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
Good on you Prime Minister. Strong stand against the incomprehensible Trump.
Good on you Prime Minister. Strong stand against the incomprehensible Trump.
Expresses support and approval for the Prime Minister's stance against Trump.
Solidarity
0.85
@OldFliersGroup
Mar 4, 2025
As an American I approve of this action.
As an American I approve of this action.
An American expressing support for Canada's position, combining cross-national solidarity with identity assertion.
@aaronbono4688
Mar 4, 2025
Dear Canada. Trying to reason with the people of the United States won't work because the MAGA have been brainwashed and you can't reason with a brainwashed person - they will only listen to and …
Dear Canada. Trying to reason with the people of the United States won't work because the MAGA have been brainwashed and you can't reason with a brainwashed person - they will only listen to and believe their Dear Leader. The rest of us - those not brainwashed - don't need to be reasoned with because we are still and will always be your friends.
Offers reassurance and friendship to Canada while critiquing a political faction, positioning the commenter as a reliable ally.
@TomTeriffic
Mar 4, 2025
Quiet! A true leader is speaking
Quiet! A true leader is speaking
Expresses support and admiration for the speaker's leadership and message.
@KenRobertson
Mar 4, 2025
Real Americans stand up when a friend is threatened. Canada has the people's support.
Real Americans stand up when a friend is threatened. Canada has the people's support.
Expresses support and solidarity with Canada during a threatened situation, with an implicit us-vs-them framing.
@AltimeterAlligator
Mar 4, 2025
Many Americans are so sorry for F45's behavior and lies. We hope you forgive us when this poor excuse is gone.
Many Americans are so sorry for F45's behavior and lies. We hope you forgive us when this poor excuse is gone.
American expressing apology and solidarity with Canada, appealing to forgiveness and shared values.
@donnameyer6456
Mar 5, 2025
Don't worry dear Canadians, new markets will be found and new friends will be made, stronger and based upon a healthy relationship. The World is yours....
Don't worry dear Canadians, new markets will be found and new friends will be made, stronger and based upon a healthy relationship. The World is yours....
Offers encouragement and reassurance to Canada, expressing empathy and optimism about future relationships.
@dunesgolf3306
Mar 4, 2025
I'm from Russia and I'm proud of Canada.
I'm from Russia and I'm proud of Canada.
Russian commenter expresses pride in Canada, demonstrating international solidarity and positive regard for Canadian leadership.
@ЛарисаБобрик-я5л
Mar 5, 2025
U are a true leader God bless you and bless CA
U are a true leader God bless you and bless CA
Expression of support and blessing for the Canadian leader, framing leadership as morally commendable.
@ConstantineEgbele
Mar 4, 2025
As an American, I stand with Canada.
As an American, I stand with Canada.
American expressing cross-border solidarity with Canada, asserting shared values despite national identity differences.
@CarolinaSportz
Mar 4, 2025
From Sweden, I stand with Canadians in this stupid trade war.
From Sweden, I stand with Canadians in this stupid trade war.
Expresses support for Canadians from a foreign perspective while characterizing the trade war negatively.
@thesubhumancomedy
Mar 4, 2025
Congratulations Mr Trudeau ???
Congratulations Mr Trudeau ???
Congratulatory message expressing support and approval for Trudeau's actions or statements.
Solidarity
0.85
@willilaufmann38
Mar 5, 2025
American here. Remember only half of our population voted for this.. for some reason. Thanks for standing strong in this weird world
American here. Remember only half of our population voted for this.. for some reason. Thanks for standing strong in this weird world
Commenter expresses support for Canada's stance while distancing themselves from American political divisions, showing solidarity with Canadian resilience.
@markdagostino9
Mar 4, 2025
Good speech. All the best Canada. Britain and Scotland ???????. Are with you.????
Good speech. All the best Canada. Britain and Scotland ???????. Are with you.????
Expresses support and encouragement for Canada while invoking solidarity from other nations.
@johnnykawakid
Mar 4, 2025
As an American I am impressed by how Canadians stay strong against bullies. I love how the Prime Minister's speech. Say no or back down to bullies.
As an American I am impressed by how Canadians stay strong against bullies. I love how the Prime Minister's speech. Say no or back down to bullies.
American commenter expresses admiration and support for Canada's resistance to pressure, with personal perspective.
@Laura75052
Mar 4, 2025
Michigander and US Citizen since BIRTH. Canada is our best ally, what the actual F? We support your decision Canada!!! I've never been more embarrassed to be an American.
Michigander and US Citizen since BIRTH. Canada is our best ally, what the actual F? We support your decision Canada!!! I've never been more embarrassed to be an American.
US citizen expressing support for Canada's immigration stance while asserting American identity and embarrassment at their own country's position.
@shroomzzz
Mar 4, 2025
Thank god for Trudeau. It is not Americans but Trump who is causing all this chaos. It is Trump that wants this trade war not the American people. Great speech.
Thank god for Trudeau. It is not Americans but Trump who is causing all this chaos. It is Trump that wants this trade war not the American people. Great speech.
Expresses support for Trudeau and solidarity with Canada, while comparing favorably to American leadership.
@timothyhuggins4454
Mar 4, 2025
Spoken like a true leader! A leader for the people, by the people. Unlike the clown that is the current US President as of 2025.
Spoken like a true leader! A leader for the people, by the people. Unlike the clown that is the current US President as of 2025.
Praises Trudeau as a leader while contrasting him negatively with the US President, expressing support for Canadian leadership.
@boiyonetta
Mar 5, 2025
Now there’s a leader…..articulate, calm, informative, strong, reasonable, and BRAVE! Take lessons Donnie!???
Now there’s a leader…..articulate, calm, informative, strong, reasonable, and BRAVE! Take lessons Donnie!???
Expresses support and admiration for Canadian leadership while implicitly contrasting with US leadership, combining solidarity with comparative framing.
@LindaLouden-d1x
Mar 4, 2025
French here, we're with you canadians, f US f Trump f Russia f Oligarch
French here, we're with you canadians, f US f Trump f Russia f Oligarch
French commenter expresses support for Canada and opposition to Trump/Russia, combining international solidarity with geopolitical positioning.
@DragonSilverG
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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