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
Can we have the Canadian President instead of ours? Both Canada and Mexico responds to the requests and demonstrate they are trying to be our allies and for some reason we still proceed into a …
Can we have the Canadian President instead of ours? Both Canada and Mexico responds to the requests and demonstrate they are trying to be our allies and for some reason we still proceed into a trade war. I think there's an aspect of the tariffs where it's a tax that's not called a tax, where there will be reductions in taxes for the wealthy and then these tariffs are added taxes for the general population.
Compares Canada favorably to the US and Mexico, while analyzing tariff policy as a regressive tax affecting the general population.
@beoldziewski
Mar 4, 2025
America, how's it feel to see a real leader in action?
America, how's it feel to see a real leader in action?
Compares Canadian leadership favorably to American leadership, implicitly praising Canada's leader as superior.
@ramboshamone9888
Mar 4, 2025
I hope all these ppl who voted for Trump. Can see how bad he is doing ...... He pissed off all our allies
I hope all these ppl who voted for Trump. Can see how bad he is doing ...... He pissed off all our allies
Compares Trump's impact on US-Canada relations and allies, expressing concern about diplomatic damage.
@seanmiklo8870
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
A real leader. I'm so sorry Canada has to deal with our petulant child of a president.
A real leader. I'm so sorry Canada has to deal with our petulant child of a president.
Compares U.S. and Canadian leadership, positioning Canada favorably while expressing sympathy for American political situation.
@doctorteethomega
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
As a german I can okay say wow. What a difference. That’s the way a leader of a country should speak and behave like. Not like that child and clown in the Oval Office who …
As a german I can okay say wow. What a difference. That’s the way a leader of a country should speak and behave like. Not like that child and clown in the Oval Office who is so much in love with himself. Do the people of USA even have the slightest clue how the country looks like to the whole world for so many years? Amerika used to be THAT country everyone wants to go to finally see it. Now it’s the least interesting place in the world I want to be.
German perspective comparing Canada/Trudeau favorably to USA/Trump, ranking nations and leadership styles.
@horrorpodcast0707
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
I'm a Scottish person who has just had maple syrup and bacon on my pancakes. Won't be buying any American pancake toppings that's for sure. Go Canada. Really hoping when Scotland qualify for the Mexico/USA/Canada …
I'm a Scottish person who has just had maple syrup and bacon on my pancakes. Won't be buying any American pancake toppings that's for sure. Go Canada. Really hoping when Scotland qualify for the Mexico/USA/Canada world cup in 2026 that we don't end up in the USA. Don't trust them anymore!
Compares Canada favorably to the USA, references personal experience in Canada, and expresses preference for Canadian products over American ones based on geopolitical distrust.
@Observations599
Mar 4, 2025
This jerk is making a big mistake. If I were trump I would spend the next 4 years manufacturing everything Canada imports and wish them luck?
This jerk is making a big mistake. If I were trump I would spend the next 4 years manufacturing everything Canada imports and wish them luck?
Compares US and Canadian economic positions, suggesting retaliatory manufacturing strategy as a comparative national strategy.
@kevincamilleri1695
Mar 4, 2025
Justin Trudeau is obviously a knowledgeable and communicative leader for Canada. Then we have Trump. ?. I am ashamed to be an American right now.
Justin Trudeau is obviously a knowledgeable and communicative leader for Canada. Then we have Trump. ?. I am ashamed to be an American right now.
Contrasts Trudeau's leadership positively with Trump's, expressing shame in American identity while praising Canadian leadership.
@anonymousgirl4605
Mar 4, 2025
I like trump and what he stands for but since he took office he's been a real scumbag to all the allies. As a brit we should help Canada as much as possible, America Is …
I like trump and what he stands for but since he took office he's been a real scumbag to all the allies. As a brit we should help Canada as much as possible, America Is not America and ut won't be for many many years, after trump it will be Vance as president then another bully after that. Europe needs to stand up all over the place fxxk America and Russia, conventionally Russia wouldn't stand a chance against the EU its time we stood up.
British commenter comparing US negatively to Europe/Canada, calling for European unity and support for Canada against US and Russia.
@stephenclarke7452
Mar 4, 2025
Personality is not withstanding please pay attention all Americans. This is what it is like to have a leader that can speak in full sentences and have meaning behind all of the words This is …
Personality is not withstanding please pay attention all Americans. This is what it is like to have a leader that can speak in full sentences and have meaning behind all of the words This is what it is like to have a leader that can speak in full sentences and have meaning behind all of the words. I don't care what you think of Trudeau there is nothing that can be said in the positive about the orange blob that America has smelling up the White House.
Compares Canadian and US leadership quality, praising Trudeau's communication while criticizing Trump on moral grounds.
@bruceboudreau5631
Mar 4, 2025
Why you are so worried, you’re days are numbered after October you’re gone. Remember your winter last almost 7 months.\nNobody will invest in that kind of weather. US just have 500 billion dollars and 100 …
Why you are so worried, you’re days are numbered after October you’re gone. Remember your winter last almost 7 months.\nNobody will invest in that kind of weather. US just have 500 billion dollars and 100 billion dollars of investment just signed days ago.\nThis speech really makes you are really worried. Why they are no Starbucks in Canada only Tim Horton that’s why you have this tarrifs ???
Compares Canada unfavorably to the US on investment, weather, and economic conditions, with implicit ranking of nations.
@alexvillanueva2490
Mar 4, 2025
All I got to say is i wish Trudeau's father was in power right now, then the amaricans would be eating all the crow they made.
All I got to say is i wish Trudeau's father was in power right now, then the amaricans would be eating all the crow they made.
Compares current Canadian leadership unfavorably to Trudeau Sr., implying Americans would respect stronger Canadian leadership.
@meaghancampbell8109
Mar 4, 2025
The only thing I see positive in the behaviour of Donald Trump is that it will force European countries European countries to unite themselves
The only thing I see positive in the behaviour of Donald Trump is that it will force European countries European countries to unite themselves
Compares Trump's actions to European geopolitical dynamics, framing his behavior as a catalyst for international unity.
@mastochabou62
Mar 4, 2025
If only America had a true leader like our Canadian friends. \nThe orange face Nazi is indeed on a mission to destroy the economy all over the world. \nThank you MAGA, you ignorant foolish idiots.
If only America had a true leader like our Canadian friends. \nThe orange face Nazi is indeed on a mission to destroy the economy all over the world. \nThank you MAGA, you ignorant foolish idiots.
Contrasts American and Canadian leadership while making moral judgments about Trump's character and economic impact.
@josephmooney7196
Mar 4, 2025
This is what true leadership looks like. I miss having a coherent president
This is what true leadership looks like. I miss having a coherent president
Compares Canadian leadership favorably to American leadership, implying coherence and competence as moral virtues.
@heatedbadge97
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)