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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: "The khalistani Sikhs (not the …" 31 comments · Page 1 of 2
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...
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...
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...
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)
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)
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Identity Attack0.57150364
Insult0.54471385
Profanity0.39842105
Threat0.038911607
Severe Toxicity0.17926651
Moderate 0.5885171 Low Con 0.24 Identity Attack Insult Identity_Assertion
Feb 15, 2026 Inside Canada's Indian Invasion...
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...
Khalistani group within Sikh population. Affiliated with terror groups and trans-national mafia.
Khalistani group within Sikh population. Affiliated with terror groups and trans-national mafia.
Identity Attack0.50515765
Insult0.4339631
Profanity0.18049006
Threat0.13582869
Severe Toxicity0.11756202
Moderate 0.4575469 Low Con 0.192 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. …
For Canadians : 1. Arrest illegal Indians. 2. Respect legal Indians. 3. Differentiate legal Indian immigrants from all other types of immigrants. For Indians living in Canada : 1. Respect Canadians. 2. Respect Canadian law. 2. Immerse & adapt yourself in Canadian culture. For all : Sikhs are good people. Khalistanis are extremists.
Identity Attack0.55044734
Insult0.3416952
Profanity0.07126612
Threat0.063999176
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.57 Identity Attack Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian Sikh are not Indian they are khalistani...Basically he is pakistani....
Canadian Sikh are not Indian they are khalistani...Basically he is pakistani....
Identity Attack0.5108175
Insult0.4339631
Profanity0.2258264
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.43230394 Low Con 0.239 Identity Attack Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Khalistan is a Pakistani propaganda,,, to divide India.. the most revered place of Sikhs is in Pakistan,, so Pakies should give that land to khalistanies .
Identity Attack0.49584505
Insult0.34782293
Profanity0.2124067
Threat0.13329996
Severe Toxicity0.16960317
Moderate 0.42129645 Low Con 0.224 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they fake asylum seekers…recently khalistanis in Canada has attacked Hindu communities in canada and police has done nothing to stop protect them ….they have attacked Hindu Temples and police were just watching them…they also burned down Indian consulate in San Francisco two years back they constantly threatened Indian embassy Indian consulate ambassador….if you think they have just attacked Indian or Hindus they don’t attacked Canadian…but you might be living in delusion they can turn around on actual Canadian also if you think you are red neck they are 10 time more red neck than you …so you are late they are all over places in your Government , they have formed political parties too they are in yoyr country airport security,Government offices,Border security all over so Good luck…There are millions and millions good Sikhs In India who Loves India and serve India too with pride,…just search for Gurupatwant singh pannun he runs khalistanis extrimist movement from your country Canada and also from America
Identity Attack0.48915586
Insult0.37960073
Profanity0.085167445
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.41168427 Constructive 0.634
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Shame on you canada . I mean iam an INDIAN, and I love and respect SIKHS( NOT KHALISTANI) , but Allowing other people to make your people minority is bad politics. We INDIANS will never …
Shame on you canada . I mean iam an INDIAN, and I love and respect SIKHS( NOT KHALISTANI) , but Allowing other people to make your people minority is bad politics. We INDIANS will never allow immigrants to come and make us feel sacred.
Identity Attack0.44690517
Insult0.3388922
Profanity0.060951006
Threat0.011819307
Severe Toxicity0.020127986
Moderate 0.3972142 Constructive 0.567
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
They aint Indian sikh but Pakistani Khalistani
They aint Indian sikh but Pakistani Khalistani
Identity Attack0.45610145
Insult0.40243408
Profanity0.22792831
Threat0.11922921
Severe Toxicity0.22207877
Moderate 0.37458646 Low Con 0.168 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived …
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived illegally was taken back to India by indian authorities. But illegal Indians thise Canadian Government choose to keep and not handover to India purposely are mystery. And Remember Canada's Anti India group AKA Criminal Sikh Khalistani organisation which is Legally protected, patronised, used by very Canadian political party & Canadian Secret Service agencies to Snub india in geopolitics. Vanadian courts have already convicted these Khalistani Criminals for Bombing Air India Flight in 1983 where 300+ Candian citizens were died. These khalistanis & other ilegal indian immigrant who are willfully protected by canada under the name of Social Religious Freedom & what not. India had already complained to Canada about stop giving political asylum to these criminal groups, end the support to these Sikh Khalistani Criminals who are awaiting Criminal trials in Indian courts. But Canada refused to handover these criminals, many of these who have become Khalistani Drug Cartel Operatives & recruits living in Canada under secret Canadian government protection. And same Khalistani Big drug cartel money goes in to Canadian election funding and to the Canadian Political parties both the Conservative & Liberals are in co hoot with these Indian criminals. Thats why they get free run in Canada. Hense Canadian political parties protect ,shield the Khalistani group members when ever they get into trouble with Canadian Law & enforcement. So Canadian whites are equally responsible for corruption, rampant unchecked immigration of criminals and then its easy for Whites Canadians to blem India & Indians for everything mess they have created in Canada. No White Canadian is questioning RCMP's role in all this mess bcoz white Canadians never want to question their White Canadian Police and how the RCMP police operates ignoring the criminal activities of Immigrants who become drug cartel members and how the hell they get quick easy Canadian Citizenship where as a Legal Skilled immigrant do not get Canadian PR or Citizenship even after putting many efforts and money as fees. Something Rot is Cookin in Canada and it Smells bad....😢😢
Identity Attack0.4139151
Insult0.26957804
Profanity0.049427703
Threat0.011612174
Severe Toxicity0.018126737
Moderate 0.36867723 Constructive 0.504 Unverified_Claim
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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)
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 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 …
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...
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...
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)

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.