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
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
What liberals don’t know is this is a way to get Canada to the negotiating table along with other countries. It works ????
Offers analysis of Trump's strategy as a negotiating tactic, critiquing liberal understanding of policy intent.
Policy Critique
0.75
@batreview9600
Mar 4, 2025
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
Mar 4, 2025
It's a good thing about if u willing to crash your economy..
It's a good thing about if u willing to crash your economy..
Critiques a policy position by questioning its economic viability and consequences.
Policy Critique
0.75
@ZambeziSentinel
Mar 4, 2025
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
Proposes alternative tariff policy favoring Canadian-owned businesses over foreign chains as critique of current approach.
@chrisd3710
Mar 4, 2025
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and …
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and destroy the alliance that would unify and stand against Putin. \n\nThat's what it's about, destroying alliances, annexing canada, and using tarrifs as a means to do it.
Critiques government naivety and Trump's tariff strategy while making unsubstantiated claims about annexation intentions.
@davidkraft314
Mar 4, 2025
Canada and Mexico both complied with his demands. Give him and inch..
Canada and Mexico both complied with his demands. Give him and inch..
Criticizes Canada's compliance with demands (policy) while implying a slippery slope without evidence.
@brettbenson7690
Mar 4, 2025
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Don’t be fooled. He doesn’t care about Canada. He’s deflecting the hatred towards him at Trump. Trudeau is a narcissistic coward who has already announced his resignation.
Criticizes political motives and character while dismissing stated policy rationale as deflection.
@John-w7o9p
Mar 4, 2025
Should need approval from Congress to implement this type of economic policy.
Should need approval from Congress to implement this type of economic policy.
Critique of policy implementation process, questioning the authority and procedural legitimacy of economic policy decisions.
Policy Critique
0.75
@dresh9077
Mar 4, 2025
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Import quotas would have been more punitive/effective.\n\nBUT\n\nGO CANADA!
Critiques government policy choice while expressing national support and patriotic sentiment.
@nnoddy8161
Mar 4, 2025
First time I’ve heard Trudeau speak the truth. Although it has been Trudeau’s economic policies that essentially brought about the tariffs- particularly the depreciating Canadian dollar caused by Trudeau’s policies. Not to mention Trudeau’s admission …
First time I’ve heard Trudeau speak the truth. Although it has been Trudeau’s economic policies that essentially brought about the tariffs- particularly the depreciating Canadian dollar caused by Trudeau’s policies. Not to mention Trudeau’s admission that Canada’s border was porous for drugs.
Critiques Trudeau's economic policies as causing tariffs and currency depreciation, with some unverified causal claims.
@stitcheruk1150
Mar 4, 2025
Your government chosen to do this to you ✅ Deeeeep Facts.
Your government chosen to do this to you ✅ Deeeeep Facts.
Critiques the Canadian government for deliberately creating negative conditions for citizens.
Policy Critique
0.75
@zzzaaalll
Mar 4, 2025
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
Blames Democrats for an unspecified incident through an unsubstantiated causal claim about their immigration stance.
@americandesi7310
Mar 4, 2025
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
Criticizes Trump's border policy effectiveness while making an implicit claim about fentanyl at the border without evidence.
@loubliss7471
Mar 4, 2025
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
Criticizes media coverage and political ideology, attacking both the news network and the political figure's positions.
@Dbodell8000
Mar 4, 2025
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a …
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a time limit to his fecklessness.
Critiques a political figure's strategy and effectiveness using sarcastic tone ('show and no go'), blending satire with substantive criticism.
@simonreid7389
Mar 4, 2025
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Assertion that JT has caused destruction and is widely hated, presented as fact without evidence, combined with policy criticism.
@teddybonnkers4742
Mar 4, 2025
Canada ain't doing shit
Canada ain't doing shit
Brief dismissive critique of Canada's government action or inaction on an unspecified issue.
Policy Critique
0.75
@MannDoesArt
Mar 4, 2025
You are finish. Enough of taking advantage of USA
You are finish. Enough of taking advantage of USA
Accusation that Canada is exploiting the USA, framing Canadian policy as unfair advantage-taking.
@BeySim1490
Mar 4, 2025
Not gonna make a difference Justin.
Not gonna make a difference Justin.
Commenter expresses skepticism about the effectiveness of Trudeau's actions or statements, offering a brief policy dismissal.
Policy Critique
0.75
@bernardqblack
Mar 4, 2025
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
Commenter defends Trump's rhetoric as not harsh while requesting Canada lower visa requirements, mixing policy defense with a direct policy request.
@featherbound8099
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)