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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: "You can't blame indian people …" 49 comments · Page 1 of 2
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more …
What do homeless people have to do with Indians? Because we work hard not to be homeless while you waste your time so you are homeless? Blaming Indians it’s not gonna make you any more rich get a fucking job
Identity Attack0.4887047
Insult0.49389273
Profanity0.67055607
Threat0.030969119
Severe Toxicity0.30763787
Toxic 0.74954444 Moderate Con 0.329
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Indian, most of the people in the comment section blame trudeau, Jagmeet, ndp and liberals for this. But i think the dumb Canadians are fully responsible for all of these. From 2015 to …
As a Indian, most of the people in the comment section blame trudeau, Jagmeet, ndp and liberals for this. But i think the dumb Canadians are fully responsible for all of these. From 2015 to reelecting the same shit government that created all this chaos.
Identity Attack0.55044734
Insult0.6677319
Profanity0.541926
Threat0.011146127
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.49 Identity Attack Insult
Jun 24, 2025 1 likes How Canada broke its immigration …
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...
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — …
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — and learned nothing from Europe’s mistakes.
Identity Attack0.44690517
Insult0.6308392
Profanity0.2268346
Threat0.0104988385
Severe Toxicity0.023076924
Moderate 0.5972042 Moderate Con 0.383 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Its more yr own government to blame, good luck with taking khalistaan people. And also cant blame indians for taking advantage of someone ignorants and arrogance
Identity Attack0.44690517
Insult0.5497792
Profanity0.1854088
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.50759226 Low Con 0.233 Insult Policy_Critique
Feb 28, 2026 Inside Canada's Indian Invasion...
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations …
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations with india. These criminals who have killed multiple people will die in hell and with them their protector canada. You'll pay a heavy price.
Identity Attack0.46028158
Insult0.46173862
Profanity0.2188925
Threat0.49142194
Severe Toxicity0.03321367
Moderate 0.5024724 Moderate Con 0.304 Policy_Critique
Mar 2, 2026 Inside Canada's Indian Invasion...
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but as long as they're harmless, they don't don't violate laws they must stay, look indian people contribute towards the economic growth of any country they reside in, ofcourse some indians lack civic sense, but that doesn't mean everyone is like that ??!! In America, Drugs has taken over, almost 30% people are homeless, burglary, theft is common, Cops will do nothing, Psychopaths are on the rise, Murder, break ins, killing by guns, accidents, are rising, Trump is weaponising ICE and killing USA citizens, putting kids in jail for no reason, complete chaos, no jobs are there, no buses, trains for easy commute, Relationships are broken, nobody is happy in all the western countries, divorce, cheating, and mind you, most indians are contributing towards the economic growth of USA, all the software engineers from India, now you're Deporting them as if your citizens are all geniuses, Indian community is not at all a problem, your mindset towards us, is the problem, this is racism, this is discrimination, America is supposed to be the origin and flag-bearer Of democracy, do something about that, other than Focusing on people who are residing peacefully with you guys, yes you have the law and order, enforce them on everyone, but don't blame them just because they're different, different in colour, religion, accent etc.
Identity Attack0.45348886
Insult0.4339631
Profanity0.36230123
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.4838166 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only, not followed by 99.9% Indians and not part of normal daily life. Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture. Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Identity Attack0.44690517
Insult0.4555076
Profanity0.357228
Threat0.035458352
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.472 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to …
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to claims of "racism" just for calling out issues created and perpetuated by Indian colleagues. How many scam calls are we all getting now, how many jobs are we losing to them now, how many incentives are companies exploiting by hiring them just to drive profits now? I have a university degree and cannot get a job after such terrible experiences with these people in the workplace so I am going back to school in order to enter a type of industry they have not 'yet' taken over. Boomer thinking, their voting of Liberals and media brainwashing of "cultural diversity" has brought these issues to the boiling point. Enough is enough! Go back to India!
