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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: "INDIA AND PAKISTAN ARE BOTH …" 78 comments · Page 2 of 4
Looks like Indiana there are growing stronger as a community. Hope they help all the homeless people as well. For people who says illegal immigrants and cash in hand jobs, most people from India works …
Looks like Indiana there are growing stronger as a community. Hope they help all the homeless people as well. For people who says illegal immigrants and cash in hand jobs, most people from India works so hard and they are only contributing to the society unlike other countries like Pakistan or Arabs who destroys a society
Identity Attack0.46028158
Insult0.23237456
Profanity0.06395709
Threat0.014738814
Severe Toxicity0.018320406
Moderate 0.3625127 Constructive 0.72 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is a favouritism country If you are not from India, Pakistan Bangladesh You cannot get a job
Canada is a favouritism country If you are not from India, Pakistan Bangladesh You cannot get a job
Identity Attack0.43256098
Insult0.20901857
Profanity0.043916557
Threat0.010265815
Severe Toxicity0.017416617
Moderate 0.36095104 Low Con 0.179 Policy_Critique
Feb 16, 2026 Inside Canada's Indian Invasion...
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
Niagra falls is all India 🇮🇳 Pakistan 🇵🇰...thanks to LIBERAL PARTY
Identity Attack0.3819294
Insult0.3388922
Profanity0.20916378
Threat0.09776353
Severe Toxicity0.06011435
Moderate 0.36095104 Low Con 0.298 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This is Canada is not India. Not Pakistan. Not Palestine. Not Saudi. Get them out. Time to stop immigration scam.
This is Canada is not India. Not Pakistan. Not Palestine. Not Saudi. Get them out. Time to stop immigration scam.
Identity Attack0.3817989
Insult0.25800487
Profanity0.037403382
Threat0.013113883
Severe Toxicity0.012054443
Moderate 0.36095104 Low Con 0.168
Nov 30, 2025 1 likes IRCC Names India in Study …
Pakistan in India, two of the worst countries in the world to pray on seniors and elderly people on scams. That are set up over there like a business one of the most corrupt nations …
Pakistan in India, two of the worst countries in the world to pray on seniors and elderly people on scams. That are set up over there like a business one of the most corrupt nations going and they flooded Canada because of Justin Trudeau, comrade Freeland, Comrade,Carney and the WEF.. whose goal to undermine Canada as a nation for globalist through infiltrating of government criminal in its content. Many in the federal liberal cabinet are also involved even willing to break the constitution.
Identity Attack0.36702603
Insult0.34101152
Profanity0.028230323
Threat0.009540852
Severe Toxicity0.013801457
Moderate 0.36043653 Moderate Con 0.36 Unverified_Claim
Sep 29, 2025 3 likes IRCC Names India in Study …
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
😂😂 india people migration to Pakistan 🎉🎉🎉😂 Pakistan rupee is rising 🎉🎉 please make a vdo on Pakistan currency rise🎉 welcome to the BEST COUNTRY IN THE WORLD... PAKISTANI countries 🎉🎉
Identity Attack0.3817989
Insult0.15911613
Profanity0.11725569
Threat0.050744623
Severe Toxicity0.041283876
Moderate 0.36043653 Low Con 0.229 Humor_Satire
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so …
*Sikhs were invited in Canada because their sweet relation with ISI (Pakistan spy agency) & their hatred towards Hindus, they wanted to carve a landlocked country from India since 80s. Canada wholeheartedly invited Sikhs so they can tame Hindus of India & get things done, agencies even turned blind eye about their drug activities & crimes. Fast forward to 2025, these people are now liability for Canada with massive trans national drug cartels (Trucks), crimes & their anti Canada activities.*
Identity Attack0.39870077
Insult0.26395
Profanity0.026454043
Threat0.012337137
Severe Toxicity0.01754573
Moderate 0.3561489 Moderate Con 0.358 Unverified_Claim
Sep 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
Canada is the new Bharat. We need to maintain an open border with India so that we can flood this new land with the wealth of diversity and corruption. Jagmeet Singh was paid millions to …
Canada is the new Bharat. We need to maintain an open border with India so that we can flood this new land with the wealth of diversity and corruption. Jagmeet Singh was paid millions to keep Canada unified. Pakistan wants piece 🔫!!! Next time I come to Canada I must bring at least one servant. Pass the butter chicken, you will only be served if you wear a head dress.
Identity Attack0.24970764
Insult0.26957804
Profanity0.056441884
Threat0.03856628
Severe Toxicity0.014963473
Moderate 0.33338684 Moderate Con 0.353
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That cop inside the house never passed his physical test period end of story, stop hiring these people they are not loyal to Canadians only to India and Pakistan and yes this has to be …
That cop inside the house never passed his physical test period end of story, stop hiring these people they are not loyal to Canadians only to India and Pakistan and yes this has to be looked at as this creates moles inside the Police and Government positions for these Criminal gangs from India and Pakistan to operate freely here.
