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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 #}

Comment Explorer

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Active: "I don't understand why this …" 311 comments · Page 4 of 13
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want …
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want and need. Plain and simple. I dont see white canadians or amaricans as politicians in any other country! Its all their own people! India, Pakistan, China and so on. Canada needs to stand strong against outsiders and new comers who think their coming here to bring there BS
Identity Attack0.43256098
Insult0.24928534
Profanity0.108590275
Threat0.010628296
Severe Toxicity0.017416617
Moderate 0.37340668 Constructive 0.522
Oct 12, 2025 IRCC Names India in Study …
Many very hardworking Indian immigrants willing to do difficult work. That is a virtue. I don't see why people are so resentful. Just because things changed too fast and it's scary for them. Very childish …
Many very hardworking Indian immigrants willing to do difficult work. That is a virtue. I don't see why people are so resentful. Just because things changed too fast and it's scary for them. Very childish response with limited understanding. This kind of ignorance leads to prejudice.
Identity Attack0.24970764
Insult0.39297962
Profanity0.04867618
Threat0.0071847234
Severe Toxicity0.007171631
Moderate 0.3722269 Constructive 0.725
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Oh ya ,it is a heaven for terrorists and criminals. I don't understand why there is a opposition leader in this country.
Oh ya ,it is a heaven for terrorists and criminals. I don't understand why there is a opposition leader in this country.
Identity Attack0.11163961
Insult0.3388922
Profanity0.045419596
Threat0.021127338
Severe Toxicity0.0119018555
Moderate 0.3666224 Moderate Con 0.337 Fear_Threat
Nov 20, 2025 Thousands of refugees allowed into …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Identity Attack0.37953663
Insult0.2735258
Profanity0.1413768
Threat0.13785169
Severe Toxicity0.023076924
Moderate 0.36456755 Constructive 0.571 Moral_Argument
Aug 24, 2025 1 likes Why Canadians Are Turning Against …
Everywhere you go now is Indians trying to scam every system, break every rule to suit themselves. Just today - I couldn't even buy butter without an Indian being halted at the checkout for ignoring …
Everywhere you go now is Indians trying to scam every system, break every rule to suit themselves. Just today - I couldn't even buy butter without an Indian being halted at the checkout for ignoring the "six pounds or less" limit per customer the store had imposed. Went to drive thru - couldn't understand the person on other end of speaker. It's everywhere and politicians are all the same. 3000 more Indians into Canada, every day without fail.
Identity Attack0.44690517
Insult0.24493282
Profanity0.038906425
Threat0.011586283
Severe Toxicity0.013349563
Moderate 0.36095104 Constructive 0.564 Unverified_Claim
Sep 19, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other …
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other end can not speak english, it's the most frustrating thing. My g/f daughter applied @ a tim Horton's & get this one, do you speak Punjabi-honest to god - enough. Subway, 7-11's, gas stations, Value Village etc. everywhere you turn. They can be rude no not all but again if I have to ask you 3 times the same question because I do not understand your answer - we have a problem. Y'all we have a problem & then they want to barter about prices if they are buying - they want the cheapest price. Like I say mine is the language barrier & being rude because I don't understand you
Identity Attack0.36702603
Insult0.24928534
Profanity0.13168186
Threat0.013010317
Severe Toxicity0.020386212
Moderate 0.34328604 Constructive 0.813
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's not anyone's land. There are no native inhabitants there. Understand?😮😮😮😮😮😮😮
Identity Attack0.38215697
Insult0.12521741
Profanity0.035148825
Threat0.007068211
Severe Toxicity0.011672974
Moderate 0.3389984 Moderate Con 0.378 Moral_Argument
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
Brown fatigue is at all time high. People are pissed off even in the most liberal towns like Victoria. People have had enough. It wild but keep going we only got the nick name wild …
Brown fatigue is at all time high. People are pissed off even in the most liberal towns like Victoria. People have had enough. It wild but keep going we only got the nick name wild colonials by being nice and understanding ?
Identity Attack0.29188538
Insult0.25404143
Profanity0.2188925
Threat0.0091524795
Severe Toxicity0.015996376
Moderate 0.33836752 Constructive 0.61 Fear_Threat
Jul 28, 2025 How Canada broke its immigration …
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and …
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and I understand 10 years is long enough to change a lot of things but this much change is just not acceptable for me! Canadian people don't even dare to complain about Indian people in public because of the race issue! I worked in Brampton 4 years but I never go back there in last 5 years!
Identity Attack0.27875587
Insult0.14512913
Profanity0.07191269
Threat0.009618527
Severe Toxicity0.014576134
Moderate 0.3375374 Constructive 0.689 Personal_Narrative
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
this is my understanding from London, lived in surrey, Langley and vancouver, its the immigrants who are the most pissed off. my friend from bc he is from fiji and it was so hard for …
this is my understanding from London, lived in surrey, Langley and vancouver, its the immigrants who are the most pissed off. my friend from bc he is from fiji and it was so hard for him to get here all the tests and what not, then to get his wife in took him 7 yrs then Trudeau opens the flood gates but not to normal immigrants but to people seeking asylum, by the tens of thousands halting regular immigration.
