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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "SHIT IT DOWN" 558 comments · Page 20 of 23
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has done federally, provincially, and municipally since inception? There is still no black person sitting in the supreme Court of Canada. There has never been a black, Indian, or indigenous prime minister.
Identity Attack0.5612457
Insult0.5130944
Profanity0.48510036
Threat0.011819307
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.462 Identity Attack Insult Moral_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
If the bike guy gets fired let’s all donate a shit ton of money to him.
If the bike guy gets fired let’s all donate a shit ton of money to him.
Identity Attack0.034300596
Insult0.37392882
Profanity0.6242122
Threat0.04718852
Severe Toxicity0.02406851
Moderate 0.5885171 Low Con 0.285 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
BROWN FATIGUE IS REAL!!! I’m a 6th generation Canadian and we need remigration now! It’s a cesspool!! These people will shit in the street or the beach, they don’t shower and refuse to respect our …
BROWN FATIGUE IS REAL!!! I’m a 6th generation Canadian and we need remigration now! It’s a cesspool!! These people will shit in the street or the beach, they don’t shower and refuse to respect our country!! We have so many getting commercial licenses and killing Canadians on the hwys just like they are in the US!!
Identity Attack0.46028158
Insult0.49151286
Profanity0.44249827
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.453 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Holy shit I have been begging streamers to come cover Canuckistans issues and someone finally did! +1 Tyler, you are my favorite news medium.
Holy shit I have been begging streamers to come cover Canuckistans issues and someone finally did! +1 Tyler, you are my favorite news medium.
Identity Attack0.06340405
Insult0.24928534
Profanity0.66456485
Threat0.009799767
Severe Toxicity0.10702737
Moderate 0.5885171 Constructive 0.539 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You weren’t allowed tents for shade at wasaga beach at one point because people were shitting on the beach
You weren’t allowed tents for shade at wasaga beach at one point because people were shitting on the beach
Identity Attack0.020078164
Insult0.3393024
Profanity0.59166485
Threat0.00967031
Severe Toxicity0.024725812
Moderate 0.584095 Low Con 0.289
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have …
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have gone to USA. not come to canada.
Identity Attack0.28034934
Insult0.47384647
Profanity0.5365423
Threat0.010887212
Severe Toxicity0.026936848
Moderate 0.5779532 Low Con 0.095
Sep 30, 2025 IRCC Names India in Study …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's so many Indians and Somali they vote NDP to keep their BS social programs.
Identity Attack0.44690517
Insult0.48627716
Profanity0.541926
Threat0.009566744
Severe Toxicity0.07805709
Moderate 0.57271194 Constructive 0.554 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist …
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist to notice patterns. If the shoe was on the other foot, Canadians would be laughed at and run out if we imposed our religion and moved in millions of people over a decade. Stole all the jobs, destroy industries with low cheap labour. Exactly what’s happening in Canada. Can’t even speak the damn language yet, we are racist for getting mad I have to repeat “large black coffee” 17 times just to get a Chai Tea with 5 sugars in it. Canada has gone to shit.
