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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

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Active: "This is India now Canada …" 853 comments · Page 24 of 35
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures …
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures in India. For whatever reason there seems to more Punjabi migrants in Canada than from any other state in India. Its the job of Canada to enforce assimilation and immigration rules, they deliberately don't. Littering and defecating in public spaces is illegal in Canada but the Canadian government refuses to enforce those rules.
Identity Attack0.17925262
Insult0.081261896
Profanity0.03339528
Threat0.007870848
Severe Toxicity0.005760193
Low Tox 0.1991664 Moderate Con 0.476 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's …
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's probably why there are so many accidents.
Identity Attack0.22458547
Insult0.053205602
Profanity0.029186781
Threat0.008065036
Severe Toxicity0.0049972534
Low Tox 0.1991664 Constructive 0.661 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some …
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some of this people even take double status from India and Canada giving them political rights is most dangerous hope your Canadian government wakes up from deep sleep
Identity Attack0.17536941
Insult0.06984934
Profanity0.0157622
Threat0.010188141
Severe Toxicity0.00541687
Low Tox 0.19870108 Constructive 0.598
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Half of india popu went to usa and canada in the last 6years😂😂😂
Half of india popu went to usa and canada in the last 6years😂😂😂
Identity Attack0.1769227
Insult0.06774519
Profanity0.049427703
Threat0.007327127
Severe Toxicity0.0065231323
Low Tox 0.19870108 Low Con 0.163 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Canada feels like mini India now 😂
Canada feels like mini India now 😂
Identity Attack0.18903255
Insult0.071116626
Profanity0.042413518
Threat0.008103873
Severe Toxicity0.007171631
Low Tox 0.19870108 Low Con 0.274
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
India decendent Indian decendent in Canada means they're First Nations. These are immigrants that couldnt make it in their homeland and choose Canada.
India decendent Indian decendent in Canada means they're First Nations. These are immigrants that couldnt make it in their homeland and choose Canada.
Identity Attack0.21470967
Insult0.0623257
Profanity0.014327513
Threat0.006330303
Severe Toxicity0.004005432
Low Tox 0.19789438 Moderate Con 0.399
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - …
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - Winnipeg Labs - SNC Scandal - Aga Khan trip Scandal - $84k Jamaican Vacation - $6k/night for a single room for the Queen's Funeral - $1.3 Million on 3 'Affordability Retreats' - China Election Interference - Chinese Police Stations in Canada - Green Slush Fund Scandal - Funding Islamic groups who are protesting in support of Hamas - $1 Billion paid out for Hotels for Immigrants - $40 Million to fire staff - A Billion Dollars to CBC to collapse their credibility - Blocking Veterans Affairs Committee investigation - $29 Billion in cost overruns on TMX - Expanding MAiD into those with Mental Illness - $2 Billion to invest in companies that don't exist - $500 Million to fund abortions in other countries - WE Scandal - CPP increase and CPP2 - Highest inflation in 30 years - Highest interest rates in 30 years - Unsustainable immigration - Forcing Untested Vaccinations - Ignoring Vaccine Injured - 11 Million Canadians requiring Food Banks - Tent Cities in every major city - Housing and Rent prices skyrocketing - Healthcare Collapsing - Out of-control spending by the Governor General - Overpayment of CERB payments to prisoners, people who don't qualify, people who don't live in Canada - 10k Ventilators, purchased from a Liberal Friend, that never got used because they were never needed - $300 Million for storage of Mobile Hospitals that were never used - $400 Million for Quarantine Hospitals - Illegally using the Emergencies Act against Canadians - Firing Federal workers and not paying them El based on Vaccination Status - $30 Billion in making batteries for cars, while EV Manufacturers are divesting from EV Technology - $9 Million in Cricket factory for Human consumption - Accusing India of killing citizens on Canadian Soil - Soiling relations with China - Telling Germany, Japan and Greece that we don't want their business on LNG - Violent protesters allowed to escalate without recourse - Violated Canadian Charter of Rights - 2018 India Vacation Mr. Dressup - Elbow gate in HoC - 25% living in poverty - Housing is unaffordable. - Canadian forces made ineffective - Rising crime rate - Failed gun bans on lawful owner - An opioid epidemic - No progress on missing Aboriginal women - A divided country - Reduction of Canadian forestry management causing more forest fires - 6 billion to the Philippines for gender equality and fight climate change - 5 million ice rink on Parliament Hill - 8.6 million reno on the Herington Lake cottage - 2.5 million for the additional cottage at Herington lake for Sophie and kids - Safe injection sites, not so safe around children - Failed safe supply being sold for hard drugs - Legalization of hard drugs - Speaker Greg Fergus after partisan language appeared in an ad for an upcoming event in his riding - Fergus was found to have