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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: "What we are all experiencing …" 41 comments · Page 1 of 2
A Pakistani man walked on the back of my heals when I walked into wallmart because I walked in front of him ,,, I am a retired Nurse in Ontario ,, I have lived in …
A Pakistani man walked on the back of my heals when I walked into wallmart because I walked in front of him ,,, I am a retired Nurse in Ontario ,, I have lived in CANADA my whole life I’m 63 ,,, I HAVE NEVER EXPERIENCED THIS FROM A WHITE MAN EVVVVVVVER ,,, ALL I CAN SAY IS WTF😳These immigrants are RUDE
Identity Attack0.6458014
Insult0.5678696
Profanity0.44431314
Threat0.035458352
Severe Toxicity0.23340854
Moderate 0.6863638 Constructive 0.575 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
As a Canadian experiencing this…it suck’s
As a Canadian experiencing this…it suck’s
Identity Attack0.18002926
Insult0.4534306
Profanity0.5188411
Threat0.007534259
Severe Toxicity0.02439716
Moderate 0.62136006 Moderate Con 0.441 Personal_Narrative
Feb 8, 2026 Inside Canada's Indian Invasion...
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
Identity Attack0.57150364
Insult0.46327567
Profanity0.08904689
Threat0.038911607
Severe Toxicity0.02406851
Moderate 0.52007306 Constructive 0.518 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Born and raised in Toronto and am 100% fed up with the majority of the Indian population. 90% of what I've experienced in my encounters with them is racism. 😂
Born and raised in Toronto and am 100% fed up with the majority of the Indian population. 90% of what I've experienced in my encounters with them is racism. 😂
Identity Attack0.5135796
Insult0.3126888
Profanity0.10982819
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.43720075 Constructive 0.553 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in …
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in accidents...deliberately and by accident. They are nasty. Don't follow rules. Impose their own ways on everybody else. I'm not racist but they make me feel partial.
Identity Attack0.46028158
Insult0.4125297
Profanity0.15283443
Threat0.011819307
Severe Toxicity0.022452017
Moderate 0.42985553 Constructive 0.687 Personal_Narrative
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Awwww boo hoo for that first yt lady crying about the few years she's experienced "rac*sm", always the victim. You yt's cant be the oppressed and the oppressor. You act like a few videos of …
Awwww boo hoo for that first yt lady crying about the few years she's experienced "rac*sm", always the victim. You yt's cant be the oppressed and the oppressor. You act like a few videos of some derkas spouting off about sharia law proves your point? I dont like them either but quit acting like you've lived under oppression your whole life. What a joke.
Identity Attack0.2463217
Insult0.34626248
Profanity0.24910301
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.461 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 …
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 in London when my friend took me along to a gurdwara,my first time . They don't ask any questions, they just feed and you will see people volunteering their services at preparing the food and someone else serving you...at least, they give back to society unlike some of the filthy rich who just want to hoard more and give nothing back . People don't realize that the world revolves on kind people and their generosity. If everyone was greedy, there would be nothing else to hoard and you can't even take it with you when your life ends. I guess it's just a matter of perspectives and your life experiences !
Identity Attack0.39461556
Insult0.37506318
Profanity0.20808282
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.844
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
The racism these people are experiencing in our country is disgusting, beyond that the racism they experience on the internet?? The title you chose is so indicative of how you feel
Identity Attack0.23467018
Insult0.3393024
Profanity0.09389619
Threat0.0086087575
Severe Toxicity0.014253352
Moderate 0.37694603 Moderate Con 0.453 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from …
Brother JamCan, this whole thing was predictable decades ago! I got to Canada in 1995 right after hell unfolded in the country of a thousand hills! I saw with my own eyes & felt from personal experience how great my adopted country was! However, not everything was rosy! I saw and experienced the "not-in-your-face" anti-black racism, whether politically, socially, and most def in the employment market! At the same time, the establisment (read white folks) was busy encouraging & promoting east indians to take up leadership roles in all spheres of the society, thus making them the "model minority" in the country! This mess was bound to happen, and in the end, this is what got us here! My feeling is that white canada is totally responsible for this, and they should stop crying on TV, roll up their sleeves, and clean up the mess! Peace Out!
Identity Attack0.3817989
Insult0.20434737
Profanity0.12991914
Threat0.012751401
Severe Toxicity0.016512826
Moderate 0.32919475 Constructive 0.744 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Experiencing a loss of respect after discovering his racist approach.
