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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: "He is a student of …" 755 comments · Page 16 of 31
Please stop mass immigration. The Canadian immigrants of today are not the ones of the 90's and early 2000's they come with no intention of assimilating into Canadian culture. Till that changes, we need to …
Please stop mass immigration. The Canadian immigrants of today are not the ones of the 90's and early 2000's they come with no intention of assimilating into Canadian culture. Till that changes, we need to tighten our borders, especially to foreign students from the Middle East and south asia who are abusing our system.
Identity Attack0.23694818
Insult0.06529768
Profanity0.013644327
Threat0.008556974
Severe Toxicity0.0045204163
Low Tox 0.20102765 Constructive 0.523 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Too late that you guys realized that. 😢😢😢 Canada got mess up totally. Most of them came with fake student visa.
Too late that you guys realized that. 😢😢😢 Canada got mess up totally. Most of them came with fake student visa.
Identity Attack0.07177465
Insult0.110259406
Profanity0.021808386
Threat0.006848133
Severe Toxicity0.003414154
Low Tox 0.20102765 Low Con 0.299
Sep 30, 2025 2 likes IRCC Names India in Study …
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as …
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as a student And that's for those diploma mill colleges. And students need an Extra 20k , often more to pay the remaining fee for next year, which means they have to work no matter what. This is why you see Indians working everywhere. Anyone saying there are too many Indians, well its because you are too greedy for that money
Identity Attack0.18235919
Insult0.081261896
Profanity0.025770858
Threat0.007586042
Severe Toxicity0.005455017
Low Tox 0.200795 Constructive 0.514 Policy_Critique
Feb 16, 2026 Inside Canada's Indian Invasion...
Because of all the immigration young Canadians cant afford homes, rent or grocery’s. Supply has diminished and the demand has gone way up! Its insane! Colleges were taking foreign students over Canadians. Bussiness will only …
Because of all the immigration young Canadians cant afford homes, rent or grocery’s. Supply has diminished and the demand has gone way up! Its insane! Colleges were taking foreign students over Canadians. Bussiness will only hire immigrants because the government subsidizes their wages. This has caused wages to stagnate. Our “Amazing free healthcare system” is way overburdened and Canadians are dying because of it. Canada is not what it used to be..
Identity Attack0.10221587
Insult0.08558089
Profanity0.018529098
Threat0.007974415
Severe Toxicity0.0049209595
Low Tox 0.200795 Constructive 0.522
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, is the proportion of the people who is dishonest is same in all international students regardless of their country or not? These people spends tonnes of money not for the non value diploma Canada offers but the chance of permanently staying in Canada and will be dishonest to make that happen.
Identity Attack0.17536941
Insult0.0838533
Profanity0.019758832
Threat0.007819066
Severe Toxicity0.004196167
Low Tox 0.19986437 Moderate Con 0.494 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
At Our local mall, the entire work force are foreigners, speaking loudly to each other in their own language, sometimes yelling across the store, all the banks, offices , restaurants, are not hiring our students, …
At Our local mall, the entire work force are foreigners, speaking loudly to each other in their own language, sometimes yelling across the store, all the banks, offices , restaurants, are not hiring our students, housewives, or men. It is all outsiders. 🔮
Identity Attack0.18002926
Insult0.07523532
Profanity0.014771583
Threat0.00675104
Severe Toxicity0.0043678284
Low Tox 0.1996317 Moderate Con 0.37 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
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)
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that …
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that Indians are among the hardest-working and most enterprising contributors to Brampton’s economy. Content like this unfairly damages the reputation of our city. As a proud Brampton resident, I can confidently say that Brampton stands out as a welcoming and supportive place for immigrants, students, skilled workers, business owners, and seniors alike.
Identity Attack0.11860296
Insult0.08030447
Profanity0.032643758
Threat0.010058682
Severe Toxicity0.00541687
Low Tox 0.19893374 Constructive 0.742
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
All Indian use student & work visas as a easy way to get foot in door
All Indian use student & work visas as a easy way to get foot in door
Identity Attack0.22707681
Insult0.06023245
Profanity0.049177196
Threat0.010395273
Severe Toxicity0.007209778
Low Tox 0.19870108 Low Con 0.258
Sep 29, 2025 IRCC Names India in Study …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
This is a very biased interview. Of course the refugee lawyer is going to cry about Canada deporting fake refugees because its bad for her business.😅 There are over 250,000 people awaiting refugee claims because …
This is a very biased interview. Of course the refugee lawyer is going to cry about Canada deporting fake refugees because its bad for her business.😅 There are over 250,000 people awaiting refugee claims because a lot of people, like former international students and foreign workers, think they scam the system to get PR.
