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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: "how do you get scammed …" 57 comments · Page 1 of 3
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
10:20 your credibility gets fucked with when you advertise such obvious data theft scams
Identity Attack0.07012023
Insult0.47630358
Profanity0.7466957
Threat0.035458352
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.236 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
fkn immigrants, get them out of our country fraud, scammers who try calling our Seniors to scam their pensions and anything else they can get their hands on, Get them the fuck out of Canada. …
fkn immigrants, get them out of our country fraud, scammers who try calling our Seniors to scam their pensions and anything else they can get their hands on, Get them the fuck out of Canada. i've gotten 5 phone calls in the last week from scammers in India and other countries who get called out and hang up right away.
Identity Attack0.7063701
Insult0.71551245
Profanity0.7809412
Threat0.44942492
Severe Toxicity0.45895407
Toxic 0.8696708 Moderate Con 0.499 Identity Attack Insult Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Ya it’s complete bullshit… we’re all pissed. Bring in a bunch of third worlders who scam the shit out of people, and get a ton of benefits the citizens don’t even get. And then we’re …
Ya it’s complete bullshit… we’re all pissed. Bring in a bunch of third worlders who scam the shit out of people, and get a ton of benefits the citizens don’t even get. And then we’re labeled racist? I left Canada, never coming back. Pretty soon you’ll have raw sewage running down the center of your streets, then you can be just like India.
Identity Attack0.55044734
Insult0.6308392
Profanity0.776286
Threat0.03235042
Severe Toxicity0.35368225
Toxic 0.8299589 Moderate Con 0.408 Identity Attack Insult
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I've been here 10 years cant even get PR yet these Indians are scamming the shit out of everything
I've been here 10 years cant even get PR yet these Indians are scamming the shit out of everything
Identity Attack0.5707127
Insult0.5130944
Profanity0.67055607
Threat0.03787563
Severe Toxicity0.23226519
Toxic 0.7510937 Moderate Con 0.477 Identity Attack Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. …
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. Fact: I can't pass driving test for to be teucker. I can't work in factories in mississauga or in Brampton. Rogers, fido, want me to pay money but I canceled inernet 10 years ago. I never take my return tax if I ask from indians, like sigma tax. I can't get diploma at the end of my graduation. I can't get job someone who is supervisor in the companies.
Identity Attack0.6106996
Insult0.58196646
Profanity0.46460027
Threat0.18597278
Severe Toxicity0.35040274
Moderate 0.6588125 Moderate Con 0.465 Identity Attack Insult
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
Identity Attack0.55803186
Insult0.62169385
Profanity0.36302176
Threat0.014566151
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.152 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg anyway thanks government fail.
Identity Attack0.33060804
Insult0.5072643
Profanity0.541926
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.305 Insult Economic_Argument
Nov 21, 2025 Thousands of refugees allowed into …
I'm sick of immigrants. I've had multiple scammed lotto tickets that won were taken & fed BS. Up to 147,000 & because it was a quick-pic lotto corp doesn't even look at signatures!? They walk …
I'm sick of immigrants. I've had multiple scammed lotto tickets that won were taken & fed BS. Up to 147,000 & because it was a quick-pic lotto corp doesn't even look at signatures!? They walk in packs, the doctor's office, the whole family is there?WTF They own businesses, collect government income & hire family, so no taxes are being paid. We're too nice & they walk all over us, bringing their crime & filthy living habits. Pollution pigs! I'm tired of them claiming all the funds they get while working at family restaurants. As A born Canadian can't even get an emergency check?
Identity Attack0.57150364
Insult0.5739874
Profanity0.41255033
Threat0.04363242
Severe Toxicity0.2322463
Moderate 0.6407703 Constructive 0.6 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, never dealing again
Identity Attack0.46050715
Insult0.6308392
Profanity0.2661081
Threat0.01508414
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.492 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam is to enter Canada on fraudulent student visas just to shamelessly claim asylum. So disgusting!!! these people all need to be deported back where they came from and where they belong!
Identity Attack0.55044734
Insult0.6109131
Profanity0.17752954
Threat0.06755528
Severe Toxicity0.112294696
Moderate 0.6342749 Moderate Con 0.334 Identity Attack Insult Unverified_Claim
Sep 28, 2025 2 likes IRCC Names India in Study …
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry …
My major problem is not that we have Indians here my major problem is that they don't have any Civic sense and they bring their own Civic sense of India over here being aggressive angry no customer service no niceness no please or thank you they get mad and angry very fast they shout and yell at you this scam they close the doors of a store before they're supposed to LOL that happened so many times it's just nasty and very disgusting I have seen some really disgusting s*** and retail stores including coffee shops
Identity Attack0.49584505
Insult0.5130944
Profanity0.4894185
Threat0.12076248
Severe Toxicity0.30763787
Moderate 0.62136006 Constructive 0.623 Insult Identity_Assertion
Feb 18, 2026 3 likes Inside Canada's Indian Invasion...