Experiencing a loss of respect after discovering his racist approach.
Identity Attack0.21470967
Insult0.24928534
Profanity0.029888187
Threat0.008220384
Severe Toxicity0.0075531006
Moderate 0.3260917 Moderate Con 0.304 Moral_Argument
Feb 6, 2026 Inside Canada's Indian Invasion...
Immigration officers in India should be immediately called back & replaced by some mature, experienced people who know the games played by that country to fool us.
Immigration officers in India should be immediately called back & replaced by some mature, experienced people who know the games played by that country to fool us.
Identity Attack0.32476485
Insult0.24424846
Profanity0.0569429
Threat0.021645326
Severe Toxicity0.010528564
Moderate 0.32397532 Low Con 0.279
Oct 1, 2025 IRCC Names India in Study …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate (because we all look the same to white people 🙃🙃)
Identity Attack0.38208112
Insult0.0838533
Profanity0.06295506
Threat0.009178371
Severe Toxicity0.011138916
Moderate 0.31825066 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
First time experiencing Indo-Aryan mass migration? It’s just a bit brown. That’s all. The pale ones, the brown ones all are built to migrate and replace.
First time experiencing Indo-Aryan mass migration? It’s just a bit brown. That’s all. The pale ones, the brown ones all are built to migrate and replace.
Identity Attack0.37292135
Insult0.0820023
Profanity0.060951006
Threat0.013528148
Severe Toxicity0.012435913
Moderate 0.30136615 Low Con 0.27
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was extremely disheartening (I’m experiencing racism from people darker than me?!). Eventually one landlord told me what was up - they must help their own people and essentially only rent to other Indian people. You see it in all the companies where you have an Indian hiring manager - they are biased to employing only their own. I was left no choice but to leave Brampton.
Identity Attack0.36702603
Insult0.15556364
Profanity0.10178173
Threat0.010938995
Severe Toxicity0.013414118
Low Tox 0.28548008 Constructive 0.737
Sep 21, 2025 104 likes Inside Canada's Indian Metropolis (Brampton)
I agree with the these people's comments regarding the immigration issues. I've been Canadian for over 50 years and this is the worst I've seen or experienced here in this country. Why are we as …
I agree with the these people's comments regarding the immigration issues. I've been Canadian for over 50 years and this is the worst I've seen or experienced here in this country. Why are we as major tax payers are forced to finance the lives of these people who are only here to take from us, not give back in any way for us who supported them coming in to feel it's been a good decision made by our government, from our pockets. They do also bring their war, stealing, lying, scamming with them, creating more division with us who were living peacefully before. There's so much more that I see and experience now, that makes me want to leave, and it shouldn't be me who leaves home for others who have no good intentions.
Identity Attack0.17070955
Insult0.24767025
Profanity0.038655918
Threat0.012803185
Severe Toxicity0.009117126
Low Tox 0.28425202 Constructive 0.826 Fear_Threat
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. They go about their daily lives like any other Quebecer who is settled here. And when the time comes to leave, they have to sell off what little they own and return with nothing. They shout and argue as if Canada owes them something, even though they haven't received any financial assistance from their own governments in their home countries, yet here they come demanding it. I hope that what they experienced here will motivate them to prosper when they return.
Identity Attack0.25309357
Insult0.15769513
Profanity0.026590679
Threat0.00823333
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.727 Policy_Critique
Nov 20, 2025 8 likes Quebec Ends Economic Immigration Program …
He never experienced racism because he’s still living in India !!
He never experienced racism because he’s still living in India !!
Identity Attack0.26663736
Insult0.06302499
Profanity0.026454043
Threat0.0070552654
Severe Toxicity0.0075531006
Low Tox 0.24282593 Moderate Con 0.308
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's …
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's getting harder and harder especially since majority of staff in jobs I worked recently are prejudiced and stick to their own ranks. Good journalism M8 I can't believe you put yourself in that situation at the end
Identity Attack0.26663736
Insult0.06477321
Profanity0.047173142
Threat0.00948907
Severe Toxicity0.00667572
Low Tox 0.22846605 Constructive 0.822 Personal_Narrative
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
It's true though. I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and …
It's true though. I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and guess what? they're indian/punjab (sorry, unsure all the proper terms of people or the differences). Not to mention that they treat indigenous women the way they would back home.... Pretty much every person I know (I'm indigenous and have experienced it myself) has experienced some sort of harassment or assault or whateva with them... And yes, I know it's not all of them, I also know some great people that are indian/punjab but I'm not going to act like there isn't a problem....... Then people think indigenous people get "hand outs"... I was broke for over two years, I tried welfare, it's not as easy as it seems to people lol Also, I'm sure I'm wrong, but I always assumed Immigration was like... reserved for people that need it kind of like refugees.
