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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

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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: "And to think half of …" 14 comments
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
What I’ve seen so far half way in this video is immigrant on immigrant hate😂 lmao I see the ratio is very different of where they are coming from but in the video it said …
What I’ve seen so far half way in this video is immigrant on immigrant hate😂 lmao I see the ratio is very different of where they are coming from but in the video it said 1/4 Canadians are immigrants so even from the white people he interviewed were all immigrants I think 1 or 2 weren’t but the rest were from Poland Portugal Holland and I’m only half way in the video lmao
Identity Attack0.39773783
Insult0.15556364
Profanity0.14666493
Threat0.011042561
Severe Toxicity0.023076924
Moderate 0.3811502 Constructive 0.574 Meta_Commentary
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal …
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal participant most likely. Seriously, its looking more and more like elements within the Canadian federal government are complicit in importing Fentanyl for money laundering and housing bubble purposes, and tangentially, our government therefor has chosen to make Canada part of a supply chain that involves cartels, Triads, the CCP, and kills a ungodly amount of Americans and Canadians. Literal organized crime money laundering and the government has been *encouraging* it since the 80s and its largely why our houses are now insane prices. I'm not being facetious when I argue that Vancouver is the frontlines for the modern Opium War the CCP is waging on The West. Look up Vancouvers Downtown Eastside. Our government is complicit with Cartels and the CCP in importing Fentanyl as it's used in the real estate money laundering business dubbed 'The Vancouver Model'. "The Vancouver Model mixes legal and illicit cash, such as that from fentanyl sales. The pooled money is then used to buy high-end real estate, funded by capital flight and casino high rollers. The real estate is then used as a sort of deposit, helping to feed the insatiable need for luxury real estate. The more fentanyl sold, the more luxury real estate is needed. It doesn’t matter how big it is, it just needs to be expensive. Diabolical, but genius. Maybe Canada should consider fentanyl deaths a market fundamental?" -Sam Cooper’s book, Wilful Blindness: How A Network of Narcos, Tycoons and CCP Agents Infiltrated The West. The federal government opposes efforts to secure our ports. We literally don't have law enforcement that checks incoming containers; anything and everything can flow through our ports unhindered. fentanyl, human trafficking, nobody knows. Deltaport has no port police, not even 1 / 100 containers are scanned. The Mayor of Delta BC has been demanding security at Deltaport for ages and it's not being done why? "A recent U.S. congressional report argues that the Chinese Communist Party's (CCP) strategy relies less on overt military actions and more on covert tactics, including trafficking of fentanyl and leveraging money laundering, aimed at exploiting vulnerabilities across social, economic, and health domains. "Fentanyl precursors are manufactured in China and shipped to Mexico and Canada. For precursors that arrive in Mexico, Chinese transnational mafias work with Mexican cartels to smuggle and distribute fentanyl in the United States on behalf of the CCP," the report states. "The DEA confirmed Chinese transnational crime leaders hold government positions in the CCP and indicated that Chinese transnational crime organizations are dedicated to the CCP." "The public deserves to know about the CCP’s role in fentanyl production and how the Party is using fentanyl as a chemical weapon to kill Americans," the report adds. It recommends that Washington publicly "blame the CCP as much as the DEA and its partners currently blame the Sinaloa Cartel" for fentanyl trafficking and urges the government to "educate international allies about CCP chemical warfare" and encourage them to condemn Chinese transnational crime. According to congressional investigations, Beijing is actively incentivizing the export of fentanyl and methamphetamine worldwide. The report alleges that Chinese criminal organizations, including Triads led by individuals with official positions in the CCP, are working alongside Mexican cartels to generate profit to fund interference operations in America." -Sam Cooper The Bureau substack. Now we have a probable Epstein associate in power (Carney has multiple family members listed in Epsteins little black book). Our 'elected' leaders in Canada are so deep in the globalist billionaires pockets that he even the Liberal half of the "2" party system are okay with selling out Canada to transnational oil and gas globalist megacorps. PPs CPC and Carneys LPC both seem to have forgotten these are the same people / megacorps that poisoned us with Leaded gasoline; still poison us with hexane, and all sorts of pollution they are allowed to store in the air we breath. Why should the taxpayer pay for their infrastructure? Yet you can't NOT vote for oil