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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: "I miss when you did …" 154 comments · Page 1 of 7
Get the fuck out of canada tyler... before you go missing you america trash idiot... your kind is not welcome here.. you american trash asshole.. fuck you fuck trump fuck america
Get the fuck out of canada tyler... before you go missing you america trash idiot... your kind is not welcome here.. you american trash asshole.. fuck you fuck trump fuck america
Identity Attack0.71720207
Insult0.9063489
Profanity0.9342644
Threat0.14485972
Severe Toxicity0.6612285
Toxic 0.9817629 Low Con 0.188 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Why so many have gone missing or how many have we sent back to India..filthy fucking people
Why so many have gone missing or how many have we sent back to India..filthy fucking people
Identity Attack0.6458014
Insult0.7492263
Profanity0.84506536
Threat0.05268431
Severe Toxicity0.45895407
Toxic 0.91625386 Moderate Con 0.302 Identity Attack Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
What a joke this country is! Being taken advantage of by a shit hole 3rd world country and run by incompetence I know where all these missing F***ers are, Tim Hortons
Identity Attack0.4482637
Insult0.6798578
Profanity0.70384485
Threat0.018882722
Severe Toxicity0.35166132
Toxic 0.78855824 Low Con 0.296 Insult
Oct 7, 2025 IRCC Names India in Study …
They are missing because that's the liberal way. Drowning canada in brown,too resemble shit. Exactly where they are coming from.
They are missing because that's the liberal way. Drowning canada in brown,too resemble shit. Exactly where they are coming from.
Identity Attack0.4931391
Insult0.56997263
Profanity0.65961236
Threat0.17964768
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.191 Insult
Sep 29, 2025 IRCC Names India in Study …
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Identity Attack0.6458014
Insult0.57787937
Profanity0.36230123
Threat0.021645326
Severe Toxicity0.35058254
Moderate 0.6667219 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get a f*cking job!
Identity Attack0.18158256
Insult0.4339631
Profanity0.6919765
Threat0.0103175985
Severe Toxicity0.12282934
Moderate 0.6289369 Constructive 0.691 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
These women are lying. They are not protecting Canadians, they are protecting immigrants. Disgusting. Keep up the good work Miss Rempel. Canadian hero.
These women are lying. They are not protecting Canadians, they are protecting immigrants. Disgusting. Keep up the good work Miss Rempel. Canadian hero.
Identity Attack0.50588524
Insult0.6308392
Profanity0.09868695
Threat0.0091524795
Severe Toxicity0.023364257
Moderate 0.61223894 Moderate Con 0.314 Identity Attack Insult
Sep 29, 2025 2 likes IRCC Names India in Study …
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Identity Attack0.4508763
Insult0.5130944
Profanity0.12639372
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.4850187 Constructive 0.591 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
If Indians thought it was their right to kick out the Whites, then it should also be a right for Whites to kick out Indians. Am I missing something here?
If Indians thought it was their right to kick out the Whites, then it should also be a right for Whites to kick out Indians. Am I missing something here?
Identity Attack0.55803186
Insult0.24928534
Profanity0.2258264
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.4826145 Moderate Con 0.33 Identity Attack Threat Identity_Assertion
Jan 27, 2026 23 likes Inside Canada's Indian Invasion...
