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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: "This evening I will eat …" 35 comments · Page 1 of 2
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever …
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.@pwila this restard thoight iam pakistani abdul🤮🤮🖕🏻🖕🏻
Identity Attack0.5135796
Insult0.71120167
Profanity0.7673477
Threat0.44942492
Severe Toxicity0.6866667
Toxic 0.8460273 Low Con 0.242 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever …
@pwila yho modrs pussy is the only thing weak ever and gets graped everytime yho brownhole farts under comments😂 beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.@pwila this restard thoight iam pakistani abdul🤮🤮🖕🏻🖕🏻
Identity Attack0.5135796
Insult0.71120167
Profanity0.7654259
Threat0.46976724
Severe Toxicity0.6866667
Toxic 0.8403191 Low Con 0.242 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
WHO THE HELL IN INDIA EATS POO?????? ARE YOU EVEN LISTENING TO YOURSELF, BIKE GUY. ITS A FREE WORLD PEOPLE GET TO BE WHEREVER THEY WANT TO BE!!!!!!!!!!!!!!!!!
Identity Attack0.4931391
Insult0.563347
Profanity0.5724795
Threat0.058826666
Severe Toxicity0.45895407
Toxic 0.8364697 Low Con 0.137 Insult Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only …
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Identity Attack0.4911651
Insult0.68668073
Profanity0.73341435
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.76197964 Low Con 0.258 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand …
@pwilla poopeater Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Identity Attack0.5124616
Insult0.67735565
Profanity0.70864636
Threat0.44942492
Severe Toxicity0.68373036
Toxic 0.7510937 Low Con 0.248 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Identity Attack0.55044734
Insult0.5678696
Profanity0.5365423
Threat0.44185185
Severe Toxicity0.3536391
Toxic 0.7105462 Moderate Con 0.343 Identity Attack Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
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...
some of dem indian females are hot, i'll eat their ahh, even if they poop on the streets.
some of dem indian females are hot, i'll eat their ahh, even if they poop on the streets.
Identity Attack0.5051609
Insult0.4196762
Profanity0.5365423
Threat0.13815513
Severe Toxicity0.25624833
Moderate 0.64447093 Moderate Con 0.345 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Identity Attack0.39207554
Insult0.5130944
Profanity0.6242122
Threat0.03649433
Severe Toxicity0.19455661
Moderate 0.6308517 Low Con 0.208 Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not …
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not eat the better western food? yall still eating that nasty turd world food? upgrade your food game.
Identity Attack0.28034934
Insult0.54525656
Profanity0.39670458
Threat0.00951496
Severe Toxicity0.041283876
Moderate 0.5885171 Low Con 0.157 Insult Identity_Assertion
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach …
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach on the bike couldn't keep him his mouth shut even while taking a break from eating.
Identity Attack0.55044734
Insult0.5678696
Profanity0.36230123
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.464 Identity Attack Insult Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Identity Attack0.024801146
Insult0.13245803
Profanity0.4185329
Threat0.02855184
Severe Toxicity0.024631912
Moderate 0.4575469 Moderate Con 0.459 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Poo Jab O_O lol the music made laugh it just made me think of rat and cow poop even more like it's there main dish they eat with curry spices to bless them Lol Tyler …
Poo Jab O_O lol the music made laugh it just made me think of rat and cow poop even more like it's there main dish they eat with curry spices to bless them Lol Tyler so cute
Identity Attack0.060220852
Insult0.26957804
Profanity0.33453682
Threat0.014220826
Severe Toxicity0.03680043
Moderate 0.4269174 Moderate Con 0.462 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
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...
it's because they are the perfect cattle people. they will live in filth, they will eat filth, they will work in filth without a second thought because the whole country is below 70iq. Why would …
it's because they are the perfect cattle people. they will live in filth, they will eat filth, they will work in filth without a second thought because the whole country is below 70iq. Why would they pay you a fair salary? Why would you have a standard of living? If they can import a bunch of them? I am not even upset with them anymore, I am more upset with my own people that are letting this happen.
Identity Attack0.12735364
Insult0.38406035
Profanity0.16171204
Threat0.010188141
Severe Toxicity0.017481172
Moderate 0.38811707 Moderate Con 0.437 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
writhe people want 35 dollars by h jobs, government want taxes to pay old populations on retirement, abusive landlords want 2600$ dollars monthly rent. i never hear an immigrant complaining. they all succeeded. Is very …
writhe people want 35 dollars by h jobs, government want taxes to pay old populations on retirement, abusive landlords want 2600$ dollars monthly rent. i never hear an immigrant complaining. they all succeeded. Is very rare to se immigrants become drug addicts and homeless. That's reserved for the native and the white people. But they complain every day without looking to the mirrors 🪞. Immigrants keep Canada running. More you spend time complaining, more time you will be poor. immigrant succeed even with a 17 $ by h living in a 500$ room after 3 or 5 years they all have houses, nice cars, business and investment i the country. why local can not do it even whit a university degree? Because they are not strong to go work double shifts if need it. Why to buy a 1 million dollars house if you can not even eat correctly every day. The problem is that people live like king and they blame others like the new Inmigrants for their own choices. Have a humble life, respect everyone. And I promise you will succeed.
Identity Attack0.3817989
Insult0.26957804
Profanity0.033144772
Threat0.010265815
Severe Toxicity0.012435913
Moderate 0.3561489 Constructive 0.677
Aug 24, 2025 3 likes Why Canadians Are Turning Against …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally do not allow cooking so trash from takeout every where they eat while walking home and throw it beside the sidewalks and in 30 minutes I could drive you by dozens of food trucks near bus stops and now the highest car insurance in Canada I have Indian friends and neighbors who complain about it
Identity Attack0.36702603
Insult0.23237456
Profanity0.032894265
Threat0.012803185
Severe Toxicity0.012435913
Moderate 0.32182294 Constructive 0.687 Personal_Narrative
Dec 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of …
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of nick.. Too late so you hitch a bust north to Canada to figure out the next race bait to rage your audience. I thought this guy was cool but ever since being chased in Italy he hasn't been the same...
Identity Attack0.17070955
Insult0.26957804
Profanity0.041661996
Threat0.020782012
Severe Toxicity0.010299683
Moderate 0.32128486 Moderate Con 0.485 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
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.