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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: "Should say “Why “" 1,368 comments · Page 34 of 55
Man you hit the nail right on the head . I could not say it any better .
Man you hit the nail right on the head . I could not say it any better .
Identity Attack0.0065486208
Insult0.060752302
Profanity0.052183274
Threat0.13815513
Severe Toxicity0.009841919
Low Tox 0.21374844 Constructive 0.529
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how …
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how English is supposed to sound.
Identity Attack0.2795294
Insult0.06459839
Profanity0.056441884
Threat0.007340072
Severe Toxicity0.0061416626
Low Tox 0.21107252 Moderate Con 0.409 Humor_Satire
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
As an indian I can say that we are the problem .
As an indian I can say that we are the problem .
Identity Attack0.21470967
Insult0.06267534
Profanity0.059948977
Threat0.00933372
Severe Toxicity0.005760193
Low Tox 0.21107252 Moderate Con 0.423
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
At this rate wouldn't canada have more Indians than India, that me as a Indian saying.
Identity Attack0.28034934
Insult0.05203446
Profanity0.021740068
Threat0.0077154995
Severe Toxicity0.005607605
Low Tox 0.20973456 Moderate Con 0.427 Fear_Threat
Feb 21, 2026 Inside Canada's Indian Invasion...
I don't understand this people problem. That is not their own land. They stole from native Americans people. Now they have problem for other people coming there. Like saying we can do whatever we want …
I don't understand this people problem. That is not their own land. They stole from native Americans people. Now they have problem for other people coming there. Like saying we can do whatever we want but others can't.
Identity Attack0.17925262
Insult0.071116626
Profanity0.022013342
Threat0.008349842
Severe Toxicity0.00541687
Low Tox 0.20839658 Constructive 0.518 Moral_Argument
Feb 20, 2026 3 likes Inside Canada's Indian Invasion...
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Immigrant saying to immigrants that not to come from india to canada in large quality
Immigrant saying to immigrants that not to come from india to canada in large quality
Identity Attack0.24970764
Insult0.054376744
Profanity0.020920247
Threat0.0072753434
Severe Toxicity0.005340576
Low Tox 0.20705862 Low Con 0.295
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Basically all you did was amplify racist voices , you did no research of your own. Had no numbers on how much taxes the city of brampton collects but had to show a clip of …
Basically all you did was amplify racist voices , you did no research of your own. Had no numbers on how much taxes the city of brampton collects but had to show a clip of people saying they dont pay taxes. You had no numbers on how much food the gurudwaras and temples donate. All you were opposed to were large number of people from india living together. Isn't that what happens in every immigrant community. Chinatown in SanFranscisco , Little Italy in Manhattan , Little Havana in Florida.
Identity Attack0.15303208
Insult0.082866095
Profanity0.014532468
Threat0.0065697995
Severe Toxicity0.004310608
Low Tox 0.20572066 Constructive 0.63 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
my neighbour is first nation and he says he can't believe how many euros have flooded the place...they've taken over.
my neighbour is first nation and he says he can't believe how many euros have flooded the place...they've taken over.
Identity Attack0.17226285
Insult0.06302499
Profanity0.04491858
Threat0.012699619
Severe Toxicity0.0075149536
Low Tox 0.20572066 Constructive 0.592 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Funny how I was being called a racist for calling this out when it was just beginning. Media and government always wait until it’s far too late to do or say anything about it. “Optics”… …
Funny how I was being called a racist for calling this out when it was just beginning. Media and government always wait until it’s far too late to do or say anything about it. “Optics”… you wanted the job, have some sort of dignity and do it.
Identity Attack0.08004672
Insult0.0838533
Profanity0.022696527
Threat0.008090926
Severe Toxicity0.004196167
Low Tox 0.2043827 Moderate Con 0.39 Identity_Assertion
Feb 21, 2026 Canadian immigration officers investigating hundreds …
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
Identity Attack0.2772088
Insult0.04090862
Profanity0.07320584
Threat0.009722093
Severe Toxicity0.008506775
Low Tox 0.2043827 Constructive 0.74 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation is fake, and although the guy who invited you DOES HALF OWN the house, but it is HIS BROTHER hosting the party, and your friend, whenever his brother holds a party prints out fake invitations. And then after being told to just STAY PUT, after thinking that you would like to just leave, the guy who explained this comes over to tell you that since your friend IS half owner of the house, that you are ALLOWED TO STAY, but preferably if you could just walk a long narrow hallway in sit in the large roomy storage closet. Maybe then, you think it preferable to just leave, but IT MIGHT BE CONSTRUED that you are making A BIG FUSS about leaving, and this would be BEING RUDE to the people WHO TOOK QUITE A BIT OF TIME to help you sort out YOUR DILEMMA, and IF you DO leave, you might NOT EVER be invited back again, and if you AREN'T invited back, MAYBE someone who saw you AT THE PARTY: LIKES YOU, and will go around LOOKING FOR YOU, even to the points of looking through people's windows to find you, and WHAT IF this would happen at like 3am, and maybe you should JUST TRY TO enjoy your stay in the broom closet BECAUSE someone who DOES LIKE YOU would wait and be able to SPOT YOU and say 'hi' AS YOU EXIT the main entrance, if that is the only exit.
