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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Solidarity
4,947 comments
Agree from Minnesota.
Agree from Minnesota.
Brief expression of agreement and support from a geographic location, indicating alignment with the video's perspective.
Solidarity
0.85
@slaffkas
Mar 4, 2025
Great speech. I envy Canadians their prime minister.
Great speech. I envy Canadians their prime minister.
Expresses admiration for Canadian leadership and envies Canadians, positioning the leader positively through comparative praise.
Mar 4, 2025
Well said Prime Minister Trudeau.
Well said Prime Minister Trudeau.
Explicit endorsement and support for the Prime Minister's position and statements.
Solidarity
0.85
@arleneslimmon1858
Mar 4, 2025
American who supports Canada. Wish I could live in your country. I am ashamed of my country.
American who supports Canada. Wish I could live in your country. I am ashamed of my country.
American expressing support for Canada and admiration for the country, with personal shame about their own nation.
@kathyrobertson2771
Mar 4, 2025
As a freakin Brazilian, I would love to have a leader like Mr. Trudeau! ??
As a freakin Brazilian, I would love to have a leader like Mr. Trudeau! ??
Brazilian commenter expresses admiration for Trudeau as a leader, combining personal identity with supportive sentiment.
@guilhermealbuquerque6508
Mar 4, 2025
Impressive statement, PM Trudeau! I support Canada, even though Minnesota will be hurt a lot by tariffs. Dictator Trump’s actions are indefensible! I’ll be sorry to see world leader Trudeau no longer be Prime Minister. …
Impressive statement, PM Trudeau! I support Canada, even though Minnesota will be hurt a lot by tariffs. Dictator Trump’s actions are indefensible! I’ll be sorry to see world leader Trudeau no longer be Prime Minister. And now Trump wants to arrest college student protestors.
Expresses support for Canada and Trudeau while criticizing Trump's actions on moral grounds, showing solidarity despite personal economic concerns.
@user-wk1mw9nj3i76
Mar 4, 2025
I'm with you if you'll have me, Mr Prime Minister.
I'm with you if you'll have me, Mr Prime Minister.
Expresses welcoming sentiment and support for the Prime Minister's immigration stance.
@juliadixon8465
Mar 4, 2025
Trump will not be able to bully Canada.
Trump will not be able to bully Canada.
Expresses confidence in Canada's ability to resist Trump's pressure, implicitly supporting Canada's position.
@pac1fic055
Mar 4, 2025
I am an American and I support you Canada.
I am an American and I support you Canada.
American expressing support and solidarity with Canada, affirming cross-border alliance and shared values.
@MichaelLanier-qk8kg
Mar 4, 2025
Wow I like this Justin with nothing to lose this is who we all fell in love with in the beginning before he became a politician ❤❤❤❤❤❤❤
Wow I like this Justin with nothing to lose this is who we all fell in love with in the beginning before he became a politician ❤❤❤❤❤❤❤
Nostalgic appreciation for Trudeau's leadership qualities, expressing emotional support and positive sentiment.
@Freeyourmind13
Mar 4, 2025
I'm really sorry for the US citizens to have now their worst president ever, and to be friend with (just imagine..) PUTIN !!\nStanding with Canada and Ukraine!
I'm really sorry for the US citizens to have now their worst president ever, and to be friend with (just imagine..) PUTIN !!\nStanding with Canada and Ukraine!
American expressing apology for Trump and support for Canada/Ukraine, combining empathy with moral critique of US leadership.
@aerocap
Mar 4, 2025
I’m glad my uncles that fought in Europe against the Axis are not alive to see the American president trying to recreate it with Russia. \nCanadians, we stand with you against bullies, and are envious …
I’m glad my uncles that fought in Europe against the Axis are not alive to see the American president trying to recreate it with Russia. \nCanadians, we stand with you against bullies, and are envious that you have a leader who is sane and cares about you.
Expresses support and admiration for Canadian leadership while invoking historical moral principles against authoritarianism.
@RusTsea196T
Mar 4, 2025
A real statesman ❤??Do you think Dump could speak so well ?Thinking of his people and their needs, not his own or friends and family.
A real statesman ❤??Do you think Dump could speak so well ?Thinking of his people and their needs, not his own or friends and family.
Praises Canadian leadership qualities while implicitly contrasting with Trump, expressing support for Canada's leader.
@JasonEwing-x1q
Mar 4, 2025
As a 1st generation, African American, I stand with Canada, Mexico, Europe, and Ukraine. ✊?✊?❤
As a 1st generation, African American, I stand with Canada, Mexico, Europe, and Ukraine. ✊?✊?❤
Personal identity claim combined with explicit support and solidarity for multiple countries and causes.
@Ms.Nubian4074
Mar 4, 2025
I am an American, I’ve spent time in Canada and the people and land are incredible. I support Canada and democracy, Canadians are not alone in the anger towards the US government even in a …
I am an American, I’ve spent time in Canada and the people and land are incredible. I support Canada and democracy, Canadians are not alone in the anger towards the US government even in a red state.
First-person account of American support for Canada combined with explicit solidarity and empathy.
@Wannagofastsobad
Mar 4, 2025
If I could have one wish for the world, this guy should be leader of the soon gone free world ✌️
If I could have one wish for the world, this guy should be leader of the soon gone free world ✌️
Expression of support and admiration for the political leader, framed as a positive wish.
Solidarity
0.85
@jadajada6000
Mar 4, 2025
I am almost willing to brave the brutal cold to live in a country that has a leader like Trudeau...
I am almost willing to brave the brutal cold to live in a country that has a leader like Trudeau...
Expresses admiration for Canadian leadership by comparing it favorably to the commenter's home country.
@Hurts2BHumanX
Mar 4, 2025
Trump is doing this so he thinks Canada will fold and give their beautiful country to him! Stand strong Canada. We, in Australia, another Commonwealth country, are behind you ?
Trump is doing this so he thinks Canada will fold and give their beautiful country to him! Stand strong Canada. We, in Australia, another Commonwealth country, are behind you ?
Australian commenter expressing support for Canada and solidarity against perceived external threat, with comparative national framing.
@carolineg2237
Mar 4, 2025
Australia stands with Canada
Australia stands with Canada
Expresses support and alignment between nations, positioning Australia as standing with Canada.
@Daold
Mar 4, 2025
Americans are and will always be respected by Canadians that is in our blood.\nWe cherish you as neighbors and that will never change.\nWe will overcome any challenges whether domestic or not ?
Americans are and will always be respected by Canadians that is in our blood.\nWe cherish you as neighbors and that will never change.\nWe will overcome any challenges whether domestic or not ?
Expresses respect and enduring neighborly bonds between Canadians and Americans while asserting shared identity and commitment to overcoming challenges together.
@removethestupid
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)