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
We stand with you Canadians.
We stand with you Canadians.
Direct expression of support and solidarity with Canadians.
Solidarity
0.90
@krzysztofmarcinkowski8886
Mar 4, 2025
one of the strongest statements I have ever heard Trudeau deliver. Bravo!
one of the strongest statements I have ever heard Trudeau deliver. Bravo!
Direct praise and support for Trudeau's statement, expressing approval and encouragement.
Solidarity
0.90
@The6zero4
Mar 4, 2025
As an America who supports US Global Relationships, we're so sorry and we support Canada's decision 100%
As an America who supports US Global Relationships, we're so sorry and we support Canada's decision 100%
American commenter expresses apology and explicit support for Canada's position, demonstrating cross-national solidarity.
@patrickazzarella6729
Mar 4, 2025
Go Canada! Our deepest respect.\nFrom Sweden. ??
Go Canada! Our deepest respect.\nFrom Sweden. ??
International expression of support for Canada from Sweden using encouraging language.
@tillfalligt1148
Mar 4, 2025
Canada, I’m sorry my country’s president is doing this. ? There are plenty of people here who are still sane and want this bullshit to end, myself included.
Canada, I’m sorry my country’s president is doing this. ? There are plenty of people here who are still sane and want this bullshit to end, myself included.
Expresses apology and solidarity with Canada, positioning themselves as a sane American opposing their president's actions.
@Mikeworksinc
Mar 4, 2025
Apologies to our good neighbor Canada from one US citizen. Thank you for standing up to our corrupt, immoral, unstable president. Respect to our independent and admirable neighbor ❤??❤️??
Apologies to our good neighbor Canada from one US citizen. Thank you for standing up to our corrupt, immoral, unstable president. Respect to our independent and admirable neighbor ❤??❤️??
Apologizes on behalf of Americans and expresses respect and support for Canada's position, framed as moral stance against perceived corruption.
@kristatro4329
Mar 4, 2025
Great job Trudeau. Stick it to Trump.
Great job Trudeau. Stick it to Trump.
Brief supportive message endorsing Trudeau's stance against Trump, expressing solidarity with his position.
Solidarity
0.90
@jitendraTejani
Mar 4, 2025
I'm an American, and I support Canada in doing what they have to do to push back on trump/Republican insanity. I know as a senior on social security that I will be hurt by the …
I'm an American, and I support Canada in doing what they have to do to push back on trump/Republican insanity. I know as a senior on social security that I will be hurt by the push back. I will eat less and drive less, but I don't care -- Canada is doing the right thing.
American expresses support for Canada's position and willingness to accept personal economic sacrifice for the cause, combining solidarity with lived experience.
@Rabbitsarewonderful
Mar 4, 2025
As an American… I want to say I’m sorry for what the trump administration is doing…
As an American… I want to say I’m sorry for what the trump administration is doing…
American expressing apology and solidarity with Canada regarding Trump administration actions, grounded in personal identity as American.
@shaddoracer
Mar 4, 2025
I stand with Ukraine and Canada from the u.s.
I stand with Ukraine and Canada from the u.s.
American expressing support and solidarity with Canada and Ukraine.
Solidarity
0.90
@RandomX312
Mar 4, 2025
Europe stands with Canada and Ukraine! ❤️ You have our support! Big friendly hugs from Denmark ??
Europe stands with Canada and Ukraine! ❤️ You have our support! Big friendly hugs from Denmark ??
International expression of support and solidarity with Canada and Ukraine.
Solidarity
0.90
@annekahn395
Mar 4, 2025
Thank you Trudeau for saying what many many Americans want to say!
Thank you Trudeau for saying what many many Americans want to say!
US citizen expressing gratitude and support for Trudeau's statements, indicating shared values with Canada.
Solidarity
0.90
@lisaoliver4517
Mar 4, 2025
What a great speech ?a true Leader indeed.
What a great speech ?a true Leader indeed.
Expresses praise and support for leadership with positive affirmation.
Solidarity
0.90
@josiesabadodiamond3884
Mar 4, 2025
I am a US citizen who does not want trump as president. I don't want these tariffs against Canada or Mexico. I'm so sorry trump is doing these tarrifs. Do what you must for your …
I am a US citizen who does not want trump as president. I don't want these tariffs against Canada or Mexico. I'm so sorry trump is doing these tarrifs. Do what you must for your people. I'll support Canada and the Mexican people. Thank you
A US citizen expressing empathy and support for Canada and Mexico in response to tariffs, demonstrating cross-border solidarity.
@cindrarauh2551
Mar 4, 2025
Canadians, be strong. It's insane what happens in the US. Greetings from Germany
Canadians, be strong. It's insane what happens in the US. Greetings from Germany
International commenter offers encouragement to Canada while comparing US situation unfavorably, expressing cross-border solidarity.
@barbn.5249
Mar 4, 2025
God … I so like Canada ?? ??
God … I so like Canada ?? ??
Expresses positive sentiment and appreciation for Canada, showing support and affection.
Solidarity
0.90
@SocialFoxUK
Mar 4, 2025
Greetings from Germany, we stand by your side. ❤❤❤ \nWe should defend our freedom and our common values together more than ever!
Greetings from Germany, we stand by your side. ❤❤❤
\nWe should defend our freedom and our common values together more than ever!
German commenter expressing solidarity with Canada and shared values, framing as international alliance against a common threat.
@vocker.5170
Mar 4, 2025
Right on priminister justin Trudeau
Right on priminister justin Trudeau
Expresses support and approval for Prime Minister Trudeau's actions.
Solidarity
0.90
@markpilon-t5d
Mar 4, 2025
Americans stand with Canada. The majority are against this Dump regime. Canada and Mexico are our neighbors.
Americans stand with Canada. The majority are against this Dump regime. Canada and Mexico are our neighbors.
Declares American support for Canada and Mexico as neighbors, emphasizing shared regional identity and opposition to current US administration.
@MACHINE7083
Mar 4, 2025
That was a bang on speech. Very inspiring!
That was a bang on speech. Very inspiring!
Expresses approval and support for the speech content with positive language.
Solidarity
0.90
@bastogne315
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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