YOUR LIFE STYLE IS MORE EXPENSIVE!!!!!!!!!!!!! YOU MUST PARTY, YOU MUST TRAVEL, YOU MUST GO ON VACATION, YOU MUST HAVE HUNDRED OF TATOOS THAT COST SO MUCH!!!! YOU MUST ALWAYS BUY NEW CLOTHES, NEW MODELS, …
YOUR LIFE STYLE IS MORE EXPENSIVE!!!!!!!!!!!!! YOU MUST PARTY, YOU MUST TRAVEL, YOU MUST GO ON VACATION, YOU MUST HAVE HUNDRED OF TATOOS THAT COST SO MUCH!!!! YOU MUST ALWAYS BUY NEW CLOTHES, NEW MODELS, NEW MANICURE PEDICURE, NEW HAIR CUTS, NEW CELL PHONE EVERY SEASON, NEW CAR, NEW THIS NEW THAT!!!!!!!!!!!!!! YOU LIFE STYLE IS HOLDING YOU BACK, NOT THE IMMIGRANTS, THE IMMIGRANTS SPENT LESS AND HIDE THEIR MONEY!!!!!!!!MOST OF THE IMMIGRANT UNDERSTAND AND KNOW HOW TO CALCULATE THEIR MONTHLLYY MONEY!!!!!!!!! WHILE SOME CANADIANS WHO GREW UP AS A MIDDEL CLASS, ALL WHAT THEY KNOW IS SPENDING!!! AND ESPECIALLY WHEN SOME ONE LOVE PARTYING ALCOHOLE SMOKING AND THE LEGALIZED WEED, KEEPS YOUR MIND IN A TOO RELAXING MOTION NO MOTION YOU ARE MUTE FOR MONTHS TILL YOU LOSE YOU JOB!!!!THAN YOU GO CRY TO MOMY AND DADY!!!!!!!!! MOST OF IMMIGRANT COME FROM POOR COUNTRIES AND HARD LIFE THOUGH THEM THE VALUE OF THE PENNY!!!!!!!! I WAS MARRIED TO A CANADIAN HUSBAND, NO MATTER HOW MUCH HE MAKE MONTHLY, SINCE HE WAS WORKING IN SALES, HE WILL ALWAYS ALWAYS FIND A SPENDING AVENUE!! WE WERE SUPPOSED TO PUT MONEY ASSIDE FOR THE FUTURE OF OUR CHILDREN!!! HE WILL ALWYAS ALWAYS ALWAYS FIND A WAITING DEEP HOLE TO PLACE THEM IN!!!!!!!! HI LIFE WAS VERY VERY EROGANT!!!!!!!!!BUYING NEW CLOTHING TODAY, YOU WILL FIND THEM TRAINNING ON THE GROUND!!!EVEN MY SON WAS 7 YEARS OLD AT THE TIME, HE TOLD ME MOM THE TIE YOU BOUGHT MY DAD RECENTLY IS ON THE GROUND!!!!!!THAT SPEAK FOR ALL HIS CLOTHING!!!! HIS MOM WAS THE MAN OF THE HOUSE HE USED SAY WHEN HE WAKES UP IN THE MORNING WHEN HE WAS YOUNGER, HE WILL FIND HIS MOM PICKED UP HIS DIRTY CLOTHES AND PLACE THE FRESHLY WASHED CLOTHING BESIDE HIS BED!!!! SOME PARENT DID TOO MUCH FOR THEIR CHILDREN,, AND THESE KIDS GROW UP TO BE LESS MOTIVATED, FOR WHAT THEY GOT EVERYTHING WHEN THEY GREW UP,!!!! AND THE POOR DIDN'T HAVE THAT SO THEY WORK HARD TO HAVE THAT WHAT WAS MISSING IN HIS CHILDHOOD AND YOUTH!!!!!!!!
