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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: "All those indian went to …" 94 comments · Page 3 of 4
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
We went full Indian. Never go full indian
We went full Indian. Never go full indian
Identity Attack0.29951343
Insult0.061276767
Profanity0.06946823
Threat0.010887212
Severe Toxicity0.01159668
Low Tox 0.26293078 Low Con 0.294 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no …
I cam to Canada 43 years ago I went to school here I grow I had kids here Canada was a complete different country these Indians came and changed our Canadian culture they have no respect or manners something really needs to done thank you
Identity Attack0.2949366
Insult0.086852804
Profanity0.022286616
Threat0.007819066
Severe Toxicity0.010223389
Low Tox 0.25462922 Constructive 0.617 Identity_Assertion
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire …
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire other Indians anymore since they have the options of only their type. They erased several industries at this point, most small business are forgien owned, Indian or middle eastern. They can't drive (just google India driving) theirs a couple feet of snow and they just floor it around sliding through intersections while playing candy crush or what ever Every business that is fast food place is almost exclusively Indian to the point the "white point game" isn't even playable. They buy up insane amounts of properties because they bring thier entire family on different visas and many just stay till they get deported as they bring that money home with them. Every student housing is filled with Indians, every one bedroom has 30 of them living in it. Most starter homes where cheap so they bought them to flip with thier combined money. Security sector is filled with them exclusively because it's the highest amount of money they can make here without any skills .(Most are 0 skilled). Schools all had to cut staff in half because when we cut funding and spots for people coming to our universitys they lost half thier income. Crime rate went way up. My city is really bad for human trafficking and aex trafficking. Many come to our city since it's far enough away to commit crimes. Many get 0 consequences because again.. Illegally overstaying a visa is deportation. Doug Ford literally gave everyone 200$ before an election...like how corrupt and garbage is this country. Now we have Indian only business that can't speak English, similar to the daycare issue. Job postings for specific races or language s only. Mind you everything just stated is also being done by the Arabs and Somalis and Nigerians. Many of these people coming here are "escaping dangerous situations" Wich means criminals who want to start again. Somehow these people with 0 resources have the money to buy million dollar properties 😂 Also don't forget, it's a hate crime to say or do many things about this and could land you in jail or worse. Much of Canada are college towns and those idiot kids want more
Identity Attack0.28034934
Insult0.113185234
Profanity0.087430455
Threat0.018019408
Severe Toxicity0.0125103295
Low Tox 0.25084448 Constructive 0.658 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bruuuhhh Last time he went after indians He almost lost his account
Bruuuhhh Last time he went after indians He almost lost his account
Identity Attack0.23922618
Insult0.0811385
Profanity0.082581155
Threat0.023544617
Severe Toxicity0.010910034
Low Tox 0.24442963 Low Con 0.238 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That …
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That was a lie....... Trudeau's libs were financially strapped when ndp and conservatives dominated the previous election. Trudeau got funding in the hundreds of millions by Indian investors in return the liberals configured the laws so these investors could make payday off all the Indians. Fake schools were huge, and trapped these indians into ridiculous housing arrangements. Then the liberals went too far by creating ridiculous visas for indiand for them to enter Canada like the nanny Visa called something else but they can take care of their own healthy family just to enter the country. Student visas allowed to work which turns into full time employment at liberal party hotspots like tim hortons and Amazon. They hire only Indians because the government pays half there salary Racism is extremely high and many communities have boycotted indian run establishments like in mine 2 groups went out of biz. It's a mess but Indians will slowly deteriorate. Will take time.
Identity Attack0.109318495
Insult0.16751462
Profanity0.025087673
Threat0.008945347
Severe Toxicity0.0049972534
Low Tox 0.23739935 Constructive 0.63 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They have spread throughout All the Provinces of Canada!!! I live in N.B and half the businesses here are Indian(India) owned now . Over the past 12-14yrs, the amount of people from Foreign countries around …
They have spread throughout All the Provinces of Canada!!! I live in N.B and half the businesses here are Indian(India) owned now . Over the past 12-14yrs, the amount of people from Foreign countries around this county and just a cpl more surrounding us has went up 20 fold! ALOT of Indian(Computer Indian, Not the Indians that have Always been here and should rightfully own it) owned companies around here now. No apartments to rent around here anymore, and the ones you find have the rent jacked up to crazy amounts! I get along with all the ones I know. Nice , hard working people. My Dr. Is from India now too!