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way life . where are these scam artists liberals need to find them and deport them now . I am so very angry with this government for what they have done to country of ours .the biggest problem is that has been going since the 70s . there are more violent crime in since the liberals brought these east indians here . the catch and release program with them is not working they get bail leave jail head right to an international and leave the country with no punishment what so ever . more than likely returning under a different name .
Identity Attack0.46028158
Insult0.5739874
Profanity0.4044591
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.443 Insult
Oct 13, 2025 IRCC Names India in Study …
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 …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
So my sister visits a friend in Ontario, and boy she came back disgusted with the flock of indian gunk everywhere. There is the culture of littering, uncivilized living, staring, rampantly racism,.and know what? The …
So my sister visits a friend in Ontario, and boy she came back disgusted with the flock of indian gunk everywhere. There is the culture of littering, uncivilized living, staring, rampantly racism,.and know what? The gunk bags are so proud of being indians they none of them ever want to go back to the weedhole of the subcon. They will smooth talk you into any type of scam, sexually advance on kids when they think they can get away, and then go worship some rat house when cat. The hecks wrong with u Canada.
Identity Attack0.4911651
Insult0.48627716
Profanity0.30690086
Threat0.079364374
Severe Toxicity0.13863131
Moderate 0.49139655 Moderate Con 0.417 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
it's mostly Toronto and the big cities you'd be pretty dumb to think we're going to give up everything to people who can't even speak english? just feels like overload when you open borders, but …
it's mostly Toronto and the big cities you'd be pretty dumb to think we're going to give up everything to people who can't even speak english? just feels like overload when you open borders, but honestly these immigrants are ubering us around, getting our food and groceries for us. I wonder if they've realized they've been scammed into thinking they can create a life here in Canada off a 10-15$/hr job lol
Identity Attack0.37953663
Insult0.5177041
Profanity0.20483992
Threat0.009644418
Severe Toxicity0.01986976
Moderate 0.4826145 Constructive 0.632 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Indians always trying to scam even while tryin to smuggle people. Like they are addicted think that they wont get caught because Indian authorities don't care about the scammers there.
Indians always trying to scam even while tryin to smuggle people. Like they are addicted think that they wont get caught because Indian authorities don't care about the scammers there.
Identity Attack0.5135796
Insult0.45758462
Profanity0.2347036
Threat0.043309137
Severe Toxicity0.027833538
Moderate 0.47886392 Low Con 0.284 Identity Attack Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
No its lile the somali fraud. Policitcans use the Indians as pawns to laubder and funnel money. And they need the scam to get rich and the indians are happy to be the pawns they …
No its lile the somali fraud. Policitcans use the Indians as pawns to laubder and funnel money. And they need the scam to get rich and the indians are happy to be the pawns they get wealthy oarticipating
Identity Attack0.50515765
Insult0.47384647
Profanity0.26607355
Threat0.036149003
Severe Toxicity0.044870634
Moderate 0.47886392 Moderate Con 0.353 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to …
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to claims of "racism" just for calling out issues created and perpetuated by Indian colleagues. How many scam calls are we all getting now, how many jobs are we losing to them now, how many incentives are companies exploiting by hiring them just to drive profits now? I have a university degree and cannot get a job after such terrible experiences with these people in the workplace so I am going back to school in order to enter a type of industry they have not 'yet' taken over. Boomer thinking, their voting of Liberals and media brainwashing of "cultural diversity" has brought these issues to the boiling point. Enough is enough! Go back to India!
Identity Attack0.4911651
Insult0.48627716
Profanity0.08678388
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.635
Jul 23, 2025 1 likes How Canada broke its immigration …
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come …
Why don't you tell the real story in India they have guys right in the airports selling you fake id and passports to get in to Canada. This is a business to india to come to Canada and scam people not all but most are scammers.
Identity Attack0.38318536
Insult0.5129801
Profanity0.094542764
Threat0.010291707
Severe Toxicity0.017287504
Moderate 0.46716887 Constructive 0.542 Insult Unverified_Claim
Dec 24, 2025 31 likes Deportations From Canada at Their …
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones …
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones that came here because they were scammed by thier own kind and promised a bunch of lies, n then getting scammed once again when they r here by thier kind. really shows u what kind of people they are.
Identity Attack0.5135796
Insult0.41530323
Profanity0.17706433
Threat0.023371955
Severe Toxicity0.023106033
Moderate 0.4421347 Constructive 0.528 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
how do you get scammed by a person of below average IQ with limited resources?
how do you get scammed by a person of below average IQ with limited resources?
Identity Attack0.053399716
Insult0.4339631
Profanity0.13344458
Threat0.012130005
Severe Toxicity0.014963473
Moderate 0.41445592 Low Con 0.176 Question
Feb 23, 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.