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
Search & Filter
Moral Argument
2,863 comments
Such a disgusting time in America. ?
Such a disgusting time in America. ?
Expresses moral disapproval of the current political situation in America using emotional language.
Moral Argument
0.75
@DKane73
Mar 4, 2025
Specific American Donald, you are not a King! Wake up!
Specific American Donald, you are not a King! Wake up!
Appeals to principles of democratic governance and rejection of authoritarian rule.
Moral Argument
0.75
@lubova5732
Mar 4, 2025
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus …
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus he's crazy and sadistic and evil, and he suffers from dementia. The cult of Trump is a death cult.
Extended moral condemnation of Trump using terms like 'evil,' 'sadistic,' and 'death cult,' framed as character judgment rather than policy analysis.
@AustinCartwright-t1p
Mar 4, 2025
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist …
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist half.
Makes moral judgments about Trump and his supporters while attempting to distance 'good Americans' from fascism and bigotry.
@SandiTerps
Mar 4, 2025
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Shitting on immigrants when the economy takes a hit, it’s as old as the rosetta stone unfortunately.
Uses historical analogy to critique the pattern of blaming immigrants during economic downturns as an old, unjust practice.
ovrskr
Nov 24, 2025
First of all,stop calling stchumph president, is a terrorist.
First of all,stop calling stchumph president, is a terrorist.
Makes a moral condemnation of Trump using extreme language (terrorist) to delegitimize him.
@user-cy7hh9yy5k
Mar 4, 2025
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
Praises presidential behavior as exemplifying moral virtue ('CLASS ACT'), though lacks specific policy detail.
Moral Argument
0.75
@mrwatdahell2871
Mar 4, 2025
I never voted for that dangerous man but feel ashamed as an American for this betrayal against our nicest and closest allies. The Canadians must be very proud of their great, smart and brave leader, …
I never voted for that dangerous man but feel ashamed as an American for this betrayal against our nicest and closest allies. The Canadians must be very proud of their great, smart and brave leader, Mr Trudeau
Appeals to ethics and fairness regarding betrayal of allies while expressing shame and support for Canadian leadership.
@sccoimbra6547
Mar 4, 2025
Canadian PM Justin is the best honest PM as a human being
Canadian PM Justin is the best honest PM as a human being
Praises Canadian PM's character and integrity as moral exemplar.
@chenmaria8390
Mar 4, 2025
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO …
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO THE LOWEST PVT. & SEAMEN IN OUR MILITARY & A BACK STABBING S.O B. TO NOT ONLY AMERICAN TAX PAYERS; BUT TO EVERY LONG TERM ALLIE WHO SHARED MUTUAL RESPECT, HONOR & TREASURED SECURITY TO ALL OUR PEOPLES OVER THE DECADES!
Passionate condemnation of political figures using moral language (traitor, scum, dishonor) framed as defense of national values and military integrity.
@richardpaglialunga2131
Mar 4, 2025
Canada We know it’s not You! Unfortunately because Racism is Ingrained in the fabric of America, We are here yet Again?? Because a vote for An Orange cheetah is just insane. They thought by voting …
Canada We know it’s not You! Unfortunately because Racism is Ingrained in the fabric of America, We are here yet Again?? Because a vote for An Orange cheetah is just insane. They thought by voting for Orange boy the stuff being implemented would only affect people of color. Check Your hearts America God is Aware of who is whom & Judgement it at the Door??
Appeals to moral and religious principles regarding racism and justice, with identity-based framing about American values.
@LeihuaBarry-jj4mg
Mar 4, 2025
Don’t blame them eye for an eye
Don’t blame them eye for an eye
Invokes the principle of reciprocal justice ('eye for an eye') as a moral justification.
Moral Argument
0.75
@gilbertgomez1229
Mar 4, 2025
Outstanding. 50% of America is horrified and embarrassed by the chaos coming out of the White House every day, and a good share of the other 50% knows this and much else is wrong but …
Outstanding. 50% of America is horrified and embarrassed by the chaos coming out of the White House every day, and a good share of the other 50% knows this and much else is wrong but is too afraid or ashamed to admit it.
Commentary on American public opinion regarding Trump administration, framing the situation in terms of embarrassment and moral concern about governance.
@andyjohanos4175
Mar 4, 2025
Trump can’t gaslight anymore. Trudeau just stated the facts. Why are we appeasing the enemy and hurting our friend and neighbor, Canada? Trump is mentally ill. He’s a malignant narcissist and sociopath.
Trump can’t gaslight anymore. Trudeau just stated the facts. Why are we appeasing the enemy and hurting our friend and neighbor, Canada? Trump is mentally ill. He’s a malignant narcissist and sociopath.
Appeals to ethical principles (facts vs. gaslighting) while asserting American identity and distinguishing from Trump supporters.
@Ruzena2025
Mar 4, 2025
Wow! Trump is turning friends into enemies and enemies into friends. So sad!
Wow! Trump is turning friends into enemies and enemies into friends. So sad!
Expresses moral disapproval of diplomatic consequences, framing the situation as ethically problematic.
Moral Argument
0.75
@PCT_OUTLAW_2022
Mar 4, 2025
All those stupids that voted for freaking maga. Now tell me how this will affect trump cuz you would be the affected. Trump is a billionaire and would be richer at the end of his …
All those stupids that voted for freaking maga. Now tell me how this will affect trump cuz you would be the affected. Trump is a billionaire and would be richer at the end of his term. You will learn the hard way
Commenter criticizes Trump supporters on moral/ethical grounds while warning of economic consequences.
@Gregory-j1x
Mar 4, 2025
White people get so bitter when they get colonized. Look at what happened when Germany tried to colonize Europe in the 20th century. Lots of hypocrisy.
White people get so bitter when they get colonized. Look at what happened when Germany tried to colonize Europe in the 20th century. Lots of hypocrisy.
Uses historical comparison to accuse critics of hypocrisy, appealing to fairness and justice in the context of colonization and immigration.
toolbaggers
Dec 16, 2025
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
We don't have to ride it out with Trump, we just have to ride it out with the America people. They will do what's right in the end.
We don't have to ride it out with Trump, we just have to ride it out with the America people. They will do what's right in the end.
Appeals to faith in American people doing 'what's right,' combining moral optimism with implicit support for democratic values.
@31415dow
Mar 4, 2025
I did not sign up for this tariff wars, Trump did. Please......
I did not sign up for this tariff wars, Trump did. Please......
Appeals to fairness and personal agency, expressing that citizens should not bear consequences for Trump's policy decisions.
@terryroberson5336
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)