Identity Attack0.36702603
Insult0.5739874
Profanity0.39409557
Threat0.016292779
Severe Toxicity0.03321367
Moderate 0.57271194 Constructive 0.522 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
i live in Mississauga near Brampton and there are parks here where they tell you not to shit in the parks we never had that before
i live in Mississauga near Brampton and there are parks here where they tell you not to shit in the parks we never had that before
Identity Attack0.053854458
Insult0.29855028
Profanity0.67055607
Threat0.009851551
Severe Toxicity0.02406851
Moderate 0.5721988 Moderate Con 0.48 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They seem hard working and nice usually. They aren’t shitting in the streets n stuff. The only problem is their skin color (not for me though)
They seem hard working and nice usually. They aren’t shitting in the streets n stuff. The only problem is their skin color (not for me though)
Identity Attack0.46028158
Insult0.42167732
Profanity0.61633086
Threat0.010835429
Severe Toxicity0.12282934
Moderate 0.5716857 Moderate Con 0.436 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
Identity Attack0.045901958
Insult0.40243408
Profanity0.6069483
Threat0.013579931
Severe Toxicity0.023458159
Moderate 0.5716857 Moderate Con 0.409
Oct 21, 2025 1 likes IRCC Names India in Study …
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO …
I wouldn't worry about the name calling, don't care DOES AFFECT ME. IVE BEEN CALLED A LOT OF NAMES IN MY LIFE RACIST IS AT THE BOTTOM OF THE LIST. IT IS NOT RACIST TO STAND UP FOR YOURSELF OR COUNTRY. THESE PEOPLE ONLY HAVE RACIST TO GO NO THEY HAVE NOTHING ELSE TO FIGHT WITH. MOST OF THEM ARE DUNNB AS THEY COME. LOOK AT THE COUNTRY THEY COME FROM THEY ARE SHIT HOLES, THESE PEOPLE WHO INVADED OUR COUMTRY DID THID TO THEIR COUNTRY. BIRTH RATE IS A EXCUSE FOR THE INVASION. LESS PEOPLE LESS MEDICAL, LESS EVERYTHING. THIS IS TRUDEAUS AND HIS GOON SQUAD FAULT. THEY NEED TO BE RUN DOWN BE CHARGED WITH TREASON, SINCE THEY LIKE TO MENTION THE COLONIZATION WE SHOULD FOLLOW THE LAWS FOT TREASO THEY USED BACK THEN. DONT LISTEN TO THEM, TELL THEM TO PUT IT WHERE THE SUN DONT SHINE. WE ALL WANT THEM OUT. MOST OF HEM HAVE GOTTEN THEY MONEY FROM ILLEGALS GAINS TO COME HERE. PEOLE HAVE TO QUIT HIREING. HEM, QUIT FUNDING THEM, QUIT GIVING INTO THEM
Identity Attack0.44690517
Insult0.5177041
Profanity0.47001255
Threat0.051391184
Severe Toxicity0.1762085
Moderate 0.568186 Moderate Con 0.4 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND …
WELL,SOME COMPANIES WILL SAY THAT IT WILL BE THE END OF CANADA IF THE TEMPORARY IMMIGRANTS HAVE TO LEAVE...WHAT ELSE,THEY WILL SAY THAT WE NEED TEMPORARY IMMIGRANTS BECAUSE...BECAUSE WHAT ?THAT'S "BULL SHIT".. IN 2023 AND BEFORE,WHO WAS WORKING AT WALMART,TIN HORTON,MCDONALD,GAS STATIONS AND OTHER PLACES ??YOU WILL SEE 95% OF CANADIANS AND ABOUT 5% OF TEMPORARY WORKERS ..I WOULD SAY THAT BETWEEN 50 AND 100 000 CANADIANS LOST THEIR JOBS TO FOREIGNERS !!!! THEY BRING IN 50 TO 100 000 FOREIGNERS AND SEND THE SAME AMOUNT OF CANADIANS ON EI OR ON WELFARE !!! WHO WERE THE GAINERS ? THE COMPANIES WHO HIRED THEM (WALMART,MACDONALD,GAS STATIONS,TIM HORTON,ND SO ON) AND THE TEMPORARY WORKERS....THESE PEOPLE SHOULD NOT HAVE BEEN HIRED IN ANY WAY !!!! SO,I DON'T GIVE A SHIT WHEN YOU SAY THAT MAYBE A MILLION WILL LOSE THEIR STATUS..CANADIANS COME FIRST AND WHEN IT'S IMPOSSIBLE TO FIND CANADIAN WORKERS,THEN THEY BRING FOREIGNERS ( IN THE FARMING ..
