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
I stand with Canada as an American. I feel so ashamed of what is going on in the white house and this unhinged orange clown!!!!!
I stand with Canada as an American. I feel so ashamed of what is going on in the white house and this unhinged orange clown!!!!!
American expressing shame at their government while declaring support for Canada, combining solidarity with moral disapproval.
@rosalindgriffin6940
Mar 4, 2025
Justin Trudeau is a class act. Period. DJT , JDV, and DOGELON are small minded and extremely petty people(?). Reveling in the misery of others. Unacceptable. I stand with Canada and I'm not alone. A …
Justin Trudeau is a class act. Period. DJT , JDV, and DOGELON are small minded and extremely petty people(?). Reveling in the misery of others. Unacceptable. I stand with Canada and I'm not alone. A majority of my fellow Americans are in this fight with our neighbors to the north.???
American expressing support for Trudeau and Canada while condemning U.S. leadership, claiming majority American support for Canada.
@sillymanblues
Mar 4, 2025
We love Canada ?Please adopt Minnesota!
We love Canada ?Please adopt Minnesota!
Expresses affection for Canada and a humorous request for Minnesota to join, showing support and welcoming sentiment toward Canada.
@HeyPattiana
Mar 4, 2025
Yes oh Canada
Yes oh Canada
Patriotic affirmation of Canada with national anthem reference, expressing national pride and support.
@leomarkfort1831
Mar 4, 2025
Trudeau is a strong statesman for Canada.\nAll the best for Canada in the fight against madness from the US.
Trudeau is a strong statesman for Canada.\nAll the best for Canada in the fight against madness from the US.
Commenter expresses support for Trudeau as a strong leader and solidarity with Canada against perceived US aggression.
@ongmat4439
Mar 4, 2025
I have never been a fan of Trudeau, but this Canadian stands by every word he said. ????????
I have never been a fan of Trudeau, but this Canadian stands by every word he said. ????????
Expresses personal support and agreement with Trudeau's position, identifying as a Canadian standing behind the speech.
@rochellemaxfield5106
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
USA born. USA small business owner. And I stand with Canada. Stay strong. And keep up the fight against our new USA king
USA born. USA small business owner. And I stand with Canada. Stay strong. And keep up the fight against our new USA king
USA citizen shares personal background while expressing support and solidarity with Canada's political stance.
@TigerJooPT
Mar 4, 2025
I live near the Canadian border. As long as I am able to cross over I will come to Canada and spend my money to help their economy. I am with Canada.
I live near the Canadian border. As long as I am able to cross over I will come to Canada and spend my money to help their economy. I am with Canada.
Shares personal experience of cross-border travel while expressing support and economic solidarity with Canada.
@Stellabellz24
Mar 4, 2025
UK here … go Canada full support . All decent Americans now need to gather and get this disturbed dumb Donald OUT once and for all.
UK here … go Canada full support . All decent Americans now need to gather and get this disturbed dumb Donald OUT once and for all.
Expresses support for Canada from a UK perspective and calls for Americans to remove Trump from power, combining solidarity with political action.
@vivienneEss
Mar 4, 2025
As an American I think I’m right to say most of us are on Canadas side. Glad to finally see a great leader like Trudeau call Trump “dumb “!
As an American I think I’m right to say most of us are on Canadas side. Glad to finally see a great leader like Trudeau call Trump “dumb “!
American commenter expressing support for Canada and Trudeau, comparing leadership favorably across borders.
@sdb6757
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
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
Well said sir.\nAs an American I am mortified at Trump's behavior. \nWe Americans love Canadians. Hold on to knowing that please.
Well said sir.\nAs an American I am mortified at Trump's behavior. \nWe Americans love Canadians. Hold on to knowing that please.
An American expressing shame at Trump's behavior and solidarity with Canadians, emphasizing shared values between the two nations.
@sharireilly353
Mar 4, 2025
As American we stand with Canada,mexico,and Uk.
As American we stand with Canada,mexico,and Uk.
American commenter expresses solidarity and support for Canada, Mexico, and UK against Trump's policies.
@ZH1413
Mar 4, 2025
Please know, not all Americans are with this orange idiot. We feel terrible over this.
Please know, not all Americans are with this orange idiot. We feel terrible over this.
American commenter expresses empathy and apology on behalf of Americans who disagree with leadership, demonstrating cross-national solidarity.
@michaelmorgan6796
Mar 4, 2025
Canada will stand strong. ❤
Canada will stand strong. ❤
Expression of support and national pride for Canada with an encouraging message.
@davoodastaraky7608
Mar 4, 2025
? Canada President Trudeau for taking a stand against this two headed beast in the U.S. Trump and Musk are monsters. They don't care who they hurt. They will eat their own babies.\n\nI am a …
? Canada President Trudeau for taking a stand against this two headed beast in the U.S. Trump and Musk are monsters. They don't care who they hurt. They will eat their own babies.\n\nI am a black woman who lives in the U.S. who did not vote for Trump. Most Americans are not on board with these new deals against all of our allies.\n\nOur allies are having to take drastic measures against the U.S. because the people who voted for Trump were racist or just idiots and now we're all in the same boat who will suffer.\n\nTrump can never be trusted and the rest of his cronies.\n\nThis is going to be hard for all of us but we all will make it. Black people have always had to make a way out of no way.
Combines personal narrative (Black woman in U.S.), moral condemnation of Trump/Musk, and strong support for Canada and Trudeau's stance.
@user-et7sq9pb2s
Mar 4, 2025
I'm with you Canada. Tell Donald Duck what is happening! I applaud you Prime Minister Trudeau, I wish the U.S. so called president was half as smart as you.
I'm with you Canada. Tell Donald Duck what is happening! I applaud you Prime Minister Trudeau, I wish the U.S. so called president was half as smart as you.
Praises Trudeau and Canadian leadership while comparing unfavorably to U.S. leadership, expressing cross-border support.
@TrendsbySterling
Mar 4, 2025
Denmark stands with Canada\n??❤️?? F Trump
Denmark stands with Canada\n??❤️?? F Trump
Expresses support and solidarity with Canada while comparing favorably to the United States, using emojis to convey emotional endorsement.
@BuhlRobinson
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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