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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: "So how then, did one …" 1,743 comments · Page 17 of 70
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number of Indians in Canada we are facing racism in jobs hiring the same will happen to our children deport the scammers they are a threat to this country
Identity Attack0.46028158
Insult0.4302003
Profanity0.047674157
Threat0.04167421
Severe Toxicity0.022710243
Moderate 0.4269174 Moderate Con 0.466
Oct 3, 2025 1 likes IRCC Names India in Study …
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving …
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving cars with AK47 graphics, driving reckless with no care. As for becoming Canadian forget it, these people dump their trash on the streets like they are living in India.
Identity Attack0.44690517
Insult0.4339631
Profanity0.0913099
Threat0.010058682
Severe Toxicity0.019095084
Moderate 0.4269174 Constructive 0.579
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Sad to see they are allowing idol worship which brings curse upon a country, India is cursed because of Idol worship. The last guy says that everyone worship one God, but he fled India where …
Sad to see they are allowing idol worship which brings curse upon a country, India is cursed because of Idol worship. The last guy says that everyone worship one God, but he fled India where there is millions starving to feed few thousand there and have a better life there. The things that come out of these Hindus and Sikhs mouths just don't make sense
Identity Attack0.46028158
Insult0.37506318
Profanity0.27342406
Threat0.05430072
Severe Toxicity0.023645958
Moderate 0.4269174 Moderate Con 0.433 Identity_Assertion
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
If you leave your dam country and come to live in another one, then you give up your country ways and flags and symbols for your new country.
If you leave your dam country and come to live in another one, then you give up your country ways and flags and symbols for your new country.
Identity Attack0.32476485
Insult0.36798462
Profanity0.40185395
Threat0.011508608
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.21
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Is anybody amazed that India is the number one fraudster? That country is full of “talents”.
Is anybody amazed that India is the number one fraudster? That country is full of “talents”.
Identity Attack0.4774257
Insult0.40243408
Profanity0.1184936
Threat0.009747985
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.171
Oct 1, 2025 IRCC Names India in Study …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and …
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and invest millions.and millions into the economy they do shop at some Indian stores, but MOSTLY at Canadian groceries, furniture and electronics, Just like the Holland loser or the Portugese guy shops at Portugese to get their country stuff their - AND THEY PAY TAXES THANK YOU! HIGHER TAXES BECAUSE THEY ARE MORE DUCATED AND EARN BETTER THAN THESE RACIST BUMS. CHECK YOUR UNEMPLOYED WHITE GUY he is the one that doesn't pay taxes or contribute and collects welfare or begs for money! THATS THE FACTS, not the hatred portrayed here that should be reported.
Identity Attack0.2331515
Insult0.42167732
Profanity0.3597395
Threat0.028379176
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The math doesn't lie. How does a country of 1.4 billion geniuses, artists, and innovators offer fewer opportunities than Canada, with just 40 million people? Simple: India's failure is one of governance, not potential. It's …
The math doesn't lie. How does a country of 1.4 billion geniuses, artists, and innovators offer fewer opportunities than Canada, with just 40 million people? Simple: India's failure is one of governance, not potential. It's a pathetic betrayal of its people, forcing its most talented to flee their own vibrant civilization for the comfort of a managed, North American Icebox. What a colossal waste.
