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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

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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: "This country has turned into …" 178 comments · Page 7 of 8
Welcome to world economic forum and liberals that is what you get Canadians are sleeping besides crying online people should go protest like they do if people dont show their frustration its just going to …
Welcome to world economic forum and liberals that is what you get Canadians are sleeping besides crying online people should go protest like they do if people dont show their frustration its just going to continue good luck before this country turns in to a 3 world country
Identity Attack0.06431354
Insult0.06319981
Profanity0.014532468
Threat0.007909686
Severe Toxicity0.0031089783
Low Tox 0.147767 Low Con 0.284 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy to protect Canadian jobs, housing, healthcare, and social cohesion from documented exploitation. 1. Failure to Assimilate: Parallel Societies Indian newcomers are building insulated communities rather than integrating: Enrolling children in private ethnic schools that teach Punjabi/Gujarati/Hindi first, Canadian history second. Erecting religious/cultural statues (e.g., Sikh soldiers, Hindu deities) that symbolize India, not Canada. Hiring almost exclusively within their networks—creating ethnic enclaves in Brampton, Surrey, and Abbotsford. Result: Two-tier citizenship where one group opts out of shared Canadian identity. 2. Systematic Fraud & Loophole Exploitation IRCC data shows India as the #1 source of immigration fraud: Diploma mills: Over 100 Punjab-based “colleges” exist solely to sell student visas. Graduates demand PR after 6–12 months of attendance. Staffing note: Many of these fake schools hire only Indian instructors and administrators. Chain migration: One student sponsors parents → parents sponsor siblings → endless loop. Elderly parents (65+) arrive with zero tax history yet access free healthcare and OAS/GIS top-ups. Driver’s license fraud: Punjabi-language road tests in India allegedly purchased for $500–$1,000; new arrivals cause chaos on GTA roads. Leadership capture: IRCC Regional Director – Harpreet Kochhar Deputy Minister (Citizenship) – Pemi Gill Director of Fraud Detection – Aiesha Zafar → 79,000+ “lost” Indian files (2024 Auditor General report). Demand their removal for incompetence and conflict of interest. 3. Healthcare & Professional Capture: Profit-Driven Abuse Indian-trained professionals now dominate key sectors and prioritize their own community: Veterinarians & physicians: Order excessive tests (MRIs, blood panels, ultrasounds) on healthy pets/patients to inflate billings. Ontario Veterinary College audits (2023) show Indian-owned clinics average 3.2× more procedures per visit than Canadian peers. Hospital wait-list manipulation: Indian-descended administrators in GTA hospitals (e.g., Brampton Civic, William Osler) fast-track Indian patients via “family referrals,” pushing Canadians to 12–18 month delays for knee/hip replacements. Pharmacy chains: Indian-owned Shoppers Drug Mart franchises in Peel Region refuse to hire non-Indian pharmacists; staff counsel Indian patients to stockpile free meds under Trillium Drug Program. Result: Canadians pay taxes for a system that now serves insiders first. 4. Housing & Resource Monopoly Real-estate bidding rings: Indian investor groups (often 8–12 families pooling funds) outbid Canadian first-time buyers by 20–40 % in Brampton, Mississauga, and Surrey. CMHC data (2024): 62 % of multiple-offer wins in these cities involve Indian surnames. Illegal basement suites: 40,000+ unpermitted units in Peel Region—90 %+ rented exclusively to Indian students/newcomers, bypassing fire codes and municipal taxes. Food-bank abuse: Brampton food banks report 75 % of users are Indian international students with $60 k tuition-paid status—yet eligible for free groceries while Canadian seniors are turned away. 5. Unsustainable Strain on Resources Birth rates: Indian-Canadian fertility ~2.8 vs national 1.4 (StatsCan 2023). Strategic demographic expansion drains schools, maternity wards, and child-tax benefits. Job displacement: Nepotism in trucking, security, and hospitality pushes Canadian-born workers aside. Example: Tim Hortons franchises in Peel Region—90 % Indian staff, zero ads on Indeed. Welfare despite employment: PGWP holders earn $18–22/hr in cash-heavy roles yet qualify for GST/HST credits and Ontario Trillium Benefit. 6. Imported Crime & Work Ethic Issues Gang violence: Brampton/Surrey now rival Toronto for Indo-Canadian gang shootings (Peel Police 2024). Fraud rings: $2 B+ in CESTB/CEBA scams traced to Punjab call centres. Workplace corners-cutting: Health Canada inspections cite Indian-owned pharmacies for fake prescriptions; MTO flags Indian-heavy trucking firms for log-book fraud. Immediate Policy Demands 180-day moratorium on all Indian visas (study, work, visitor). Close 150+ diploma mills; revoke licences of agents in Punjab/Chandigarh. End parental sponsorship for anyone over 55 with <10 years Canadian tax residency. Mandate public-school enrollment for all PR children; no public funding for ethnic private schools. Fire & replace Kochhar, Gill, Zafar—appoint independent auditors. PR points overhaul: Minimum 5 years continuous skilled work + CLB 9 English + clean police record. Healthcare audit: Cap billing per patient; random audits of Indian-owned clinics/hospitals. Housing registry: Ban cash offers >10 % above asking; require proof of 5-year Canadian income for multiple-property purchases. Canadians citizens who contributed and work hard to built this country must be prioritize. Full stop! The evidence is public, parliamentary, and police-reported. Ignore the “racism” label—protect the country before these Indians takeover completely takes over Canada.
