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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 guy was not punjabi …" 32 comments · Page 1 of 2
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
You dumb whyte Canadians thought that you were gonna play replace black Canadians in the workplace with punjabi, how did that work out for you guys😂
Identity Attack0.6649212
Insult0.6677319
Profanity0.36230123
Threat0.012130005
Severe Toxicity0.21596274
Toxic 0.7308154 Low Con 0.218 Identity Attack Insult
Jun 18, 2025 How Canada broke its immigration …
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they …
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they supply to the punjab through pakistan border all the Punjabi singer who live in canada are also part of it,so being racists towards indian will not help you ask your government to take action on them and return them to indian government
Identity Attack0.5135796
Insult0.5678696
Profanity0.50818664
Threat0.10542984
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.35 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys have spoiled your country by letting in sicks(sikhs) and punjabis. Hope someday you have courage to kick them out
You guys have spoiled your country by letting in sicks(sikhs) and punjabis. Hope someday you have courage to kick them out
Identity Attack0.56445944
Insult0.48313886
Profanity0.26802593
Threat0.52199906
Severe Toxicity0.34954423
Moderate 0.568186 Low Con 0.226 Identity Attack Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
The chubby guy is rigjt...better Indian. Punjabi than muslim or African.
The chubby guy is rigjt...better Indian. Punjabi than muslim or African.
Identity Attack0.55044734
Insult0.38852
Profanity0.19893537
Threat0.013702838
Severe Toxicity0.02453801
Moderate 0.45921504 Low Con 0.263 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Identity Attack0.23998553
Insult0.18977246
Profanity0.20916378
Threat0.056563694
Severe Toxicity0.020515325
Moderate 0.33836752 Moderate Con 0.426 Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
Identity Attack0.2331515
Insult0.100019015
Profanity0.17055123
Threat0.026652548
Severe Toxicity0.023076924
Moderate 0.32971194 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
11:56 as a punjabi the cultural shock was insane the people were asking to put the cloth on that guys head but if it were in my city they would have resorted to violance or …
11:56 as a punjabi the cultural shock was insane the people were asking to put the cloth on that guys head but if it were in my city they would have resorted to violance or wouldnt have let me in gurduwara in the first place unless i had pag on
Identity Attack0.17536941
Insult0.110259406
Profanity0.15812257
Threat0.1733226
Severe Toxicity0.02116089
Moderate 0.32289913 Constructive 0.592 Personal_Narrative
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 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 a Punjabi guy took this guys girl
I think a Punjabi guy took this guys girl
Identity Attack0.25478655
Insult0.083359696
Profanity0.13256322
Threat0.091630474
Severe Toxicity0.015415368
Low Tox 0.28312725 Moderate Con 0.443 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Identity Attack0.28883415
Insult0.11616662
Profanity0.10301965
Threat0.021127338
Severe Toxicity0.01896597
Low Tox 0.23523538 Moderate Con 0.382 Question
Mar 1, 2026 Inside Canada's Indian Invasion...
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 Inside Canada's Indian Invasion...
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Identity Attack0.09410924
Insult0.06599696
Profanity0.020100424
Threat0.00967031
Severe Toxicity0.0037002563
Low Tox 0.1537979 Low Con 0.227
Jan 27, 2026 Inside Canada's Indian Invasion...
I worked with a Punjabi guy and he was missing a thumb 😂
I worked with a Punjabi guy and he was missing a thumb 😂
Identity Attack0.099072486
Insult0.03665562
Profanity0.05393682
Threat0.010550622
Severe Toxicity0.005264282
Low Tox 0.14082454 Constructive 0.514 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
why punjabi put our meitei names put singh instead of meitei/meetei. we meitei are punjabi or meitei and what is the religion of meitei whether micah's idolatory or hindu(vaisnavism) clarify it properly punjabi guys
why punjabi put our meitei names put singh instead of meitei/meetei. we meitei are punjabi or meitei and what is the religion of meitei whether micah's idolatory or hindu(vaisnavism) clarify it properly punjabi guys
Identity Attack0.105256535
Insult0.045007613
Profanity0.03915693
Threat0.009799767
Severe Toxicity0.005874634
Low Tox 0.12260055 Moderate Con 0.453
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably …
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably from Punjab and will always be Punjabi
Identity Attack0.09741807
Insult0.04149419
Profanity0.025634222
Threat0.007935578
Severe Toxicity0.004272461
Low Tox 0.12260055 Constructive 0.518 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis. Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Identity Attack0.10293542
Insult0.023608726
Profanity0.029186781
Threat0.008815889
Severe Toxicity0.0039100647
Low Tox 0.11150667 Constructive 0.744 Personal_Narrative
Oct 26, 2025 1 likes 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.