Identity Attack0.2772088
Insult0.4718924
Profanity0.055940874
Threat0.008090926
Severe Toxicity0.01121521
Moderate 0.4269174 Moderate Con 0.36 Comparative_Framing
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Where are you in brampton? Because that's Browntown is what we call it and it's f****** insane. I'm so glad I live up north. But it doesn't matter where you are just like that podcast. …
Where are you in brampton? Because that's Browntown is what we call it and it's f****** insane. I'm so glad I live up north. But it doesn't matter where you are just like that podcast. You did with buddy, from New York or Chicago. I loved that podcast so good one. And you're right on everything you said about them and the way they get in
Identity Attack0.10221587
Insult0.25602314
Profanity0.46460027
Threat0.011120236
Severe Toxicity0.02416241
Moderate 0.4269174 Constructive 0.791 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
EXPORT the IMPORTS from the countries of the middle eastern region's globally: like INDIA , a country that does not meet Canadian human rights and moralities and ethical first world country levels for innocent women …
EXPORT the IMPORTS from the countries of the middle eastern region's globally: like INDIA , a country that does not meet Canadian human rights and moralities and ethical first world country levels for innocent women and children, like CANDIAN RIGHTS for women and children. INDIA has the highest rapes rates and is the worst country in the world for HUMAN SACRIFICE of brutal rape victims , innocent women and children who are raped and then stoned to death over a thousand a year ...according to the UNITED NATIONS website: India is the worst country in 2024 A.D. for human sacrifices of innocent women rape victims, with well over 1400 reported human sacrifices by stoning. Our country needs to put women's rights into the immigrational policies regarding the standards of civilizations to immigrate from to replace our tax paying families Canadians at our childrens and grandchildren's future jobs, housing and educational seatings...at least replace our families future by immigrating from countries that still don't perform HUMAN SACRIFICES, there's hundreds of countries to immigrate from besides the ones involved in the yearly middle eastern genocide of innocent women and little girls who get murdered by the tens of thousands annually for reporting they have been raped , and then murdered by their closest male family members to to prove their obedience by committing the murders with ROCKS to appease their ancient gods wrath and hatred towards the woman for supposedly enticing the rape....stop condoning the genocide of these women and put our foot down to immigrating from countries like the ones that have the lowest women's and children rights on the planet. This is taking a savagely major step backwards in our advanced modern civilization of Canada, we do not stone innocent women and little girls or boys to death when they complain of being raped, we prosecute the sexual predator, then slap him on the wrist with probation of a hotel jail with room service and free heat and lights and hot showers and a new identity when released after a few months, so they can continue to rape and molest children for the rest of their lives, making hundreds of victims by the day they die...that's the cowardly Canadian way...this is why the country with the highest rape and child molestation rates globally and human sacrifices of these victims is moving here and our cowardly sellout government allows it, we are COWARDS that don't stand up for our women's rights, cowardly men that allow rapist to run around free raping our women and children until the day they die and filming their heinous crimes to sell on the internet, being Canadian is being a COWARD these days. CANADA had immigrational standards based on reflecting our societies ethical stances of common moralities with a stern respectable justice system that protected women's and childrens rights , in 1892 A.D. in NOVA SCOTA we executed men caught red-handed raping innocent women and children or put them in a profitable work prison until the day they DIED, we had a backbone and weren't spinless jelly fish.
Identity Attack0.4887047
Insult0.36193377
Profanity0.1110661
Threat0.24878941
Severe Toxicity0.031420294
Moderate 0.4269174 Constructive 0.534 Unverified_Claim
Dec 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian students came in Canada for study but they never reported to those colleges and disappear and there are over hundred thousand indian students are staying in Canada illegally after there study permit visa expired it means they knew what they were up to 99.9 indian students after they complete there study they never go back to india they were more interested to get Canada PR than study.
Identity Attack0.46028158
Insult0.42167732
Profanity0.087430455
Threat0.01187109
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.42
Nov 27, 2025 1 likes IRCC Names India in Study …
My brother married one of them and moved to Brampton. There even converting whites it’s really gross, almost puked typing this
My brother married one of them and moved to Brampton. There even converting whites it’s really gross, almost puked typing this
Identity Attack0.46028158
Insult0.36021477
Profanity0.32658687
Threat0.013528148
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.434 Identity_Assertion
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
its by design. and no one cares about white people too not even whites...traitors amongst us just like when rome came and why we are in canada on first place
its by design. and no one cares about white people too not even whites...traitors amongst us just like when rome came and why we are in canada on first place
Identity Attack0.47178617
Insult0.35677677
Profanity0.08549073
Threat0.009359611
Severe Toxicity0.017739398
Moderate 0.4269174 Low Con 0.219 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
12:47 It’s not about color! It’s about coming in and taking over what used to be a smaller city and completely making it unrecognizable. I lived in downtown Brampton from 1997 to 2011 and I …
12:47 It’s not about color! It’s about coming in and taking over what used to be a smaller city and completely making it unrecognizable. I lived in downtown Brampton from 1997 to 2011 and I loved it and I worked my ass off at a steel plant in Mississauga. Don’t give me wrong. I worked with people up all faiths-and friends with every single one of them. Where are the Catholic churches? Where are the 50s diners? Where are the Canadian owned shops? Where the hell is Brampton Ontario? I don’t even recognize it!!! And it’s a place that I loved and lived. But where are the Canadians? I don’t care where people come from. My cousin was adopted from India and she was the sweetest person you would ever meet. What once was a smaller Canadian city has now been taken over and become India. And that’s wrong for ppl to do on every level- by ANYONE FROM ANY OTHER COUNTRY! You don’t take over a beautiful Canadian city and make it your own from where you came from - you respect what it was before you came.
