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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: "They are not international students …" 151 comments · Page 4 of 7
This is why other international students suffer — because of those who went missing and are staying illegally. Shame on them. Some of them show up during the exam only.
This is why other international students suffer — because of those who went missing and are staying illegally. Shame on them. Some of them show up during the exam only.
Identity Attack0.034558404
Insult0.071750276
Profanity0.021330157
Threat0.010343489
Severe Toxicity0.0032424927
Low Tox 0.17458448 Constructive 0.517 Moral_Argument
Oct 5, 2025 IRCC Names India in Study …
79 000 international students vanished in thin air. Tell me they aren't scamming the system.
79 000 international students vanished in thin air. Tell me they aren't scamming the system.
Identity Attack0.015857628
Insult0.06634661
Profanity0.062454045
Threat0.011456826
Severe Toxicity0.003414154
Low Tox 0.1693855 Low Con 0.235
Dec 23, 2025 905 likes Deportations From Canada at Their …
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much …
It's not about race or culture. It's just too much is too much. Too much for our health care system. Too much for our economy to handle. Too many jobs are now scarce. Too much is bad for the people who have paid their taxes here forever, just so one particular immigrant group can use up resources that long time generations have built. I'm not saying any particular culture, but there are too many of them. This particular culture should also be reduced because they are exploiting every mistake the government makes (from their good hearts) or loopholes to stay. Not just stay but trying to transform a country into their own. That is wrong. Most immigrants from past generations didn't come here to conquer the country. They came here to be part of a great country. Contribute to it. Make it better, not make it worse. And now here we are. How are we going to fix this? Put a very long pause on immigeation. Get rid of international students from this particular country. They have no right to stay. Stop giving licenses to unqualified people that can't read, write, speak or even understand English. It's becoming a safety issue everywhere. Again, it's not about race. It's the "too many" factor that the country can not sustain.
Identity Attack0.11512129
Insult0.061626412
Profanity0.026454043
Threat0.010913103
Severe Toxicity0.005722046
Low Tox 0.16245349 Constructive 0.677
Aug 25, 2025 Why Canadians Are Turning Against …
Stop international student migration 🇨🇦
Stop international student migration 🇨🇦
Identity Attack0.1294935
Insult0.02425329
Profanity0.017162729
Threat0.010214032
Severe Toxicity0.0050354004
Low Tox 0.16043124 Low Con 0.21
Sep 18, 2025 795 likes Inside Canada's Indian Metropolis (Brampton)
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. …
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. I will never forgive Liberals for selling out our country.
Identity Attack0.037394293
Insult0.06774519
Profanity0.014839902
Threat0.009281937
Severe Toxicity0.0025749207
Low Tox 0.15711457 Constructive 0.546 Personal_Narrative
Jun 18, 2025 How Canada broke its immigration …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out into other areas of the GTA (Greater Toronto Area) spreading the crime and loitering, and essentially "taking over" certain places and causing massive issues. Our Car insurance rates in Peel are insanely high, primarily because of Brampton also being a part of Peel, and the high accident and theft rates coming out of that city. We have a massive issue here in Canada with unchecked mass immigration, and we don't see do be doing anything about removing the people who have overstayed their welcome, aswell as an issue with letting the new population move only to the same already developed places, overpopulating those areas that never had the infrastructure to support those numbers of people. Especially the households that are housing more families than just their own, the people who arent citizens that are clogging up our healthcare systems, all the jobs taken up by the Temporary Foreign Worker Program, the lack of openings in universities and colleges because of international students. Its unbelievable how much they take advantage of the system.
Identity Attack0.06658725
Insult0.06921569
Profanity0.015967157
Threat0.008440462
Severe Toxicity0.004005432
Low Tox 0.15213956 Constructive 0.789 Policy_Critique
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This is like interviewing an arsonist about fire - international students shouldn't expect to stay, they come for an education
This is like interviewing an arsonist about fire - international students shouldn't expect to stay, they come for an education
Identity Attack0.030949092
Insult0.05203446
Profanity0.025634222
Threat0.00948907
Severe Toxicity0.0030517578
Low Tox 0.14429577 Moderate Con 0.31 Policy_Critique
Jan 24, 2026 Why Canada’s immigration system has …
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of …
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of us who came here legally. Some Filipinos who chose to study here have already gone back to the Philippines because life here is difficult and we see no future anymore in Canada. Others have moved to the United States to work as nurses or to Singapore instead, because we realize that the money we invested in paperwork and tuition fees is no longer worth it. Meanwhile, we see many Indian students at school who only attend classes when there’s an exam or quiz.