Identity Attack0.10221587
Insult0.082866095
Profanity0.025497584
Threat0.00780612
Severe Toxicity0.0029945374
Low Tox 0.19409354 Constructive 0.532 Policy_Critique
Dec 27, 2025 1 likes Deportations From Canada at Their …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Identity Attack0.10221587
Insult0.083359696
Profanity0.023243073
Threat0.0074306927
Severe Toxicity0.003452301
Low Tox 0.19409354 Constructive 0.572 Policy_Critique
Feb 25, 2026 'We do know that there's …
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 …
being an Immigrant, I should agree Canada has lost it's culture.... :( , sad that people are not getting the jobs, local students are suffering
being an Immigrant, I should agree Canada has lost it's culture.... :( , sad that people are not getting the jobs, local students are suffering
Identity Attack0.17070955
Insult0.061801232
Profanity0.014293353
Threat0.007521313
Severe Toxicity0.0040626526
Low Tox 0.19314334 Constructive 0.651
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
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)
How do you expect to keep track of these bogus students? To track their every move, you would have to have an ankle bracelet.
How do you expect to keep track of these bogus students? To track their every move, you would have to have an ankle bracelet.
Identity Attack0.023997234
Insult0.086852804
Profanity0.029596692
Threat0.010783645
Severe Toxicity0.004005432
Low Tox 0.1883923 Low Con 0.2 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Yeah... Too much immagration. You would have a hard time finding many Canadians saying different. I work at a University and we have had a heck of a time trying to track down our international …
Yeah... Too much immagration. You would have a hard time finding many Canadians saying different. I work at a University and we have had a heck of a time trying to track down our international students after they dropped out within weeks of starting.
Identity Attack0.10221587
Insult0.06023245
Profanity0.10425757
Threat0.00814271
Severe Toxicity0.0047683716
Low Tox 0.18649188 Constructive 0.688 Personal_Narrative
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Do your job while issuing visas. Don't give visas to just anyone. It makes genuine students and good immigrants look bad.
Do your job while issuing visas. Don't give visas to just anyone. It makes genuine students and good immigrants look bad.
Identity Attack0.11047905
Insult0.06634661
Profanity0.01579636
Threat0.0070164283
Severe Toxicity0.002632141
Low Tox 0.18649188 Moderate Con 0.424 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said "C'mon over..." Our path forward is to purge our nation of illegal immigrants, PRs that aren't hitting the metrics, students with expired visas and of course criminals who are not Canadians. Once we've cleaned house we need to treat our country like the prize that it can be and only invite in those who fit in with our psyche and economic needs. Just because someone shows up at our border doesn't mean that they belong in Canada.
Identity Attack0.11163961
Insult0.0838533
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0062561035
Low Tox 0.18459146 Constructive 0.59 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
There should be no more immigration or temporary workers or students. Must put actual Canadian citizens
There should be no more immigration or temporary workers or students. Must put actual Canadian citizens
Identity Attack0.18391247
Insult0.03335018
Profanity0.011680172
Threat0.009463178
Severe Toxicity0.0049972534
Low Tox 0.18364124 Low Con 0.165 Policy_Critique
Jan 12, 2026 12 likes Canada’s new rules in 2026
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Identity Attack0.084182754
Insult0.04207976
Profanity0.016479544
Threat0.05203775
Severe Toxicity0.0050354004
Low Tox 0.18364124 Low Con 0.241 Policy_Critique
Oct 21, 2025 IRCC Names India in Study …
It took ME 4 degrees.(12 YEARS IN UNIVERSITY) and additional learning french for 2 years... to apply and 4 years later look into citizenship. That is 16 years... now is.. no proof... just . Be …
It took ME 4 degrees.(12 YEARS IN UNIVERSITY) and additional learning french for 2 years... to apply and 4 years later look into citizenship. That is 16 years... now is.. no proof... just . Be a jr. High student.. and bring 10's of family members. .. I didnt bring anyone..... ITS MADNESS WHAT IS GOONG ON!!!
Identity Attack0.0052906936
Insult0.0836065
Profanity0.041160982
Threat0.006874025
Severe Toxicity0.0033569336
Low Tox 0.18364124 Constructive 0.524
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
THEY ARE GOING TO USE EVERYTHING IN POWER, MINISTER OR MAYOR OR MLA'S THEY WILL FIGHT, THEY WONT JUST JUST LEAVE, THEY WILL STAY, INTERNATIONAL STUDENTS, EAST INDIA ACROSS CANADIAN MAP, THEY WILL NOT EASILY …
THEY ARE GOING TO USE EVERYTHING IN POWER, MINISTER OR MAYOR OR MLA'S THEY WILL FIGHT, THEY WONT JUST JUST LEAVE, THEY WILL STAY, INTERNATIONAL STUDENTS, EAST INDIA ACROSS CANADIAN MAP, THEY WILL NOT EASILY GO OR SIMPLY GO RETURN TO.INDIA, I DONT THINK.SO
Identity Attack0.12440576
Insult0.04910661
Profanity0.017572641
Threat0.011120236
Severe Toxicity0.00579834
Low Tox 0.18174082 Moderate Con 0.408
Oct 17, 2025 IRCC Names India in Study …

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.