Identity Attack0.10699738
Insult0.037980765
Profanity0.014225035
Threat0.008272167
Severe Toxicity0.0035095215
Low Tox 0.12520397 Constructive 0.581
Oct 29, 2025 Why Canadians Are Turning Against …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Identity Attack0.10815793
Insult0.025155678
Profanity0.023106437
Threat0.008336896
Severe Toxicity0.003643036
Low Tox 0.11316007 Low Con 0.3 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All about equality and being thoughtful until they turn you're 1st world country into a 3rd world country.
All about equality and being thoughtful until they turn you're 1st world country into a 3rd world country.
Identity Attack0.06431354
Insult0.02657372
Profanity0.016035475
Threat0.009178371
Severe Toxicity0.0032234192
Low Tox 0.112746716 Low Con 0.24
Feb 10, 2026 Inside Canada's Indian Invasion...
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing …
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing in so many to Canada? Is the Canadian government truly that humane? Clearly one impetus for this mass immigration was Canadians cannot by themselves support all of the social systems -- healthcare, welfare, retirement, etc., so Canada needed immigrants who would work like drones to financially support the country. There is also the business interest. Everywhere you turn there is new high-rise being built with hundreds of apartment who do you think is going to pay the $3000 rent for those apartments? Canadians banks also love the deposits of hardworking immigrants. Don't get it twisted, immigrants have been allowed into Canada out of necessity not humanity.
Identity Attack0.052490227
Insult0.055547886
Profanity0.015967157
Threat0.0074436385
Severe Toxicity0.00289917
Low Tox 0.112540044 Constructive 0.685
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place …
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place --> and turn it into the place they're escaping from. Let's face it: politics is one of the problems, but you can't blame that fully for lack of civic sense?
Identity Attack0.015757138
Insult0.04969218
Profanity0.03615085
Threat0.007081157
Severe Toxicity0.0023651123
Low Tox 0.11202335 Constructive 0.657 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau let too many from one or two countries in that have no business being let in and now they are trying to turn toronto into new new dehli and I can't stand him for …
Trudeau let too many from one or two countries in that have no business being let in and now they are trying to turn toronto into new new dehli and I can't stand him for it
Identity Attack0.033011556
Insult0.04852104
Profanity0.013439372
Threat0.0069387536
Severe Toxicity0.0020599365
Low Tox 0.11119666 Moderate Con 0.434
Sep 2, 2025 1 likes How Canada broke its immigration …
Why can Quebec make decisions about their immigration but the rest of the country is slowly turning into India?
Why can Quebec make decisions about their immigration but the rest of the country is slowly turning into India?
Identity Attack0.09245483
Insult0.027730936
Profanity0.01265371
Threat0.00636914
Severe Toxicity0.0022125244
Low Tox 0.11036996 Low Con 0.266
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Identity Attack0.056582913
Insult0.026058068
Profanity0.012722028
Threat0.007262398
Severe Toxicity0.002298355
Low Tox 0.10653123 Moderate Con 0.494 Identity_Assertion
Nov 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a …
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a housing crisis, Canada HAS to turn the "NO VACANCY" light on and send a bunch back. And before any governments send $$$ care packages to another country, Canadians should be asked if yes or no and about how much, NOT the governments. They are there to work FOR us not us for them!
Identity Attack0.014249804
Insult0.038566336
Profanity0.055940874
Threat0.0065697995
Severe Toxicity0.0027275085
Low Tox 0.102192536 Constructive 0.54 Policy_Critique
Aug 28, 2025 6 likes Why Canadians Are Turning Against …
It wouldn't be so bad if they were good hearted people like most other immigrant groups. Turns out they are just looking for ways to undermine you somehow, like you are in a corporate office, …
It wouldn't be so bad if they were good hearted people like most other immigrant groups. Turns out they are just looking for ways to undermine you somehow, like you are in a corporate office, but it's the whole country instead of an office.
Identity Attack0.06340405
Insult0.026058068
Profanity0.014874061
Threat0.007624879
Severe Toxicity0.0019931793
Low Tox 0.10045706 Moderate Con 0.484 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh no doubt they live better than the First Peoples of this country. Something needs to be done! And fast before this turns into something bad.
Oh no doubt they live better than the First Peoples of this country. Something needs to be done! And fast before this turns into something bad.
