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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: "We are changed with all …" 617 comments · Page 16 of 25
All these problems caused by fraud, begin with a Canadian taking bribes to look the other way and RCMP&BorderPatrol found ish. The politicians are now seeking mileage as if they just found out about non …
All these problems caused by fraud, begin with a Canadian taking bribes to look the other way and RCMP&BorderPatrol found ish. The politicians are now seeking mileage as if they just found out about non compliance today. Nothing will change I am sorry.. but pockets will be lined.
Identity Attack0.034300596
Insult0.06023245
Profanity0.012926984
Threat0.007534259
Severe Toxicity0.0020885468
Low Tox 0.11305673 Moderate Con 0.353
Oct 1, 2025 IRCC Names India in Study …
All the Liberals on her crying about immigration but won't vote for change. I dont feel bad for them ..... this is what they keep voting for.
All the Liberals on her crying about immigration but won't vote for change. I dont feel bad for them ..... this is what they keep voting for.
Identity Attack0.043839492
Insult0.04969218
Profanity0.013336895
Threat0.0069387536
Severe Toxicity0.0022220612
Low Tox 0.11305673 Moderate Con 0.4
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
I’m 60 years old and am now seriously looking to leave Canada. Canada will become a failed country in the next 10 years (or sooner) and I don’t see anything changing. You can’t keep on …
I’m 60 years old and am now seriously looking to leave Canada. Canada will become a failed country in the next 10 years (or sooner) and I don’t see anything changing. You can’t keep on borrowing endlessly without consequences, most Canadians don’t understand how economics work.
Identity Attack0.05794714
Insult0.04852104
Profanity0.01173141
Threat0.0072235605
Severe Toxicity0.0025367737
Low Tox 0.112850055 Moderate Con 0.446 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
My advice to the lady who makes 2700 a month, she wants advice. Well everyone i know is upset all the same. Everyone is struggling. I strongly advise to research your enemy. The politicians who …
My advice to the lady who makes 2700 a month, she wants advice. Well everyone i know is upset all the same. Everyone is struggling. I strongly advise to research your enemy. The politicians who perpetuated this and the people who refuse to recognize the dsmage and support until they selfishly only change due to direct impact on them. I advise to secure peace and tranquility you must prepare for war
Identity Attack0.007954539
Insult0.026831545
Profanity0.018324144
Threat0.047835086
Severe Toxicity0.0034332275
Low Tox 0.112850055 Constructive 0.774
Aug 29, 2025 Why Canadians Are Turning Against …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed by India in 1951 and made a state by India in 1987 to become the so-called Arunachal Pradesh. South Tibet includes Tawang, birthplace of the Sixth Dalai Lama and home to a four-hundred-year-old Tibetan Monastery. The Tibetans in occupied South Tibet are fast becoming strangers in their own native homeland because the Indian government is settling Indians in the region to change the demographic structure of the area and trashing the place just like the Indians did in India or in Canada. The Indians like to mock them, calling them Chinese as a form of insult (sometimes using slurs such as the C* word or the M* word). Rape by Indians in occupied South Tibet is a major source of anger among the locals toward the thuggish Indian occupiers. Another thing is that India doesn't trust the locals and likes to accuse them of being Chinese spies if they don't display enough loyalty to the Indian occupier. This area is tightly controlled by India, with limited access to the outside world. In 2014, a Tibetan Chinese called Nido Tania went to Delhi and was beaten to death because he looked 'Chinese'. His case was hardly an isolated one. Northeasterners in India have for years endured racial hatred by the Indian people. They have held demonstrations in New Delhi, but not much has changed. On December 9, 2025, a Chinese-looking youth from the north-east Indian state was murdered by racist Indian thugs. The thugs mocked him with racist taunts like "CHINKI, MOMO, CHINESE," etc., and then the youth was mercilessly beaten to death. This is not the first nor will it be the last case of racism against the north eastern people living under New Delhi's oppression. No killer or rapist of the northeastern people has ever been brought to justice. The Indian political leadership does nothing more than produce hollow words of sympathy: "I AM VARY VARY SAARY!" There was not even a single word of support or remorse from the high priest of the Bar-Rat hindu empire: Modi. The greatest irony and shameless hypocrisy of India and Indians is that the murdered youth's father is serving in the Indian Border Security Force and deployed along the border with China. He is fighting against China for a country that is ready to kill him and his family for looking Chinese. Some years back, yet another rape case by Indian soldiers occurred in Bomdila, South Tibet. The local police detained the two suspects, and the Indian military, fearing that the two suspects would be lynched, stormed the police station, vandalized it, and rescued the two suspects. This leads to massive protests by the local people. Eventually, the unrest caught the attention of New Delhi, and India flew in the defense minister to Bomdila to make a show of force to suppress the protests. Today, South Tibet is restless, and India knows it. This is the reason a law called the AFSPA (Armed Forces Special Power Act) is imposed on South Tibet. AFSPA gives the state the power to detain or kill anyone with impunity. No due process is needed. AFSPA is imposed on areas India deems restless, such as South Tibet and Kashmir. It is a law meant to suppress dissent and instill fear among the populace. The Tibetans in occupied South Tibet are voiceless people because they are not the right kind of Tibetans, so their plight is ignored by the Western world. I have yet to hear from the Western media any concern for the human rights abuses of the Tibetans in occupied South Tibet by India. P.S. I am using the word Tibetan as an umbrella term to include the various Sino-Tibetan Burmese people (Monpa, Abotani (called Lhotba on the Chinese side),..etc. The Sixth Dalai Lama was a Monpa) in South Tibet. The Sixth Dalai Lama is known for his many love poems and romantic escapades outside the Potola Palace. Sadly, his hometown, Tawang, is now under India's occupation since 1951. The Tawang Monastery is the last major frontier monastery before the area merged into the tribal region. It historically enjoyed a close relation with the Beijing central government. Free South Tibet (so-called Arunachal Pradesh) from India.