violated the act - Freeland by-election at by-election - Anthony Rota is thrown under the bus for the HoC Hunka clap-in. PMO’s office knew who he was before. - Mary Ng $17,000 ethical contract - Mary Ng named as one of the 11 MP's who allegedly conspired with foreign actors - Failed UN Security seat campaign of over 8.6 million - 300 million on redesigning the Canadian passport (what was wrong with the old design, not WOKE enough?) - 220k on in-flight catering Indo-Pacific trip, total for the trip over 2 million - Justin Trudeau bought his buddy Tom a $9 million condo in NYC - $28,000 to Randy Boissonnault’s former company - Randy Boissonnault faking indigenous to get grants/money - Randy Boissonnault steps away from HoC to be protected from his crimes - 25% of Canadians are living below the poverty line - Steven Guilbeault $30 Billion coverup - MP Joly’s husband top recipient of future entrepreneurs program - Immigration minister Marc Miller importing terrorists - $523K Joly Rush furniture order spending spree THIS IS NOT EVEN SCRATCHING THE SURFACE SHARE SHARE
Identity Attack0.10221587
Insult0.08484049
Profanity0.020442016
Threat0.008867673
Severe Toxicity0.006790161
Low Tox 0.19789438 Moderate Con 0.499 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Canada is the new India😂😂😂
Canada is the new India😂😂😂
Identity Attack0.17536941
Insult0.0623257
Profanity0.03239325
Threat0.0077154995
Severe Toxicity0.0077438354
Low Tox 0.19504376 Low Con 0.262
Oct 3, 2025 1 likes IRCC Names India in Study …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, …
canada is getting very close to having more than half of their newborns be first-generation immigrants from india. in a couple short generations, it will be impossible for canadians to win any sort of election, vote, nomination, poll, etc etc. these people and their beliefs do not work in western society. they want to overrun the population (with religion as an excuse) so they can take control and begin dismantling western culture. soon all of canadas laws and protections will defend the invasions and open their boarders wide open. western society and it's values are in grave danger. they're going to use our system against us. its happening right in front of your eyes. time to wake up. these people aren't coming to canada and the states in search of a better life or the american dream. they do not want to assimilate and they refuse our values. they are here because they want their own country, and they're very close to having it. these people were chanting DEATH TO THE WEST, DEATH TO AMERICA the day they flew over.
Identity Attack0.16801116
Insult0.0806213
Profanity0.020373698
Threat0.010343489
Severe Toxicity0.0064468384
Low Tox 0.19504376 Moderate Con 0.368 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Come to NS. Canada needs to be renamed India
Come to NS. Canada needs to be renamed India
Identity Attack0.19495805
Insult0.05027775
Profanity0.019895468
Threat0.010809537
Severe Toxicity0.009307861
Low Tox 0.19409354 Low Con 0.218 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has been sold to China and India and has now been rebranded as Chindia
Canada has been sold to China and India and has now been rebranded as Chindia
Identity Attack0.21075934
Insult0.06477321
Profanity0.017982552
Threat0.0073789097
Severe Toxicity0.005760193
Low Tox 0.19314334 Low Con 0.108 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian …
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian culture is dominating, if you go to North York, you will find more Jewish culture dominating. So there are plus and minus to this. but sad part is people are forgetting Canadian culture in this whole mess. As a immigrat who came to Canada many years ago, i find the last few rounds (2021 - 2025) that came from India are just wild people, no manners, only speak in their own language, and act superior. Sadly not everyone is like that but there are many.
Identity Attack0.20878418
Insult0.06599696
Profanity0.029050145
Threat0.007935578
Severe Toxicity0.0049972534
Low Tox 0.19314334 Constructive 0.72 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The maximum students missing from training institutions are from India, followed by China and the Philippines. No show up students are the fraudulent students entering Canada for either seeking jobs/asylum status or for entering the …
The maximum students missing from training institutions are from India, followed by China and the Philippines. No show up students are the fraudulent students entering Canada for either seeking jobs/asylum status or for entering the USA or other neighbouring countries.
Identity Attack0.17070955
Insult0.07491849
Profanity0.0137468055
Threat0.0065115434
Severe Toxicity0.003528595
Low Tox 0.19314334 Moderate Con 0.313
Oct 1, 2025 IRCC Names India in Study …
Canada's post-pandemic Indian migrants definitely do not hail from India's upper class. Most of the recent arrivals are from towns and villages in Punjab, Gujarat and Haryana, i.e. India's "Wild West". India's upper class usually …
Canada's post-pandemic Indian migrants definitely do not hail from India's upper class. Most of the recent arrivals are from towns and villages in Punjab, Gujarat and Haryana, i.e. India's "Wild West". India's upper class usually migrates directly to the US, UK, UAE and Singapore. Canada and Australia used to be popular destinations, but there's so many lower class Indians in Canada and Australia that neither country is sought after by the richer Indians now.
