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
Good luck American, MAGA don't care what their GOD is doing
Good luck American, MAGA don't care what their GOD is doing
Critique of Trump/MAGA movement's indifference to Canadian concerns, implying moral judgment about political priorities.
@Kingleonidasofgreece
Mar 4, 2025
Canada has the right to defend its self!
Canada has the right to defend its self!
Appeals to the principle of national self-defense as a justification for Canada's position.
Moral Argument
0.70
@vaughnpratt
Mar 4, 2025
Prime Minister, I know you do not want to hurt the Americans. We have worked well together. I don't want President Zalensky harmed either or his country. I am sorry for all of us
Prime Minister, I know you do not want to hurt the Americans. We have worked well together. I don't want President Zalensky harmed either or his country. I am sorry for all of us
Appeals to shared values of friendship and non-harm, expressing concern for protecting allies and expressing regret for political divisions.
@carlirayech
Mar 4, 2025
Trump doesn't understand a speech like this!! He is basic!
Trump doesn't understand a speech like this!! He is basic!
Character critique suggesting Trump lacks intellectual capacity to understand sophisticated political speech.
Moral Argument
0.70
@fredsoncsilva
Mar 4, 2025
This President is medically (mentally speaking) UNFIT for Office !!
This President is medically (mentally speaking) UNFIT for Office !!
Makes a value judgment about fitness for office based on perceived mental/medical unfitness, appealing to standards of competence and responsibility.
Moral Argument
0.70
@Engagenumberone
Mar 4, 2025
The lesson is to never place all your eggs in one basket. Trust, but never trust completely. Because even your best friend can turn on you.
The lesson is to never place all your eggs in one basket. Trust, but never trust completely. Because even your best friend can turn on you.
Offers a philosophical/ethical lesson about trust and betrayal as commentary on geopolitical relationships.
Moral Argument
0.70
@user-Aa310
Mar 4, 2025
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. …
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. \n\nHe serms reasonable to me. Id stand behind Trudeau before i stood with trump. \n\nFDJT
Makes ethical judgments about Trump's character and expresses support for Trudeau based on reasonableness and moral grounds.
@Only-me-baby-fe2ji
Mar 4, 2025
This man is full of bs…
This man is full of bs…
Brief dismissive statement characterizing someone as dishonest, a moral judgment without specific claims.
Moral Argument
0.70
@KITCATNOS
Mar 4, 2025
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Trump POOR HUNGRY DESPERATE PEOPLE ARE EASIER TO CONTROL. Just ask Kim un from N Korea. Trump said Kim is a SMART GUY
Criticizes Trump's strategy of keeping people desperate for control, comparing him to Kim Jong Un; combines moral critique with fear-based framing.
@tammysharp65
Mar 4, 2025
Don the Convicted Psychopath is following his boss, Putin’s orders.
Don the Convicted Psychopath is following his boss, Putin’s orders.
Makes a character attack on Trump as a 'psychopath' following Putin's orders; combines moral condemnation with unsubstantiated claims.
@wendycanuck1019
Mar 4, 2025
I'm starting to like trudeau now, he's doing a good job
I'm starting to like trudeau now, he's doing a good job
Personal opinion endorsing Trudeau's performance, framed as positive judgment of leadership quality.
Moral Argument
0.70
@Ejoel07
Mar 4, 2025
Trump needs to be in chains.
Trump needs to be in chains.
Makes a strong moral condemnation of Trump through a call for punitive action.
@alexanderpetrow8668
Mar 4, 2025
Trump would never admit he's wrong or defeat .. he's only interested in being a dictator like his best friend Putting. Long live the rest of the world minus China as well.
Trump would never admit he's wrong or defeat .. he's only interested in being a dictator like his best friend Putting. Long live the rest of the world minus China as well.
Appeals to democratic values and warns of authoritarian threat, comparing Trump to Putin and framing his ambitions as contrary to American principles.
@ewengillies9826
Mar 4, 2025
Fuck US. Aligned with Russia. wtf happened to that nation.
Fuck US. Aligned with Russia. wtf happened to that nation.
Expresses moral disapproval of US alignment with Russia, comparing the nation's current state to an implied better past.
@ThisandThat___
Mar 4, 2025
Canada must strong, word needs strong leader and diversification.
Canada must strong, word needs strong leader and diversification.
Calls for Canada to be strong and pursue diversification, appealing to values of resilience and self-determination.
@mrinmoyroy100
Mar 4, 2025
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for …
Who convinced Trump of this? I like him but this trade war against Canada isn’t the way to go, really. I feel Canadians were mistakenly targeted. US needs allies not foes. Proud of Trudeau for the first time. I don’t live in the US but in Canada at the moment, not Canadian either, but I’m very objective in my perception about these occurrences. I hope America makes peace with Canada so strengthen both sides, hmmm.
Presents personal perspective on trade conflict, appeals to ethics of alliance-building and mutual benefit, while positioning self as objective observer.
@Expensive-op6pn
Mar 4, 2025
Donald Trump is NOT sane, somebody please admit it, period.
Donald Trump is NOT sane, somebody please admit it, period.
Makes a moral judgment about Trump's sanity and appeals for acknowledgment, positioning this as an ethical issue.
@fabianomasterbianco
Mar 4, 2025
A national disgrace
A national disgrace
Makes a sweeping moral judgment about immigration policy as shameful without detailed argumentation.
dcross6360
Jan 19, 2026
This makes me so, so sad!
This makes me so, so sad!
Emotional expression of sadness about the situation, implying ethical concern about the circumstances discussed.
Moral Argument
0.70
@susanledoux5237
Mar 4, 2025
It's just great when you aren't running for any election again.
It's just great when you aren't running for any election again.
Makes an implicit ethical point about political freedom and accountability when not facing re-election constraints.
Moral Argument
0.68
@FutureCommentary1
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)