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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: "Are there Punjabi people in …" 101 comments · Page 1 of 5
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
Identity Attack0.6458014
Insult0.6991143
Profanity0.7654259
Threat0.12996206
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.289 Identity Attack Insult Identity_Assertion
Jan 27, 2026 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...
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Identity Attack0.4054415
Insult0.48399165
Profanity0.58072567
Threat0.1329628
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.399 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the stares etc. You should interview successful white people, no the homeless ones, ofcourse they are going to blame the visbily succesful ones—but then just like he said he does not give a shit, the punjabis to does not give a shit,
Identity Attack0.55044734
Insult0.54471385
Profanity0.6919765
Threat0.016120117
Severe Toxicity0.18538254
Moderate 0.6989911 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the …
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the highway in a 18 wheeler from a middle lane
Identity Attack0.4453683
Insult0.65865606
Profanity0.36230123
Threat0.13599728
Severe Toxicity0.05025077
Moderate 0.6308517 Moderate Con 0.41 Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 year and have all the punjabis deported to india. Simple.
Identity Attack0.55044734
Insult0.49389273
Profanity0.5381406
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.369 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
@2:30 is lying, from the early 1970's Brampton has been Punjabi these people saying there is an influx are dumbasses, now there is a wave that don't try to mix with the white people
@2:30 is lying, from the early 1970's Brampton has been Punjabi these people saying there is an influx are dumbasses, now there is a wave that don't try to mix with the white people
Identity Attack0.49032792
Insult0.5208188
Profanity0.48510036
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.395 Insult Unverified_Claim
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Canadians should not worry about Indian immigrants because because most of those are Punjabis (Sikhs) they are harmless people.
Identity Attack0.6220118
Insult0.48627716
Profanity0.12286829
Threat0.013113883
Severe Toxicity0.042180564
Moderate 0.5559701 Moderate Con 0.434 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
Identity Attack0.54996765
Insult0.5678696
Profanity0.29456177
Threat0.33609006
Severe Toxicity0.35368225
Moderate 0.54325575 Moderate Con 0.331 Identity Attack Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Deport all Punjabi Indians and white peoples send them to Ukraine. Fight for ur citizenship.
Identity Attack0.6220118
Insult0.36798462
Profanity0.20016506
Threat0.34552678
Severe Toxicity0.16960317
Moderate 0.52811706 Low Con 0.286 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
These bloody Punjabis' behaviour is reflecting upon all Indians as a group. Even in new zealand it's always Punjabis who are the troublemakers, and it leads to people hating all Indians.
Identity Attack0.56445944
Insult0.5130944
Profanity0.32658687
Threat0.11002964
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.507 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under …
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under the boot of the racist Indian government
Identity Attack0.4508763
Insult0.56997263
Profanity0.24910301
Threat0.13228847
Severe Toxicity0.10702737
Moderate 0.51869136 Moderate Con 0.347 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black …
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black people start protesting against Mass immigration and fake students from India.
Identity Attack0.5135796
Insult0.36798462
Profanity0.39409557
Threat0.04363242
Severe Toxicity0.056527592
Moderate 0.50503236 Constructive 0.54 Identity Attack
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Punjabi already destroyed canada.shame on indian government and people.
Punjabi already destroyed canada.shame on indian government and people.
Identity Attack0.54151535
Insult0.40698266
Profanity0.08840031
Threat0.13599728
Severe Toxicity0.02420936
Moderate 0.4850187 Low Con 0.135 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Lol this is exactly same reason they tell when they all come to Bangalore (tamilians, Punjabis, telghus, mallus, northies) they neither assimilitate to our culture or language nor being kind bloody hell life is to …
Lol this is exactly same reason they tell when they all come to Bangalore (tamilians, Punjabis, telghus, mallus, northies) they neither assimilitate to our culture or language nor being kind bloody hell life is to live with these people
Identity Attack0.4907465
Insult0.4339631
Profanity0.39409557
Threat0.055917133
Severe Toxicity0.16960317
Moderate 0.47473195 Moderate Con 0.462 Identity_Assertion
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Identity Attack0.5135796
Insult0.40975618
Profanity0.12991914
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.472 Identity Attack Humor_Satire
Jan 27, 2026 2,126 likes Inside Canada's Indian Invasion...
Praise the Punjabis (Uber’s silent partner)😂 They made India no 1 in fraud 👏🎉 not only in Canada even in other countries too. On other hand people from south of India working their ass of …
Praise the Punjabis (Uber’s silent partner)😂 They made India no 1 in fraud 👏🎉 not only in Canada even in other countries too. On other hand people from south of India working their ass of to become a doctor, engineers and It professionals still struggling to get PR😢
Identity Attack0.3817989
Insult0.4378843
Profanity0.3813392
Threat0.011146127
Severe Toxicity0.023458159
Moderate 0.46716887 Moderate Con 0.432
Sep 30, 2025 IRCC Names India in Study …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
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.