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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: "Now this is a real …" 506 comments · Page 4 of 21
bruh i just watched your flat earth video and the alien stuff and now you upload SICK. ps i am just enjoying the silliness and real reporting
bruh i just watched your flat earth video and the alien stuff and now you upload SICK. ps i am just enjoying the silliness and real reporting
Identity Attack0.084182754
Insult0.4302003
Profanity0.20375896
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.47772613 Low Con 0.224
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
I will tell you how this EVIL happened = first MARXIST CARNEY THE CORRUPT CRIMINISTER WHO HATES CANADIAN BORN N ONLY SERVES HIS BROUGHT OVER SLAVES$$$$ CARNEY HATES OUR COUNTRY CANADA 🇨🇦 AS HE DESTROYED …
I will tell you how this EVIL happened = first MARXIST CARNEY THE CORRUPT CRIMINISTER WHO HATES CANADIAN BORN N ONLY SERVES HIS BROUGHT OVER SLAVES$$$$ CARNEY HATES OUR COUNTRY CANADA 🇨🇦 AS HE DESTROYED THE 🇬🇧 N WAS BOOTED OUT TRUDEAU N CARNEY BOTH GOT AWAY WITH RIGGING THE 2020 ELECTION SO THE PLANNED N DID IT AGAIN IN 2025 WITH THERE USUAL HACKERS / HELPERS = 🇨🇳 🇮🇳 ☪️ also they FIRED our REAL canadian born RCMP N POLICE N HIRED THERE OWN AS THEY LANDED n please REMEMBER MARXIST CARNEY 'S RIGHT HAND PARTNERS ARE = WEF CLAUS SHWAB N BILL GATES WHO SEE US AS THERE PREY !!! HOPES THIS HELPS YOU A BIT INVTHE REAL TRUTHS OF TRUDEAU N MARXIST CARNEY N THERE COMPLIENT LIBERAL / DEMOCRAT REGIME PARTY 100% FACTS oh n they bought$$$$ the fake media !!! Our only option = FIGHT FIGHT !!! TO JOIN THE 🇺🇸 NOW!!!!NOT 1 SECOND TO LOOSE 😊
Identity Attack0.28034934
Insult0.48627716
Profanity0.10611444
Threat0.042985857
Severe Toxicity0.024960563
Moderate 0.47119883 Moderate Con 0.411 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Identity Attack0.1508922
Insult0.44464502
Profanity0.45190978
Threat0.020954676
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.645 Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
the natives dont like the indians either i had some drunk native guy come up to me at mcdonalds and say "we need a REAL indian in office not like THESE guys" then he proceeded …
the natives dont like the indians either i had some drunk native guy come up to me at mcdonalds and say "we need a REAL indian in office not like THESE guys" then he proceeded to point at all the indians in the store
Identity Attack0.5135796
Insult0.3388922
Profanity0.2347036
Threat0.1284288
Severe Toxicity0.027833538
Moderate 0.46982017 Moderate Con 0.432 Identity Attack Personal_Narrative
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was never a real labour shortage in all but and extremely limited number of industries in Canada. Indians and Pakistani's make zero effort to integrate even learn basic English. They aren't stupid. They want to overpopulate areas so that they don't even have to bother integrate. Make no mistake, this isn't a Liberal or Conservative issue. Canada's reckless immigration policy is a war being waged by the wealthy on the rest of us.