and gas. Green gets a good amount of the popular vote but never any power because Canada rigs every election with FPtP. Its how the "2" party system maintains control forever. Trudeau was elected with a promise to end fossil fuel tax subsidies but they're over $20+ Billion Canadian taxdollars now (before the $80billion negative externalities), and he obviously broke that promise, probably because the oil and gas industry and their cronies wouldn't let him. Why does an anti-oil and gas politician flip so hard? Money, Blackmail maybe. Epstein - we won't know because our governments don't seem to care to actually investigate it, for legitimate witch hunt reasons perhaps, but there is evidence suggesting that Israeli intelligence is/was running a blackmail operation on powerful people throughout NATO (check out Daryl Coopers MartyrMade podcast on Epstein). we need to force much, much more transparency in government. Its the same throughout NATO. Here in Canada Trudeau was just the 'fall guy' for the various corporate industrial complexes that own our politicians through lobbyists. The oil and gas industrial complex (remember when Trudeau promised to end fossil fuel tax subsidies and instead tax subsidies to this private, for-profit industry with titanic negative externalities, only increased to over $20,000,000,000 (billions of dollars in a nationstate of millions)), the cable industrial complex, the mining, fishing, forestry, and other resource extraction industrial complexes, the military industrial complex (not just in Canada, but all of NATOs military industrial complex has too strong of an influence over our politics). These are all owned by a relatively small group of billionaires. We, the people, are all getting poorer while the rich get richer; our civilization in "The West" is sick, and the corrupt actions of many arms of our corporate industrial complexes and their Oligarch owners are not a symptom, but the foundation of the sickness. Our political parties are owned by them, our prisons, our food industries are the same people that used to own Cigarette companies, its incestuous how small this group is becoming. They'll put Lead in the gasoline AND milk next time we stop forcing these profit driven asshole corporations to act ethically. Some billionaires are cool. Some industries NEED regulation. We want industry, but we ship logs unprocessed out of the province all the time, we WANT forestry corporations that nurture a forest that 7 generations down the road can still be harvesting, instead we get clearcuts and insane levels of topsoil erosion. Old Growth 99.99% gone and still going. Vast swaths of land are now Pine monocrops where 'forests' once were. Why do we think our forests burn every summer now? dead monocrops, like the potato famine but with pine beetles. profit driven megacorporations are fucking Canada and convince us all to vote them in each election cycle because everyone is 'strategically' voting their favourite half of these same industries back into power generation after generation. These transnational corporations only care about money, and they use 'us vs them' narratives like 'identity politics' to divide us into 2 political parties, which they own both of, and market these two 'options' as the only alternative to each other, thereby staying in power forever. PP - a globalist tool of transnational Oil and Gas megacorporations Carney - a globalist tool of transnational Banking megacorporations. 2 sides of the same global coin. Canada was cooked regardless of who won. Welcome to the New Canada - Cartelanada? with a 2 party system where both sides are owned by the same people (globalist billionaires, not any ethnicities that may come to mind) through untraceable chains of 'lobbyists' and shell companies. They will strip Canada of all resources as fast as possible, they will strip our bank accounts of all value as fast as possible, and they'll continue to flood our country with more than 1.2 MILLION immigrants a year while not building homes. The Cons would not have fixed this, because they are the other side of the same coin. Imigration can be done ethically, where it doesn't supress wages and crank up home prices, alas, Canada doesn't seem to care about the current generations being able to afford homes or kids, and chooses to literally replace our families with immigrants. To emphasize, the traitors in Ottawa are to blame for this, not people seeking a better life who are being trapped in the same dystopian poverty drug addled nightmare as countless people born here, in what *should* be one of the wealthiest nationstates to ever grace the Spaceship Earth. The system is both broken and stolen; only small party votes were votes for Canada - voting for either the Cons or Libs was just voting in the same transnational globalist corporations as always. we've all been brainwashed by the biggest propaganda game in politics - 'strategic' voting. Thanks for coming to my -hyperautist- ted talk
Identity Attack0.2816105
Insult0.3682569
Profanity0.13873272
Threat0.09929679
Severe Toxicity0.016706496
Moderate 0.37751234 Constructive 0.595
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
Liberalization: 10 years of it drove it into the ground and now half the boneheads voted them in again. Think aboot it.
