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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: "Not if you avoid them …" 71 comments · Page 1 of 3
avoid any illegal shit, they will use any excuse to take down your channel
avoid any illegal shit, they will use any excuse to take down your channel
Identity Attack0.34324843
Insult0.47384647
Profanity0.759977
Threat0.09623027
Severe Toxicity0.23340854
Toxic 0.8364697 Low Con 0.138 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Identity Attack0.5135796
Insult0.6370372
Profanity0.68353343
Threat0.03856628
Severe Toxicity0.35368225
Toxic 0.7675452 Moderate Con 0.371 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do …
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do not clean and are just dumb people.
Identity Attack0.50515765
Insult0.6831271
Profanity0.3320008
Threat0.011405042
Severe Toxicity0.027833538
Moderate 0.6667219 Moderate Con 0.388 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 of my grandparents were immigrants to Canada - I really resent today’s immigrants and grifters who claim asylum to avoid leaving. I do not give permission to pay for one more soul. I’m really starting to hate people in general because of all of this.
Identity Attack0.44690517
Insult0.57787937
Profanity0.43669638
Threat0.018364733
Severe Toxicity0.08859174
Moderate 0.6289369 Constructive 0.507 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
0:17 upper class are the ones that actually eat poop.😂 Other's avoid it.
0:17 upper class are the ones that actually eat poop.😂 Other's avoid it.
Identity Attack0.19495805
Insult0.40243408
Profanity0.44431314
Threat0.018882722
Severe Toxicity0.06101104
Moderate 0.5885171 Low Con 0.224 Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
Then you move out of the city to avoid them and theyre now moving out of the city. Canada is absolute trash. As a native american who was already treated like a immigrant in canada. …
Then you move out of the city to avoid them and theyre now moving out of the city. Canada is absolute trash. As a native american who was already treated like a immigrant in canada. I cant wait to watch it burn. I'll still be here when the smoke clears.
Identity Attack0.50588524
Insult0.5678696
Profanity0.20016506
Threat0.34804323
Severe Toxicity0.070156105
Moderate 0.584095 Moderate Con 0.466 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I avoid gen z AT ALL COSTS!! The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
I avoid gen z AT ALL COSTS!! The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
Identity Attack0.08170113
Insult0.5678696
Profanity0.22653213
Threat0.019918699
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.404 Insult Identity_Assertion
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys …
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys at Munich to avoid engaging with any of the content of Rubio's speech. The left does this all the time, rather than offer any defense they just shout "racism" or "islamophobia" or "transphobia"
Identity Attack0.4482637
Insult0.5497792
Profanity0.12035047
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.561 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I was at Walmart the other day and this one Indian guy working there stunk up the whole aisle with his B.O. everyone avoided that aisle he was in and I wanted to puke 🤢 …
I was at Walmart the other day and this one Indian guy working there stunk up the whole aisle with his B.O. everyone avoided that aisle he was in and I wanted to puke 🤢 🤮
Identity Attack0.40447855
Insult0.42367843
Profanity0.33808854
Threat0.13532294
Severe Toxicity0.06488878
Moderate 0.4850187 Moderate Con 0.486 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. …
I complain sometimes about driving in Montreal but I was driving around the GTA last month and holy s***t it's bonkers. It really has become some third world type shit in certain areas over there. In general there's things to complain about in Montreal to be sure - including on the immigration front - but IMO we're far better off than all the other big Canadian cities. You can't really get by in Québec city if you don't speak French but if you want to be in a Canadian city and avoid all _this_ kind of stuff then Québec city is the real ticket.
Identity Attack0.2831485
Insult0.42567953
Profanity0.5365423
Threat0.0113014765
Severe Toxicity0.0475607
Moderate 0.47886392 Constructive 0.743 Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written …
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written driving test or practical driving test. So they get real licenses without ever being tested or having to practice with a full licensed driver for 9 month to a year before getting their G2 which is the middle license after a G2 and 5 years you then do another driving test and get you G license (specific to Ontario). They just walk in pay and leave with a G license. The other corrupt part of this is the licenses issuers have a quota of fails to hit every day and because they pass all the Indians they fail the white kids and adults to meet their quota. We actively avoid getting our licenses at heavily Indian populated areas to avoid being failed solely because we are white and they need to meet their quota. This is becoming increasingly more difficult as the government continues to bring in an unsustainable number of Indian immigrants
Identity Attack0.40713623
Insult0.45135358
Profanity0.36230123
Threat0.011638066
Severe Toxicity0.023880709
Moderate 0.46716887 Constructive 0.521
Jan 27, 2026 Inside Canada's Indian Invasion...