Identity Attack0.2803029
Insult0.3388922
Profanity0.40783462
Threat0.016465442
Severe Toxicity0.023692908
Moderate 0.4269174 Constructive 0.747
Oct 29, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
Identity Attack0.4139151
Insult0.191015
Profanity0.1612468
Threat0.5195707
Severe Toxicity0.02373986
Moderate 0.4269174 Moderate Con 0.498 Threat Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much will power it takes for those indians to come to places like north america to earn money and give their family back home the lives they never had. It takes so much to be someone, especially if youre coming from a place where youre just one ordinary human among 1 billion others. People can hate all the want but its a free world. Territories came after humans.
Identity Attack0.34974504
Insult0.3388922
Profanity0.20016506
Threat0.030278467
Severe Toxicity0.023317307
Moderate 0.42568782 Constructive 0.637 Solidarity
Feb 17, 2026 Inside Canada's Indian Invasion...
This will only get worse...ur present pm is a hell bent globalists whose aim is to use thirld world as a poverty driven resouurce for labour and minerpa resources for the globalist debt system.. Many …
This will only get worse...ur present pm is a hell bent globalists whose aim is to use thirld world as a poverty driven resouurce for labour and minerpa resources for the globalist debt system.. Many compalining about indians in the west ..dint realise the globalist plan and r also as braiwnashed as the indians who r actually seaking asylum from the designed poverty corruption and pollution ..the govt programs on cleaning up rivers and the nation have all been pilfered by the corrupt polticians who r the same ones runnig npart of the drug networks from golden traiangle, india , golden crescent ,dubai , israel, rotterdam...mexico.. And they use these routes for human trafficking... All the people are caught up in between this devil and the dark deep sea.. Utube : wire manipur CM dtuglord brind asp Utube : ntt manipur CM druglord brinda asp Utube : esptein dubai Utube : epstein saudi Human and child trafficking pivots on this crypto neo caliphate aixs for decades...now they are weaponsing it to create global chaos and tension between cultures .. Utube : esptein kashoggi octopus
Identity Attack0.32184324
Insult0.4534306
Profanity0.22643133
Threat0.028379176
Severe Toxicity0.023076924
Moderate 0.42568782 Moderate Con 0.458 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Makes you hope that the fat guy on a scooter will one day rely on an African doctor or Nurse that happen to see the video and recognizes his face
Makes you hope that the fat guy on a scooter will one day rely on an African doctor or Nurse that happen to see the video and recognizes his face
Identity Attack0.36702603
Insult0.40243408
Profanity0.17008601
Threat0.021645326
Severe Toxicity0.023076924
Moderate 0.42568782 Low Con 0.291 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I am a Legal Alien, and my whole life is in Canada and for Canada. Yes, I can go back to my home country anytime, but my home is Canada. My Family is Canadian, my …
I am a Legal Alien, and my whole life is in Canada and for Canada. Yes, I can go back to my home country anytime, but my home is Canada. My Family is Canadian, my dog is Canadian. But when I see these new people come over to my Canada, abuse and trash our Country, and take all the F.... jobs. I'm furious and angry. When will changes take place and when? This has to end. No more. End our current Government and make a new one that actually cares for us. Canada needs to stop sending money to other countries and put it towards us. Put kids into colleges for science and people who will take us to the moon, and put doctors EVERYWHERE in Canada. Build a country that is a leader in the world. It can be done. Why is our government destroying its people?
Identity Attack0.34974504
Insult0.39743927
Profanity0.36230123
Threat0.02371728
Severe Toxicity0.023199933
Moderate 0.42349213 Constructive 0.647
Aug 26, 2025 Why Canadians Are Turning Against …
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being …
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being fired. My guy on the bike is speaking for Real Canadians
Identity Attack0.49584505
Insult0.25800487
Profanity0.043165036
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.475 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We shouldn't have to support an immigrant at all! They shouldn't get one red cent from our government! They are breaking federal law by being here illegally. We're on the verge of becoming a third …
We shouldn't have to support an immigrant at all! They shouldn't get one red cent from our government! They are breaking federal law by being here illegally. We're on the verge of becoming a third world county because we've being flooded with these people.
Identity Attack0.48949075
Insult0.27558193
Profanity0.041912504
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.372
Dec 21, 2023 3 likes How much do refugees and …
The one guy nailed it... "At least they're better than the Africans" 🤣
The one guy nailed it... "At least they're better than the Africans" 🤣
Identity Attack0.5124616
Insult0.24835461
Profanity0.15019037
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.276 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
Their statues are so ugly and one in BC as well. The proportions are all wrong. Please hire a true artist 😂
Their statues are so ugly and one in BC as well. The proportions are all wrong. Please hire a true artist 😂
Identity Attack0.02721288
Insult0.44464502
Profanity0.09260304
Threat0.008349842
Severe Toxicity0.010986328
Moderate 0.42129645 Moderate Con 0.354 Humor_Satire
Mar 3, 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.