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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: "Jokes on Canada. The US …" 15 comments
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY …
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY IN CANADA MAKE THEM CANADIAN AS YOU WAS TOLD TWO US THE PRESTON MANNING PLAN MAKE SURE THE JOB WAITING YOU ARE SKILLED WORKERS AS THE WHITE AND DARK SIN ARE LAZY WANT BIG JOB WITH THEY KNOW HURK AND THE HOE CREW ON TAXES. THIS WAS MOVED AS THE WORKERS START AT THE BOTTOM LEARN THE JOB WORK KNOWING IF THEY IN THE NATION HIS GIVES ALL THE TIME MOVE FORWARD .. THEY KNOW ABOUT MY CLASS EACH WORLD THE CANADIAN EXPERIENCE . IF ANY SAYING THY ALLAH SOURCE TIMOTHY CAMERON DREW DOES KNOW .. YOUR IGNORANCE AS FRAMED THEM SELFS AS ANY WITH MIND FUNCTION THINKING THEY STEALING AS IT ONLY ONE GUY . BUY BY STOOGES ....THIS WHY YOU CANT' READ SAME AS THY CANT WRITE THAT THE PUNK's JOKE ABOUT THY SPELLING WHY PAY ANY THEM HUMP's WRITE SPELL READ THE MINDS OF THEM ARE RUDE STOOGE WITH NOT ANY COMPREHENSION AS LOOK AT ART OF CHINA WRITING LOOK AT MY SPEAKING WAYS WANTS ARABIC AS WORDS NOT IN THE ENG LISH THE REAL TERRORIST THAT THINK THEY BETTER STEALING FROM MY LIFE THY COMPANYS THEN CLAIMS THAT DUMBEST HOE HANDLE HURK's ANY EVER SEEN . THINK TIMOTHY ONLY READ GRADE 5 WHY EVERY NEW PAPER EVER MADE ANY NATION GRADE 5 HURK's OF STEALING PISS ANT's .!!!! SPELLING READING COVERED VIDEO EASY SPEAKING COMPTERS GOT THAT WHY ANY NEED SPIRIT FAT CAT CRIME FAMILY WITH THE R THY TIMOTHY MOUTH THEY HAVE ACTORS AND HOE's WITH MALL COP SUCKER's PROTECTING FOOL's >>>> MOVING FORWARD WITH OUT THE PASSED AS THE JEWISH SAY PASSED OVER ARMY OF REMOVE THIS ISREAL ZOINIST DEVIL FAMILY FRAME BLAME GAME LOOK AT THE USELESS IDIOTs . STARTING FIGHTS WHY THE FAT CAT THINK NO OTHERS COULD WATCH THEM STEALING FROM WHO THE OE FRAMED THE FOOL'S ... THINK YOUR TRAPPED FROM WHAAT YOU DID AND SAID ... WHO CARES ABOUT WHO SAID THAT HUSTLERS THAT TRAPPED YOU FOOL's THAT WHO THEY ARE. YOU LEARN YOU JUST BECOME DUST STONE THAT EASY .... THINK ABOUT THE NATION THAT YOU ARMY KILLED ???? TAX STEALING PAY YOUR ROYAL FOIL DEVIL FAMILY's WHO FAT CATS GOVERNMENTS EXP AND WAGES EARNING RETIREMENT FUND'S ... THE CREW OF CONVICT DEMON SALES ON STOOGE'S YOU LEARN DID THIS ON EVERY FORM YOUR JUST MIND ARE AND OR HAS BEEN LOST IN THEM SELF'S . HAVE JOB GOING FOR THE FUTURE AS AND AS CLEAN AND CLEAR !!!! GET THIS EARTH GARDEN AS HUB HEAR IN CALL ANY HUMAN AND OTHERS FORMS PLANETS ROCK's EACH WORLD . THEY WATCH CALL THE PLANET WITH NEWS OUT LET THEY COULD NOT CALL MESSAGE THEY WANT TALK WRONG PLANET
Identity Attack0.14007242
Insult0.93425286
Profanity0.018247532
Threat0.0069734706
Severe Toxicity0.0021460403
Toxic 0.93778807 Insult Meta_Commentary
Apr 16, 2025
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Identity Attack0.3817989
Insult0.72868866
Profanity0.34099978
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.73663366 Moderate Con 0.432 Insult Identity_Assertion
Sep 7, 2025 Why Canadians Are Turning Against …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians . Start spending in Canada and tax paying money . Liberators please liberate us from liberal corrupt crooks . You work for Us not yourself .
