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Canadian Immigration Dashboard [ CID ]
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: "For the life of me …" 602 comments · Page 10 of 25
Why are Indians and Muslims mainly. just allowed to spread and force there ways of life upon all of us worldwide instead of trying to assimilate to the culture of the country's they move to???
Why are Indians and Muslims mainly. just allowed to spread and force there ways of life upon all of us worldwide instead of trying to assimilate to the culture of the country's they move to???
Identity Attack0.3908055
Insult0.107333586
Profanity0.026863953
Threat0.012026439
Severe Toxicity0.014447021
Moderate 0.32712606 Moderate Con 0.378 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I wanna tell you this folks , the reason we Indians get jobs ( which you racist people dont like ) is not because our people are there and they hire us , its because …
I wanna tell you this folks , the reason we Indians get jobs ( which you racist people dont like ) is not because our people are there and they hire us , its because we work hard we do extra shifts , we have skills which employers are looking for . Moreover , the companies which hire Indians are owned and operated by no other then Canadians or i should say white canadians itself. So instead of blaming one community for your every problem , work hard , learn skills which will make your life more easy .
Identity Attack0.36702603
Insult0.24767025
Profanity0.06395709
Threat0.009048914
Severe Toxicity0.012435913
Moderate 0.3266089 Constructive 0.583
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and become canadian.. It’s why there is 1000% a massive divide in the mentality.. you can tell indian canadians from those using canada .. and tis really fustrating and its becoming a problem because they are making life for those Canadians to separate themeslves from the leeches and those messing up the area.. You could say the same issues are in the asian diaspora.. but not as much.. so you have to really ask.. why is this being allowed..
Identity Attack0.31307843
Insult0.2817503
Profanity0.072882555
Threat0.008466354
Severe Toxicity0.01159668
Moderate 0.3260917 Constructive 0.616 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away because of this issue, and I legit have trauma from how people treated me at school.
Identity Attack0.24150419
Insult0.24287975
Profanity0.10611444
Threat0.010188141
Severe Toxicity0.011749268
Moderate 0.3250515 Constructive 0.597 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely …
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely wrecked
Identity Attack0.031980325
Insult0.26957804
Profanity0.04792466
Threat0.0072753434
Severe Toxicity0.006980896
Moderate 0.32397532 Constructive 0.557 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Nothing wrong with the Sikhs they are awesome 👌 here in the UK they integrate into our culture and way of life. It's the Islamists you should be worried about.
Nothing wrong with the Sikhs they are awesome 👌 here in the UK they integrate into our culture and way of life. It's the Islamists you should be worried about.
Identity Attack0.3819294
Insult0.08533409
Profanity0.08193458
Threat0.012854968
Severe Toxicity0.01502803
Moderate 0.3234372 Constructive 0.663 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for …
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for the things that you've shown him saying.
Identity Attack0.023595277
Insult0.10294484
Profanity0.068967216
Threat0.13734594
Severe Toxicity0.0127685545
Moderate 0.32289913 Moderate Con 0.49 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
I feel for that lady,I'm a home owner, but not for long, I lost my job due to a back injury, I went back to school for DZ and heavy equipment tickets, graduated 7 months …
I feel for that lady,I'm a home owner, but not for long, I lost my job due to a back injury, I went back to school for DZ and heavy equipment tickets, graduated 7 months ago and unable to find work, I spent all my savings, in 3 years. I saved $75,000 over my 40 years, just to lose it all to the economy we live in today. I eat once every other day. I will be homeless by winter. And I see all the immigrants wearing Gucci, driving nice cars, living the life Canadians deserve. I'm ready to burn this government to the ground. I'm about to lose everything and there's nothing I can do to save my life.
Identity Attack0.19298288
Insult0.16890354
Profanity0.07643871
Threat0.34804323
Severe Toxicity0.02167734
Moderate 0.32074678 Constructive 0.672 Personal_Narrative
Aug 26, 2025 Why Canadians Are Turning Against …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Identity Attack0.094936445
Insult0.191015
Profanity0.041912504
Threat0.13815513
Severe Toxicity0.010299683
Moderate 0.31825066 Low Con 0.186 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change the ways we who were born and raised here are aloud to live our lives as we always have. My first job ever was tim hortons. Now im watching teens unable to gain independence unless their parents i Know someoneone who can hire them meanwhile no one can understand the person taking their order at tim hortons...Canada is to expensive now and we dont have the means to support these people anymore. Its costing us more with what they have done to our economy . Some of these people have zero care for human life ether they drive like A holes and cause accidents that cost lives. Canada is no longer a welcoming happy country. We are exhausted from busting our ass to keep a roof over our head leaving us unable to afford other things even food. Its not that they are all awful people (some are) but we CANT support them anymore we need to be able to support ourselves again !! The last 2 prime ministers are also to blame in reality. As an albertan i dont even care about anyone east of manitoba because they chose to vote this reality to life. I wanna see western canadas money stay on the west end of this country. There is a canadian divide and its time to seperate so not every canadian has to suffer for the stupidity out that way
Identity Attack0.25647953
Insult0.24928534
Profanity0.16264248
Threat0.011508608
Severe Toxicity0.015221698
Moderate 0.31825066 Constructive 0.665 Economic_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Why they don't wear attires like Canadians and adapt they way of life They are destructing society with their regressive views
Why they don't wear attires like Canadians and adapt they way of life They are destructing society with their regressive views
Identity Attack0.2839175
Insult0.21836096
Profanity0.022013342
Threat0.013217449
Severe Toxicity0.0090789795
Moderate 0.31686464 Low Con 0.269 Identity_Assertion
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As indian we didn't like our country because india have more blind followers of political parties like BJP who never asked questions to government (in 2014 and 2025 BJP ruled india) we have corruption in …
As indian we didn't like our country because india have more blind followers of political parties like BJP who never asked questions to government (in 2014 and 2025 BJP ruled india) we have corruption in anyway if your Rich with contact with political (BJP) so your are free to any crime. ( Same Indian are uncivilized and some are civilized who Leved india to better quality Life ) I'll just went to say something to other. I'll didn't hate our country but I'll enough to see corruption in anyways in India.
