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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 3 of 11
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Identity Attack0.46028158
Insult0.3493834
Profanity0.22562476
Threat0.020954676
Severe Toxicity0.030523606
Moderate 0.48021027 Low Con 0.281 Meta_Commentary
Feb 11, 2026 6 likes Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them. Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Identity Attack0.36702603
Insult0.4747285
Profanity0.22429734
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.592 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
north Indians from Punjab and Delhi assimilate a lot. They are known in India to be very aggresive and unkind types
Identity Attack0.5485698
Insult0.4339631
Profanity0.20016506
Threat0.022163315
Severe Toxicity0.05832097
Moderate 0.47119883 Moderate Con 0.487 Identity Attack Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
Identity Attack0.55044734
Insult0.39743927
Profanity0.13168186
Threat0.018710058
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.527 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada has become a breeding ground for Khalistani terrorists who aim to destroy India by separating the state of Punjab from Canada. These Khalistani terrorists, originating from Punjab, have killed numerous Hindus in India.
Canada has become a breeding ground for Khalistani terrorists who aim to destroy India by separating the state of Punjab from Canada. These Khalistani terrorists, originating from Punjab, have killed numerous Hindus in India.
Identity Attack0.5135796
Insult0.37846634
Profanity0.09260304
Threat0.34804323
Severe Toxicity0.02458496
Moderate 0.46186632 Moderate Con 0.381 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab drivers are so bad we forgot about the bad Chinese drivers.
Punjab drivers are so bad we forgot about the bad Chinese drivers.
Identity Attack0.50588524
Insult0.42167732
Profanity0.16822512
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.45761138 Low Con 0.233 Identity Attack Humor_Satire
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Canada is bring people from Punjab who are criminals and have money. They take the money and bring them in and create havoc for local Canadians and they have ruined the image of long time …
Canada is bring people from Punjab who are criminals and have money. They take the money and bring them in and create havoc for local Canadians and they have ruined the image of long time loyal Canadian Indians now with a bad alnake and have to deal with racist people all the time
Identity Attack0.48949075
Insult0.45758462
Profanity0.06495911
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.45549932 Moderate Con 0.479 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
India is not full of Trash Punjabis . We have 29 states of which Punjab is a small one
Identity Attack0.46028158
Insult0.4378843
Profanity0.2813443
Threat0.010395273
Severe Toxicity0.024960563
Moderate 0.45090583 Low Con 0.276 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
You white folks arent native aswell.. greetings from pakistan punjab 🇵🇰
You white folks arent native aswell.. greetings from pakistan punjab 🇵🇰
Identity Attack0.5135796
Insult0.36798462
Profanity0.19032755
Threat0.03235042
Severe Toxicity0.08332442
Moderate 0.44039994 Moderate Con 0.368 Identity Attack Identity_Assertion
Feb 9, 2026 5 likes Inside Canada's Indian Invasion...
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
2:47 Indians can't drive. What did you expect from them? Look how they drive in Punjab 😂
Identity Attack0.49584505
Insult0.3126888
Profanity0.12639372
Threat0.019746035
Severe Toxicity0.024678862
Moderate 0.44039994 Low Con 0.217 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab is in Porkistan 😂
Punjab is in Porkistan 😂
Identity Attack0.47178617
Insult0.46625584
Profanity0.36230123
Threat0.114629425
Severe Toxicity0.34954423
Moderate 0.42985553 Low Con 0.209 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
no one is suppressed in punjab , go there and see , everybody happy and partying ....if arresting drug lord and gangstar political then you should choose to live in africa ...
no one is suppressed in punjab , go there and see , everybody happy and partying ....if arresting drug lord and gangstar political then you should choose to live in africa ...
Identity Attack0.41975367
Insult0.42881694
Profanity0.10363861
Threat0.061089642
Severe Toxicity0.023076924
Moderate 0.4274071 Low Con 0.285 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, out of all the clips you can find of Punjab, like i get that India is pretty dirty but you're putting it after he said he would prefer to live in Punjab as if he's wrong to think that , why not put golden temple or all the beautiful temples there!!!
Identity Attack0.37507164
Insult0.29383746
Profanity0.20139475
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.707 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
Identity Attack0.45348886
Insult0.4196762
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.258 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Punjabi back home in India wants other Migrants like Biharis to leave Punjab but want to be welcomed in Canada. Isn't it hypocrisy
Punjabi back home in India wants other Migrants like Biharis to leave Punjab but want to be welcomed in Canada. Isn't it hypocrisy
Identity Attack0.3857254
Insult0.4596616
Profanity0.057443913
Threat0.0076119336
Severe Toxicity0.013543231
Moderate 0.4269174 Moderate Con 0.458
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Halt the immigration from India, specifically Punjab and the Islamic world. Turbans and Hijabs are going to destroy Canada. Let's focus on Canadian first
Halt the immigration from India, specifically Punjab and the Islamic world. Turbans and Hijabs are going to destroy Canada. Let's focus on Canadian first
Identity Attack0.5135796
Insult0.21836096
Profanity0.050930742
Threat0.18913531
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.273 Identity Attack Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Indian is not only Punjab.... India has 26 states, punjab is just one state.... Punjabi are crazy about Canada...... Not every Indian....
Indian is not only Punjab.... India has 26 states, punjab is just one state.... Punjabi are crazy about Canada...... Not every Indian....
Identity Attack0.46050715
Insult0.41530323
Profanity0.0887236
Threat0.0077802283
Severe Toxicity0.016512826
Moderate 0.4269174 Moderate Con 0.472 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians are the most oppressed nation living as third class citizens in their own country. We Canadians have now become slaves of Indian villager’s Punjabis. It seems that the Canadian government is against Canadians. It …
Canadians are the most oppressed nation living as third class citizens in their own country. We Canadians have now become slaves of Indian villager’s Punjabis. It seems that the Canadian government is against Canadians. It is time to expel Indian villager’s Punjabis to their country, Indian Punjab. Deport Deport
Identity Attack0.5075293
Insult0.3126888
Profanity0.04366605
Threat0.055270568
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.323 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong …
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong Kongers and thought letting in piss poor low IQ mainland Chinese was a good idea. Canada never learned anything and never will.
Identity Attack0.4482637
Insult0.4196762
Profanity0.22321637
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.447 Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify …
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify with them at all..
Identity Attack0.45348886
Insult0.31740165
Profanity0.19032755
Threat0.05268431
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.603 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
Every time I step out of my house all I see are Punjabs. It’s annoying
Every time I step out of my house all I see are Punjabs. It’s annoying
Identity Attack0.46028158
Insult0.28997475
Profanity0.17055123
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.40614098 Moderate Con 0.391
Aug 25, 2025 1 likes 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.