Liberalization: 10 years of it drove it into the ground and now half the boneheads voted them in again. Think aboot it.
Identity Attack0.028628819
Insult0.40243408
Profanity0.110447146
Threat0.011120236
Severe Toxicity0.009231567
Moderate 0.37340668 Low Con 0.174 Policy_Critique
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the …
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the first half of the video as fact and not a bunch of random, self proclaimed rednecks, opinions, you’d walk away thinking that the town is in shambles. Which it is clearly not. This just smells like rage bait for racists looking for ammunition to hate foreigners
Identity Attack0.36702603
Insult0.3388922
Profanity0.045670103
Threat0.0089712385
Severe Toxicity0.010223389
Moderate 0.3625127 Moderate Con 0.338 Meta_Commentary
Dec 3, 2025 Inside Canada's Indian Metropolis (Brampton)
2.9 million housing issues have been resolved for some homeless Canadians. There is a shortage of high-school science teachers. Students have to wait more than a year to get grade 11 physics and other science …
2.9 million housing issues have been resolved for some homeless Canadians. There is a shortage of high-school science teachers. Students have to wait more than a year to get grade 11 physics and other science courses like biology. I think 2.9 million would free up some classes. It's kind of difficult to make doctors in Canada, if you don't have your high-school science. I hope this will free up the healthcare system because it is pure garbage. I have been waiting a year and a half for a surgery! Joke Government. Corrupt and Incompetent! Polygraph, Audit, Drug Test all of Government!! It's a DISGRACE!!
Identity Attack0.04951127
Insult0.3388922
Profanity0.07126612
Threat0.007197669
Severe Toxicity0.0062561035
Moderate 0.32236105 Constructive 0.699 Policy_Critique
Feb 15, 2026 2.9 million Canadian temporary visas …
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into …
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into the country then bring half their family here, I think it’s disgusting what’s been going on here and there’s too many let into the country. There’s nothing wrong with immigration, but when it feels like a takeover it’s too much
Identity Attack0.25478655
Insult0.21135417
Profanity0.08613731
Threat0.008815889
Severe Toxicity0.010070801
Low Tox 0.295883 Constructive 0.737 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and …
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and the cheating is so rampant that most teachers turn a blind eye! They’re passing students who should not be passing. And if you think Canadians are racist you should have been at Conestoga College as your eyes would have been opened!
Identity Attack0.2331515
Insult0.16883044
Profanity0.017845914
Threat0.0076507707
Severe Toxicity0.0059127808
Low Tox 0.26859093 Moderate Con 0.427
Sep 28, 2025 1,319 likes IRCC Names India in Study …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
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 …
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking …
same like my country singapore, greatest country in the world too like many others, except nearly half or 43% of the people here are literally immigrants/foreign born in the last 15 years....and we arent talking about half the population in just one town or city, the entire country is half foreign. they did not jump the border of course, but like so many of these "liberal" western wannabe countries, the government sseem to have an irresistable urge to let any tom d and harry into the country whose even remotely interested. not sure why everybody keeps praising this place.....its weird and bizzare dont u think going to another country and seeing and knowing half the people there are foreign like u.....like who goes to visit another country wanting to see foreigners? i dont go to japan or australia hoping to see nothing but foreigners.
Identity Attack0.094936445
Insult0.06459839
Profanity0.025907494
Threat0.0076119336
Severe Toxicity0.0037193298
Low Tox 0.15103401 Constructive 0.597 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
Canadians can't afford to have babies. I don't know what makes the government or the immigrants they bring in think that, after the free government stipends and support ends, theyll be able to afford to …
Canadians can't afford to have babies. I don't know what makes the government or the immigrants they bring in think that, after the free government stipends and support ends, theyll be able to afford to have babies. They won't. They'll be in the same position most Canadians are in: working their life away to pay their bills, and having the government take half their income in the form of taxes in order to pay for all the NEW immigrants who arrive. I'm guessing that's partly why a lot of new immigrants are leaving Canada shortly after they arrive: they were sold a fairy tale that no longer exists, and probably won't exist again until Canadians wake up and vote out the Liberal party.
Identity Attack0.08087392
Insult0.035333443
Profanity0.015010698
Threat0.007353018
Severe Toxicity0.0032043457
Low Tox 0.112540044 Constructive 0.594
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 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.