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
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall …
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall in line that’s why we have peace, treaties, and peace talks, and the UN so they can see how the United States are willing partner that’s gonna help and do the right thing They look at us for that now we have a president doesn’t care and he wants to make sure everybody thinks that we think like that no, we don’t think like that please get it together before the most high come down and get it together for you if you don’t know what you’re doing because he trusted you with usthe American people?
Appeals to ethical principles of cooperation, fairness, and moral leadership while criticizing current leadership.
@WendyArnold-s9t
Mar 4, 2025
I love our neighbors but why do you not want to treat us fairly?
I love our neighbors but why do you not want to treat us fairly?
Appeals to fairness and equitable treatment between neighbors, framed as a moral concern about how one nation treats another.
@tracysoule3266
Mar 4, 2025
Trump already chosen a side, and it's not America.
Trump already chosen a side, and it's not America.
Ethical critique asserting Trump has betrayed American interests by choosing a different allegiance.
Moral Argument
0.75
@JuanNgtse
Mar 4, 2025
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Criticizes Trump's character and judgment while making claims about his relationship with Putin, framed as ethical critique.
@Chaparaps
Mar 4, 2025
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the …
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the mass movement of money and capital away from working people and into the pockets of the global elite.\nLet the money grab begin!
Appeals to fairness and justice while warning against wealth concentration, with personal identity assertion about dual heritage.
@cyan1616
Mar 4, 2025
Trump wants us dumb and stupid-\nAll those people who voted for the jerk- when will you wake up-be assured every word out of his mouth is a lie…
Trump wants us dumb and stupid-\nAll those people who voted for the jerk- when will you wake up-be assured every word out of his mouth is a lie…
Appeals to moral judgment about Trump supporters, urging them to 'wake up' to perceived dishonesty.
@DAladeda
Mar 4, 2025
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
Makes an ethical judgment about Trump's ideology and qualifications based on moral principles.
@DarrylCarman
Mar 4, 2025
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Appeals to ethical concern and prayer for nations, expressing moral disapproval of U.S. actions and solidarity with affected peoples.
@mercedesruiz3182
Mar 4, 2025
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for …
karma. You did everything to set two brotherly nations, Russians and Ukrainians, against each other. You are still doing it. You interfere everywhere. So you deserve the same. And stop putting on a show for show. And don't you dare insult our President?Canadians and the government are different. Go Maga!!! Go Trump !!! ❤??
Appeals to justice ('karma') for alleged Canadian interference in geopolitics while asserting support for Trump and national identity.
@Alerik2002
Mar 4, 2025
I apologize for what's happening, I didn't vote for the current government.
I apologize for what's happening, I didn't vote for the current government.
Offers a personal apology for government actions, appealing to fairness and moral responsibility while distancing themselves from the current administration.
@Virginia_Gonzalez
Mar 4, 2025
The Trump administration is the enemy of the American people. That's all there is to it.
The Trump administration is the enemy of the American people. That's all there is to it.
Makes a moral judgment that the Trump administration is fundamentally opposed to the people's interests, framed as an ethical claim.
@GerardAhern-sq1wh
Mar 4, 2025
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Critiques American voters and Trump supporters as morally deficient while expressing hope for change, blending moral judgment with anxiety.
@kristineximeno6739
Mar 4, 2025
I am so sorry Canada, and all the countries of NATO. The smart people in the USA did not cast our votes for MAGA. Please let us all hope we can impeach him and get …
I am so sorry Canada, and all the countries of NATO. The smart people in the USA did not cast our votes for MAGA. Please let us all hope we can impeach him and get back to the not perfect, however, loved DEMOCRACY we were and are.
American expresses solidarity with allies and appeals to democratic values while calling for impeachment action.
@maryellendurka5176
Mar 4, 2025
Here is a wise man who speaks with knowledge and truth. Proud of him and wish that our White House held a responsible, dedicated, and honest man who represents ALL Americans, not just his very …
Here is a wise man who speaks with knowledge and truth. Proud of him and wish that our White House held a responsible, dedicated, and honest man who represents ALL Americans, not just his very wealthy cronies
Praises the video subject for honesty and responsibility while criticizing current leadership for serving only the wealthy, appealing to fairness and ethical governance.
@susan1620
Mar 4, 2025
Trump is not worth looking at. Evil Man
Trump is not worth looking at. Evil Man
Moral judgment characterizing Trump as evil, combining appearance criticism with ethical condemnation.
Moral Argument
0.75
@maryellendevoe3011
Mar 4, 2025
Not the US .. but pathological lying economic ignorant trump
Not the US .. but pathological lying economic ignorant trump
Commenter criticizes Trump's character and economic competence as a moral failing, with comparative framing between US and Canada implied.
@SCVIndy
Mar 4, 2025
I love Canadian people I do not like your leader. He sounds righteous today. Make no mistake of the Skeltons this man has. I do support President Trumps decision we neen to make changes for …
I love Canadian people I do not like your leader. He sounds righteous today. Make no mistake of the Skeltons this man has. I do support President Trumps decision we neen to make changes for our country as do you guys have to do. Better days are coming us all things will get rough for a while. Loll to your leader to do his part for your country. He needs to get creative business wise instead of putting blame. Why is your leader looking to fight he should be thinking about how to solve problems and create business. I love Canadians We will get through this. Bucket up thing will get rough for all of us we all have to make changes. We believe in Donald Trunp and the many men and woman that have stepped up to change this country. May God be with us all may we get thought rough times may these wars come to and end.
Commenter appeals to shared values (love for Canadians, belief in change, faith), criticizes Trudeau's approach as blame-focused rather than solution-oriented, and frames necessary hardship as morally justified.
@andrewpipitone1572
Mar 4, 2025
Why is the u.s. taking advantage of Canada’s kindness..Canadians are kindhearted people..the world stand with them ??.
Why is the u.s. taking advantage of Canada’s kindness..Canadians are kindhearted people..the world stand with them ??.
Appeals to Canadian kindness and fairness while criticizing perceived exploitation, framed as a moral issue.
@MultiDoer
Mar 4, 2025
It makes sense because the us is murderous traders. Duhhhh
It makes sense because the us is murderous traders. Duhhhh
Makes a moral condemnation of the US as 'murderous traders,' appealing to ethical principles about national conduct.
Moral Argument
0.75
@nomadbarka7407
Mar 4, 2025
All of us deserve this, for allowing the wealthy to speak for the masses.
All of us deserve this, for allowing the wealthy to speak for the masses.
Appeals to collective responsibility and fairness, suggesting society deserves consequences for allowing wealth concentration.
@mic4902
Mar 4, 2025
Compare Videos
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)