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
I wish we had an intelligent President… unfortunately we had more stupid people voting in the 2024 election so this was the outcome… the death of our democracy ?
I wish we had an intelligent President… unfortunately we had more stupid people voting in the 2024 election so this was the outcome… the death of our democracy ?
Expresses concern about democratic values and criticizes voter choices as morally problematic, framed as threat to democracy.
@cherylstigars3950
Mar 4, 2025
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Donald is out to destroy the lower and middle class. All he wants is more money in the billionaires pockets.
Moral critique of Trump's intentions toward working classes, framed as unfair wealth concentration.
@TheRoxinatoR
Mar 4, 2025
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Even on his way out with many Canadians not satisfied with him(times were hard)endured public and private harassment from CANADIANS(even BC?),THIS MAN is still eloquently PROTECTING his Country!!!
Praises Trudeau for protecting Canada despite hardship, framing his actions as ethically commendable despite public dissatisfaction.
@freakyfriday3059
Mar 4, 2025
Hey man, I dont like the guy but he did the thing here. Good job, Justin. You represented us well here for 20 minutes.
Hey man, I dont like the guy but he did the thing here. Good job, Justin. You represented us well here for 20 minutes.
Acknowledges personal dislike but gives credit where due, appealing to fairness and recognition of good performance.
Moral Argument
0.75
@Nymphis69
Mar 4, 2025
Trump and the republicans chose to do that nit the blue but we understand ? you have no choice do what you have to bless the world from the evil greedy 1%
Trump and the republicans chose to do that nit the blue but we understand ? you have no choice do what you have to bless the world from the evil greedy 1%
Appeals to moral principles about necessity, blessing the world, and fighting greed/evil, framed as justification for political choices.
Moral Argument
0.75
@dogwoodvanbibber4522
Mar 4, 2025
Trump supporters who are negatively affected by this will complain that the American goverment failed them. They won't say Trump. It's the American government that caused this.
Trump supporters who are negatively affected by this will complain that the American goverment failed them. They won't say Trump. It's the American government that caused this.
The commenter makes an argument about accountability and blame-shifting, appealing to fairness in how responsibility should be assigned for negative consequences.
Moral Argument
0.75
@BU_IDo
Mar 4, 2025
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
The commenter makes a moral judgment that America is compromised by serving authoritarian interests (Netanyahu and Putin).
@Yjn75
Mar 4, 2025
USA is in deep shit ..because of the ORANGUTAN !
USA is in deep shit ..because of the ORANGUTAN !
Derogatory characterization of Trump using animal metaphor to express disapproval, with potential satirical intent.
@freddiemercury1459
Mar 4, 2025
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
Makes character judgments about intelligence and competence without specific policy critique or evidence.
Moral Argument
0.75
@000louisa1
Mar 4, 2025
I Hope all those who voted for him , realize that the only ones hurt here is the people . ??
I Hope all those who voted for him , realize that the only ones hurt here is the people . ??
Appeals to fairness and harm to ordinary people as a consequence of political decisions, framing the issue in ethical terms.
@BarbaraGonzalez-g1i
Mar 4, 2025
He doesn't get that we elected our government and he is therefore directly insulting all US citizens. Not polite.
He doesn't get that we elected our government and he is therefore directly insulting all US citizens. Not polite.
Appeals to fairness and respect, arguing that criticism of elected government is an insult to all citizens.
@hollybeal9900
Mar 4, 2025
Intelligent move.
Intelligent move.
Brief endorsement of Canada's tariff response as 'intelligent,' implying moral/strategic approval of the policy decision.
Moral Argument
0.75
@oliviavallin5441
Mar 4, 2025
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Appeals to ethical principles of neighborly love and understanding, distinguishing true Americans from Trump's actions.
@KeithHood-i1s
Mar 4, 2025
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk …
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk polite or have a discussion with elegance this a war for everyone and hurting the world in general special our own neighbors sad to see hope this 4 years past fast so this guy can leave america LOVE CANADA
Appeals to civility, politeness, and elegance in political discourse while comparing Trump unfavorably to Canadian leadership on ethical grounds.
@connieborja-ye1mu
Mar 4, 2025
I agree with Trudeau excepting one statement Trump is NOT smart he is a total fool, Putin's puppet and a traitor.
I agree with Trudeau excepting one statement Trump is NOT smart he is a total fool, Putin's puppet and a traitor.
Makes moral judgments about Trump's character (fool, traitor, puppet) while expressing agreement with Trudeau's position.
@lordofelectrons4513
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
American love fentanyl. Canada save your people from fentanyl.
American love fentanyl. Canada save your people from fentanyl.
Appeals to Canada's responsibility to protect its citizens from a public health threat (fentanyl), framed as a moral imperative.
Moral Argument
0.75
@mina-rg7zf
Mar 4, 2025
When they put tariffs on us it's okay when we put it on them it's War
When they put tariffs on us it's okay when we put it on them it's War
Commenter makes a fairness/hypocrisy argument: criticizing the asymmetry of US tariff actions being labeled differently than Canadian responses.
@andrewphillips7980
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
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)