Identity Attack0.24293575
Insult0.0811385
Profanity0.029186781
Threat0.008116818
Severe Toxicity0.008010864
Low Tox 0.22579013 Constructive 0.761 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I've had both good and bad experiences with Indians, I worked with one guy at the local supermarket, he literally had the entire department hating on him, he was disrespectful, constantly tried to avoid doing …
I've had both good and bad experiences with Indians, I worked with one guy at the local supermarket, he literally had the entire department hating on him, he was disrespectful, constantly tried to avoid doing his job, the rest of my department had to rally together to tell management to get rid of him, on the other hand, I've also worked with Indians that were the complete opposite, very respectful, kind and hard working. One guy lived in one city, went to school (College/University) in another and worked in my small city, it blew my mind at how busy his life was. They're not all bad but it does feel a little odd to see so many in BC
Identity Attack0.23922618
Insult0.082372494
Profanity0.14490221
Threat0.029587816
Severe Toxicity0.012574885
Low Tox 0.22445217 Constructive 0.859 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I just came from there about a week and a half ago and im originally from o puerto rico living in FL and went into a store to buy diapers for my son and it …
I just came from there about a week and a half ago and im originally from o puerto rico living in FL and went into a store to buy diapers for my son and it was all India even the signs in Indian and I really felt like an alien as everyone looked at me like I was not from this planet lol not to offend anyone but I won't be back any time soon.
Identity Attack0.18235919
Insult0.0654725
Profanity0.13608865
Threat0.011379151
Severe Toxicity0.010223389
Low Tox 0.2028889 Constructive 0.678 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Im in Canada an I went Brampton and at one bustop their was like 80 indians and like two white people
Im in Canada an I went Brampton and at one bustop their was like 80 indians and like two white people
Identity Attack0.27701542
Insult0.03768798
Profanity0.057944927
Threat0.01119791
Severe Toxicity0.006752014
Low Tox 0.2028889 Moderate Con 0.424 Fear_Threat
Feb 14, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they …
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they are not paying taxes not working properly not following rules etc it's your govt and Canadian people's responsibility but in the recent Times I've never seen the worst canadian govt till date its really bad you guys should do something about your govt they are not in good trade relations with anyone around the world recent example usa
Identity Attack0.10221587
Insult0.107333586
Profanity0.029460056
Threat0.008686432
Severe Toxicity0.005493164
Low Tox 0.20102765 Constructive 0.595 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
And too many Indian's in Canada also caused salaries in IT to go down the toilet. In the late 90's as an AS/400 computer operator I was making $23/hr. and when I left IT in …
And too many Indian's in Canada also caused salaries in IT to go down the toilet. In the late 90's as an AS/400 computer operator I was making $23/hr. and when I left IT in 2018 I was making $15 hr. You can't tell me these big companies like HP don't love Indian workers who will work for peanuts; sure they do. And the pay rate in general IT work went down and down.
Identity Attack0.22458547
Insult0.07301756
Profanity0.020851927
Threat0.006686311
Severe Toxicity0.004425049
Low Tox 0.20056234 Constructive 0.602
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I live next to a historical house in my town which was known as "the cherry hill house", it went through a few owners as a restaurant and now its currently owned by indians who …
I live next to a historical house in my town which was known as "the cherry hill house", it went through a few owners as a restaurant and now its currently owned by indians who turned it into some hip trendy indian (albeit they make a very wide variety of food and the food itself is good) restaurant covering the over 200 year old house in fake flowers and christmas lights, it hurts how little they care about the buildings history
Identity Attack0.20483385
Insult0.06634661
Profanity0.055940874
Threat0.008582866
Severe Toxicity0.0062179565
Low Tox 0.20032968 Constructive 0.627 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
KFCs all over England are being used to back door these in. One I went to in London last month the girl behind the counter had to get another Indian to count the money I …
KFCs all over England are being used to back door these in. One I went to in London last month the girl behind the counter had to get another Indian to count the money I paid.