Identity Attack0.36942887
Insult0.26196828
Profanity0.026727317
Threat0.011430934
Severe Toxicity0.0119018555
Moderate 0.3281604 Moderate Con 0.38 Fear_Threat
Feb 19, 2026 Canadian immigration officers investigating hundreds …
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility …
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility rate is 1.95 (in 2025), one of the highest in the world. Every fourth person in the world is Indian. They cannot assimilate anywhere because they stubbornly stick to their traditions, religions and gods (in that they are fanatics) and style of clothing to deliberately underscore theit difference.
Identity Attack0.3817989
Insult0.24561718
Profanity0.12220735
Threat0.020091362
Severe Toxicity0.023076924
Moderate 0.32764325 Moderate Con 0.357
Nov 21, 2025 Why Canadians Are Turning Against …
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those …
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those Indians are only hiring their own. Happens everywhere in the west
Identity Attack0.38185352
Insult0.100019015
Profanity0.09098661
Threat0.009437286
Severe Toxicity0.012435913
Moderate 0.31963667 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest refugee claims are from Africans countries and south America and Islamist countries. You gotta scrutiny these people, find out if there is legitimacy, find out if there is a value in accepting their claim, find out if they have skills or they are just entering for free loads! my point is , Good Immigrations is Welcome.....Bad Immigration is NOT !
Identity Attack0.3817989
Insult0.16195811
Profanity0.0715894
Threat0.02924249
Severe Toxicity0.017739398
Moderate 0.3140926 Constructive 0.627
Nov 21, 2025 Thousands of refugees allowed into …
Pakistan was built-up by the great replacement...muslims overtook india...making islamic Pakistan
Pakistan was built-up by the great replacement...muslims overtook india...making islamic Pakistan
Identity Attack0.3817989
Insult0.16758773
Profanity0.077731855
Threat0.025271246
Severe Toxicity0.023076924
Moderate 0.3127066 Low Con 0.2 Unverified_Claim
Sep 20, 2025 1 likes 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)
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
Identity Attack0.38176915
Insult0.15343215
Profanity0.06345607
Threat0.011353259
Severe Toxicity0.013478675
Moderate 0.30514878 Moderate Con 0.483
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ …
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ Latina owned phone service stores and they were replaced with Indians. That's what our tax dollars are being fed to, and me as a Texan feeling replaced, radicalized, and fed up with the b.s I'm highly considering investing/ building my own compound in the newr future. I love for Pakistan 🇵🇰 I love Bangladesh 🇧🇩 I love Turkey 🇹🇷 I DO NOT love India 🚫 India 🚫
Identity Attack0.316
Insult0.16124763
Profanity0.17987521
Threat0.0138755
Severe Toxicity0.02077355
Low Tox 0.29771072 Constructive 0.767 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 …
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 million or more infiltration that too with no valid Visa or passport. Just imagine what Canada should be numbered in Democracy list before Syria , Pakistan probably . That is what it should be placed ! India has multiple churches which also involved in mass conversion illigally but still India has maintained Democracy. What about Indian people question you same. Why church is here for !? We don't denied Democratic right and constitutional rights. Same like Indian has rightfully constructed Temple . Its thier Democratic right . Besides Canada always support terrorist and Khalisthani separatists elements. (What if India harbour same set of people who will support free Ontario form canada. Will you accept it !?) This is the question that is been asked by journalist to your foreign secretary.He was silent
Identity Attack0.293411
Insult0.16883044
Profanity0.021603432
Threat0.010731863
Severe Toxicity0.010528564
Low Tox 0.2854903 Constructive 0.616 Policy_Critique
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
I don't able to get this I am from Iraq There are crores of individual from Iraq, Pakistan, Bangladesh, Africa, Europe, most from China and Mexico is at top. But people don't like India mostly …
I don't able to get this I am from Iraq There are crores of individual from Iraq, Pakistan, Bangladesh, Africa, Europe, most from China and Mexico is at top. But people don't like India mostly which are Less than 2% Idk but they are very humble ❤respectful toward me I have many friends from India CAN ANYONE EXPLAIN ME IS THIS RACISM?
Identity Attack0.23618884
Insult0.058475737
Profanity0.07676199
Threat0.0101363575
Severe Toxicity0.013414118
Low Tox 0.2853768 Constructive 0.731
Oct 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in …
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in Vancouver and for the past ten years and I feel like I've been teleported to India or Pakistan. It's scary bc I've never planned to live in India, but here I'm. Durka durka ! 😅
Identity Attack0.26833034
Insult0.16817254
Profanity0.07870171
Threat0.008582866
Severe Toxicity0.008506775
Low Tox 0.27525392 Constructive 0.655 Fear_Threat
Jan 29, 2026 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...
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …

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.