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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: "Now these are the qualities …" 114 comments · Page 4 of 5
Why don’t you or these other guys wear those glasses with cameras in em? It’s not crazy 4K quality but better than being told not to record id imagine
Why don’t you or these other guys wear those glasses with cameras in em? It’s not crazy 4K quality but better than being told not to record id imagine
Identity Attack0.0076955543
Insult0.056719027
Profanity0.07934829
Threat0.009618527
Severe Toxicity0.0042152405
Low Tox 0.15932569 Low Con 0.266
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. …
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. has increased and the housing prices are insane. I have a Sikh friend who lived there for about 5 years but moved back to India due to the high cost of living and quality of life there going downhill. He has a much better, low stress life back home. I think there should be stricter measures to immigration. For example: Let doctors, nurses, engineers, lawyers in more easily, but those that are coming as students and going to work as cashiers, should be limited.
Identity Attack0.10221587
Insult0.06921569
Profanity0.028913507
Threat0.007974415
Severe Toxicity0.0043296814
Low Tox 0.1587729 Constructive 0.826 Policy_Critique
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …
After covid 19 and lax immigration laws opened the flood gates of Indians to come in and what they did? Start buying houses making the prices reach unattainable levels now for any native. On top …
After covid 19 and lax immigration laws opened the flood gates of Indians to come in and what they did? Start buying houses making the prices reach unattainable levels now for any native. On top of that who's on every single job now? Well now it's literally impossible to get a job anywhere. Cost of food? Oh yeah it rose 2 folds. Quality of living? Well that dropped 2 folds too.
Identity Attack0.120924085
Insult0.036545437
Profanity0.020510335
Threat0.0067963502
Severe Toxicity0.003967285
Low Tox 0.15324512 Constructive 0.522 Economic_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
lol, Quality and quantity of Immigrants down in last few years. IMO, blame should go to the law and rule makers else everyone who wants a better life will try lot to make a better …
lol, Quality and quantity of Immigrants down in last few years. IMO, blame should go to the law and rule makers else everyone who wants a better life will try lot to make a better life
Identity Attack0.10221587
Insult0.033239998
Profanity0.020373698
Threat0.0077154995
Severe Toxicity0.0034713745
Low Tox 0.15213956 Moderate Con 0.361
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have …
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have to work 2-3 minimum wage paying jobs to get by, no we don't want to live 4 or more to a 400 sqft studio apartment, yes we want to be able to afford our own homes, yes we want to be able to achieve a stable middle class lifestyle. That doesn't work for the crony capitalists who's greed and lust for power always needs satiating. So we have the Liberal government bringing in more immigrants than we have infrastructure to accommodate in an effort to keep wages down so profits can always be up. Immigrants who are willing to accept a lower quality of life than what most Canadians expect/accustom to because it's still superior to where they came from. So the quality of life for all Canadians is exponentially reduced. We are to accept a lower quality of life and if we resist then we are branded with all kinds of derogatory names; racist, xenophobe, fascist, unacceptable fringe, far-right extremists, et al. What's undeniable is that before the Liberals took power in 2015 we had an immigration system in Canada that worked quite well and that since the Liberals took power our immigration system is a destructive mess. This isn't by accident or incompetence, it's intentional, by design. Unfortunately Canada has a problem with so much of our population being ideologically blind, willingly ignorant, easily manipulated, cowardly staying in an abusive relation with our current oppressive government. Question is can the country be saved before too much damage is done?
Identity Attack0.030433474
Insult0.0820023
Profanity0.021056883
Threat0.0068416605
Severe Toxicity0.00289917
Low Tox 0.15213956 Constructive 0.741
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified people by taking money from them and creating fake student permits for them. The issue with that is that these people are OK with subpar living standards and offer their services for less than minimum wage and this creates a shadow/ cash-based economy where taxes go unreported and quality of life does not improve. This is not good for anyone- not the Canadians and older immigrants who lose jobs to these people and must pay higher taxes to maintain the infrastructure needed for a larger population. Not to mention how these new immigrants are a bit uncultured and almost like the "red-necks" of India- they throw garbage around, do not learn English, never make friendships with other races/ethnicities.
Identity Attack0.054763943
Insult0.076819435
Profanity0.022559889
Threat0.0067834044
Severe Toxicity0.002861023
Low Tox 0.15158679 Constructive 0.775 Policy_Critique
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These …
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These people feed the homeless out of their own expense, actually help their communities and improve the quality of life because they are progressive with their views regardless what your race is. If only every Indians are like the SIkhs.