Identity Attack0.2839175
Insult0.2838064
Profanity0.17803068
Threat0.009618527
Severe Toxicity0.015415368
Moderate 0.3375374 Constructive 0.798
Sep 18, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Air India Flight 182 and 1985 Narita(Japan) International Airport bombing. Khalistan did the biggest terrorist attack before 911. I don't understand why they let terrorists from India live in Canada.
Identity Attack0.3817989
Insult0.16868424
Profanity0.020578653
Threat0.03407705
Severe Toxicity0.012207031
Moderate 0.3317266 Constructive 0.517
Jan 27, 2026 Inside Canada's Indian Invasion...
you have to understand one thing, the Sikhs are a minority in there own country...India. we are being killed in mass numbers by our own "people", having genocides committed against us. there is alot of …
you have to understand one thing, the Sikhs are a minority in there own country...India. we are being killed in mass numbers by our own "people", having genocides committed against us. there is alot of politics involved between the Sikhs and India, we want our own country and they want to keep us oppressed.
Identity Attack0.38185352
Insult0.14874944
Profanity0.07676199
Threat0.16383497
Severe Toxicity0.02077355
Moderate 0.3317266 Constructive 0.653 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
why always african are no 1 in making these videos, canadian people concern i can understand, but these people have some different agenda
why always african are no 1 in making these videos, canadian people concern i can understand, but these people have some different agenda
Identity Attack0.38238457
Insult0.100019015
Profanity0.052934792
Threat0.008764107
Severe Toxicity0.013866014
Moderate 0.3308965 Moderate Con 0.316 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
I don’t understand why Jeets 🇮🇳🤮 are so obsessed with poo and P
I don’t understand why Jeets 🇮🇳🤮 are so obsessed with poo and P
Identity Attack0.12556632
Insult0.3393024
Profanity0.29209393
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.3308965 Low Con 0.256 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
this video is oneo fthise disinfo videos to promote division and hate ...stop it ...i think we should pass laws for ppl who try to oundermine or cause issue sin canada trying to undermine it …
this video is oneo fthise disinfo videos to promote division and hate ...stop it ...i think we should pass laws for ppl who try to oundermine or cause issue sin canada trying to undermine it and for those thatdont get it look up rusisa subversion plan to undermine western democracys then you will understand hwo wrong this channel is
Identity Attack0.050216515
Insult0.15982662
Profanity0.070942834
Threat0.017846745
Severe Toxicity0.012574885
Moderate 0.3302291 Moderate Con 0.33
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one …
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one that actually follows Jesus Christ you shouldn't be eating it. American Indians confirm Vikings were there the same time they were, but the fact is, Vikings travelled everywhere they just didn't settle everywhere and they actually came long before the American Indians saw them, as in Vikings were actually in America first. What is it with brown people, seriously. You know why they have low iq? It really and seriously is about who you worship, you worship Jesus Christ he naturally has you eat certain foods that you are missing the vitamins and minerals which if you don't have enough of will lower your iq level. Seriously, satan doesn't care about making you smart clearly he wants every nigger raping and pillaging because it's not about making you well, it's about making you sick and everyone around you. Indians are known to be disgusting and unhygenic, they are majority a muslim and hindu nation, they will shit on their beaches it is part of their culture, utterly almost all disgusting people.
Identity Attack0.37432748
Insult0.16780703
Profanity0.16636424
Threat0.013269233
Severe Toxicity0.017287504
Moderate 0.32764325 Moderate Con 0.455 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberal mouthpiece doesn’t understand supply and demand? It’s like Michelle is communicating with a child
Liberal mouthpiece doesn’t understand supply and demand? It’s like Michelle is communicating with a child
Identity Attack0.042550452
Insult0.28586254
Profanity0.04867618
Threat0.0071717775
Severe Toxicity0.0061416626
Moderate 0.3260917 Low Con 0.17 Meta_Commentary
Feb 24, 2026 'We do know that there's …
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
Identity Attack0.4139151
Insult0.12702756
Profanity0.057443913
Threat0.010421164
Severe Toxicity0.0125103295
Moderate 0.32397532 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in …
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in converting and reproducing so that demographic change can happen and it has happened in many districts. The government is helping them to gain vote banks. I completely understand them. Even in India we know the people that went to Canada were shady even in India. Many of them sit in Canada and issue threats to Indians and India. This is all well known.
Identity Attack0.39870077
Insult0.18107465
Profanity0.057944927
Threat0.011612174
Severe Toxicity0.013866014
Moderate 0.3234372 Constructive 0.654
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand …
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand the person on the other end of the phone once in awhile when I call for help! No more “pro Palestinian “ protests etc etc . Enough is enough. If I wanted to live in the Middle East…I’d go there!
Identity Attack0.3817989
Insult0.08459369
Profanity0.05017922
Threat0.012026439
Severe Toxicity0.014317908
Moderate 0.3234372 Constructive 0.608 Identity_Assertion
Jan 16, 2026 2.9 million Canadian temporary visas …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
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.