Identity Attack0.10221587
Insult0.058475737
Profanity0.017982552
Threat0.007534259
Severe Toxicity0.0030708313
Low Tox 0.14256015 Constructive 0.605 Personal_Narrative
Sep 30, 2025 290 likes IRCC Names India in Study …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately pause all new immigration from India until systemic abuses are fixed. This is not xenophobia—it is evidence-based policy to protect Canadian jobs, housing, healthcare, and social cohesion from documented exploitation. 1. Failure to Assimilate: Parallel Societies Indian newcomers are building insulated communities rather than integrating: Enrolling children in private ethnic schools that teach Punjabi/Gujarati/Hindi first, Canadian history second. Erecting religious/cultural statues (e.g., Sikh soldiers, Hindu deities) that symbolize India, not Canada. Hiring almost exclusively within their networks—creating ethnic enclaves in Brampton, Surrey, and Abbotsford. Result: Two-tier citizenship where one group opts out of shared Canadian identity. 2. Systematic Fraud & Loophole Exploitation IRCC data shows India as the #1 source of immigration fraud: Diploma mills: Over 100 Punjab-based “colleges” exist solely to sell student visas. Graduates demand PR after 6–12 months of attendance. Staffing note: Many of these fake schools hire only Indian instructors and administrators. Chain migration: One student sponsors parents → parents sponsor siblings → endless loop. Elderly parents (65+) arrive with zero tax history yet access free healthcare and OAS/GIS top-ups. Driver’s license fraud: Punjabi-language road tests in India allegedly purchased for $500–$1,000; new arrivals cause chaos on GTA roads. Leadership capture: IRCC Regional Director – Harpreet Kochhar Deputy Minister (Citizenship) – Pemi Gill Director of Fraud Detection – Aiesha Zafar → 79,000+ “lost” Indian files (2024 Auditor General report). Demand their removal for incompetence and conflict of interest. 3. Healthcare & Professional Capture: Profit-Driven Abuse Indian-trained professionals now dominate key sectors and prioritize their own community: Veterinarians & physicians: Order excessive tests (MRIs, blood panels, ultrasounds) on healthy pets/patients to inflate billings. Ontario Veterinary College audits (2023) show Indian-owned clinics average 3.2× more procedures per visit than Canadian peers. Hospital wait-list manipulation: Indian-descended administrators in GTA hospitals (e.g., Brampton Civic, William Osler) fast-track Indian patients via “family referrals,” pushing Canadians to 12–18 month delays for knee/hip replacements. Pharmacy chains: Indian-owned Shoppers Drug Mart franchises in Peel Region refuse to hire non-Indian pharmacists; staff counsel Indian patients to stockpile free meds under Trillium Drug Program. Result: Canadians pay taxes for a system that now serves insiders first. 4. Housing & Resource Monopoly Real-estate bidding rings: Indian investor groups (often 8–12 families pooling funds) outbid Canadian first-time buyers by 20–40 % in Brampton, Mississauga, and Surrey. CMHC data (2024): 62 % of multiple-offer wins in these cities involve Indian surnames. Illegal basement suites: 40,000+ unpermitted units in Peel Region—90 %+ rented exclusively to Indian students/newcomers, bypassing fire codes and municipal taxes. Food-bank abuse: Brampton food banks report 75 % of users are Indian international students with $60 k tuition-paid status—yet eligible for free groceries while Canadian seniors are turned away. 5. Unsustainable Strain on Resources Birth rates: Indian-Canadian fertility ~2.8 vs national 1.4 (StatsCan 2023). Strategic demographic expansion drains schools, maternity wards, and child-tax benefits. Job displacement: Nepotism in trucking, security, and hospitality pushes Canadian-born workers aside. Example: Tim Hortons franchises in Peel Region—90 % Indian staff, zero ads on Indeed. Welfare despite employment: PGWP holders earn $18–22/hr in cash-heavy roles yet qualify for GST/HST credits and Ontario Trillium Benefit. 6. Imported Crime & Work Ethic Issues Gang violence: Brampton/Surrey now rival Toronto for Indo-Canadian gang shootings (Peel Police 2024). Fraud rings: $2 B+ in CESTB/CEBA scams traced to Punjab call centres. Workplace corners-cutting: Health Canada inspections cite Indian-owned pharmacies for fake prescriptions; MTO flags Indian-heavy trucking firms for log-book fraud. Immediate Policy Demands 180-day moratorium on all Indian visas (study, work, visitor). Close 150+ diploma mills; revoke licences of agents in Punjab/Chandigarh. End parental sponsorship for anyone over 55 with <10 years Canadian tax residency. Mandate public-school enrollment for all PR children; no public funding for ethnic private schools. Fire & replace Kochhar, Gill, Zafar—appoint independent auditors. PR points overhaul: Minimum 5 years continuous skilled work + CLB 9 English + clean police record. Healthcare audit: Cap billing per patient; random audits of Indian-owned clinics/hospitals. Housing registry: Ban cash offers >10 % above asking; require proof of 5-year Canadian income for multiple-property purchases. Canadians citizens who contributed and work hard to built this country must be prioritize. Full stop! The evidence is public, parliamentary, and police-reported. Ignore the “racism” label—protect the country before these Indians takeover completely takes over Canada.