Identity Attack0.17536941
Insult0.030816011
Profanity0.019553876
Threat0.008065036
Severe Toxicity0.00459671
Low Tox 0.14082454 Constructive 0.805
Nov 17, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
The quality of every aspect of life has been reduced severely in Brampton by these people.
The quality of every aspect of life has been reduced severely in Brampton by these people.
Identity Attack0.030175667
Insult0.05262003
Profanity0.013473531
Threat0.008492245
Severe Toxicity0.0024986267
Low Tox 0.13041082 Moderate Con 0.397
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach …
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach to societal rules that is not always compatible with Western values. I think Canadians are happy to welcome people from around the world. We just want them to adhere to the standards and traditions that made Canada they place they are trying hard to migrate TO. We have just had too many people in too short a time that it has destroyed the once solid Canadian culture.
Identity Attack0.109318495
Insult0.04442204
Profanity0.023174755
Threat0.006822242
Severe Toxicity0.0032997131
Low Tox 0.123468354 Constructive 0.804 Identity_Assertion
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 …
7:27 I read that article fully and it also said: “While nearly half of those surveyed said they felt quality of life in Canada’s fastest-growing big city had decreased in the past three years, 79 per cent of residents rated quality of life in Brampton as good or very good.” So the quality of life decrease is minimal and the article cites public safety, crime, and affordability of housing as concerns, but doesn’t specify Indian immigration as being the reason nor the racist implications that Tyler is trying to get at.. This is a classic correlation doesn’t mean causation example. If you read further into that article, people generally say that the quality of life is overall better compared to their survey in 2019. Straight up, Tyler here is cherry-picking data as a means of pushing the right wing narrative that Indians are bad and fueling hatred for them when the real reason is lack of better reform or change from the Canadian govt and Canadas corporations. Not that different from the US tbh.
Identity Attack0.1015541
Insult0.03827355
Profanity0.01402008
Threat0.0072235605
Severe Toxicity0.002670288
Low Tox 0.11378009 Constructive 0.673
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
Toronto born and raised, it's really bad.. like REALLY bad.. words can do it justice. I'm looking to move out of the country soon because of this. And everywhere they go the quality drops instantly. …
Toronto born and raised, it's really bad.. like REALLY bad.. words can do it justice. I'm looking to move out of the country soon because of this. And everywhere they go the quality drops instantly. Like work standards drop to zero, wages drop, standards for getting certified in any field drop, dollar value drops...
Identity Attack0.027815815
Insult0.04207976
Profanity0.015386449
Threat0.0070034824
Severe Toxicity0.002822876
Low Tox 0.11109332 Constructive 0.64 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i remember VICE News producing quality content like this, before they went downhill for money. Keep up the good work Tyler Oliveira, 20M subs coming soon! and remember don't be like VICE
i remember VICE News producing quality content like this, before they went downhill for money. Keep up the good work Tyler Oliveira, 20M subs coming soon! and remember don't be like VICE
Identity Attack0.011247349
Insult0.033570543
Profanity0.023311393
Threat0.008556974
Severe Toxicity0.0020599365
Low Tox 0.11036996 Constructive 0.505 Meta_Commentary
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to stay back. You are getting the lot who think despite lack of education, earning Dollars is easy once you migrate.
Identity Attack0.08666438
Insult0.027730936
Profanity0.011816809
Threat0.0060778605
Severe Toxicity0.0021266937
Low Tox 0.10522962 Moderate Con 0.435 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I grew up being told multiculturalism is our strength. Seeing it now as an adult, I can see all its done is created cities that have no actual Canadians, English or our culture. Raised crime, …
I grew up being told multiculturalism is our strength. Seeing it now as an adult, I can see all its done is created cities that have no actual Canadians, English or our culture. Raised crime, destroyed the housing market, lower the standard of living and quality of life. We need to go back to 1990's Canada and undo all that the last 35 years have done to our once great country.
Identity Attack0.06249457
Insult0.028502205
Profanity0.010757872
Threat0.007689608
Severe Toxicity0.0029182434
Low Tox 0.104361884 Constructive 0.607 Identity_Assertion
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as …
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as uber drivers and/or food delivery or some minimum wage job. I have a lot of 1st gen indo-canadian friends and even they admit that this uncontrolled immigration is hurting their image
Identity Attack0.07921951
Insult0.026315894
Profanity0.0117997285
Threat0.0063432488
Severe Toxicity0.0017356873
Low Tox 0.09915545 Constructive 0.707 Policy_Critique
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
It's the quality of immigration now. We seem to be bringing in the bottom of the bottom.
