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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

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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: "We all whites should go …" 182 comments · Page 6 of 8
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)
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
British ruled over India for more than 190 years and now our people going there working hard to earn money, got better lifestyle these white people had problem in that also 😂
Identity Attack0.41222036
Insult0.16053712
Profanity0.119731516
Threat0.010783645
Severe Toxicity0.01573815
Moderate 0.3666224 Moderate Con 0.34 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
The problem isn't Indians taking over your place and your churches, this is but a symptom of a bigger problem. The problem is YOU white men not acting and re-enforcing the patriarchal society that built …
The problem isn't Indians taking over your place and your churches, this is but a symptom of a bigger problem. The problem is YOU white men not acting and re-enforcing the patriarchal society that built the whole country in the first place. You let women in leading positions and look what is happening, no children and policies that import the 3rd world. When are you finally going to stand your ground and say no to your liberal women and take back control of the country?
Identity Attack0.41975367
Insult0.18728738
Profanity0.051181246
Threat0.010705971
Severe Toxicity0.014576134
Moderate 0.3625127 Moderate Con 0.332
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
most of the commenters here deserve the Alex Pretti treatment from their fellow whites and next time Tyler comes to India, he is going back in pieces, mark it larper
most of the commenters here deserve the Alex Pretti treatment from their fellow whites and next time Tyler comes to India, he is going back in pieces, mark it larper
Identity Attack0.38176915
Insult0.18107465
Profanity0.10982819
Threat0.11309616
Severe Toxicity0.020257099
Moderate 0.36095104 Low Con 0.238 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Tim hortons is hiring everyone go and apply, the problem is these whites dont wanna work low paying 3rd class jobs
Tim hortons is hiring everyone go and apply, the problem is these whites dont wanna work low paying 3rd class jobs
Identity Attack0.40447855
Insult0.16989174
Profanity0.09034003
Threat0.008634649
Severe Toxicity0.013607788
Moderate 0.36095104 Moderate Con 0.348 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
writhe people want 35 dollars by h jobs, government want taxes to pay old populations on retirement, abusive landlords want 2600$ dollars monthly rent. i never hear an immigrant complaining. they all succeeded. Is very …
writhe people want 35 dollars by h jobs, government want taxes to pay old populations on retirement, abusive landlords want 2600$ dollars monthly rent. i never hear an immigrant complaining. they all succeeded. Is very rare to se immigrants become drug addicts and homeless. That's reserved for the native and the white people. But they complain every day without looking to the mirrors 🪞. Immigrants keep Canada running. More you spend time complaining, more time you will be poor. immigrant succeed even with a 17 $ by h living in a 500$ room after 3 or 5 years they all have houses, nice cars, business and investment i the country. why local can not do it even whit a university degree? Because they are not strong to go work double shifts if need it. Why to buy a 1 million dollars house if you can not even eat correctly every day. The problem is that people live like king and they blame others like the new Inmigrants for their own choices. Have a humble life, respect everyone. And I promise you will succeed.
Identity Attack0.3817989
Insult0.26957804
Profanity0.033144772
Threat0.010265815
Severe Toxicity0.012435913
Moderate 0.3561489 Constructive 0.677
Aug 24, 2025 3 likes Why Canadians Are Turning Against …
Indian? Not only Brampton, they are cross Canada all around. They took all business hotels, retaurants and jobs.. nowhere to go another countries people even white.
Indian? Not only Brampton, they are cross Canada all around. They took all business hotels, retaurants and jobs.. nowhere to go another countries people even white.
Identity Attack0.40447855
Insult0.12883772
Profanity0.027137227
Threat0.0084793
Severe Toxicity0.011672974
Moderate 0.3389984 Constructive 0.564 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I would love to see videos of how europeans are invading the global south. My home country Kenya, so many Europeans and Americans moving there. They are also moving to Uganda, Rwanda, Tanzania, Cape town …
I would love to see videos of how europeans are invading the global south. My home country Kenya, so many Europeans and Americans moving there. They are also moving to Uganda, Rwanda, Tanzania, Cape town in large numbers. We haven't even talked about Vietnam, Thailand etc. I want to see these videos. How they are destabilising our prices. How cost of living is going up because all these white people are moving to our countries. Cheap healthcare, cheap and affordable cost of living, great cultures, amazing food, great parties, great beaches, amazing wildlife etc. I go to clubs in Kenya where the majority is white people. Working remote jobs, getting paid is dollars and euros and enjoying life in the global south countries. Make that video.
Identity Attack0.3908055
Insult0.16337912
Profanity0.15195307
Threat0.05721026
Severe Toxicity0.023076924
Moderate 0.3389984 Constructive 0.747 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
They have one billion people even worse thier not going to come here and not work so it think it's okay they work they should actual work housing construction and give white people welfare if …
They have one billion people even worse thier not going to come here and not work so it think it's okay they work they should actual work housing construction and give white people welfare if they have that many people.