Identity Attack0.3817989
Insult0.40243408
Profanity0.079025
Threat0.01508414
Severe Toxicity0.055630904
Moderate 0.47886392 Constructive 0.506 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history (33 listed below and counting): Green Slush Fund (SDTC) – $1B+ in questionable clean-tech grants SNC-Lavalin Affair – Political interference in criminal prosecution ArriveCAN App – ~$60M for a basic travel app WE Charity Scandal – ~$912M contract to connected insiders Phoenix Pay System – $3.5B+ and still failing McKinsey Consulting Contracts – $500M+ outsourced policy work Foreign Interference Scandal – Intelligence warnings ignored Organized Crime & B.C. Money Laundering – Triad-linked casino and real estate laundering Fentanyl & Opioid Crisis – Border failures and weak enforcement Aga Khan Vacation Ethics Breach – Illegal luxury trip Randy Boissonnault Scandal – Business ties and lobbying questions Investing in Canada Plan – ~$92B in poorly tracked infrastructure spending PMO / Telford Staff Scandals – Obstruction and document withholding Bill Morneau Controversies – WE ties, pension conflicts Paul Chiang Controversy – Foreign interference allegations Unlawful Emergencies Act Use (Trucker Convoy) – Bank accounts frozen, later ruled illegal Firearms Buyback Fiasco – Projected $2B–$6B and counting Mark Carney / Brookfield Conflicts – Offshore tax structures, revolving-door politics Chrystia Freeland Ukraine Funding Controversy – Oversight concerns Baylis Medical Ventilator Contract – ~$237M contract awarded to a firm owned by a former Liberal MP for COVID-19 equipment. Mary Ng Ethics Breach – Multiple government contracts directed to a close personal friend and media personality. Dominic LeBlanc Ethics Breach – Awarding a lucrative Arctic surf clam license to a company linked to his wife’s family. NSICOP "Traitor" MP Allegations – National intelligence reports of sitting MPs "wittingly" collaborating with foreign hostile states. Admiral Mark Norman Prosecution – A failed $50M legal battle involving alleged political interference in a naval procurement contract. Han Dong Controversy – Resignation from caucus following allegations of CCP involvement in his nomination and conduct. Governor General Expense Scandals – ~$1.3M in luxury travel, high-end catering, and secretive villa renovations under Payette and Simon. PBO Carbon Tax Gag Order – Government blocking the Budget Officer from releasing internal data showing the tax’s true economic hit. GC Strategies $250M Windfall – Total federal contracts awarded to the two-person ArriveCAN firm since 2015 across multiple departments. Public Health Agency (PHAC) Missing Data – Intentional destruction of emails and documents related to the Winnipeg Lab security breach. Sustainable Development Technology Canada (SDTC) RCMP Probe – Formal criminal investigation into 186 cases of alleged conflicts and $390M in funding. "The Other Randy" Business Scandal – Investigation into text messages suggesting a Cabinet Minister remained active in private business. COVID-19 Quarantine Hotel Fiasco – Billions spent on mandatory hotel stays marked by reports of safety failures and lack of oversight. Parliamentary Witness Coaching Scandal – $263,000 in taxpayer funds spent to "coach" government employees and witnesses on how to spin answers at committee. Etc Etc The Liberal performance review: rushed programs, no transparency, friends get paid, costs explode, and no one is held accountable. Over a decade, this government has burned through $100B+ in waste, failed programs, insider contracts, and ethics breaches—with zero consequences—all on the backs of taxpayers while they get rich.
Identity Attack0.37879246
Insult0.4747285
Profanity0.21024476
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.497 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others …
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others around them, i gotta agree that in whte society, if someone makes it they take care of the wife and kids, while in other culture they are taking care of the whole fking street. unity is missing in white society.
Identity Attack0.44690517
Insult0.3470427
Profanity0.44431314
Threat0.010938995
Severe Toxicity0.02383376
Moderate 0.44573322 Constructive 0.682
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
I had a Uber driver from Iran tell me he didn’t like Canadian culture and that he missed back home. Why the hell did you come here then?
I had a Uber driver from Iran tell me he didn’t like Canadian culture and that he missed back home. Why the hell did you come here then?
Identity Attack0.21668483
Insult0.2817503
Profanity0.4113413
Threat0.009566744
Severe Toxicity0.023076924
Moderate 0.44393396 Constructive 0.522
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
How much Canadian tax payer money goes to them ??? Probably as bad as the somalis in the usa. All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. …
How much Canadian tax payer money goes to them ??? Probably as bad as the somalis in the usa. All the ones around me own everything, McDs, Timmies,Subways,Burgerking,popeyes,kfc,corners stores and I know Im missing some. They wont hire people that arent family They all drive BMWs and Mercedes. Outside of work they are rude AF.