Identity Attack0.24462871
Insult0.71120167
Profanity0.24818924
Threat0.01086132
Severe Toxicity0.02604016
Moderate 0.6827122 Low Con 0.198 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Canada's become a joke to the rest of the world a joke with no punchline to those of us born here...😢😮😅😂
Canada's become a joke to the rest of the world a joke with no punchline to those of us born here...😢😮😅😂
Identity Attack0.38176915
Insult0.31740165
Profanity0.038655918
Threat0.012596053
Severe Toxicity0.017287504
Moderate 0.36867723 Moderate Con 0.314
Aug 25, 2025 9 likes Why Canadians Are Turning Against …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social media. Canada has become a joke. Canadians are moving away and migrants keep coming in. Because we can't get the support from our government and costs r sky high and jobs r no longer givin to Canadians only immigrants. Migrants come in with smiles but have a plan to destroy us and take over. Same as greedy liberals
Identity Attack0.3817989
Insult0.30326313
Profanity0.039407436
Threat0.016638106
Severe Toxicity0.016964722
Moderate 0.36095104 Constructive 0.559
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian …
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian and they are some of the worst drivers I dont how they come to canada get there license and how they come to our country and our eay richer than us white people the government helped them way too much while they dont help the people that lived here there whole lives. We got to struggle and watch these people that just move here and way more richer than us and pisses me off. We just keep getting flooded with more and more. I could ramble all day about it but its becoming a joke
Identity Attack0.3817989
Insult0.2659317
Profanity0.12220735
Threat0.13127698
Severe Toxicity0.020386212
Moderate 0.36095104 Constructive 0.563 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to have many discussions about these issues and was shocked by the generally vapid responses I'd get. Much more to say, but the main point is that Canadians have destroyed their own country's quality of life and from what I can see, Canada is not worthy of respect as a nation. I take ZERO pleasure in saying this. However, the country should have provided the United States with a up close example of what a well run social democratic nation looks like. Instead, Canada is a joke to the far right and in fact fuels the far right in the US. Now with the global south amassing on the US's northern border (visit Halifax, NS if you have any questions about this), I view Canada as a threat to the USA - which is a nation with more than enough problems. A note to immigrants reading this: I respect many of you individually, and I do not in the least mind having you in my community. You as an individual are not the problem per se. The problem is that policy makers are simply using migrants to increase Canada's population to 100M by end of century. Google "Canadian House of Commons Century Initiative" to see how Canadian lawmakers voted in support of this policy. Best, Patrick Moan goodhumanhabitat.org
Identity Attack0.28034934
Insult0.16053712
Profanity0.021808386
Threat0.010421164
Severe Toxicity0.008583069
Low Tox 0.26293078 Constructive 0.759 Policy_Critique
Dec 16, 2025 1 likes Why Canadians Are Turning Against …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a law were if just one of your family members stayed in Canada for 3 years all of their family will become citizens without ever stepping into the country and people can now bring over their elderly parents also they get 83 thousand dollars a year they used the system against us arranged marriages...
Identity Attack0.22783615
Insult0.082372494
Profanity0.020032106
Threat0.007068211
Severe Toxicity0.005874634
Low Tox 0.23090743 Constructive 0.578 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
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.