Identity Attack0.39461556
Insult0.5101222
Profanity0.17803068
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.469 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None …
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None white people will take over this stolen land , the reason is they work harder than the fat guy on the bike, that fat guy on the bike being racist against the 54 African countries show his true color. He was born in Canada and he can't even afford buying a $3,000 vehicle, he rides $50 dollars bike in -30 Canada winter because he is lazy and racist. The lazy and racist people can't even afford a good lifestyle!!! Indians and Africans owns big real estate properties and business. But the fat racist guy on the bike can only afford KFC Toonie Tuesday 2 dollars chicken and Burger Kings 3 dollars Burger. Again NO ONE IS ILLEGAL ON STOLEN LAND 😅😂 GOD BLESS INDIANS 🙏 GOD BLESS AFRICANS THE RACIST WILL DECLINE
Identity Attack0.48915586
Insult0.47020787
Profanity0.09992486
Threat0.013321015
Severe Toxicity0.023317307
Moderate 0.46716887 Moderate Con 0.458 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written …
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written driving test or practical driving test. So they get real licenses without ever being tested or having to practice with a full licensed driver for 9 month to a year before getting their G2 which is the middle license after a G2 and 5 years you then do another driving test and get you G license (specific to Ontario). They just walk in pay and leave with a G license. The other corrupt part of this is the licenses issuers have a quota of fails to hit every day and because they pass all the Indians they fail the white kids and adults to meet their quota. We actively avoid getting our licenses at heavily Indian populated areas to avoid being failed solely because we are white and they need to meet their quota. This is becoming increasingly more difficult as the government continues to bring in an unsustainable number of Indian immigrants
Identity Attack0.40713623
Insult0.45135358
Profanity0.36230123
Threat0.011638066
Severe Toxicity0.023880709
Moderate 0.46716887 Constructive 0.521
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Real canada belongs to native. Not white. Nor black. Nor Asian…🤣🤣🤣
Real canada belongs to native. Not white. Nor black. Nor Asian…🤣🤣🤣
Identity Attack0.5612457
Insult0.26957804
Profanity0.06646215
Threat0.009178371
Severe Toxicity0.023076924
Moderate 0.45761138 Low Con 0.19 Identity Attack
Aug 26, 2025 Why Canadians Are Turning Against …
Give me a break, oh having new cultures is soooo hard and soooo bad. There's real issues happening in the world, grow tf up.
Give me a break, oh having new cultures is soooo hard and soooo bad. There's real issues happening in the world, grow tf up.
Identity Attack0.10293542
Insult0.37960073
Profanity0.43744424
Threat0.012596053
Severe Toxicity0.023458159
Moderate 0.45757914 Moderate Con 0.364
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Identity Attack0.49584505
Insult0.23704576
Profanity0.26098207
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.45757914 Low Con 0.264 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and …
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and then you sit here and complain that you're being invaded. Are you guys for real. You invaded first, so you don't have a right to complain. You know who else felt like strangers in their own country? The native Canadians and the Native Americans.
Identity Attack0.4907465
Insult0.41767508
Profanity0.06796519
Threat0.009048914
Severe Toxicity0.021419114
Moderate 0.45751464 Constructive 0.511 Moral_Argument
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
Too bad the real Canadians, First Nation people were killed, raped, push out of their land.
Too bad the real Canadians, First Nation people were killed, raped, push out of their land.
Identity Attack0.40158966
Insult0.3388922
Profanity0.22663295
Threat0.34804323
Severe Toxicity0.02491361
Moderate 0.4574824 Moderate Con 0.375 Moral_Argument
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
The white people of Northern America are NOT the natives!! Go ask the real natives and they want the euro- American invaders gone!!
The white people of Northern America are NOT the natives!! Go ask the real natives and they want the euro- American invaders gone!!
Identity Attack0.5135796
Insult0.2735258
Profanity0.1352073
Threat0.033386398
Severe Toxicity0.023293832
Moderate 0.4574824 Low Con 0.249 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
Identity Attack0.2783691
Insult0.50440645
Profanity0.25824076
Threat0.008841781
Severe Toxicity0.018320406
Moderate 0.45396814 Constructive 0.515 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
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 don’t think an Indian will never be considered a real Canadian. When I think of Canadian I think of a White person, a Métis person, or an Eskimo person. Indians are interlopers upon Canadian …
I don’t think an Indian will never be considered a real Canadian. When I think of Canadian I think of a White person, a Métis person, or an Eskimo person. Indians are interlopers upon Canadian civilization.