Identity Attack0.38215697
Insult0.47273466
Profanity0.096805766
Threat0.009307829
Severe Toxicity0.017416617
Moderate 0.42985553 Constructive 0.51 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These ppl come amd make it a little india nd then dont assimilate and act exactly the same. Why not go home and be there then if you miss it ad love it so much. …
These ppl come amd make it a little india nd then dont assimilate and act exactly the same. Why not go home and be there then if you miss it ad love it so much. Its not racist to not eant our homes taken regardless of how hypocritical that is
Identity Attack0.37730414
Insult0.43450394
Profanity0.1811049
Threat0.01119791
Severe Toxicity0.02167734
Moderate 0.42985553 Constructive 0.529 Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
Ain't hard come over on a student visa complete your courses go back don't complete your paperwork go back banned are we not missing a crap load of student Visa's that have run out 5 …
Ain't hard come over on a student visa complete your courses go back don't complete your paperwork go back banned are we not missing a crap load of student Visa's that have run out 5 years ago ?
Identity Attack0.01656105
Insult0.40243408
Profanity0.39409557
Threat0.009592636
Severe Toxicity0.018836858
Moderate 0.42985553 Moderate Con 0.5 Question
Feb 19, 2026 Canadian immigration officers investigating hundreds …
It's almost like Westerns create it, Asians destroy it We did a tour around all of Asia this past 10 years. It is NOT just India that looks like a land fill, and sad thing …
It's almost like Westerns create it, Asians destroy it We did a tour around all of Asia this past 10 years. It is NOT just India that looks like a land fill, and sad thing of it is it's mostly a cultural issue not a miss manage of trash
Identity Attack0.46028158
Insult0.40243408
Profanity0.20016506
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.594 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
80,000 is a average city size in Canada. An average sized city is missing in Canada. That makes me feel really secure with the liberal government. NOT! Liberal voters are clueless. 11 years of this …
80,000 is a average city size in Canada. An average sized city is missing in Canada. That makes me feel really secure with the liberal government. NOT! Liberal voters are clueless. 11 years of this garbage. A question to the liberal voters. Name 1 good thing the liberals have done good in 11 years?
Identity Attack0.10221587
Insult0.47787863
Profanity0.096482486
Threat0.007340072
Severe Toxicity0.010681152
Moderate 0.4269174 Moderate Con 0.448
Sep 29, 2025 IRCC Names India in Study …
47,000 students that are illegal and missing in Canada! Who the f…, is responsible for immigration in Canada!!!!
47,000 students that are illegal and missing in Canada! Who the f…, is responsible for immigration in Canada!!!!
Identity Attack0.23391083
Insult0.3388922
Profanity0.38063943
Threat0.009696201
Severe Toxicity0.023076924
Moderate 0.42568782 Moderate Con 0.364 Unverified_Claim
Sep 29, 2025 10 likes IRCC Names India in Study …
this mofo don't miss
this mofo don't miss
Identity Attack0.10221587
Insult0.42367843
Profanity0.33808854
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.285 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bram-pakistan and Miss-sikh-sauga are the best.
Bram-pakistan and Miss-sikh-sauga are the best.
Identity Attack0.39334553
Insult0.3388922
Profanity0.36099523
Threat0.05203775
Severe Toxicity0.13863131
Moderate 0.3974717 Moderate Con 0.346
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Biggest takeaway that you might have missed: GOVERNMENT workers who don't like what's happening can't speak honestly about it. Well wtf do we do now?
Biggest takeaway that you might have missed: GOVERNMENT workers who don't like what's happening can't speak honestly about it. Well wtf do we do now?
Identity Attack0.0103594
Insult0.16788013
Profanity0.43272525
Threat0.008103873
Severe Toxicity0.014188796
Moderate 0.38811707 Moderate Con 0.386 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank you for not missing Canada's problem with Hindus
Thank you for not missing Canada's problem with Hindus
Identity Attack0.4774257
Insult0.24171697
Profanity0.037904397
Threat0.009437286
Severe Toxicity0.015867263
Moderate 0.38434127 Moderate Con 0.39 Identity_Assertion
Jan 27, 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.