Identity Attack0.26155844
Insult0.06285016
Profanity0.013371054
Threat0.006479179
Severe Toxicity0.004272461
Low Tox 0.19219314 Constructive 0.612 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So now u will criticize India for canada giving shelter to khalstan which India itself warned canadian government about? How is this India's fault? Khalstan is separtist group & they don't even consider themselves Indian.
So now u will criticize India for canada giving shelter to khalstan which India itself warned canadian government about? How is this India's fault? Khalstan is separtist group & they don't even consider themselves Indian.
Identity Attack0.22631748
Insult0.06267534
Profanity0.01490822
Threat0.0077025536
Severe Toxicity0.0037002563
Low Tox 0.19219314 Moderate Con 0.329 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates …
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates who find all possible loop holes and even defraud immigration rules and exploit it. Whole villages are emptying in India and moving to suburbs in the west.. One who see Indians in the west might think Sikhs are India, but they are a miniscule minority of about 2% concentrated in Punjab region..
Identity Attack0.21866
Insult0.07365121
Profanity0.047674157
Threat0.010990778
Severe Toxicity0.006904602
Low Tox 0.19124292 Constructive 0.581
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
RIP Canada- loving message from Liberal Trudo Carney who sold Canada to India
RIP Canada- loving message from Liberal Trudo Carney who sold Canada to India
Identity Attack0.10221587
Insult0.07333439
Profanity0.014327513
Threat0.009281937
Severe Toxicity0.0038719177
Low Tox 0.1883923 Low Con 0.221 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms …
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms and hospitals. The students were Masters or Ph.D. with full scholarship. They went on to build the country but they were minorities fighting the occasional racism on the street (as the woman in the green t- shirt says). Today, as a result of Trudeau's naïveté about the level of corruption in India, there's a huge influx of relatively unqualified Indians arriving and not being able to assimilate into Canadian society because they do not have good job qualifications. They end up living in ghettos and turn to crime. We must fix that by being much more selective of Indian immigrants. As someone of the Indian diaspora, I'd also like to say that there are those Indo Canadians ("brown folks") who want nothing to do with the Brampton or Surrey ghettos. Many of us are completely secular, having no religion and share nothing with these people fighting around temples and yelling at each other in Punjabi or Hindi. We speak English and French and vote in the elections.
Identity Attack0.10221587
Insult0.089778624
Profanity0.017572641
Threat0.007197669
Severe Toxicity0.004119873
Low Tox 0.1883923 Constructive 0.806
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
When I came to Canada, I thought, "Oh my god, I think I got on the wrong plane and landed in India." They're everywhere. I work for a Canadian company where ten percent of the …
When I came to Canada, I thought, "Oh my god, I think I got on the wrong plane and landed in India." They're everywhere. I work for a Canadian company where ten percent of the employees are Canadian, and the rest are mostly Indians and refugees (from Syria, Laos, Vietnam, etc.). I think that when people don't want to accept the laws and want to live outside the law, they choose refugee status, doing whatever they want and trying to cheat the system. Canadian employers then find an opportunity to line their pockets with cheap labor, harming Canadians themselves. My view of Canada is like living on a pirate ship in the 21st century...bye, bye Canada... God help the Canadians.
Identity Attack0.16801116
Insult0.070799805
Profanity0.06546012
Threat0.008155655
Severe Toxicity0.0064468384
Low Tox 0.1883923 Constructive 0.617
Nov 22, 2025 Thousands of refugees allowed into …
9:25 when that person said ' I am proud to be Canadian', as an Indian I feel ashamed of that person. What is not there in India. Of course we can go to countries like …
9:25 when that person said ' I am proud to be Canadian', as an Indian I feel ashamed of that person. What is not there in India. Of course we can go to countries like Canada, USA to build a better professional life but not for a long time. Definitely not. It is someone else country. We don't have the right to take away their property.
Identity Attack0.17226285
Insult0.061626412
Profanity0.0166845
Threat0.007365964
Severe Toxicity0.003566742
Low Tox 0.18744208 Constructive 0.681
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
In 19th century british rule india, but in future indians rule canada, australia definately And local people just barking on them , there is slogan like when elephant moves dog will always bark. But elephant …
In 19th century british rule india, but in future indians rule canada, australia definately And local people just barking on them , there is slogan like when elephant moves dog will always bark. But elephant have to ignore them and move towards his goal
Identity Attack0.10221587
Insult0.0808917
Profanity0.019348921
Threat0.009618527
Severe Toxicity0.004425049
Low Tox 0.18649188 Moderate Con 0.309 Comparative_Framing
Feb 28, 2026 Inside Canada's Indian Invasion...
Canada taken over by South Asian Culture --- e.g- no.1 by India
Canada taken over by South Asian Culture --- e.g- no.1 by India
Identity Attack0.23391083
Insult0.05144889
Profanity0.015454767
Threat0.00823333
Severe Toxicity0.0051116943
Low Tox 0.18649188 Low Con 0.224 Fear_Threat
Aug 25, 2025 80 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.