Identity Attack0.014249804
Insult0.0816321
Profanity0.10982819
Threat0.011767523
Severe Toxicity0.008277893
Low Tox 0.20335422 Constructive 0.667 Humor_Satire
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Put Pierre Poliever in because everything that he says absolutely MAKES SENSE! These other Leaders are just SO HOPELESSLY CLUELESS!!
Put Pierre Poliever in because everything that he says absolutely MAKES SENSE! These other Leaders are just SO HOPELESSLY CLUELESS!!
Identity Attack0.008361516
Insult0.16758773
Profanity0.020510335
Threat0.0067963502
Severe Toxicity0.0031661987
Low Tox 0.20335422 Low Con 0.232 Call_To_Action
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
It’s funny as a US citizen watching Canada and its citizens say the same exact things but here in the USA it’s racism or hate.
It’s funny as a US citizen watching Canada and its citizens say the same exact things but here in the USA it’s racism or hate.
Identity Attack0.1714862
Insult0.07016616
Profanity0.015591404
Threat0.007327127
Severe Toxicity0.003929138
Low Tox 0.20265625 Moderate Con 0.411
Dec 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem is not Jews,Indians,Somalis the problem is western civilisation stopped growing in number because of birth control. When people come from elsewhere to work legally then you say come but keep your culture and …
The problem is not Jews,Indians,Somalis the problem is western civilisation stopped growing in number because of birth control. When people come from elsewhere to work legally then you say come but keep your culture and religion back home yet its not possible...The future is Eastern regardless of land and country
Identity Attack0.26494437
Insult0.043250903
Profanity0.045419596
Threat0.009722093
Severe Toxicity0.00831604
Low Tox 0.20265625 Low Con 0.296 Identity_Assertion
Feb 27, 2026 2 likes Inside Canada's Indian Invasion...
Why he say _Hanuman_ like Ryu from Street Fighter? 😂
Why he say _Hanuman_ like Ryu from Street Fighter? 😂
Identity Attack0.16801116
Insult0.06319981
Profanity0.10178173
Threat0.027861187
Severe Toxicity0.01393057
Low Tox 0.20219094 Low Con 0.244 Humor_Satire
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Omg Bravo to that first woman!! We have to do something Canada!! The young lady that spoke brought me tears. How can the young people have families??? They can't afford to look after themselves let …
Omg Bravo to that first woman!! We have to do something Canada!! The young lady that spoke brought me tears. How can the young people have families??? They can't afford to look after themselves let alone a family. So so sad and scary. Omg, so many good points!! Canadians we have to stand up and say something!!! Trudeau ruined this country and now Carney is going to make it much worse!!!
Identity Attack0.033784978
Insult0.10440776
Profanity0.0127561875
Threat0.0103175985
Severe Toxicity0.0033569336
Low Tox 0.20195828 Constructive 0.723 Economic_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
lol that guy in the beginning saying they don’t pay taxes, buddy you literally get paid by the govt to do drugs and what taxes a homeless man pays ?
lol that guy in the beginning saying they don’t pay taxes, buddy you literally get paid by the govt to do drugs and what taxes a homeless man pays ?
Identity Attack0.010803374
Insult0.08831572
Profanity0.031641733
Threat0.008556974
Severe Toxicity0.0039482117
Low Tox 0.20172562 Low Con 0.226
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
They walk naked says a guy without a shirt. They don't pay taxes say the guy that pays the most taxes in Brampton. 🤷‍♂
They walk naked says a guy without a shirt. They don't pay taxes say the guy that pays the most taxes in Brampton. 🤷‍♂
Identity Attack0.011321344
Insult0.06858205
Profanity0.053435806
Threat0.008168601
Severe Toxicity0.0048828125
Low Tox 0.20102765 Moderate Con 0.34
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I work for an Indians and he said he won't hire another Indian so that says a lot.
I work for an Indians and he said he won't hire another Indian so that says a lot.
Identity Attack0.2700233
Insult0.046764325
Profanity0.03765389
Threat0.009696201
Severe Toxicity0.0060272217
Low Tox 0.200795 Constructive 0.543 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The Sikh in the temple says we shouldn't worry about more Indians coming in, but tell that to his buddy's back home who are actively trying to create a Punjabi state with Sikh control. Every …
The Sikh in the temple says we shouldn't worry about more Indians coming in, but tell that to his buddy's back home who are actively trying to create a Punjabi state with Sikh control. Every one is for multiculturalism unit it happens to there home land.
Identity Attack0.25986546
Insult0.056133457
Profanity0.02030538
Threat0.009385503
Severe Toxicity0.0062561035
Low Tox 0.200795 Constructive 0.559
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as …
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as a student And that's for those diploma mill colleges. And students need an Extra 20k , often more to pay the remaining fee for next year, which means they have to work no matter what. This is why you see Indians working everywhere. Anyone saying there are too many Indians, well its because you are too greedy for that money
Identity Attack0.18235919
Insult0.081261896
Profanity0.025770858
Threat0.007586042
Severe Toxicity0.005455017
Low Tox 0.200795 Constructive 0.514 Policy_Critique
Feb 16, 2026 Inside Canada's Indian Invasion...
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery …
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery should be rewarded
Identity Attack0.010433395
Insult0.034451995
Profanity0.015693882
Threat0.24484909
Severe Toxicity0.007133484
Low Tox 0.20056234 Moderate Con 0.457 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 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.