Identity Attack0.01656105
Insult0.026831545
Profanity0.014600786
Threat0.0097738765
Severe Toxicity0.002231598
Low Tox 0.09828771 Moderate Con 0.402
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Unbelievable what this country has turned into
Unbelievable what this country has turned into
Identity Attack0.02721288
Insult0.025284592
Profanity0.024541125
Threat0.0076637166
Severe Toxicity0.002784729
Low Tox 0.09741997 Low Con 0.255 Fear_Threat
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you …
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you want, and it still won’t fix the housing crisis. And let’s be precise: immigrants are not the same as migrants. Canada has high levels of legal, permanent immigration, but very little irregular or transient migration compared to other Western countries. The problem isn’t people needing homes. It’s homes being treated like safety-deposit boxes for the global rich. Empty houses, speculative ownership, and capital parked in real estate do far more damage than newcomers ever could. Blaming immigration is just a convenient distraction from the real issue: housing has been turned into an investment vehicle instead of a place to live.
Identity Attack0.035847444
Insult0.029604018
Profanity0.013576009
Threat0.007353018
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.615 Policy_Critique
Feb 11, 2026 7 likes Canada's tighter immigration policy divides …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at friends dinners and other different friends houses and attending eastern-themed event from all different parts of the East. There was so much to learn just in my own country from other people from other countries it was fascinating !!! I got to take part in different ceremonies and watch different people celebrate the same sort idea about something in much different ways, I loved it. I learned at least half of my best exterior Plastering tricks from people that had thick accents from all over the East and I'm better plasterer because of it. I learned cooking recipes in the kitchen that I probably never would have stumbled across randomly. I was shown in person all the nuances to certain ways different cultures cooked - like how amazing is that!! There are maybe only a few tricks that I was able to show in return but I always tried to do my best ! The amount of community an alternate types of activities or interesting festivals that without multiculturalism would not even exist . When I was young everybody new integrated into the neighborhood unit first got to know the neighbourhood we're introduced the community center and then obviously people have their own separate areas that they prefer. We first became one, one by one, and meet each other and try to have some fun together that's the whole point! Community or block parties when I was a kid had all of our parents looks like representatives from different countries, that's the way it used to be anyway.... where did it all go? I stopped seeing this type of beautiful multi-ethnic Harmony roughly 10 years ago. Not only that when I try to be a part of new things I am literally turned away or shunned in some weird way I don't know why... I can't even believe how I'm treated.
Identity Attack0.037394293
Insult0.024640027
Profanity0.023106437
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.083999306 Constructive 0.852
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly …
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly come here and start living the way they used to effectively turning Canada into new India… all I’m saying is I don’t mind respectful people but if you come here acting like it’s your motherland you need to learn to respect the culture and land here.
Identity Attack0.06385879
Insult0.021868404
Profanity0.013576009
Threat0.006479179
Severe Toxicity0.0021457672
Low Tox 0.07845957 Constructive 0.782 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only …
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only to those it needs and that as a privilege -NO ONE has any rights to coming to Canada and those who are accorded such an opportunity need to understand clearly that they are opting for a new way of life that gives them opportunity and must be prepared psychologically to adapt and contribute -This concept has been brutalized in recent decades and law order and expectations have been trampled on -Hence today’s situation-a Canadian who came according to law and embraced Canada its way of life and Canadians
Identity Attack0.035589635
Insult0.029053112
Profanity0.012107162
Threat0.006977591
Severe Toxicity0.0019931793
Low Tox 0.075294 Constructive 0.616 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Trudeau wanted to turn Canada into a tropical country
Trudeau wanted to turn Canada into a tropical country
Identity Attack0.023548502
Insult0.017901845
Profanity0.00020274693
Threat0.0004809652
Severe Toxicity0.0000057603065
Low Tox 0.06357931 Unverified_Claim
Apr 15, 2025
Thank you Tyler for covering this issue. A lot of Canadians who were born here feel the same way about this country turning into South Asia 2.0, but very few are vocal about it, and …
Thank you Tyler for covering this issue. A lot of Canadians who were born here feel the same way about this country turning into South Asia 2.0, but very few are vocal about it, and some are willfully blind to the consequences. This may be an immigrant country, but it's certainly not sustainable at the rate we're going....
Identity Attack0.033527173
Insult0.022706337
Profanity0.00995513
Threat0.006246155
Severe Toxicity0.001168251
Low Tox 0.058737632 Constructive 0.728 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. …
The government has turned us against each other imagine a country where the Prime Minister and the minister of finance quit. They got paid and left the country in shambles. Then they put this proxy. Prime Minister in place had an election and somehow he was still the Prime Minister so much for voting.
Identity Attack0.0047357255
Insult0.023221988
Profanity0.015557245
Threat0.006757513
Severe Toxicity0.0010728836
Low Tox 0.051068526 Moderate Con 0.436
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Don't start turning out country into the US.
Don't start turning out country into the US.
Identity Attack0.023997234
Insult0.015340924
Profanity0.011389818
Threat0.008841781
Severe Toxicity0.0019454956
Low Tox 0.04711028 Low Con 0.191
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Tables would be turned if we did this in their country. They easily forget that you still have to work in Canada
Tables would be turned if we did this in their country. They easily forget that you still have to work in Canada
Identity Attack0.025203101
Insult0.014732921
Profanity0.01086035
Threat0.006699257
Severe Toxicity0.0011968613
Low Tox 0.041915078 Moderate Con 0.348 Comparative_Framing
Sep 23, 2025 1 likes Why Canadians Are Turning Against …

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.