Identity Attack0.55044734
Insult0.3493834
Profanity0.10301965
Threat0.01750142
Severe Toxicity0.023645958
Moderate 0.45396814 Moderate Con 0.432 Identity Attack
Oct 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
We can no longer fix this issue because the majority or our country is IMMIGRANTS! They literally can out vote real Canadians. We have lost our country. The west doesn’t even get a say in …
We can no longer fix this issue because the majority or our country is IMMIGRANTS! They literally can out vote real Canadians. We have lost our country. The west doesn’t even get a say in federal politics…immigration is a multi billion dollar industry. There is nothing left in this country for our children and I am truly scared to grow old here with millions of immigrants who hate us and our country, running everything and filling our medical system. Whites are blames for being racist yet anyone with common sense can see whites are the LEAST racist of all. We are doomed, and quite honestly this country isn’t worrh fighting for…we don’t have free speech or the right to self preservation for a country that won’t stfu about ‘human rights’
Identity Attack0.5135796
Insult0.39743927
Profanity0.089370176
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.4475325 Constructive 0.502 Identity Attack Fear_Threat
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
Wait what about the native canadian people ? its okay for you to colonize and claim , but if someone else come and live peacefully , didnt your ancestors came to india for 300 years …
Wait what about the native canadian people ? its okay for you to colonize and claim , but if someone else come and live peacefully , didnt your ancestors came to india for 300 years and colonized and killd million ? oh the real problem is indians coming here
Identity Attack0.55044734
Insult0.26957804
Profanity0.062454045
Threat0.13717735
Severe Toxicity0.023082556
Moderate 0.44573322 Moderate Con 0.408 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
American here. I worked in Canada for about a year on and off for my company back in 2019 or so. Back then real Canadians were pissed off about jobs, healthcare and inequality for work. …
American here. I worked in Canada for about a year on and off for my company back in 2019 or so. Back then real Canadians were pissed off about jobs, healthcare and inequality for work. My company needed temp workers and they sent about 40 or so non Canadians that couldn't speak English and were lazy as hell. Diversity.
Identity Attack0.34000012
Insult0.48228607
Profanity0.29209393
Threat0.009023022
Severe Toxicity0.021290002
Moderate 0.44573322 Constructive 0.645
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
While I agree with this..as an Indian. One thing Canada should be aware of is they are importing real garbage from across the world the worst kind.. your focus is in the wrong place.. you …
While I agree with this..as an Indian. One thing Canada should be aware of is they are importing real garbage from across the world the worst kind.. your focus is in the wrong place.. you have imported a Trojan horse while you are discussing these things.. your future generations are going to regret your actions vis a vi immigration
Identity Attack0.37953663
Insult0.47273466
Profanity0.085167445
Threat0.007249452
Severe Toxicity0.017093835
Moderate 0.44039994 Constructive 0.527
Oct 1, 2025 3 likes IRCC Names India in Study …
So sick of Canada. Moving to Florida real soon.
So sick of Canada. Moving to Florida real soon.
Identity Attack0.44690517
Insult0.44126466
Profanity0.031641733
Threat0.008738215
Severe Toxicity0.018449519
Moderate 0.44039994 Moderate Con 0.343 Personal_Narrative
Jan 5, 2026 9 likes Migrants cross into Canada near …
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Identity Attack0.022590388
Insult0.47384647
Profanity0.07967158
Threat0.0086087575
Severe Toxicity0.012359619
Moderate 0.44002727 Low Con 0.142 Policy_Critique
Oct 22, 2025 IRCC Names India in Study …
Like a true 'murican, tries to make a Canadian issue about their garbage state of a country. The real issue is LMIA scams and easy access to TFW. That's why every Tim Hortons fired all …
Like a true 'murican, tries to make a Canadian issue about their garbage state of a country. The real issue is LMIA scams and easy access to TFW. That's why every Tim Hortons fired all their current staff for Indian TFW, it's cheaper.
Identity Attack0.29188538
Insult0.4794537
Profanity0.09744903
Threat0.0072753434
Severe Toxicity0.014576134
Moderate 0.43720075 Moderate Con 0.374 Policy_Critique
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.