Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Moral Argument
2,863 comments
Russian asset Don the BULLSHITTER Con has NO friends or allies
Russian asset Don the BULLSHITTER Con has NO friends or allies
Attacks Trump's character and credibility, framing him as dishonest and without allies.
@wildthings4143
Mar 4, 2025
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off …
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off the planet, are you, dumb-dumb?!
Makes moral accusations against Trudeau using inflammatory language and unsubstantiated claims about his character and associations.
@AstarteDevi
Mar 4, 2025
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Those who voted for this/him, are you happy now? This is not how you treat your neighbors and your country, time to pull out your 401k cause it's going down.
Criticizes Trump's treatment of neighbors/allies as unethical while also raising economic concerns about market decline.
@SmilingAardvark-jv6ol
Mar 4, 2025
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return …
Trump is now in bed with Russia and Canadians will never lower themselves to that level, we know there are some great people in the United States please get your house in order, and return to the good side on the world stage.
Appeals to ethical principles about international conduct and moral positioning on the world stage.
@danwilliams1645
Mar 4, 2025
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. …
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. All the fraud money won't be giving back to americans they will keep it for all the money he lost from being sued
Critiques billionaires and Trump for deception and fraud, appealing to fairness and justice while claiming personal experience with their wrongdoing.
@BrianT-uy
Mar 4, 2025
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple …
Canadians are turning against immigrants because our ;Consrvative ' party is now copying MAGA to drag the free world into a white christian theocracy to return slavery, which cannot exist without SLAVERY . F8ck Maple MAGA !
Appeals to ethical concerns about theocracy and slavery, defending immigrants against what the commenter views as discriminatory political movements.
Moral Argument
0.76
bryanlion5621
Aug 25, 2025
Stupid trump...stupid vance....they love their bloody handed putin
Stupid trump...stupid vance....they love their bloody handed putin
Ethical critique of Trump and Vance framed through accusations of supporting a violent authoritarian regime.
@Aditiji108
Mar 4, 2025
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the …
This is so heartbreaking. It's like everything we've worked so hard for is being ripped from ynder us. For those who voted for this mess, SHAME ON YOU! SHAME ON YOU for not doing the work needed, to make a decision that did not tear down OUR country.
Appeals to shame and moral responsibility of voters who supported Trump, framing as ethical failure to protect the country.
@BrownEyesNlocs
Mar 4, 2025
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business …
Showing garbage on the road while talking about india and making views and money out of this . You western are the real hypocrites . Stop spreading hate and should focus on your own business shit person.🤬
Appeals to hypocrisy and fairness while making us-vs-them claims about Western countries and their treatment of India.
aeroabhi17
Jan 29, 2026
Trump is a moron. I'm sorry world. We didn't all vote for this jackass
Trump is a moron. I'm sorry world. We didn't all vote for this jackass
Apologizes to the world on behalf of non-Trump voters, appealing to collective responsibility and moral judgment while asserting in-group distinction.
@scottmiller7655
Mar 4, 2025
I’m a dual citizen of the USA and the UK and have been so disgusted by Trump, he projects evil, he’s smarmy and egotistical. I just don’t understand how many of my American friends act …
I’m a dual citizen of the USA and the UK and have been so disgusted by Trump, he projects evil, he’s smarmy and egotistical. I just don’t understand how many of my American friends act like he’s right up there with God, I just can’t fathom their thinking. It’s all about taking ownership of anything he wants and he bullies until he gets what he wants. I’m sick of people saying Pres Zelenskyy needs to apology to Trump, Zelenskyy did nothing wrong, he was calm and polite. Vance and Trump immediately went in on the attack, both bullies! Then to moan about Zelenskyy offending the Oval Office by not wearing a suit. Have they looked at Musk lately? Don’t know what he’s wearing but it ain’t no suit. During war times leaders often wear combat clothes to show they are with their country and soldiers. I must say I wouldn’t be upset if anyone popped him off! He does need to go.
Commenter makes extensive moral arguments against a political figure's character and behavior, grounded in personal experience as a dual citizen and expressing deep ethical disapproval.
@jacalineballif9584
Mar 4, 2025
I’m sorry we are losing Canada as a friend all because of Dictator Don.
I’m sorry we are losing Canada as a friend all because of Dictator Don.
Expresses concern about Canada-US relations damaged by Trump, framed as a moral/relational loss rather than policy critique.
@LauraAnn309
Mar 4, 2025
Immediately check that racist guy’s hard drive. That being said. It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Immediately check that racist guy’s hard drive. That being said.
It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Expresses concern about fairness and reputation, acknowledging that most immigrants work hard while some bad actors harm the group's standing.
caesarsalad493
Jan 27, 2026
Love Justin Trudeau’s addressing “Donald”. PM stated all true facts. Will we ever hear “Donald” utter this much intelligence? Never. Not at all!
Love Justin Trudeau’s addressing “Donald”. PM stated all true facts. Will we ever hear “Donald” utter this much intelligence? Never. Not at all!
Commenter praises Trudeau's truthfulness and intelligence while implicitly critiquing Trump's lack thereof, framing this as a moral/intellectual superiority argument.
@darlenecortez9371
Mar 4, 2025
A very impressive and powerful delivery. \nOh, how we need God to help us!
A very impressive and powerful delivery. \nOh, how we need God to help us!
Praises the speaker's delivery and appeals to religious/moral authority (God) for guidance during difficult times.
Moral Argument
0.75
@kimlogan4493
Mar 4, 2025
trump is a megalomaniac and he only cares about his own personal power and increasing it, at the cost of everyone and everything else. he is acting like a russian agent.
trump is a megalomaniac and he only cares about his own personal power and increasing it, at the cost of everyone and everything else. he is acting like a russian agent.
Makes a moral judgment about Trump's character and motivations, characterizing him as self-serving and potentially compromised.
@jez1522
Mar 4, 2025
We have friends and family in Canada. I was in Toronto this past weekend. The friendliest and most decent people you will find anywhere. Embarrassed and ashamed of this administration that we did NOT vote …
We have friends and family in Canada. I was in Toronto this past weekend. The friendliest and most decent people you will find anywhere. Embarrassed and ashamed of this administration that we did NOT vote for. I blame half the population of brain dead cultists and ignorant voters. We’re all going to suffer for this. The idiots that wined about their egg prices are going to wish they had Biden back. FAFO jack-offs!
Expresses moral disapproval of the current US administration and voters, framed through personal experience in Canada and appeals to decency and shame.
@josephperugini7492
Mar 4, 2025
Well done. Trump thinks he can do whatever he wants with the world.
Well done. Trump thinks he can do whatever he wants with the world.
Critique of Trump's perceived overreach and unilateral power, appealing to principles of restraint and fairness.
@facundosoler2200
Mar 4, 2025
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
Expresses moral disapproval of someone's self-deprecating identity claim, framing it as a societal problem.
JamesFlem
Jan 27, 2026
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
Blames Kamala Harris for false hope given to migrants, framing it as a moral/ethical failure while expressing concern about consequences.
@rhondaschafer9129
Mar 4, 2025
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)