It's the quality of immigration now. We seem to be bringing in the bottom of the bottom.
Identity Attack0.047190998
Insult0.022899706
Profanity0.014088398
Threat0.0071588317
Severe Toxicity0.001964569
Low Tox 0.09611836 Moderate Con 0.315
Jan 20, 2026 28 likes Why Canada’s immigration system has …
We need to be asylum seekers in are our own Country from our own Hostel Government and Collect 7000 a month to live that's how expensive living is in Canada and what Canada give to …
We need to be asylum seekers in are our own Country from our own Hostel Government and Collect 7000 a month to live that's how expensive living is in Canada and what Canada give to the immigrants while the Government cuts our program to pay for the immigrants only giving us 1/3 the immigrants get Also when Quality of life is so low we cant afford to have children
Identity Attack0.056582913
Insult0.02373764
Profanity0.010074687
Threat0.006550381
Severe Toxicity0.002002716
Low Tox 0.09394901 Constructive 0.558 Economic_Argument
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
The key on good immigration is CONTROL on the quantity and quality of migrants. 😢
The key on good immigration is CONTROL on the quantity and quality of migrants. 😢
Identity Attack0.051808115
Insult0.015948927
Profanity0.013302735
Threat0.008492245
Severe Toxicity0.0024223328
Low Tox 0.08874765 Moderate Con 0.306
Nov 23, 2025 5 likes Quebec Ends Economic Immigration Program …
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler …
I do enjoy the content Tyler makes but honestly some videos need to be reconsidered. I could sit here and say a whole of negative and bad things about this but I won't. maybe Tyler will take some of the money he makes off this video and use that to better the state of India so that people won't need to seek a better quality of life.
Identity Attack0.02439919
Insult0.023995465
Profanity0.030138692
Threat0.010369381
Severe Toxicity0.002822876
Low Tox 0.08479069 Constructive 0.704 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers …
8:30 I don't buy it. They say we "have" to increase population because Canada has an aging population? Why? What wpuld happen if we don't? Increased quality of life? More affordable cost of living? Workers actually being valued and needed instead of competing for not even enough jobs? Oooh, so scary. Whatever they thought would happen, I don't see how it could have been worse than what we have now. How is getting millions of Tim Hortons and Walmart workers helping the aging population? It doesn't. The explanations don't make sense. 9:25 bs!!! How could they possibly think this? Their position is that since there was a population explosion in the 40's, now every future generation has to explode their population as well, or else there will be too many old people? Come on. It's too ridiculous to take seriously. Now since the rate isn't the same as the 40's they decide let's just import from countries that are massively over populated.... and become more like them. Like... NO!!! This is not what I want from life or for our world.
Identity Attack0.009434453
Insult0.03312982
Profanity0.020032106
Threat0.0071199946
Severe Toxicity0.0022602081
Low Tox 0.08320791 Constructive 0.71 Policy_Critique
Sep 24, 2025 1 likes Why Canadians Are Turning Against …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing in large numbers of people from 3rd world countries won’t fix the real issues — it may even harm the system over time. Speaking as an Indian, I can say that many of our people don’t adapt to the host country’s culture or values; instead, they often bring the same mindset that created problems back home. Look at India — poor infrastructure, declining quality of life, and a government more focused on propaganda than progress. Importing that mentality, even among the so-called “educated,” won’t benefit Canada. Core values and a willingness to evolve matter far more than degrees. Your govt should also stop permit or spending public money on building temples, mosques, or any religious structures. Why do we even need them? Faith is a personal matter — keep your beliefs and celebrations at home. Things starts with these things only.
Identity Attack0.050443888
Insult0.027841117
Profanity0.013302735
Threat0.007365964
Severe Toxicity0.0021076202
Low Tox 0.081625134 Constructive 0.682
Oct 10, 2025 IRCC Names India in Study …
4:50 This is literally every Canadian city, the outer suburbs are completely soulless, prioritizing quantity over quality. Although the older neighborhoods have the most crime, at least they have character in their design.
4:50 This is literally every Canadian city, the outer suburbs are completely soulless, prioritizing quantity over quality. Although the older neighborhoods have the most crime, at least they have character in their design.
Identity Attack0.019475231
Insult0.03158728
Profanity0.012038844
Threat0.0063238298
Severe Toxicity0.0014305115
Low Tox 0.07212844 Constructive 0.592 Policy_Critique
Oct 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 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.