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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: "So Punjab is not a …" 274 comments · Page 5 of 11
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
Identity Attack0.17614605
Insult0.15982662
Profanity0.110447146
Threat0.029933142
Severe Toxicity0.015802706
Moderate 0.33255672 Moderate Con 0.315 Comparative_Framing
Feb 13, 2026 7 likes Inside Canada's Indian Invasion...
It's no fair to say that Sikhs don't assimilate. They HAVE to dress that way for their religion. Except for the Punjab, they stick out in their own country - and many of them aren't …
It's no fair to say that Sikhs don't assimilate. They HAVE to dress that way for their religion. Except for the Punjab, they stick out in their own country - and many of them aren't happy about it. The whole idea of it is for Sikhs to be conspicuous. .
Identity Attack0.3817989
Insult0.2435641
Profanity0.10301965
Threat0.0116639575
Severe Toxicity0.013672344
Moderate 0.32971194 Constructive 0.654 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The immigration system focused on highly educated people with skill set. The English test requirements was setup for much higher score then what they have now. The people they bring from Punjab are not verified …
The immigration system focused on highly educated people with skill set. The English test requirements was setup for much higher score then what they have now. The people they bring from Punjab are not verified and many are just rich and criminals in India. Some are involved in drug traffic also. It is madness
Identity Attack0.34974504
Insult0.26196828
Profanity0.073529124
Threat0.01052473
Severe Toxicity0.0126394415
Moderate 0.32919475 Moderate Con 0.446 Policy_Critique
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
STOP IMMIGRATION FROM PUNJAB!
STOP IMMIGRATION FROM PUNJAB!
Identity Attack0.3780483
Insult0.08582769
Profanity0.04516909
Threat0.018537397
Severe Toxicity0.023076924
Moderate 0.32712606 Low Con 0.165 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Why so many Punjabs in Brampton??? It's like home 😂😂😂😂 nooooo😂😂😂😂
Why so many Punjabs in Brampton??? It's like home 😂😂😂😂 nooooo😂😂😂😂
Identity Attack0.33060804
Insult0.107333586
Profanity0.10363861
Threat0.012699619
Severe Toxicity0.019611536
Moderate 0.3260917 Moderate Con 0.359 Humor_Satire
Feb 4, 2026 Inside Canada's Indian Invasion...
Khalistan is anti India movement. Which wants Punjab separated from India. And name it as Khalistan.
Khalistan is anti India movement. Which wants Punjab separated from India. And name it as Khalistan.
Identity Attack0.381025
Insult0.2679134
Profanity0.094219476
Threat0.06238277
Severe Toxicity0.023076924
Moderate 0.32236105 Low Con 0.194 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Identity Attack0.2823795
Insult0.24903896
Profanity0.08807703
Threat0.013269233
Severe Toxicity0.017933069
Moderate 0.3127066 Constructive 0.763 Personal_Narrative
Jan 27, 2026 2 likes 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)
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
They say " punjab " not india. Meanwhile other Indians call themselves Indians. Must be khalistani s@it
Identity Attack0.37879246
Insult0.25404143
Profanity0.11601777
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.30854854 Low Con 0.253 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Those who say Punjab, are not Indians, and their father belongs to Pakistan.
Identity Attack0.36803186
Insult0.16551061
Profanity0.06145202
Threat0.010110466
Severe Toxicity0.014769804
Moderate 0.30527395 Low Con 0.249 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Identity Attack0.2823795
Insult0.25602314
Profanity0.02071529
Threat0.02440793
Severe Toxicity0.010528564
Moderate 0.30514878 Constructive 0.581 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Shik , khalistani saperatist say they are from Punjab but Hindu say they r from India
Identity Attack0.37432748
Insult0.3388922
Profanity0.17055123
Threat0.050098058
Severe Toxicity0.024772761
Moderate 0.30502358 Low Con 0.202 Identity_Assertion
Feb 20, 2026 2 likes Inside Canada's Indian Invasion...
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think …
Can I just remind you that the British empire took 45 trillion out of India, from being the richest nation in the world at that time, 25% of global gdp - why do you think the British came to India in the first place? Not cus they like a good curry! Robbed the place blind & now you have a problem with hard working people on your nation - you started it!! India didn’t invite you over!! Punjab had an empire before the British systematically took it apart piece by piece - but I’m sure that doesn’t interest you - very blinkered & one sided view
Identity Attack0.24150419
Insult0.24424846
Profanity0.08419759
Threat0.015429466
Severe Toxicity0.015221698
Moderate 0.30464804 Constructive 0.506 Moral_Argument
Feb 27, 2026 3 likes Inside Canada's Indian Invasion...
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Identity Attack0.26325142
Insult0.22770336
Profanity0.06946823
Threat0.013165667
Severe Toxicity0.010757446
Moderate 0.30452284 Moderate Con 0.46 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
Identity Attack0.3817989
Insult0.0811385
Profanity0.062454045
Threat0.030623792
Severe Toxicity0.016190045
Moderate 0.30136615 Moderate Con 0.301 Comparative_Framing
Jan 28, 2026 1 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 …
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada …
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada has a great culture. Preserve your culture Preserve your identity Canadian authorities and Native Canadians must make sure that strict civic sense to be followed by every immigrant.Make English language mandatory for every immigrant. Also every brown skinned is not Indians. Many Pakistani and Bangladeshi also tag themselves as Indians. And Indians who want to turn Canada like their homeland they please come back to India if you miss so much your country why to be in foreign land.
Identity Attack0.3817989
Insult0.09563028
Profanity0.044167064
Threat0.010913103
Severe Toxicity0.01159668
Low Tox 0.29405528 Constructive 0.746 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab and Sikhs had nothing to do with any hate you got.
Identity Attack0.11512129
Insult0.24424846
Profanity0.13785136
Threat0.011327368
Severe Toxicity0.014705247
Low Tox 0.29405528 Constructive 0.522 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
Punjab hama😂
Punjab hama😂
Identity Attack0.2795294
Insult0.30797598
Profanity0.24910301
Threat0.049451493
Severe Toxicity0.023076924
Low Tox 0.29039988 Moderate Con 0.422 Humor_Satire
Feb 25, 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.