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true …
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true that Germans, Irish, Italians etc did migrate to USA en masse, but they did it out of desperation, to avoid famines. Indians must understand, western people despise the fact that so many Indians living in their countries. They don't like you. They why? Come back to your motherland, and serve the nation.
Identity Attack0.46028158
Insult0.41767508
Profanity0.1696208
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.46716887 Constructive 0.652
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
When they heard Canada welcomes anybody, all dead beats rushed for a free ride. Awful immigration tactic. From envied country, now one to avoid. Terrible.
When they heard Canada welcomes anybody, all dead beats rushed for a free ride. Awful immigration tactic. From envied country, now one to avoid. Terrible.
Identity Attack0.28034934
Insult0.33154017
Profanity0.026317406
Threat0.029069828
Severe Toxicity0.0127685545
Moderate 0.36095104 Moderate Con 0.354 Policy_Critique
Jun 20, 2025 1 likes How Canada broke its immigration …
I was wondering why there's so many young Indians in Toronto all of a sudden... I literally have to avoid certain places because it doesn't feel safe anymore
I was wondering why there's so many young Indians in Toronto all of a sudden... I literally have to avoid certain places because it doesn't feel safe anymore
Identity Attack0.40713623
Insult0.1378885
Profanity0.059948977
Threat0.010188141
Severe Toxicity0.01393057
Moderate 0.3389984 Constructive 0.57 Fear_Threat
Oct 2, 2025 2 likes IRCC Names India in Study …
It’s not against immigrants!! It’s against Indian immigration that has taken advantage of our system Im tired of trying to avoid the truth
It’s not against immigrants!! It’s against Indian immigration that has taken advantage of our system Im tired of trying to avoid the truth
Identity Attack0.3817989
Insult0.11978693
Profanity0.057944927
Threat0.011793415
Severe Toxicity0.014898917
Moderate 0.33255672 Moderate Con 0.415
Sep 11, 2025 Why Canadians Are Turning Against …
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada …
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada has to promote immigration in order to avoid depopulation which may harm the economy. 4. Since immigration is promoted, it has opened door for Indians, arabs, chinese. 5. Canada is changing because whites did forgot that they are required to bear enough children to preserve their identify and race. 6. Whites can change this trend if they decide. How? Every whiteman should mary and have enough kids (two kids and above).
Identity Attack0.40351558
Insult0.15698463
Profanity0.041912504
Threat0.011042561
Severe Toxicity0.012574885
Moderate 0.3286776 Moderate Con 0.304 Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Scarborough is a crime ridden cesspool! I gave up a 35 yr career just so I didn't have to deal with the environment. I will never in my lifetime will I go back. I avoid …
Scarborough is a crime ridden cesspool! I gave up a 35 yr career just so I didn't have to deal with the environment. I will never in my lifetime will I go back. I avoid the gta as a whole when I can. It's a shame that our home has gone straight down the drain.
Identity Attack0.024600167
Insult0.33964422
Profanity0.07255927
Threat0.009955117
Severe Toxicity0.008964539
Moderate 0.3260917 Constructive 0.589 Personal_Narrative
Sep 9, 2025 Why Canadians Are Turning Against …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
lwkey could've been avoided if we had all just been Christians 🫩
lwkey could've been avoided if we had all just been Christians 🫩
Identity Attack0.29188538
Insult0.06529768
Profanity0.085167445
Threat0.012337137
Severe Toxicity0.013091337
Low Tox 0.27525392 Low Con 0.259 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on the internet who lose it on me for no reason at all. The most hateful people i have met online have been canadians. I have talked to american gr0ypers online on platforms like discord and omegle etc... and they've been more respectful, polite and friendly than so called "liberal" canadians. Some of them i even befriended. This is sad. What a sorry state it would be to live in one of these canadians mind. Filled with hate against one particular peoples. All of this hate that i have received will only make me definitely avoid to visit canada at all costs!
Identity Attack0.23998553
Insult0.1640896
Profanity0.055940874
Threat0.008272167
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Feb 26, 2026 2 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.