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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: "Indians are going to take …" 74 comments · Page 1 of 3
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
WE DON'T HATE INDIANS!!!!!!!! we the Canadians, are so sick of seeing indians taking over our JOB$ wtf is going on here in 🇨🇦🍁 😮 but, INDIANS are EVERY WHERE😢😢😢😢😢 INVASIONS of the INDIANS
Identity Attack0.73072165
Insult0.53014356
Profanity0.4185329
Threat0.06787856
Severe Toxicity0.4195425
Toxic 0.76523775 Moderate Con 0.376 Identity Attack Insult
Dec 1, 2025 1 likes Why Canadians Are Turning Against …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Identity Attack0.57150364
Insult0.5935568
Profanity0.6919765
Threat0.044278983
Severe Toxicity0.35112193
Toxic 0.743089 Constructive 0.722 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, …
Thanks for this, you are saying what I feel I'm not racist, I'm just fed up, these people, mostly Indian, come here and take all the jobs, barely speak English, are rude and don't care, I'm tired of going to a fast food chain and my order is screwed up so bad, no please or thanks they look at me like I'm an asshole cause I'm white they don't know me, they assume I'm a white male, I'm automatically an asshole,
Identity Attack0.57150364
Insult0.5935568
Profanity0.6919765
Threat0.044278983
Severe Toxicity0.35112193
Toxic 0.743089 Constructive 0.72 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Almost all Edmonton transit drivers are Indian ....a public service taken over by a group of foreigners taking jobs from Canadians and freezing others out. Also add Tim Hortons ,McDonald's ,a and w ,Walmart,Canadian Tire …
Almost all Edmonton transit drivers are Indian ....a public service taken over by a group of foreigners taking jobs from Canadians and freezing others out. Also add Tim Hortons ,McDonald's ,a and w ,Walmart,Canadian Tire ...this is an takeover and I can't believe Canadians are so stupid as the be blind to what's going on
Identity Attack0.55044734
Insult0.71027446
Profanity0.22723788
Threat0.009566744
Severe Toxicity0.02425631
Moderate 0.6989911 Constructive 0.507 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
Identity Attack0.5274064
Insult0.5739874
Profanity0.47435758
Threat0.026652548
Severe Toxicity0.17009245
Moderate 0.6667219 Low Con 0.215 Identity Attack Insult Unverified_Claim
Sep 9, 2025 Why Canadians Are Turning Against …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
Identity Attack0.5948528
Insult0.40243408
Profanity0.24341469
Threat0.108496375
Severe Toxicity0.23226175
Moderate 0.6027529 Low Con 0.214 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Identity Attack0.5039629
Insult0.40243408
Profanity0.5711371
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.59 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 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...
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men …
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men who do no parenting and also speak no English. You can't argue with them or it's a "hate crime." Local Canadians live in fear of the government protecting these worthless people.
Identity Attack0.4774257
Insult0.53014356
Profanity0.07999486
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.608 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
The Indians are going to take over the entire world except India. Hi my dear fellow Indians, How many of you have pooped on the beach today ?
The Indians are going to take over the entire world except India. Hi my dear fellow Indians, How many of you have pooped on the beach today ?
Identity Attack0.4830652
Insult0.40698266
Profanity0.33453682
Threat0.077831104
Severe Toxicity0.09385906
Moderate 0.4977744 Moderate Con 0.306 Humor_Satire
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would never take that kind of risk. BISH BOY! What you thought he would do to you, I will literally do to him. I will be calling him and he will be longer in a few days. Cold case!
Identity Attack0.44690517
Insult0.47787863
Profanity0.29209393
Threat0.13178273
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.356 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
canada just taking good for nothing indians who would have scammed in india too. they are letting in gangsters and terr*rists, even though the indian gov warns them they still do it. smart indians go …
canada just taking good for nothing indians who would have scammed in india too. they are letting in gangsters and terr*rists, even though the indian gov warns them they still do it. smart indians go to the US not canada, you bring in the blue collar of india what do you expect
Identity Attack0.5135796
Insult0.40975618
Profanity0.07676199
Threat0.025789235
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.22 Identity Attack Unverified_Claim
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion …
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion is taking place. Indian Hindus do not say that you have to made any new rule or is living on the money of USA taxpayers, he will not make a video about these Muslims who will demand Sharia law in USA, joker😂
Identity Attack0.5135796
Insult0.35333878
Profanity0.11168506
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.373 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
If you’re going to stereotype Indians, then stop benefiting from Indians too. Don’t hire us, don’t target us for views, and don’t take our business—because profiting from a community while insulting it is hypocrisy.
Identity Attack0.37361985
Insult0.45758462
Profanity0.078378424
Threat0.009411395
Severe Toxicity0.012359619
Moderate 0.42985553 Moderate Con 0.419 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Go Indians invade Canada and whole uk😂❤we should take back all
Go Indians invade Canada and whole uk😂❤we should take back all
Identity Attack0.50515765
Insult0.22770336
Profanity0.15985115
Threat0.18597278
Severe Toxicity0.040387187
Moderate 0.4269174 Low Con 0.212 Identity Attack Humor_Satire
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
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 …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians are going to take over the world!
Indians are going to take over the world!
Identity Attack0.4508763
Insult0.15343215
Profanity0.12220735
Threat0.12689553
Severe Toxicity0.023076924
Moderate 0.39441586 Low Con 0.186 Fear_Threat
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)

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.