332045
Profanity0.46460027
Threat0.46976724
Severe Toxicity0.50703704
Moderate 0.60311776 Moderate Con 0.447 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
The khalistani Sikhs (not the good Sikhs like we have in India) are going to face a similar fate like the muslims in hell
The khalistani Sikhs (not the good Sikhs like we have in India) are going to face a similar fate like the muslims in hell
Identity Attack0.6320481
Insult0.4596616
Profanity0.38483799
Threat0.3485223
Severe Toxicity0.34942797
Moderate 0.6020386 Low Con 0.239 Identity Attack Fear_Threat
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Only because of Hindus all Indians considered poop eating people.😢. Sad. There Sikhs, Christian, Muslims and many more religion's people who don't eat poop.
Identity Attack0.5485698
Insult0.46173862
Profanity0.41503602
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Constructive 0.594 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi also portrait inside as Indian
Identity Attack0.58354634
Insult0.5543018
Profanity0.44890457
Threat0.2836219
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
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.