Identity Attack0.10221587
Insult0.032028005
Profanity0.024951037
Threat0.015947454
Severe Toxicity0.00415802
Low Tox 0.112643376 Constructive 0.594 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
I think most Canadians purport the anti-rascist agenda that those who complain about immigrants are becoming a smaller and smaller minority. It is after all the Canadian way. Our government and national attitude will never …
I think most Canadians purport the anti-rascist agenda that those who complain about immigrants are becoming a smaller and smaller minority. It is after all the Canadian way. Our government and national attitude will never change. Soon we will suffer great reprocussions for voicing any contrary opinion.
Identity Attack0.09741807
Insult0.034011267
Profanity0.01128734
Threat0.008168601
Severe Toxicity0.0024604797
Low Tox 0.112540044 Constructive 0.528
Sep 2, 2025 Why Canadians Are Turning Against …
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the …
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the decreasing sense of belonging is what does it. If we don't change course soon, we're done. Rome is falling.
Identity Attack0.06340405
Insult0.034011267
Profanity0.017231047
Threat0.0077802283
Severe Toxicity0.0028800964
Low Tox 0.112333365 Constructive 0.628 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
Europe is tightening up expelling illegal immigration’s and we have them in Canada. This government needs to change. I know I won’t be electing the next time. When liberals are in we pay the price.
Europe is tightening up expelling illegal immigration’s and we have them in Canada. This government needs to change. I know I won’t be electing the next time. When liberals are in we pay the price.
Identity Attack0.07094744
Insult0.029934563
Profanity0.0108774295
Threat0.008453408
Severe Toxicity0.0024032593
Low Tox 0.11223003 Constructive 0.508
Oct 8, 2025 1 likes Why Canadians Are Turning Against …
Living in Nova Scotia close to Halifax. They’ve swapped like 90% of the minimum wage workers for Indians. Our demographic has changed significantly since COVID, which I don’t think is an accident. I have a …
Living in Nova Scotia close to Halifax. They’ve swapped like 90% of the minimum wage workers for Indians. Our demographic has changed significantly since COVID, which I don’t think is an accident. I have a feeling the government is lying about our census studies.
Identity Attack0.06340405
Insult0.04090862
Profanity0.016957775
Threat0.006537435
Severe Toxicity0.0019073486
Low Tox 0.11212669 Constructive 0.594 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
Identity Attack0.10221587
Insult0.020450363
Profanity0.016616182
Threat0.01187109
Severe Toxicity0.0032615662
Low Tox 0.11181668 Constructive 0.568 Moral_Argument
Aug 25, 2025 7 likes Why Canadians Are Turning Against …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for a while. Not that I don’t want to help these people but we just dont have the resources for now to accommodate them. ‘m shocked to hear that 817,000 people landed in Canada. Add three zeros to it because these people pay at least a $1000 as administrative fee to government IRCC. So that is $817,000,000 Canadian Dollars. Close to a Billion. What is government doing with this money? No Government, we Canadians dont want that money in our GDP. He has enough natural resources that can sustain ourself. Stop selling cheap oil to US. And back to people who come here as immigrants. You are in a different country to have a new life. There is no point in protecting here in Canada about the things happening in your home country. Have some common sense. It’s just an other news for media. When you do such things, Canadian resource are wasted like cops have to make sure the protest goes peacefully and many more. People who are not part of it are getting affected. And to all immigrants please please please, speak in english. I know that you all are comfortable speaking in your native language. Speak that at your private place. Not in public place or work place. That is basic manners. Dont speak out loud in phone in public places. It’s not manners. Funny that people are asking to change the classes taught in French😂 This proves that they are not students but in disguise, as students. Here in Canada, to loot Canada and weaken the country. If you want class in english in a french speaking province better move out of Quebec.
