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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Comparative
2,420 comments
New Yorker here. I don’t like it but I’m supporting whatever ?? feels they need to do to deal with the diapered one’s BS. Stay strong and don’t give in. The sane among us understand …
New Yorker here. I don’t like it but I’m supporting whatever ?? feels they need to do to deal with the diapered one’s BS. Stay strong and don’t give in. The sane among us understand and stand with you.
Compares US and Canadian drug policy issues, making claims about US healthcare industry and cartel money laundering without evidence.
@michaelhogan2256
Mar 4, 2025
Any way living in Canda is a lot safer than Us. Canadian products far better than Us products and halthier. Health system is way better than Us health care.
Any way living in Canda is a lot safer than Us. Canadian products far better than Us products and halthier. Health system is way better than Us health care.
Compares Canada favorably to the US across safety, product quality, and healthcare systems.
@Florenceyousif
Mar 4, 2025
He fights Trump harder than every dem not named AOC and Bernie
He fights Trump harder than every dem not named AOC and Bernie
Compares Canadian leadership's opposition to Trump against Democratic politicians, ranking their relative strength.
@twizzwinton
Mar 4, 2025
Americans should be begging for this president to be their president instead of the Punch and Judy show you have in the whitehouse
Americans should be begging for this president to be their president instead of the Punch and Judy show you have in the whitehouse
Compares Trump favorably to current US leadership ('Punch and Judy show'), ranking political leaders across contexts.
@chrisilogan8059
Mar 4, 2025
The Man across the boarder will cripple his Country within a year....btw...thats the USA.
The Man across the boarder will cripple his Country within a year....btw...thats the USA.
Compares Canada favorably to the USA by predicting negative outcomes for the American administration.
@skeelo69
Mar 4, 2025
3:46 Wish Trudeau was our President. He has a plan and speaks clear and well spoken. We pray for you and your people. We have a man that doesn't really care about our country.
3:46 Wish Trudeau was our President. He has a plan and speaks clear and well spoken. We pray for you and your people. We have a man that doesn't really care about our country.
Compares Trudeau favorably to Trump while expressing support for Canada and its people.
@marybalderrama1220
Mar 4, 2025
Canada's president can give a concise speech without ever using teleprompters. Maybe the U.S. can become a province of Canada.
Canada's president can give a concise speech without ever using teleprompters. Maybe the U.S. can become a province of Canada.
Compares Canadian and U.S. leadership capabilities with satirical suggestion that U.S. become Canadian province.
@saxophool
Mar 4, 2025
Here in America we've got an idiot in office
Here in America we've got an idiot in office
Compares political leadership between America and Canada, with implicit criticism of US governance.
@Liam-vb1lf
Mar 4, 2025
TX economy is bigger than Canadas LOL they’re gonna get destroyed. They better bend at the knee before it’s too late!
TX economy is bigger than Canadas LOL they’re gonna get destroyed. They better bend at the knee before it’s too late!
Compares economic size of Texas to Canada and frames Canada as facing defeat, combining comparative analysis with threat language.
@twotwo7533
Mar 4, 2025
Funny how Trump starts wars and removes any assistance Americans need from federal government… and here’s Trudeau, defending his country and beefing up federal aid to citizens who will need it. Trump is a Kkkuck. …
Funny how Trump starts wars and removes any assistance Americans need from federal government… and here’s Trudeau, defending his country and beefing up federal aid to citizens who will need it. Trump is a Kkkuck. 100% for Canada
Compares Trump's America unfavorably to Trudeau's Canada, expressing support for Canadian leadership and policy approach.
@alisted01
Mar 4, 2025
Americans don’t this either! Trump is an awful president!
Americans don’t this either! Trump is an awful president!
Compares Canada favorably to the U.S. by criticizing Trump while implicitly supporting Canada's approach.
@pamreaddy
Mar 4, 2025
America, remember when we also had a leader that did not embarrass us when they spoke at a podium?
America, remember when we also had a leader that did not embarrass us when they spoke at a podium?
Compares American leadership unfavorably to a past leader, implicitly contrasting with Canadian dignity and professionalism.
@deedsterdoo1603
Mar 4, 2025
Sorry, Canada! ? its so embarrassing...very embarrassing time for us in USA ???
Sorry, Canada! ? its so embarrassing...very embarrassing time for us in USA ???
Compares Canada favorably to the USA and expresses embarrassment about American political situation.
@toga1208
Mar 4, 2025
They want to live in Canada so bad but their own countries are better in a lot of ways
They want to live in Canada so bad but their own countries are better in a lot of ways
Compares Canada unfavorably to immigrants' home countries, suggesting other nations are superior in various ways.
Cody-h1p
Jan 19, 2026
He speaks so eloquently. What a contrast to Trump!
He speaks so eloquently. What a contrast to Trump!
Comparison of Canadian leader's eloquence favorably against Trump, implying national superiority.
@Raymond_Petit
Mar 4, 2025
4 years to gain our respect back from the world.....only took the fool 4 weeks to blow it and lose THE ENTIRE WORLDS respect! Well done orange chunk.....
4 years to gain our respect back from the world.....only took the fool 4 weeks to blow it and lose THE ENTIRE WORLDS respect! Well done orange chunk.....
Contrasts Canada's reputation recovery with US reputation loss under Trump, ranking nations.
@QueenReina6419
Mar 4, 2025
Love from Sweden. \nLet dictator Trump destroy his country and the relationship with alias to the US.
Love from Sweden. \nLet dictator Trump destroy his country and the relationship with alias to the US.
International solidarity message comparing Canada favorably to the US under Trump, using comparative framing across nations.
@pepsico64
Mar 4, 2025
As a UK citizen living in Canada, I’ve seen how much the U.S. has damaged its relationship with Canada, and I don’t think things will ever be the same. I don’t even blame Trump—I blame …
As a UK citizen living in Canada, I’ve seen how much the U.S. has damaged its relationship with Canada, and I don’t think things will ever be the same. I don’t even blame Trump—I blame the American people for electing a corrupt criminal.\n\nThe reality is, Americans are going to feel the consequences far more than Canadians. You’re the only NATO country without universal healthcare, your education system ranks among the worst in the developed world, worker protections are almost nonexistent, social security is severely lacking, and now, thanks to your election choice, you’ll be paying at least 25% more for groceries under a leader who’s steering the country toward authoritarianism.\n\nIt’s embarrassing. The world no longer revolves around America, and people are tired of its self-centered, individualistic mindset. It’s time to wake up.
Extensive comparison of US and Canada across healthcare, education, worker protections, and governance systems, with moral judgment of American choices.
@TheoneandonlyArg
Mar 4, 2025
This is what a leader sounds like. Trump talks like a second grader at best. I'm embarrassed of our current leaders to say the least
This is what a leader sounds like. Trump talks like a second grader at best. I'm embarrassed of our current leaders to say the least
Compares Canadian leadership favorably to Trump's, using comparative framing to make a moral judgment about leadership quality.
@jasondodd5375
Mar 4, 2025
Canada, UK, Ukraine, Turkey and EU (without Hungary) should make some New Union
Canada, UK, Ukraine, Turkey and EU (without Hungary) should make some New Union
Proposes a new political union comparing Canada with other countries, ranking/grouping nations by political alignment.
Comparative
0.80
@sanproekt
Mar 4, 2025
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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)