Identity Attack0.23770751
Insult0.07808672
Profanity0.07740857
Threat0.012699619
Severe Toxicity0.008277893
Low Tox 0.21508642 Constructive 0.838 Personal_Narrative
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Yep. Nb here. My country is Unrecognizable! I live I'm a upper class area in a housing crisis. I have at least 500 immigrants in my neighborhood. Our schools are a mess. Our Canadian children …
Yep. Nb here. My country is Unrecognizable! I live I'm a upper class area in a housing crisis. I have at least 500 immigrants in my neighborhood. Our schools are a mess. Our Canadian children have no help. I'm blown away bc I've never experienced anything like it. Tax payes pay this!
Identity Attack0.12208464
Insult0.06826523
Profanity0.020510335
Threat0.006874025
Severe Toxicity0.0045394897
Low Tox 0.19219314 Constructive 0.769
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted over £45 trillion worth of wealth from India, in addition to priceless artefacts, precious stones, and cultural treasures stolen, many of which remain in the British Museum to this day. India was subjected to foreign rule for nearly a thousand years, culminating in English colonial rule. During this time, countless Indians were enslaved, shackled, and forcibly transported to distant English colonies to work as indentured labourers under inhumane conditions. " Hindu tax ' was imposed on every Indian, and English rulers collected the tax on gunpoint for centuries. Those who did not have money were used as slaves in English households. Ancient India, once a beacon of knowledge and wisdom, was known as a subcontinent of learning and prosperity, contributing up to 38% of the world’s GDP at its height. For centuries, Indians struggled for their freedom, drawing strength from the timeless values of truth and non-violence embedded in our culture. The freedom movement, led through non-violent resistance, ultimately led to India's independence in 1947. However, the residual grip of colonial influence continued until around 1956. By the end of colonial rule, India’s sacred and ancient universities had been dismantled, and the country—once among the richest—was reduced to one of the poorest nations in the world. Widespread poverty, illiteracy, disease, social divisions, and national humiliation were the tragic legacies of foreign rule. If might and brawn continue to justify exploitation, it must be confronted with truth, non-violent justice, and a collective call for accountability.
Identity Attack0.16587129
Insult0.06634661
Profanity0.035399333
Threat0.01698343
Severe Toxicity0.005836487
Low Tox 0.17458448 Constructive 0.6 Comparative_Framing
Sep 19, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch and release program for repeat offenders, even violent ones! And made drugs decriminalised! From what I heard, there was commercials and panphlets all over differnt countries saying come to canada for a better life, its great here! Many came and because of the housing shortage due to the red tape, people were sleeping on the street in front of the government offices! Its also colder then many people that have never experienced could even imagine! Then there starting from the bottom! A chip on there shoulder thinking the gov owes them and do whatever you can to get payed! Hence why there were so many car, jewlery store, liqure store thiefts and break & enters! The cops were literally telling people to keep there car keys near the door so the thiefs can take them with no altercation! I blame turdo and sean fraser! Fun fact, sean fraser was the immagration minister then got cabnet shuffled to housing minister during turdos terms, idk what he is now but i think hes still in cabnet. I try not to be racist but this failed experiment and just plain bad math/out of touch with reality cabinet ministers are litterally making people racist! Its too many, too fast, when there manipulating the housing market by red taping it so much nobody can get a shovel in the ground! The stupidity of the gov is insane! I dont like the convervatives either as they will just swing the pendulem so far the other way too fast, i.e. cut everything! Including when they were hurting single mothers on welfare and persons with disibilities, we need somthing new, maybe a.i. or the upcomming future party, idk but this crap is wak!
Identity Attack0.053854458
Insult0.0670459
Profanity0.023311393
Threat0.011042561
Severe Toxicity0.0046157837
Low Tox 0.15490346 Constructive 0.646 Policy_Critique
Jan 27, 2026 1 likes 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.