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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: "She's gotta go" 21 comments
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, …
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, AND START LOVING AGAIN!!! Or else all y'all's countries gonna look like India
Identity Attack0.57957685
Insult0.44802538
Profanity0.4170448
Threat0.2836219
Severe Toxicity0.35368225
Moderate 0.687436 Moderate Con 0.305 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
Identity Attack0.5274064
Insult0.5739874
Profanity0.47435758
Threat0.026652548
Severe Toxicity0.17009245
Moderate 0.6667219 Low Con 0.215 Identity Attack Insult Unverified_Claim
Sep 9, 2025 Why Canadians Are Turning Against …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I gotta go throw up. Get’ em the f out of here.
I gotta go throw up. Get’ em the f out of here.
Identity Attack0.027815815
Insult0.27146968
Profanity0.34536663
Threat0.5195707
Severe Toxicity0.03680043
Moderate 0.4645176 Moderate Con 0.353 Threat Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and …
Scamming their way into the West is an industry to India. Not wanting your country to turn into India is not "racist"- that word lost all meaning. You know what's hateful? The massive theft and car-jackings, taking jobs from our youth and causing a job crisis, taking advantage of our refugee system and taking advantage of our food banks. How about the insane amount of SA crimes on children, and bringing their turf wars here. They gotta go, we're so bloody sick of India. India and China needs to leave our country. Lock the doors
Identity Attack0.46028158
Insult0.40975618
Profanity0.2188925
Threat0.064969026
Severe Toxicity0.023645958
Moderate 0.4274071 Constructive 0.65 Fear_Threat
Feb 19, 2026 2 likes LILLEY UNLEASHED: The fall of …
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need …
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need to go, but m0r0ns elected the liberals again, and well if you check the numbers so far on the immigration website, they are already set for another record year, they are not lowering the numbers its all gas lighting.
Identity Attack0.36702603
Insult0.4339631
Profanity0.26583168
Threat0.042985857
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.451 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You gotta do a part 2 in Vancouver!!! Its even WORSE.🤣 (Go to Surrey) it’s literally INDIA and your a minority in your own city
You gotta do a part 2 in Vancouver!!! Its even WORSE.🤣 (Go to Surrey) it’s literally INDIA and your a minority in your own city
Identity Attack0.39870077
Insult0.26957804
Profanity0.108590275
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.39441586 Moderate Con 0.341 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They gotta go back. Its too much. They just dont fit in with our culture. Too pushy, rude, no respect for our nature/parks, caste system mentality, extremely rightwing. Yall just gotta go.
They gotta go back. Its too much. They just dont fit in with our culture. Too pushy, rude, no respect for our nature/parks, caste system mentality, extremely rightwing. Yall just gotta go.
Identity Attack0.36598656
Insult0.36798462
Profanity0.069969244
Threat0.0138755
Severe Toxicity0.015996376
Moderate 0.37955463 Moderate Con 0.354 Identity_Assertion
Sep 20, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN …
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN JUST VANCOUVER CITY....... ITS EVERY SINGLE CITY within a 1-2 hour drive outside of Vancouver City................. THEY LITERALLY ARE TAKING OVER....... and I am NOTTT a racist person........ but man..... its not the same vancouver that I grew up in I tell you that, MY SON IS ONE OF ONLY 6 WHITE KIDS IN HIS ENTIRE SCHOOL (a elementary school of 400-450 kids BY THE WAY)...................... since grade 1 (he is now in grade 3) ........ HE HAS BEEN THE ONLY WHITE KID IN HIS CLASS SINCE HE STARTED GOING TO SCHOOL THERE................. AND AGAIN!!!!!!!!! NOTHING WRONG WITH CHINESE OR ASIAN PEOPLE................. I JUST CAN NOT HELP BUT WONDER THAT 15-30 YEARS FROM NOW............. IS THERE GOING TO BE ANYYYYY WHITE PEOPLE LEFT HERE????????? MY THOUGHTS ARE NO........ WHITE PEOPLE WILL BE LESS THEN 5%
Identity Attack0.38185352
Insult0.25800487
Profanity0.0887236
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.606 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
All these bon white Europeans gotta go that came here in the last 4 decades
All these bon white Europeans gotta go that came here in the last 4 decades
Identity Attack0.44690517
Insult0.16861114
Profanity0.15371579
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.21 Identity_Assertion
Jan 29, 2026 1 likes 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...
They gotta go. Noone wants them here. It's brutual having to pretend we like them.
They gotta go. Noone wants them here. It's brutual having to pretend we like them.
Identity Attack0.19890837
Insult0.16773392
Profanity0.062454045
Threat0.025616571
Severe Toxicity0.00869751
Moderate 0.30502358 Low Con 0.259 Fear_Threat
Feb 24, 2026 Inside Canada's Indian Invasion...
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
How do I get a job deporting people? They all gotta go.
How do I get a job deporting people? They all gotta go.
Identity Attack0.1508922
Insult0.06984934
Profanity0.025770858
Threat0.09009721
Severe Toxicity0.009536743
Low Tox 0.2820025 Low Con 0.288
Dec 31, 2025 Deportations From Canada at Their …
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or …
I’m pretty sure we all miss the friendly Smiles people know you they waved you. They make sure you’re OK as they talk to you but now it’s rudeness everybody looking at their phones or texting nobody uses manners is very rare. I gotta thank you just for opening the door. We miss the true values of being happy technologies ruining us all this other stuff going on especially in mass migrations oh my God, you try to be nice. Sometimes you can’t hold it inside. We don’t feel like this ever but now we’re getting overrun by immigrants and the US president’s crazy trying to do tariffs well tell you Canadians are fed up now you just made us mad and you wonder why World War I in World War II were so effective with the Canadiens now you’re gonna find out how we fight back we’re gonna double tactics this time
Identity Attack0.053854458
Insult0.06407392
Profanity0.08355101
Threat0.009281937
Severe Toxicity0.006752014
Low Tox 0.15435068 Constructive 0.71 Fear_Threat
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
We have no homes and no jobs for youth. They gotta go back.
We have no homes and no jobs for youth. They gotta go back.
Identity Attack0.022188433
Insult0.026702631
Profanity0.013405213
Threat0.012026439
Severe Toxicity0.0027656555
Low Tox 0.1100022 Moderate Con 0.34 Economic_Argument
Jan 21, 2026 1 likes 2.9 million Canadian temporary visas …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
They gotta go back.
They gotta go back.
Identity Attack0.008583503
Insult0.017807651
Profanity0.015454767
Threat0.012078222
Severe Toxicity0.0020503998
Low Tox 0.055521555 Low Con 0.278
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The lady in green is the ones we want .the ones who've been here 50 years and up .the new ones gotta go man .
The lady in green is the ones we want .the ones who've been here 50 years and up .the new ones gotta go man .
Identity Attack0.014048826
Insult0.019741343
Profanity0.014225035
Threat0.008919456
Severe Toxicity0.0020885468
Low Tox 0.051068526 Moderate Con 0.472
Nov 15, 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.