Identity Attack0.10699738
Insult0.037980765
Profanity0.014225035
Threat0.008272167
Severe Toxicity0.0035095215
Low Tox 0.12520397 Constructive 0.581
Oct 29, 2025 Why Canadians Are Turning Against …
It’s the immigration fault why they allowed too much student permits allowed to come here. No job for young Canadian. My son looking for 3 years for part time jobs while studying but no jobs …
It’s the immigration fault why they allowed too much student permits allowed to come here. No job for young Canadian. My son looking for 3 years for part time jobs while studying but no jobs for him coz company hires international students and mostly from that country.😢
Identity Attack0.10221587
Insult0.030375287
Profanity0.011577694
Threat0.006220264
Severe Toxicity0.0028419495
Low Tox 0.119997114 Constructive 0.606
Sep 30, 2025 IRCC Names India in Study …
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better …
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better than indians in Canada. If you see them at Walmart l, dont even bother to ask for directions, you will confused more than before. 2. Ircc claim they prioritize experience approving people at the age of 50 years to 8 month program with all benefit of MS/PhD, tell me someone at the age of 40+, what contribution would that add to the economy than to populate the country compare to someone in their 20s. You all need to compare demographic of international student in US and Canada. Why govt, 1. Allowing private institutions to grant degree confering to SOWP/PGWP/Dependent/parent sponsorship
Identity Attack0.07673789
Insult0.04852104
Profanity0.019758832
Threat0.008401625
Severe Toxicity0.0030899048
Low Tox 0.119997114 Constructive 0.711 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
Trudeau mo fo destroyed once coveted international student stream. He made Canada full of diploma mills.
Trudeau mo fo destroyed once coveted international student stream. He made Canada full of diploma mills.
Identity Attack0.009989422
Insult0.061976057
Profanity0.015659723
Threat0.008919456
Severe Toxicity0.0024795532
Low Tox 0.11388343 Low Con 0.237
Jan 3, 2026 New rules, regulations take effect …
How many of these "non compliant" international students -- might be being trafficked? That is a lot of missing students.
How many of these "non compliant" international students -- might be being trafficked? That is a lot of missing students.
Identity Attack0.026207991
Insult0.05086332
Profanity0.012175481
Threat0.0077154995
Severe Toxicity0.0020217896
Low Tox 0.11223003 Moderate Con 0.396
Sep 30, 2025 IRCC Names India in Study …
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
Identity Attack0.105256535
Insult0.027218282
Profanity0.01764096
Threat0.0065956907
Severe Toxicity0.0022506714
Low Tox 0.11212669 Moderate Con 0.385 Comparative_Framing
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many …
The massive majority of Indians I've met in Canada have been absolutely kind. I have no ill will for the people. I do have ill will for our liberal government though. There's just too many people coming in at once. In 2025 we had 415,000 new permanent residences. 2024 it was 425,000. The liberal government said they were going to lower immigration and they didn't. They gutted the international student program but they kept the influx of permanent residences coming in because they're not done buying votes.
Identity Attack0.07508347
Insult0.03885912
Profanity0.020510335
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.11202335 Constructive 0.75 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest in studying or completing the degree, just to get entry into the country. They then either drop out after registering or first semester and or work illegally and send money back home. Governments focus too much on capping work and other visas paying little attention to the obvious backdoor routes student visas provide.
Identity Attack0.09162762
Insult0.030926194
Profanity0.023516348
Threat0.008103873
Severe Toxicity0.002784729
Low Tox 0.10956833 Constructive 0.601
Oct 19, 2025 IRCC Names India in Study …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
international "student" >looks like he is in his 40s
international "student" >looks like he is in his 40s
Identity Attack0.009989422
Insult0.04090862
Profanity0.015625564
Threat0.006641001
Severe Toxicity0.001964569
Low Tox 0.10609736 Low Con 0.221 Unverified_Claim
Oct 1, 2025 124 likes Inside Canada's Indian Metropolis (Brampton)
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
9:51 of course ??! International students must pay more
9:51 of course ??! International students must pay more
Identity Attack0.035847444
Insult0.018838953
Profanity0.020920247
Threat0.0086087575
Severe Toxicity0.002861023
Low Tox 0.103494145 Low Con 0.271
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
International students were ‘international’ before it became ruined by just one particular country 🤦🏽‍♂️
International students were ‘international’ before it became ruined by just one particular country 🤦🏽‍♂️
Identity Attack0.026007013
Insult0.030265106
Profanity0.018392462
Threat0.008375733
Severe Toxicity0.0020503998
Low Tox 0.102626406 Low Con 0.184 Identity_Assertion
Feb 18, 2026 22 likes Canadian immigration officers investigating hundreds …
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Identity Attack0.007806548
Insult0.045593183
Profanity0.012585391
Threat0.0060131317
Severe Toxicity0.0011491776
Low Tox 0.09872158 Moderate Con 0.425 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals …
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals to engage in various forms of fraud to gain extra points and secure invitations for permanent residency. On housing, seems that the government is attempting to inflate housing prices, as this strategy significantly boosts the economy by presenting favorable GDP figures on paper.
Identity Attack0.017465452
Insult0.046178754
Profanity0.016172111
Threat0.006977591
Severe Toxicity0.0019454956
Low Tox 0.09611836 Moderate Con 0.484 Unverified_Claim
Jun 23, 2025 How Canada broke its immigration …

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.