Identity Attack0.22458547
Insult0.061801232
Profanity0.057443913
Threat0.0104988385
Severe Toxicity0.008125305
Low Tox 0.19893374 Constructive 0.581 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Identity Attack0.22261032
Insult0.05027775
Profanity0.034146797
Threat0.006576272
Severe Toxicity0.005455017
Low Tox 0.19694418 Moderate Con 0.43
Oct 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
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 …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He …
I went to college with a roommate from Delhi. I visited in his home country and family and actually really enjoyed it. Yes, there is less cleanliness culture. Yes, there is less personal space. He actually ended up moving to Toronto last year. However with all the negatives you see on YouTube, it's always good to note that Indians are always friendly and helpful people. I'd rather have them than most other immigrant cultures
Identity Attack0.2463217
Insult0.0573046
Profanity0.020646973
Threat0.0063367756
Severe Toxicity0.004863739
Low Tox 0.19124292 Constructive 0.833 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Just went to Windsor to gamble at Caesars this weekend from Detroit and man I swear it’s only Indians. Felt like I was walking around Dearborn 😂
Just went to Windsor to gamble at Caesars this weekend from Detroit and man I swear it’s only Indians. Felt like I was walking around Dearborn 😂
Identity Attack0.22458547
Insult0.045007613
Profanity0.057944927
Threat0.008712323
Severe Toxicity0.007019043
Low Tox 0.1883923 Moderate Con 0.427 Identity_Assertion
Jan 27, 2026 1 likes 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)
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They …
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They bought the local school and filled the classrooms with cots for new arrivals. Nothing was monitored. Local police worked tirelessly dealing with cultural differences. They demanded rights! I was refused service in one of their stores. Crime went up by 27%, and research revealed that 7% of students in Mississauga were psychopaths from exposure to war and violence! Then, an Indian friend told me that after Ghandi's daughter's assassination, they went from one village after another, robbing and killing in order to get out of India. Thus, the $5000 cookie jar reference. His car was stolen. Working at the birth registry office, he observed they changed their identity and falsified documents. My 13 year old daughter was thrown up against a wall, and a ceremonial knife was put to her throat. Rapes were happening at the high school. I should have called the police many times, and I deeply regret not stopping this intrusion into our Canadian culture. Hazel, the mayor the time at least, stopped the construction of monster homes. Their sense of supremacy was tangible. It's well past the time to deal with unregistered apts, finding true identities and turning to the Indians made victims of the ruthless greed to get the truth.
Identity Attack0.10221587
Insult0.07365121
Profanity0.035649836
Threat0.01052473
Severe Toxicity0.005836487
Low Tox 0.16678599 Constructive 0.737 Personal_Narrative
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive Indian increase in the population is due to Trudeau's immigration policy, the indians did not jump over the border as some of the comments suggest, they mostly came here legally, and this was done without broad agreement of the Canadian population as a whole. Canadian population went from being 30 million inhabitants to 40 millions in just over a decade, a massive population increase in a short time due mostly to Indian immigration with huge impact on housing , cost of housing, infrastructure, jobs, taxes, etc... The liberals have a lot to answer for the disaster which Canada has become in the last 10 years and yes they got rid off Trudeau, but they are still in power, stiffling the potential economic growth of Canada which should be a rich country instead of being a country where many people live from pay cheques to pay cheques.
Identity Attack0.17226285
Insult0.053791173
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0044059753
Low Tox 0.165053 Constructive 0.801
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m from Barbados. I went to Canada for the first time last year and was shocked to see so many Indians. I thought I was in India.
I’m from Barbados. I went to Canada for the first time last year and was shocked to see so many Indians. I thought I was in India.
Identity Attack0.22261032
Insult0.03489272
Profanity0.023994578
Threat0.007832011
Severe Toxicity0.0043678284
Low Tox 0.16331999 Constructive 0.576 Personal_Narrative
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
I have a Indian co worker that always boasts about India and how everything is better over there yet when I asked him why so many of them are so eager to come here he …
I have a Indian co worker that always boasts about India and how everything is better over there yet when I asked him why so many of them are so eager to come here he went silent and got upset🤣
Identity Attack0.10221587
Insult0.04442204
Profanity0.0684662
Threat0.010032792
Severe Toxicity0.005264282
Low Tox 0.15987846 Moderate Con 0.5 Personal_Narrative
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.