Identity Attack0.3817989
Insult0.16195811
Profanity0.0838743
Threat0.01254427
Severe Toxicity0.015802706
Moderate 0.3389984 Moderate Con 0.34 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm a white 11th generation Canadian who's family merged with the natives in the 1600s after we left the states (New Netherlands) and I aways hear natives say "the Whiteman stole our land" but if …
I'm a white 11th generation Canadian who's family merged with the natives in the 1600s after we left the states (New Netherlands) and I aways hear natives say "the Whiteman stole our land" but if you learn their folklore they came out of Asia over the land bridge and killed all the red haired giants that were living here amongst other Maga mammals so go back far enough someone else was here first.
Identity Attack0.38699543
Insult0.1935001
Profanity0.06495911
Threat0.13414288
Severe Toxicity0.01896597
Moderate 0.3375374 Constructive 0.735 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Look up the tribalism going on in the Bank of Texas, unlike minority whites who have no clue about how cultures work.
Look up the tribalism going on in the Bank of Texas, unlike minority whites who have no clue about how cultures work.
Identity Attack0.3817989
Insult0.17486192
Profanity0.04516909
Threat0.008272167
Severe Toxicity0.009841919
Moderate 0.3367073 Low Con 0.251 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would …
What really the funny part is that the democrats party is so easily emotionally manipulated that assimilation is going to get called some know racist and a Democrats psychology is so easily manipulated they would never want to come off racist even at the demise of their own children’s future. Remember when critical race theory was being introduced in schools and shaming white people. You put the whole idea behind racism and look at how everyone jumped behind it .
Identity Attack0.37292135
Insult0.24424846
Profanity0.057944927
Threat0.011094344
Severe Toxicity0.012054443
Moderate 0.33504707 Moderate Con 0.424 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada doesn't have a culture to assimilate to anymore though. It was known for its casual hockey and Canadian accent but both are nearly extinct. It's The Library of Babel up in here. Not to …
Canada doesn't have a culture to assimilate to anymore though. It was known for its casual hockey and Canadian accent but both are nearly extinct. It's The Library of Babel up in here. Not to mention most white people only have 1 kid or don't want kids at all so it's entire re-population plan is just to go all in on immigration and let white people slowly fade out until there's none left. XD
Identity Attack0.39966375
Insult0.1378885
Profanity0.070942834
Threat0.018192071
Severe Toxicity0.014253352
Moderate 0.32971194 Moderate Con 0.362 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Westerners, aren't having children, because we can't afford to. The more immigrants that enter, makes it even more unaffordable for westerners it is to have. On top of that, the constant demonization of (predominantly) white …
Westerners, aren't having children, because we can't afford to. The more immigrants that enter, makes it even more unaffordable for westerners it is to have. On top of that, the constant demonization of (predominantly) white people to hate the past, feminism, and queer theory being pushed, definitely doesn't help. I can't even go to a foodbank for a few basics, without a 3 hour wait from all the recent immigrants that don't speak English, and push their way thru lines
Identity Attack0.39773783
Insult0.16788013
Profanity0.055940874
Threat0.008738215
Severe Toxicity0.012207031
Moderate 0.3281604 Constructive 0.661 Economic_Argument
Aug 28, 2025 Why Canadians Are Turning Against …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
I keep saying, there are certain sectors that should be closed to Canadians. I'm talking about white Canadians and possible black Novia Scotians whose family been in Canada since the 1800s. Canada is being destroyed …
I keep saying, there are certain sectors that should be closed to Canadians. I'm talking about white Canadians and possible black Novia Scotians whose family been in Canada since the 1800s. Canada is being destroyed because the culture of immigrants arent being considered. No diversity is not strength, its the coming together, the togetherness thats strength. Stop allow racist to say you are racist to stand up for your country. Canadians have grown weak for sure under liberal governance. This is your home. If Canada doesnt work out, immigrants can always go back to their homeland.
Identity Attack0.36702603
Insult0.24630153
Profanity0.027410502
Threat0.011327368
Severe Toxicity0.010223389
Moderate 0.32557452 Constructive 0.656
Oct 1, 2025 IRCC Names India in Study …
All these ethnically white Canadians don’t realize that most Indigenous North Americans want them to go back to Europe as well and leave forever.
All these ethnically white Canadians don’t realize that most Indigenous North Americans want them to go back to Europe as well and leave forever.
Identity Attack0.38238457
Insult0.12159709
Profanity0.028776871
Threat0.0091524795
Severe Toxicity0.0127685545
Moderate 0.3245134 Low Con 0.293 Identity_Assertion
Oct 4, 2025 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 …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
I think us White people need to go to Poland. That’s the only country where we will be safe
I think us White people need to go to Poland. That’s the only country where we will be safe
Identity Attack0.36702603
Insult0.06250052
Profanity0.08549073
Threat0.020782012
Severe Toxicity0.015867263
Moderate 0.31686464 Moderate Con 0.305 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK …
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK going bankrupt because of a certain group of people that doesn't contribute and live off of government freebies only
Identity Attack0.3758158
Insult0.10440776
Profanity0.09292633
Threat0.009799767
Severe Toxicity0.012359619
Moderate 0.31547862 Constructive 0.611
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
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.