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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: "Who is the man on …" 545 comments · Page 12 of 22
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...
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english …
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english and Christmas but frown upon their own culture customs as outdated Will claim they have the best people on the world. But still kiss the boots of a white man and frown upon their own brown little jeets Will say they have best this thya But depend on foreign tech forieng brands forieng accent etc.
Identity Attack0.3817989
Insult0.23237456
Profanity0.18663849
Threat0.049774777
Severe Toxicity0.023076924
Moderate 0.32182294 Moderate Con 0.335
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians im coming there too, i am a British Sikh man. But i have no intentions on living in Brampton or any other densely populated city with Indians and Muslims. Canada is going to soon …
Canadians im coming there too, i am a British Sikh man. But i have no intentions on living in Brampton or any other densely populated city with Indians and Muslims. Canada is going to soon get a large influx of British Indian's, because the Muslim's are taking over the government. I plan to get out before we are prevented from leaving. BC, middle of knowhere 😍
Identity Attack0.4006267
Insult0.11616662
Profanity0.04516909
Threat0.011974656
Severe Toxicity0.014511578
Moderate 0.32128486 Constructive 0.539
Nov 18, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
Identity Attack0.29188538
Insult0.18107465
Profanity0.10023434
Threat0.01052473
Severe Toxicity0.015996376
Moderate 0.31963667 Low Con 0.229 Question
Oct 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture …
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture is a idk maybe little less would be good. but overall good people.
Identity Attack0.3758158
Insult0.15485314
Profanity0.16078159
Threat0.012492486
Severe Toxicity0.020257099
Moderate 0.31963667 Constructive 0.671
Jan 27, 2026 Inside Canada's Indian Invasion...
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
Identity Attack0.021987455
Insult0.16337912
Profanity0.051932767
Threat0.009903334
Severe Toxicity0.01322045
Moderate 0.31547862 Moderate Con 0.485 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's …
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's not a threat nor do I want that to happen, but if you pay attention to the signs we are at the point where mustache man went to Vienna and saw what he saw. What comes next is a vote for mustache man's 2.0, in 5-10 years, then a movement to expel the Indians, then comes the countries to go to war with over the expulsion, it's going to be 6 million all over again, but that's history... Which no one wants to look at.
Identity Attack0.36702603
Insult0.1662211
Profanity0.11230402
Threat0.108496375
Severe Toxicity0.017674843
Moderate 0.3140926 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
Identity Attack0.38185352
Insult0.076185785
Profanity0.030639706
Threat0.009359611
Severe Toxicity0.009918213
Moderate 0.3140926 Moderate Con 0.317 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy never even been to India. He doesn't appreciate it the other way. Sophisticated British dude because he's a farmer man that had to come all the way to nowhere to exist
This guy never even been to India. He doesn't appreciate it the other way. Sophisticated British dude because he's a farmer man that had to come all the way to nowhere to exist
Identity Attack0.18235919
Insult0.24767025
Profanity0.08710717
Threat0.009437286
Severe Toxicity0.011062622
Moderate 0.30716252 Moderate Con 0.394 Meta_Commentary
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Identity Attack0.37222284
Insult0.100019015
Profanity0.04667213
Threat0.008505191
Severe Toxicity0.010147095
Moderate 0.30452284 Constructive 0.558 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
Orange man bad got us here. Keep in the same people who sold us out to other countries
Orange man bad got us here. Keep in the same people who sold us out to other countries
Identity Attack0.22458547
Insult0.19500497
Profanity0.05543986
Threat0.008841781
Severe Toxicity0.00831604
Moderate 0.30319387 Low Con 0.232 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Your know the white man is not native to the American continent right ?
Your know the white man is not native to the American continent right ?
Identity Attack0.36702603
Insult0.076502606
Profanity0.050930742
Threat0.008556974
Severe Toxicity0.010223389
Moderate 0.30136615 Low Con 0.23 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Yo man in my city never get to see you
Yo man in my city never get to see you
Identity Attack0.025404079
Insult0.10440776
Profanity0.057443913
Threat0.039947584
Severe Toxicity0.009841919
Moderate 0.30136615 Moderate Con 0.425 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
In fact, the old man does not know that the so-called upper class eats cow dung and drinks cow urine. The so-called lower class does not do that.
In fact, the old man does not know that the so-called upper class eats cow dung and drinks cow urine. The so-called lower class does not do that.
Identity Attack0.10221587
Insult0.19225755
Profanity0.13608865
Threat0.009696201
Severe Toxicity0.01159668
Moderate 0.30136615 Low Con 0.219 Unverified_Claim
Feb 25, 2026 Inside Canada's Indian Invasion...
What mentally this man having My poor tax money for years for them Canada do some thing
What mentally this man having My poor tax money for years for them Canada do some thing
Identity Attack0.049761772
Insult0.27146968
Profanity0.02973333
Threat0.0071070488
Severe Toxicity0.005874634
Moderate 0.30136615 Moderate Con 0.369
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Our kids can’t get summer jobs unless your East Indian. Way tooooo man
Our kids can’t get summer jobs unless your East Indian. Way tooooo man
Identity Attack0.35624164
Insult0.08582769
Profanity0.050429728
Threat0.009178371
Severe Toxicity0.012435913
Low Tox 0.29953843 Moderate Con 0.368 Identity_Assertion
Jul 17, 2025 1 likes How Canada broke its immigration …
Wao man they are scared 😱 naming indians something is not adding up 🤔
Wao man they are scared 😱 naming indians something is not adding up 🤔
Identity Attack0.30103904
Insult0.089778624
Profanity0.084844165
Threat0.016638106
Severe Toxicity0.013285006
Low Tox 0.29771072 Low Con 0.121
Jan 27, 2026 Inside Canada's Indian Invasion...
yup its real bad here man...also you should deffo do a video on student health here too theres been 3 different suicides in major schools in a couple weeks
yup its real bad here man...also you should deffo do a video on student health here too theres been 3 different suicides in major schools in a couple weeks
Identity Attack0.022992345
Insult0.04207976
Profanity0.09486605
Threat0.1329628
Severe Toxicity0.01502803
Low Tox 0.29771072 Constructive 0.606 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The man in the bike is totally right: Indias ate not an asset, they are a liability
The man in the bike is totally right: Indias ate not an asset, they are a liability
Identity Attack0.32476485
Insult0.16809943
Profanity0.070942834
Threat0.022335978
Severe Toxicity0.017739398
Low Tox 0.295883 Low Con 0.256 Fear_Threat
Feb 23, 2026 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.