Identity Attack0.01580861
Insult0.050302777
Profanity0.50067884
Threat0.0009623418
Severe Toxicity0.000058776946
Moderate 0.5660313
Apr 21, 2025
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from …
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from Canada to the USA
Identity Attack0.31015682
Insult0.4339631
Profanity0.54024357
Threat0.010654188
Severe Toxicity0.02444411
Moderate 0.56269526 Low Con 0.267 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
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...
This haplened over decades of bringing in millions of immigrants a year .. last year they brought over half a million immigrants even though we have a housing crisis .. once again due to mass …
This haplened over decades of bringing in millions of immigrants a year .. last year they brought over half a million immigrants even though we have a housing crisis .. once again due to mass immigration .. just stop bringing in temp workers just because they're subsidized.. send the shit immigrants back home .. we will have more jobs for the people that are actually born here .. there will be places for our citizens to live ... all these things our citizens should have .. It just needs to stop Canadian women need to spread their legs and produce more kids .. but can't do that because no one is able to support another person .. because we cannot even support ourselves due to the lack of jobs and places because of immigrants
Identity Attack0.46028158
Insult0.5101222
Profanity0.47435758
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.55739564 Moderate Con 0.426 Insult
Sep 8, 2025 Why Canadians Are Turning Against …
That registered nurse didnt say anything, he thought very carefully abouy his answers, trying to not to explain why he left india without talking shit about his own country and people
That registered nurse didnt say anything, he thought very carefully abouy his answers, trying to not to explain why he left india without talking shit about his own country and people
Identity Attack0.28034934
Insult0.39743927
Profanity0.541926
Threat0.010472948
Severe Toxicity0.034110364
Moderate 0.5566829 Moderate Con 0.416 Meta_Commentary
Oct 8, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in …
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in the rise of crime, but not everything is shit, a lot of punjabis here are actually great ppl, but there are lots of bad apples that make life in brampton sub par. if you talk to the right ppl and be in the right eviroments, brampton is okay..... still prefer edmonton.
Identity Attack0.46028158
Insult0.47384647
Profanity0.57236236
Threat0.011793415
Severe Toxicity0.12019568
Moderate 0.5532103 Constructive 0.759
Jan 27, 2026 Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free …
So basically, they smuggling meal in itself in Canada and Canadian government liberal piece of shit doesn’t do anything that’s how strong country you are. You cannot stop the illegal people and give them free apartments free everything and the debt just doubled in five years.
Identity Attack0.28883415
Insult0.4986907
Profanity0.47435758
Threat0.013372798
Severe Toxicity0.0394905
Moderate 0.54823303 Low Con 0.193 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
The woman and other 2 person were Pakistani. The question is why is he talking mostly to Pakistani immigrants who will surely talk shit about Indians. It looks like purposefully wanted to show indian immigration …
The woman and other 2 person were Pakistani. The question is why is he talking mostly to Pakistani immigrants who will surely talk shit about Indians. It looks like purposefully wanted to show indian immigration on badside and not ahow actual opinions of people
Identity Attack0.50515443
Insult0.4339631
Profanity0.50818664
Threat0.012492486
Severe Toxicity0.05473421
Moderate 0.54823303 Moderate Con 0.477 Identity Attack
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Identity Attack0.41975367
Insult0.40243408
Profanity0.64657205
Threat0.009722093
Severe Toxicity0.024960563
Moderate 0.54325575 Constructive 0.517 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in …
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in our Christian Country...the Federal Govt is openly betraying the People..PM Carny just stating Muslim Values are Canadian Values...NO THEY ARE NOT, we were built on the Europea Christian dysprosium get over it , you come here...when in Rome act like a Roman don't shit on our beaches, throw trash on the side of the road, and quit trying to scam every rule and regulation..and most of all keep telling Canadians to die and burn our Flag, the backlash is coming, you have been warned
Identity Attack0.55044734
Insult0.5130944
Profanity0.4033339
Threat0.058503386
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.379 Identity Attack Insult
Aug 26, 2025 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.