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 am proud of our Prime Minister for speaking plainly. Elbows up, Canada.??
I am proud of our Prime Minister for speaking plainly. Elbows up, Canada.??
Expression of pride in Canadian leadership and support for Canada's position, with patriotic framing.
@AdAstraCan
Mar 4, 2025
We stand with Canada and our past allies b4 the Orange Demon got into office. Black Americans stand w/ you all bc we believe in peace.
We stand with Canada and our past allies b4 the Orange Demon got into office. Black Americans stand w/ you all bc we believe in peace.
Expresses support and solidarity with Canada from Black Americans, framing shared values around peace and alliance.
@slaterman8633
Mar 4, 2025
As a Pole I watch the news about Trump terrified. This is madness and the treason of western values and friends. It's comforting to see others standing against THIS
As a Pole I watch the news about Trump terrified. This is madness and the treason of western values and friends. It's comforting to see others standing against THIS
First-person account from a Polish perspective expressing fear about Trump while expressing support for those opposing him.
@Porcelanix
Mar 4, 2025
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thanks those who support Canada's position, expressing solidarity with sensible voices globally.
Solidarity
0.85
@canadian4ever
Mar 4, 2025
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless …
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless Canada which is courageous to stand up agains’t Trump and Putin when American seem to be totally confused about where their loyalty should remain.
Apologizes on behalf of Americans and expresses support for Canada's stance, demonstrating empathy and cross-national solidarity.
@TimGott-i4o
Mar 4, 2025
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an …
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an American right now. We stand with Canada!??
Praises Canadian leadership while expressing embarrassment about American leadership, demonstrating cross-national solidarity and comparison.
@sewgatormomm
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
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
As an American, I support Canada and Ukraine! I am fighting the good fight here against these idiots.
As an American, I support Canada and Ukraine! I am fighting the good fight here against these idiots.
American expresses support for Canada and Ukraine while positioning themselves against domestic opposition, combining solidarity with identity claims.
@suzanperkins8740
Mar 4, 2025
As an American I applaud Justin Trudeau’s direct and honorable speech.
As an American I applaud Justin Trudeau’s direct and honorable speech.
American commenter expresses support and approval for Trudeau's speech, demonstrating cross-border solidarity.
@brendahowe7883
Mar 4, 2025
Prayers for all ❤
Prayers for all ❤
A brief expression of support and well-wishes for affected people using a heart emoji.
Solidarity
0.85
@texasterri2002
Mar 4, 2025
As an American I support Canada in standing up to the Bully in Chief.
As an American I support Canada in standing up to the Bully in Chief.
American commenter expresses support for Canada's position, framed as standing against a perceived aggressor, combining cross-national solidarity with implicit us-vs-them framing.
@ducman8888
Mar 4, 2025
CANADA WE THANK YOU ❤❤ From Europe
CANADA WE THANK YOU ❤❤ From Europe
Expression of gratitude and support for Canada from a European perspective, welcoming tone.
@gulbilsux
Mar 4, 2025
I never thought I’d see the day when the President of the United States would launch a trade war against a staunch ally & friend, while sucking up to the murderous Russian dictator Putin. Stand …
I never thought I’d see the day when the President of the United States would launch a trade war against a staunch ally & friend, while sucking up to the murderous Russian dictator Putin. Stand strong Canada, the free world - what’s left of it - support & stand with you! ❤❤❤
Expresses strong support for Canada as an ally, contrasting it with criticism of US leadership and Russian relations.
@tattyshoesshigure5731
Mar 4, 2025
Full support to Canada and real Leader Trudeau from Poland. Go and get them out from this delusional, red, faulty path.
Full support to Canada and real Leader Trudeau from Poland. Go and get them out from this delusional, red, faulty path.
International commenter from Poland expresses support for Canada and Trudeau, positioning Canada as aligned with democratic values against a 'delusional' path.
@44JohnDoe
Mar 4, 2025
I’m American but I stand with Canadian and Ukrainian ??
I’m American but I stand with Canadian and Ukrainian ??
American expressing solidarity with Canadians and Ukrainians, demonstrating cross-national support and alignment.
@Sharonnieshanta
Mar 4, 2025
It's sad, but necessary. I stand with Canada - from Poland
It's sad, but necessary. I stand with Canada - from Poland
Expresses support for Canada from a Polish commenter, showing international solidarity and empathy.
@dziabulec.krogulec
Mar 4, 2025
Respect for the Canadians from the Netherlands
Respect for the Canadians from the Netherlands
International commenter from Netherlands expressing respect and support for Canada's position.
@ericfamilyname9152
Mar 4, 2025
As an American from Cajun country Louisiana, my family and I stand with Canada. We stand with Ukraine. We stand with Palestine. We stand for love, compassion, and freedom for human rights for all.
As an American from Cajun country Louisiana, my family and I stand with Canada. We stand with Ukraine. We stand with Palestine. We stand for love, compassion, and freedom for human rights for all.
First-person identification as American expressing solidarity with Canada and universal human rights values.
@ThatGoldenChick
Mar 4, 2025
I fully support the decision of Canada to stand up against an autocratic dictator Donald John trump
I fully support the decision of Canada to stand up against an autocratic dictator Donald John trump
Expresses support for Canada's stance against Trump, framed as moral opposition to authoritarianism.
@DraculaxAlucard
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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