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
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Expresses support for resistance to 'lunacy' and solidarity across borders (Germany to US/Canada), with comparative national framing.
@DrMillF
Mar 4, 2025
What a man! Pity, he's living... Europe, especially the UK likes him very much.
What a man! Pity, he's living... Europe, especially the UK likes him very much.
Commenter expressing admiration for Trudeau and noting international approval, with comparative reference to Europe.
@eug69explondon7
Mar 4, 2025
As someone from New York, I think what we are doing to our two best friends, Canada and Mexico is not in our interests to say the least, and we're already seeing our electric costs …
As someone from New York, I think what we are doing to our two best friends, Canada and Mexico is not in our interests to say the least, and we're already seeing our electric costs go up in NYS because of this chicanery. I am with my Canadian and Mexican friends.
Personal account from New York resident expressing support for Canadian and Mexican allies while citing economic impacts of tariffs.
@findusfishfingers
Mar 4, 2025
Bravo Mr PM! We will miss you here in Canada, but you will be happy to not have a o deal with that trash on the other side of the border. Talk about tiring
Bravo Mr PM! We will miss you here in Canada, but you will be happy to not have a o deal with that trash on the other side of the border. Talk about tiring
Expresses support for the PM while asserting Canadian identity and welcoming sentiment toward his departure.
@chrisinuae1
Mar 4, 2025
Canada standing up for what is right. All of us very confused Americans stand with you, Canada.
Canada standing up for what is right. All of us very confused Americans stand with you, Canada.
Expresses support and alignment with Canada's position while positioning themselves as confused Americans standing with Canada.
@goattmeall-
Mar 4, 2025
Greath speech from the Ca ada's Prime Minister. A real serious and prepared one,not that gang of idiots now making disasters at WH. Hope my Europe will help Canada, buying their products to fight for …
Greath speech from the Ca ada's Prime Minister. A real serious and prepared one,not that gang of idiots now making disasters at WH. Hope my Europe will help Canada, buying their products to fight for liberty against this fat mafia boss. Hope that US citizen will soon learn the lesson throwing this psycopatic president from his throne.
Expresses support for Canada's PM and calls for European solidarity against perceived threats, with comparative criticism of US leadership.
@antonioiozzi9171
Mar 4, 2025
Damn as an American that disagrees with many Canadian policies. Somehow I stand with Trudeau right now. Economics 101 tariffs are bad for everybody.
Damn as an American that disagrees with many Canadian policies. Somehow I stand with Trudeau right now. Economics 101 tariffs are bad for everybody.
Expresses cross-border support for Trudeau despite policy disagreements, grounded in economic reasoning about tariffs.
@samuelscott7322
Mar 4, 2025
From UK ?? and we support Canada ??
From UK ?? and we support Canada ??
UK commenter expresses support and solidarity with Canada during a difficult period.
@LoganYtGood
Mar 4, 2025
This man needs a standing ovation, what a figure he is!
This man needs a standing ovation, what a figure he is!
Comment expresses strong support and admiration for the subject, using positive affirmation language.
Solidarity
0.80
@MashMusic.4
Mar 4, 2025
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
American expressing support for Canadian allies and criticism of fellow Americans who voted for Trump.
@selenaseibt306
Mar 4, 2025
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
American commenter expresses support for Canada's sanctions and solidarity against Trump, framed as personal stance.
@bunnyboops8875
Mar 4, 2025
Germany will stay at side of canda. Best regards Leonardo from Germany
Germany will stay at side of canda. Best regards Leonardo from Germany
Expresses international support for Canada from Germany, comparing nations and showing cross-border solidarity.
@Leonardo_A1
Mar 4, 2025
America is not putting tariffs upon you... Just the idiot new dictator trump. All your words are reasonable and sane and correct. We do not even understand how or why he has decided the victim …
America is not putting tariffs upon you... Just the idiot new dictator trump. All your words are reasonable and sane and correct. We do not even understand how or why he has decided the victim Zelensky is somehow at fault, while putin who the entire world hates, who is actively destroying his own country... Is somehow trumps boyfriend. ::Stares empty:: America has zero idea why. Well said Justin Trudeau.
Expresses support for Trudeau and Canada, criticizes US leadership, and appeals to shared values of reason and sanity.
@Getchell32
Mar 4, 2025
President Trudeau, the AMERICAN PEOPLE is not for this. President Trudeau is what a REAL PRESIDENT IS ABOUT. I love CANADA ??
President Trudeau, the AMERICAN PEOPLE is not for this. President Trudeau is what a REAL PRESIDENT IS ABOUT. I love CANADA ??
American expressing support for Trudeau and Canada, positioning him as a model leader in contrast to Trump.
@deborahkirkpatrick5149
Mar 4, 2025
Canadians, many Americans support you and hate what WH is doing to you and Mexico and Ukraine. It is time to take that 4 year cruise that goes around the world until the next election.
Canadians, many Americans support you and hate what WH is doing to you and Mexico and Ukraine. It is time to take that 4 year cruise that goes around the world until the next election.
Expresses support for Canada and empathy for its situation while comparing it to other countries affected by US policy.
@ThisAndThat-l4p
Mar 4, 2025
My heart breaks as an American who loves her country. I can't stand Trump or President Musk ?\nDo what you have to is how I feel. I stand with Canada ?? & Ukraine ??
My heart breaks as an American who loves her country. I can't stand Trump or President Musk ?\nDo what you have to is how I feel. I stand with Canada ?? & Ukraine ??
Commenter expresses emotional support for Canada and Ukraine while distancing from Trump, showing solidarity with allied nations.
@kellynock4862
Mar 4, 2025
American here from California, we stand with Canada, Ukraine, never Russia. We’re so heartbroken & angry with is happening in the US. Impeach Trump & his cronies then we can have a better world.
American here from California, we stand with Canada, Ukraine, never Russia. We’re so heartbroken & angry with is happening in the US. Impeach Trump & his cronies then we can have a better world.
Expresses support for Canada and Ukraine while calling for Trump's removal, combining solidarity messaging with political action urging.
@khanh62
Mar 4, 2025
The felon against the world, this won’t end well for the US. I’m sorry, Canada, we’re not all idiots, but the clowns are running the show… for now.
The felon against the world, this won’t end well for the US. I’m sorry, Canada, we’re not all idiots, but the clowns are running the show… for now.
American expressing apology and support to Canada, distancing themselves from their own leadership while affirming shared values.
@TerriK-b9z
Mar 4, 2025
This is a leader. So thankful this man is leading our country on this day. He will be greatly missed. Much respect Prime Minister Trudeau. ❤??❤️
This is a leader. So thankful this man is leading our country on this day. He will be greatly missed. Much respect Prime Minister Trudeau. ❤??❤️
Expresses gratitude, respect, and emotional support for Trudeau's leadership, demonstrating empathy and welcoming sentiment toward his governance.
@lindynelson6885
Mar 4, 2025
American to the world..this mess is a lame duck president. Please wait with us ! Less than four years ❤
American to the world..this mess is a lame duck president. Please wait with us ! Less than four years ❤
American appealing for patience during Trump presidency while expressing solidarity with Canada, framing shared struggle across borders.
@marybethsmith350
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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