Identity Attack0.06795148
Insult0.03768798
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.00289917
Low Tox 0.11181668 Constructive 0.632 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, European culture became more prominent, but it was still a very different place from what we see today. Family values were strong, and who your family was often determined much of your future. Now, Canadian culture is changing once again. The arrival of Indian immigrants will inevitably influence Canadian culture, whether people like it or not. Some may try to resist—perhaps through a kind of “Trumpism”—but that will only provide temporary comfort. In the long run, Canadian culture will continue to evolve with the influx of newcomers. Today it is Indians; in the coming decades, it may be another nationality. The key point is to embrace change—and perhaps change ourselves in the process. For example, the rise in homelessness is tied more to social and economic issues than to immigration. Family structures among white Canadians are becoming less central in people’s lives, and religion is also losing influence. Parenting values are often shaped by fleeting psychology trends and “helicopter parenting,” leaving many children without the strong foundation they need. Perhaps there is something to learn from Indian immigrants about building families, fostering strong connections, and strengthening community ties. Thank you.
Identity Attack0.10221587
Insult0.031697463
Profanity0.015693882
Threat0.007314181
Severe Toxicity0.0031280518
Low Tox 0.11140333 Constructive 0.718 Moral_Argument
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Go ahead keep talking about it while it happens; it will take a revolution for change, do you have the belly for it?
Go ahead keep talking about it while it happens; it will take a revolution for change, do you have the belly for it?
Identity Attack0.0042732526
Insult0.037980765
Profanity0.023721304
Threat0.008220384
Severe Toxicity0.0023937225
Low Tox 0.11140333 Low Con 0.211 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
One thing is to be angry with the government immigration policies, and another to be angry with immigrants, I choose to be angry at the policies and work to change them, and love my immigrant …
One thing is to be angry with the government immigration policies, and another to be angry with immigrants, I choose to be angry at the policies and work to change them, and love my immigrant neighbors and defend them. like if you agreed
Identity Attack0.1007269
Insult0.024511116
Profanity0.0157622
Threat0.0073918556
Severe Toxicity0.0023937225
Low Tox 0.11129999 Constructive 0.744 Moral_Argument
Feb 24, 2026 3 likes 'We do know that there's …
My Tears for the homeless suffering Violet Indigo Blue 💙 Green Yellow Orange 🍊 Red Black White and Red Humans change with time the good can become evil ,And the evil can become good in …
My Tears for the homeless suffering Violet Indigo Blue 💙 Green Yellow Orange 🍊 Red Black White and Red Humans change with time the good can become evil ,And the evil can become good in no time.Thats Humans Nature
Identity Attack0.03249594
Insult0.023866551
Profanity0.024131214
Threat0.013113883
Severe Toxicity0.004863739
Low Tox 0.11098998 Moderate Con 0.48
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada …
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada I think of Sikhs and Hindus. Mindblowing how quickly things can change (if the powers that be facilitate it!)
Identity Attack0.08500996
Insult0.03136692
Profanity0.015864678
Threat0.007197669
Severe Toxicity0.0030708313
Low Tox 0.11078331 Constructive 0.56 Identity_Assertion
Oct 3, 2025 97 likes Inside Canada's Indian Metropolis (Brampton)
Canada is a country of immigrants, and changing its ethnic composition is natural. Either Canadians themselves must populate all the land, or other immigrants will do the same.
Canada is a country of immigrants, and changing its ethnic composition is natural. Either Canadians themselves must populate all the land, or other immigrants will do the same.
Identity Attack0.10221587
Insult0.025929155
Profanity0.011646013
Threat0.0067834044
Severe Toxicity0.0023460388
Low Tox 0.11067997 Low Con 0.289 Identity_Assertion
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening all over!! Apparently, many places in Europe can’t even build a military because they don’t have anyone to actually fight for Europe due to them all being migrants. Lots of other interesting things I didn’t know. Honestly, it’s kind of heartbreaking to see such beautiful places changed so drastically and becoming so dangerous for everyone. Nothing against the good people, but unfortunately it is not the majority. So much corruption exposed and it goes all the way to the top in every government involved! 💔💔💔
Identity Attack0.057492398
Insult0.034562174
Profanity0.034146797
Threat0.009877442
Severe Toxicity0.004005432
Low Tox 0.11036996 Constructive 0.758
Jan 27, 2026 Inside Canada's Indian Invasion...
Change your thumbnail bro
Change your thumbnail bro
Identity Attack0.005919657
Insult0.027605021
Profanity0.035148825
Threat0.010809537
Severe Toxicity0.0037956238
Low Tox 0.1100022 Low Con 0.277 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
it's hard for someone to change their spots , and strips ,
it's hard for someone to change their spots , and strips ,
Identity Attack0.005364689
Insult0.018516673
Profanity0.07320584
Threat0.008893564
Severe Toxicity0.003490448
Low Tox 0.10870059 Low Con 0.291 Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
10 years. +3.6M permanent immigrants. Aging barely changed. Housing collapsed. Wages stagnated. Immigration didn’t fix Canada — it covered corporate greed.
10 years. +3.6M permanent immigrants. Aging barely changed. Housing collapsed. Wages stagnated. Immigration didn’t fix Canada — it covered corporate greed.
Identity Attack0.04177703
Insult0.034341812
Profanity0.01220964
Threat0.0064597605
Severe Toxicity0.0016593933
Low Tox 0.10783285 Moderate Con 0.324 Economic_Argument
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.