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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Policy Critique
5,980 comments
This is on trump. He doesn't know how to run an economy just like he doesn't know how to run a business
This is on trump. He doesn't know how to run an economy just like he doesn't know how to run a business
Criticism of Trump's economic management and business acumen as explanation for current situation.
Policy Critique
0.85
@lwells3937
Mar 4, 2025
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it …
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it worth suffering more for the benefit of the rich? What a clown show.
Sarcastic critique of US policy outcomes and priorities, comparing healthcare and economic benefits unfavorably.
@mikehagmaier3949
Mar 4, 2025
Why the fuck did we tariff Canada?
Why the fuck did we tariff Canada?
Expresses frustration with tariff policy as a government decision, though phrased as a rhetorical question rather than detailed analysis.
Policy Critique
0.85
@TheeAllGameShootist
Mar 4, 2025
A guy who froze the bank accounts of his citizens because they protested one or another of his insane decisions.\n\nHe visited china or North Korea. He came home and told his people, Being a dictator …
A guy who froze the bank accounts of his citizens because they protested one or another of his insane decisions.\n\nHe visited china or North Korea. He came home and told his people, Being a dictator (like china's and north korea's) would make it so much easier to govern.\n\nI have no interest in anything he has to say about anything.
Criticizes government actions (freezing bank accounts) and leadership style while invoking moral concerns about authoritarianism.
@BertJones-u5b
Mar 4, 2025
US leftists following CNN, just that you know, this clown Trudau is the lunatic-leftist that destroyed Canada well before the Trump's tariffs.
US leftists following CNN, just that you know, this clown Trudau is the lunatic-leftist that destroyed Canada well before the Trump's tariffs.
Criticizes Trudeau's governance and policies while using partisan framing ('leftists', 'clown') that invokes identity-based political divisions.
@jd3rd
Mar 4, 2025
I disagree trump is not smart. He’s a dumb man making a dumb move.
I disagree trump is not smart. He’s a dumb man making a dumb move.
Criticizes Trump's decision-making and characterizes the policy move as foolish.
Policy Critique
0.85
@sbristout
Mar 4, 2025
This is the most unnecessary and potentially damaging move by Trump, as Europe can in theory become self sufficient in the defense sector but a trade war with the number 1 ally is hilariously bad.
This is the most unnecessary and potentially damaging move by Trump, as Europe can in theory become self sufficient in the defense sector but a trade war with the number 1 ally is hilariously bad.
Analyzes Trump's trade war policy as strategically damaging, comparing Canada's importance to Europe's defense capabilities.
@server1ok
Mar 4, 2025
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Criticizes Trudeau's handling of tariffs and fentanyl policy while dismissing the speaker as a 'fool,' combining policy analysis with derogatory framing.
@paulpachis9689
Mar 4, 2025
As a anti Trudope I'm actually impressed by his speech today, but make no mistake he's trying to stir up the relationship between Trump and the American ppl all to make his party look good …
As a anti Trudope I'm actually impressed by his speech today, but make no mistake he's trying to stir up the relationship between Trump and the American ppl all to make his party look good to us.
Commenter critiques Trudeau's political motives and strategy while asserting their anti-Trudeau identity, mixing personal political stance with analysis of government behavior.
@pounderish
Mar 4, 2025
Who cares speech about your speech Trudeau?? Canada will do good when you step down!! You destroyed the beautiful country!!
Who cares speech about your speech Trudeau?? Canada will do good when you step down!! You destroyed the beautiful country!!
Criticizes Trudeau's leadership and calls for his removal, framing him as destructive to Canada.
@Ma-k7f
Mar 4, 2025
Ford will turn off American gas. Good luck Trump.
Ford will turn off American gas. Good luck Trump.
Critiques Ford's policy decision to restrict American gas imports and its implications for Trump.
Policy Critique
0.85
@h.nguyen4193
Mar 4, 2025
Trudeau is a weak poor leader. Why fight when we can work together to bring down these tariffs. This is why Canada is struggling.
Trudeau is a weak poor leader. Why fight when we can work together to bring down these tariffs. This is why Canada is struggling.
Criticizes Trudeau's leadership and advocates for negotiation over confrontation regarding tariffs.
Policy Critique
0.85
@haroldlee6448
Mar 4, 2025
How many pounds have you seized? Talk about results, not efforts
How many pounds have you seized? Talk about results, not efforts
Commenter is critiquing the government's approach by demanding concrete results rather than effort-focused messaging.
Policy Critique
0.85
@samwelch7328
Mar 4, 2025
Where is the money going, Donald? Seems like you are lining your pockets to enrich the vaults of you and your friends while over ninety percent of us are fitting the bill. ?
Where is the money going, Donald? Seems like you are lining your pockets to enrich the vaults of you and your friends while over ninety percent of us are fitting the bill. ?
Criticizes government fiscal policy and alleged corruption, with economic concerns about wealth distribution.
@Lycurgus1982
Mar 4, 2025
Trudeau is a total fraud and a liar, just like the rest of the democrat party.
Trudeau is a total fraud and a liar, just like the rest of the democrat party.
Direct criticism of Trudeau's character and leadership, framed as political judgment rather than moral argument.
Policy Critique
0.85
@trevonwilson1
Mar 4, 2025
Zelensky you don’t have a leg to stand on.. You should have made the boarder and drugs coming into America more of a priority…! Now you will be tariffed until you comply! Simple! It’s going …
Zelensky you don’t have a leg to stand on.. You should have made the boarder and drugs coming into America more of a priority…! Now you will be tariffed until you comply! Simple! It’s going to hurt your country more than ours he knows this and now is panicking!!
Criticizes border and drug policy priorities while expressing economic threat concerns about tariffs.
@TheModifiedChannelAddiction
Mar 4, 2025
JT is usually the one screwing over Canada. Must be weird for him to talk about someone else doing it.
JT is usually the one screwing over Canada. Must be weird for him to talk about someone else doing it.
Criticizes the Prime Minister's track record while commenting on current policy situation.
Policy Critique
0.85
@mmmaaasss
Mar 4, 2025
Trump is dumb, and he's doing dumb things!
Trump is dumb, and he's doing dumb things!
Direct criticism of Trump's intelligence and policy decisions.
Policy Critique
0.85
@lasonescott4482
Mar 4, 2025
Ur own ppl don’t like you Trudeau!!!
Ur own ppl don’t like you Trudeau!!!
Asserts lack of public support for Trudeau, critiquing his political standing and legitimacy.
Policy Critique
0.85
@letssee11221
Mar 4, 2025
When do we start talking about the carbon tax this guy is putting on Canadians next month? I believe this is going to do more damage to Canadian families than the tariffs.
When do we start talking about the carbon tax this guy is putting on Canadians next month? I believe this is going to do more damage to Canadian families than the tariffs.
Criticizes government policy (carbon tax) and argues it will cause economic damage to families.
@jeannettedochstader3020
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)