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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Identity Assertion
5,512 comments
About time. Not a USA citizen nor a Canadian citizen. Trump is looking after the USA. Not any other country. Country leaders can learn from this. The left is over.
About time. Not a USA citizen nor a Canadian citizen. Trump is looking after the USA. Not any other country. Country leaders can learn from this. The left is over.
Asserts that national leaders should prioritize their own country over others, framing this as an us-vs-them principle of national interest.
@martrotteveel
Mar 5, 2025
Trudumb is a idiot!
Trudumb is a idiot!
Dismissive name-calling of Trudeau using wordplay ('Trudumb'), combining personal attack with light sarcasm.
@petone2009
Mar 5, 2025
He’s a big man talking from Canada,but the truth is he’s in trouble without the US ,And we voted our leaders in..
He’s a big man talking from Canada,but the truth is he’s in trouble without the US ,And we voted our leaders in..
Asserts US democratic legitimacy and Canada's economic dependence, framing power dynamics through national identity and sovereignty.
@danestohler184
Mar 5, 2025
I’m so ashamed of my fucking country.
I’m so ashamed of my fucking country.
Expresses shame about national identity and country's actions, asserting personal disassociation from national conduct.
@Schlooptyboo
Mar 4, 2025
Leftists, commies and Kamala voting low IQ dummies came out in numbers hating on orange man as usual.
Leftists, commies and Kamala voting low IQ dummies came out in numbers hating on orange man as usual.
Uses derogatory identity-based framing (leftists, commies, low IQ) to dismiss Trump critics.
@kimuratakuya4118
Mar 4, 2025
How many of you hosers have been outside of a Liberal city? Canada WAS a great Country. Until the Left destroyed it.
How many of you hosers have been outside of a Liberal city? Canada WAS a great Country. Until the Left destroyed it.
Asserts Canada's decline due to left-wing politics, using geographic/cultural identity markers (hosers, Liberal cities) to frame us-vs-them narrative.
@T13-o7u
Mar 4, 2025
F Trudeau! He doesn’t have the right to speak for Canadians.
F Trudeau! He doesn’t have the right to speak for Canadians.
Asserts that Trudeau lacks legitimacy to represent Canadians, framing an us-vs-them distinction.
@Igneousplutonic
Mar 4, 2025
I’m so sick of my country right now.. more so the citizens who are ignoring things like this and believe any lie Trump, Vance, or Elon says
I’m so sick of my country right now.. more so the citizens who are ignoring things like this and believe any lie Trump, Vance, or Elon says
Expresses alienation from national identity due to disagreement with fellow citizens' political choices and beliefs.
@mylolanzki3608
Mar 4, 2025
We the American people dont want this but unfortunately half of us elected an idiot and now we're all fucked.
We the American people dont want this but unfortunately half of us elected an idiot and now we're all fucked.
Expresses alienation from national identity by distancing 'the American people' from the elected leadership, framing it as a collective failure.
@nicko_3d_art
Mar 4, 2025
Not surprised at the amount of treasonous morons in this comment section, siding with foreign leaders that have been ripping us off for decades. Canada already imposes tariffs on US products, now they are adding …
Not surprised at the amount of treasonous morons in this comment section, siding with foreign leaders that have been ripping us off for decades. Canada already imposes tariffs on US products, now they are adding additional taxes, when all they had to do is lower (better yet, eliminate) their current ones. I guess progressives like being taxed to hell.
Frames disagreement as 'treasonous' and divides commenters into in-group (patriots) vs. out-group (progressives), emphasizing identity boundaries.
@Luis_H423
Mar 4, 2025
Canadians, Never EVER forget that the people down south voted for this. This is who they are and they will do this again whenever their allies give them the benefit of the doubt. They will …
Canadians, Never EVER forget that the people down south voted for this. This is who they are and they will do this again whenever their allies give them the benefit of the doubt. They will toss out their facade of good faith at every chance where choosing to suck up to authoritarian regimes and playbooks feels like it will lower egg prices by idk 30 cents. Again, they voted twice for this tool. THIS IS WHO THEY ARE.
Makes sweeping claims about American identity and character, using us-vs-them framing to warn Canadians about American voters' nature.
@smizmi5467
Mar 4, 2025
Justin as an American we don't care. We have enough money to ride this out until we own your country. Dont worry about us please. Worry about your third rate economy.
Justin as an American we don't care. We have enough money to ride this out until we own your country. Dont worry about us please. Worry about your third rate economy.
Asserts American superiority and economic dominance while framing Canada as inferior, with us-vs-them framing.
@johnnigro6426
Mar 4, 2025
Half of us voted against this dictatorship. We our a country divided in half. Please pray for us.
Half of us voted against this dictatorship. We our a country divided in half. Please pray for us.
Expresses national division and uses charged language ('dictatorship') to assert a polarized identity position.
@heatherroberson1648
Mar 4, 2025
Let’s go Trump! we ain’t scared hard-working American here!!
Let’s go Trump! we ain’t scared hard-working American here!!
Asserts American identity and expresses confidence/defiance, using us-vs-them framing with Trump support.
Identity Assertion
0.80
@petersanchez8490
Mar 4, 2025
I thought you resigned brah… any “American” that agrees with this silly talk should move to Canada. Bye Felicia
I thought you resigned brah… any “American” that agrees with this silly talk should move to Canada. Bye Felicia
Questions commenter's legitimacy as American and suggests those who disagree should leave, using us-vs-them framing around national identity.
@the-real-won
Mar 4, 2025
Trudea more popular with AMerican LIbturds than Canadians themselves.
Trudea more popular with AMerican LIbturds than Canadians themselves.
Uses us-vs-them framing to claim the Prime Minister is more popular with outsiders than with actual Canadians, asserting national identity boundaries.
@thedentist9309
Mar 4, 2025
?????????\nWe love Trump, Canadians but not you Trudeau
?????????\nWe love Trump, Canadians but not you Trudeau
Asserts preference for Trump over Trudeau while claiming to speak for Canadians, using us-vs-them identity framing.
@BruceChuff
Mar 4, 2025
I don't know a single person that likes Trudeau though tbh . Canada is ruined by immigrants and cost of living right now
I don't know a single person that likes Trudeau though tbh . Canada is ruined by immigrants and cost of living right now
Asserts that Canada is 'ruined by immigrants' while claiming widespread disapproval of Trudeau, framing immigration as a threat to national wellbeing.
@EndZiiel
Mar 4, 2025
Communist clown
Communist clown
Uses dehumanizing labels ('clown', 'communist') to assert political opposition and delegitimize the PM.
@ChapaNDJ
Mar 4, 2025
A note that as a Canadian I don't know of a friend or family member who will buy anything American again.
A note that as a Canadian I don't know of a friend or family member who will buy anything American again.
Self-identification as Canadian combined with assertion of collective consumer behavior reflects national identity and us-vs-them framing.
@PaulHardingStewart
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)