Identity Attack0.4911651
Insult0.48627716
Profanity0.08678388
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.635
Jul 23, 2025 1 likes How Canada broke its immigration …
You know there is a huge difference between the Indian shelter or their church and the shelter for homeless people. They seem to be good working families compared to the drug white addicts. You can …
You know there is a huge difference between the Indian shelter or their church and the shelter for homeless people. They seem to be good working families compared to the drug white addicts. You can blame immigrants all you want, but see your own people lost in drugs and not do anything
Identity Attack0.5124616
Insult0.40243408
Profanity0.15985115
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.574 Identity Attack
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and …
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and you don't have money maybe stop being a jealous and work more harder and you will achieve because those people did not came there free they have to show more than half a million to $700,000 in their bank account to get a visa for Canada or America nothing free so stop being a mongering hate peaceful community like Indian and why don't you work for yourself more hours more hours more than 18 to 19 hours to complete with them instead of blaming everywhere and a word and everything it's not the end of world man
Identity Attack0.07508347
Insult0.47384647
Profanity0.08613731
Threat0.010395273
Severe Toxicity0.021031776
Moderate 0.4402136 Constructive 0.534
Aug 26, 2025 Why Canadians Are Turning Against …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean up... how they are corrupt people sometimes, how they try to cut corners and do things illegally... i watched it in my own workplace, how our indian sikh boss was so racist to his fellow indians, because they had patel name from gujarat and were 'lower cast' than the bossman who had sikh last name and was an 'engineer'. but this man just wanted to cut costs and try to cheat things, now this workplace is closed down. this is my experience all my life with indians. :(
Identity Attack0.44690517
Insult0.40243408
Profanity0.1067334
Threat0.015429466
Severe Toxicity0.021548226
Moderate 0.39842087 Constructive 0.711 Personal_Narrative
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
You can't blame indian people but u can blame indian government. If u are indian what would u do?? For better future
Identity Attack0.44690517
Insult0.18107465
Profanity0.09324962
Threat0.020609349
Severe Toxicity0.020515325
Moderate 0.37751234 Moderate Con 0.412 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton next to airport what do you expect from these people the church people must also help there poor as well those poor white people don't look happy the churches need to he more helpful …
Brampton next to airport what do you expect from these people the church people must also help there poor as well those poor white people don't look happy the churches need to he more helpful to them so much food is wasted in big cities empty houses buildings grabbed up by real estate investors high rents blaming a town of Indian for whole Canada problems all cities in Canada have GREED PROBLEMS
Identity Attack0.3817989
Insult0.25007802
Profanity0.024267852
Threat0.008531082
Severe Toxicity0.011978149
Moderate 0.36456755 Constructive 0.568
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Please don't blame Indians or immigrants from other countries, it is the government's responsibility and the people who voted for the Liberal Party have the same responsibility. Blaming immigrants is pointless.
Please don't blame Indians or immigrants from other countries, it is the government's responsibility and the people who voted for the Liberal Party have the same responsibility. Blaming immigrants is pointless.
Identity Attack0.36702603
Insult0.26957804
Profanity0.040158957
Threat0.00746953
Severe Toxicity0.007133484
Moderate 0.3389984 Constructive 0.643
Oct 5, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust …
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust me, every Indian I lived with was civically minded. Blame the scams ...not the people! That's the federal governments fault!! Indian people have lived here for decades and in the UK. Unfortunately the scams have hurt the community!! (Even listen to the people in the interviews. Some of the best people I've met, and they ARE part of my community. I do worry about the scams but that's it)
Identity Attack0.37361985
Insult0.24928534
Profanity0.08193458
Threat0.010809537
Severe Toxicity0.013866014
Moderate 0.3317266 Constructive 0.887 Solidarity
Jan 19, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I wanna tell you this folks , the reason we Indians get jobs ( which you racist people dont like ) is not because our people are there and they hire us , its because …
I wanna tell you this folks , the reason we Indians get jobs ( which you racist people dont like ) is not because our people are there and they hire us , its because we work hard we do extra shifts , we have skills which employers are looking for . Moreover , the companies which hire Indians are owned and operated by no other then Canadians or i should say white canadians itself. So instead of blaming one community for your every problem , work hard , learn skills which will make your life more easy .
Identity Attack0.36702603
Insult0.24767025
Profanity0.06395709
Threat0.009048914
Severe Toxicity0.012435913
Moderate 0.3266089 Constructive 0.583
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
Identity Attack0.4139151
Insult0.12702756
Profanity0.057443913
Threat0.010421164
Severe Toxicity0.0125103295
Moderate 0.32397532 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect …
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect places and customs and the other part of the group who dont contribute to that tomfoolery also get blamed for the actions of the inconsiderate few .PEOPLE, RESPECT THEIR COUNTRY AND THEY WILL RESPECT US its really not that hard
Identity Attack0.2846865
Insult0.24928534
Profanity0.07126612
Threat0.007365964
Severe Toxicity0.0126394415
Moderate 0.32236105 Constructive 0.649
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 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.