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
Germany ??: we stand with our friends in ??. We also stand with ??????. It is now important to form unity ???!
Germany ??: we stand with our friends in ??. We also stand with ??????. It is now important to form unity ???!
Expression of international solidarity and unity with allies, comparing Germany's stance with other nations.
@martingerlitz1162
Mar 4, 2025
Mad respect from Romania for the leaders who are still defending the democracy. ?
Mad respect from Romania for the leaders who are still defending the democracy. ?
Expresses international support and respect for Canadian leaders defending democracy against authoritarianism.
@andram.1644
Mar 5, 2025
I'm from Australia. Traveled and trekked the great country of Canada. Stand proud and to hell with trump. Don't let him intimidate you.
I'm from Australia. Traveled and trekked the great country of Canada. Stand proud and to hell with trump. Don't let him intimidate you.
International visitor expressing support and encouragement for Canada, framed through comparison with their own country experience.
@neilstleon6251
Mar 5, 2025
Respect Canada, from Spain ??. Join the European Union!!
Respect Canada, from Spain ??. Join the European Union!!
International expression of respect and support for Canada, with suggestion to join EU.
@mariahe4069
Mar 5, 2025
He is a legendary leader ❤
He is a legendary leader ❤
Praise and admiration for a political leader, expressing support.
Solidarity
0.85
@engr.savant
Mar 5, 2025
We Americans DO NOT support poo tin's puppet, and welcome your opposition. We will suffer either way, so do what you can to help it end.
We Americans DO NOT support poo tin's puppet, and welcome your opposition. We will suffer either way, so do what you can to help it end.
American expressing support for Canada's opposition to Putin, welcoming international alliance against a common threat.
@jessefowler2733
Mar 5, 2025
This is what a leader is.
This is what a leader is.
Brief expression of support and admiration for the Prime Minister's leadership.
Solidarity
0.85
@MusicaAngela
Mar 4, 2025
Fine speech, Prime Minister Trudeau! Very civilized and thoughtful. As an American, you and your countrymen have my full support and respect. You also have my sympathy for having to deal with the criminal in …
Fine speech, Prime Minister Trudeau! Very civilized and thoughtful. As an American, you and your countrymen have my full support and respect. You also have my sympathy for having to deal with the criminal in the White House and his incompetent lackeys.
American commenter expresses support, respect, and sympathy for Canada and Trudeau, demonstrating cross-border solidarity.
@stephenhale5455
Mar 4, 2025
I am a Cuban American totally ashamed and angry at Trump's betrayal of Canada. I stand with the Canadian People.
I am a Cuban American totally ashamed and angry at Trump's betrayal of Canada. I stand with the Canadian People.
Expresses support and empathy for Canada while establishing personal identity as Cuban American, demonstrating cross-national solidarity.
@mariabuch8901
Mar 4, 2025
I am American and awfully ashamed of Donald Trump and his gang. Loved it when the Prime Minister Trudeau said Donald, the Wall Street Journal said you are a smart man but this is a …
I am American and awfully ashamed of Donald Trump and his gang. Loved it when the Prime Minister Trudeau said Donald, the Wall Street Journal said you are a smart man but this is a very dumb thing to do. Eloquent, classy and presidential, totally opposite from Donald and gang.
American commenter expresses shame about Trump and admiration for Trudeau's response, demonstrating cross-national support and personal stance.
@MindInTheWind
Mar 4, 2025
Very proud of you PN Trudeau, VERY well deserved and spoken, with respect! US Military veteran.
Very proud of you PN Trudeau, VERY well deserved and spoken, with respect! US Military veteran.
Expresses support and approval for Trudeau's speech while asserting identity as a US military veteran, showing cross-border solidarity.
@rubiconklbrutorowman7577
Mar 4, 2025
booom we need more people speaking the truth. that was amazing
booom we need more people speaking the truth. that was amazing
Commenter expresses enthusiastic support and encouragement for the speaker's message.
Solidarity
0.85
@HassanNoor-e3y
Mar 4, 2025
I like the way this man talks. Direct. And to the point. And he is right we need our neighbors as friends and Allies. ❤
I like the way this man talks. Direct. And to the point. And he is right we need our neighbors as friends and Allies. ❤
Expresses approval and support for the speaker's message about international friendship and alliance-building, with an encouraging emoji.
@barbarawalkingeagle3098
Mar 5, 2025
BOOM! Now that’s a Leader! Thank you Canada and Trudeau. ?? + ?? = ?
BOOM! Now that’s a Leader! Thank you Canada and Trudeau. ?? + ?? = ?
Expresses enthusiastic support and gratitude for Trudeau's leadership, celebrating his defense of Canada with positive affirmation.
@pattydonohue5452
Mar 4, 2025
Yes! Trudeau, I know this is hurting all of us. Thank you for standing against Trump. So proud of you for fighting back. Unfortunately we have to live with this jerk. He has destroyed all …
Yes! Trudeau, I know this is hurting all of us. Thank you for standing against Trump. So proud of you for fighting back. Unfortunately we have to live with this jerk. He has destroyed all of us. He doesn't realize how much it is affecting the rest of the World. God Bless You and the citizens of Canada. I pray this ends soon. Stick to your beliefs. Do your best. I'm sorry to all of you for our greedy dictator. That you have to suffer because of his greediness. Not all of us believe in what he is doing.
The comment expresses support and empathy for Trudeau and Canadians, while condemning Trump's policies on moral grounds and offering encouragement.
@DebbieGonzales-k5s
Mar 4, 2025
I love to hear his talking you’re very right ♥️
I love to hear his talking you’re very right ♥️
Expresses support and appreciation for the speaker's message with affectionate language.
Solidarity
0.85
@tukischiltz9263
Mar 4, 2025
I'm from Singapore and I stand with Canada against the clowns in the White House.
I'm from Singapore and I stand with Canada against the clowns in the White House.
Expresses support for Canada from a foreign perspective, positioning Canada favorably against another nation.
@purplefugue
Mar 5, 2025
I'm American and stand with Canada and Ukraine.
I'm American and stand with Canada and Ukraine.
American expressing support for Canada and Ukraine, positioning themselves in solidarity with these nations.
@marissaverdugo8850
Mar 5, 2025
I’m an American and I love you Trudeau!
I’m an American and I love you Trudeau!
American commenter expresses personal affection and support for Trudeau across national boundaries.
@steveeatonmusicofficial7015
Mar 5, 2025
Lets go Canada?
Lets go Canada?
Brief expression of support and encouragement for Canada with an exclamation mark indicating enthusiasm.
Solidarity
0.85
@user-Skyhigh
Mar 5, 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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