Identity Attack0.29951343
Insult0.26957804
Profanity0.096482486
Threat0.024753258
Severe Toxicity0.017093835
Moderate 0.3140926 Constructive 0.717 Personal_Narrative
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
I think immigrants will always looked even they own millions 😂. Live without respect that the parh these immigrants choose , I live a hard life rather than a low one .
I think immigrants will always looked even they own millions 😂. Live without respect that the parh these immigrants choose , I live a hard life rather than a low one .
Identity Attack0.34324843
Insult0.16883044
Profanity0.03990845
Threat0.0071070488
Severe Toxicity0.009231567
Moderate 0.3140926 Moderate Con 0.436 Personal_Narrative
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Why change your life and go to another country and keep live like in your own country... that should be illegal and naturally shaming
Why change your life and go to another country and keep live like in your own country... that should be illegal and naturally shaming
Identity Attack0.23846684
Insult0.17734702
Profanity0.04065997
Threat0.010343489
Severe Toxicity0.01083374
Moderate 0.31132057 Moderate Con 0.323 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
When did Canada become so unwelcoming? They are students that want a better life. Let them stay, this isn't who we are as Canadians. We all are immigrants legal or illegal. Come on guys shame...
Identity Attack0.2854555
Insult0.24171697
Profanity0.022354934
Threat0.007301235
Severe Toxicity0.0076293945
Moderate 0.30993456 Constructive 0.594
Oct 1, 2025 IRCC Names India in Study …
4:34 - this is because Indias economy is booming and they're shifting their wealth to the new world a.k.a. colonizing. And a huge part of making that work is the whiteguilt liberal narrative that anyone …
4:34 - this is because Indias economy is booming and they're shifting their wealth to the new world a.k.a. colonizing. And a huge part of making that work is the whiteguilt liberal narrative that anyone Not White must be a refugee from the war torn wastelands. It's actually Western/Canadian chauvinism making that very racist misunderstanding of the situation. These are not the huddled masses seeking a better life these are the exploiters who got rich off the labor of other Indians back in india and then bailed on India to be SUV drivers who cant drive here.
Identity Attack0.35948995
Insult0.19967617
Profanity0.04366605
Threat0.010990778
Severe Toxicity0.010986328
Moderate 0.30854854 Moderate Con 0.487 Unverified_Claim
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear …
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear safer, cleaner, and more inviting, who wouldn't want to come and live off that sweet white culture that created a community and culture that others flock to... just so they can refuse to assimilate and make that once inviting place like the place they ran from.
Identity Attack0.37879246
Insult0.097093195
Profanity0.06195303
Threat0.0104988385
Severe Toxicity0.01302678
Moderate 0.30854854 Moderate Con 0.413 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
My cousin passed away last week waiting for his visa. He was a young hardworking engineer waiting to get into this country. He was a fluent speaker in English who understood politics in Canada, community, …
My cousin passed away last week waiting for his visa. He was a young hardworking engineer waiting to get into this country. He was a fluent speaker in English who understood politics in Canada, community, and family. He had a full ride PHd thesis scholarship from universities like University of Alberta, Concordia, and Queens in blockchain technology. And my country lets in these delinquent low life criminals who destroy the fabric of society. May God rest his soul.
Identity Attack0.094936445
Insult0.3388922
Profanity0.022901481
Threat0.013476364
Severe Toxicity0.00793457
Moderate 0.30527395 Constructive 0.686 Personal_Narrative
Sep 30, 2025 6 likes IRCC Names India in Study …
No one having kids ,no brainer ,life is expensive, immigration is not fixing our economy.
No one having kids ,no brainer ,life is expensive, immigration is not fixing our economy.
Identity Attack0.16801116
Insult0.23704576
Profanity0.023584666
Threat0.008738215
Severe Toxicity0.0090408325
Moderate 0.30527395 Moderate Con 0.35
Sep 1, 2025 Why Canadians Are Turning Against …
I'm a stranger in the city I was born and lived in my entire life. Canada is dead.
I'm a stranger in the city I was born and lived in my entire life. Canada is dead.
Identity Attack0.27875587
Insult0.08533409
Profanity0.060951006
Threat0.10236332
Severe Toxicity0.011444092
Moderate 0.30514878 Moderate Con 0.445 Identity_Assertion
Jan 11, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be …
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be the next Nas Daily soon.
Identity Attack0.019575719
Insult0.26395
Profanity0.04892669
Threat0.0076507707
Severe Toxicity0.0064468384
Moderate 0.30514878 Low Con 0.253 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.