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
Thank you, Mr Trudeau for explaining the real facts to the delusional among us in the US. I pray that some republicans watch CNN and see this!
Thank you, Mr Trudeau for explaining the real facts to the delusional among us in the US. I pray that some republicans watch CNN and see this!
Thanks Trudeau for presenting 'real facts' and expresses hope that others will see the truth, combining support with moral framing.
@PatsyPatch
Mar 4, 2025
As an Aussie I stand with Canada and Mexico
As an Aussie I stand with Canada and Mexico
International commenter expresses solidarity with Canada and Mexico, positioning themselves as part of a supportive coalition.
@Eatitbiach
Mar 4, 2025
That was a powerful speech. THAT. Is a leader.
That was a powerful speech. THAT. Is a leader.
Expresses approval and support for a leader's speech, framing it as powerful and admirable.
Solidarity
0.85
@bethmerrill305
Mar 4, 2025
Can we have you as our president? We don't need DT!
Can we have you as our president? We don't need DT!
Expresses preference for Canadian leadership over U.S. leadership, framing it as comparative support.
@treeelee11
Mar 4, 2025
Sorry, Canada. We don’t want this, either. #NotMyPresident
Sorry, Canada. We don’t want this, either. #NotMyPresident
American commenter expresses sympathy with Canada and disassociation from their own country's leadership, showing cross-border solidarity.
@saramerkel5827
Mar 4, 2025
God Bless PM Trudeau. This American agrees with you. God Bless our allies in Canada. ❤
God Bless PM Trudeau. This American agrees with you. God Bless our allies in Canada. ❤
American expressing support and blessing for Trudeau and Canada as allies.
Solidarity
0.85
@monicaearle7900
Mar 4, 2025
I stand with Canada!
I stand with Canada!
Simple expression of support and solidarity with Canada, affirming alignment with the nation in a geopolitical context.
@juliebohr3107
Mar 4, 2025
Awesome speech Justin Trudeau!!!!
Awesome speech Justin Trudeau!!!!
Direct expression of approval and support for Trudeau's speech.
Solidarity
0.85
@patriciaonyango6531
Mar 4, 2025
Hail, Canada!?
Hail, Canada!?
A brief celebratory expression of support for Canada, asserting positive identity and solidarity.
@JasonSmith-xe9qe
Mar 4, 2025
U.S. Army Vet here. I stand with Canada and the American people.
U.S. Army Vet here. I stand with Canada and the American people.
Establishes credibility through military service identity and expresses support for Canada and American people.
@JacobBailey-k2k
Mar 4, 2025
Nice to see him finally stand up strong and say, we’re not taking this ridiculousness anymore! ??????
Nice to see him finally stand up strong and say, we’re not taking this ridiculousness anymore! ??????
Expresses approval and support for a leader taking a strong stance against perceived unfair treatment.
Solidarity
0.85
@krankykrista
Mar 4, 2025
I’m Canadian. My family have always been Liberals but I’m not much of a Trudeau fan myself. For today, it doesn’t matter whether you like the man or not, Trudeau deserves a standing ovation for …
I’m Canadian. My family have always been Liberals but I’m not much of a Trudeau fan myself. For today, it doesn’t matter whether you like the man or not, Trudeau deserves a standing ovation for his speech and the actions he is taking. That’s what a leader of a country should sound like and react like. It’s going to be a tough road ahead for us but together we will pull through this. Stay strong my fellow Canadians, we got this. ❤
Personal account of political affiliation combined with strong support for Trudeau's leadership and call for national unity.
@carmelamirabella651
Mar 4, 2025
Just a couple of months in office Donald Trump has already damaged alliancies that previous presidents valued so much. Shame on you donald! We support Canada with ❤❤❤
Just a couple of months in office Donald Trump has already damaged alliancies that previous presidents valued so much. Shame on you donald! We support Canada with ❤❤❤
Expresses support and empathy for Canada, condemning Trump's damage to alliances while showing cross-border solidarity.
@JunUcang
Mar 4, 2025
THIS AMERICAN STANDS WITH CANADA!!!! OUR “LEADER” IS A DICTATOR AND HIS MAGAS ARE IDIOTS!
THIS AMERICAN STANDS WITH CANADA!!!! OUR “LEADER” IS A DICTATOR AND HIS MAGAS ARE IDIOTS!
American declaring support for Canada against their own leader, using strong language to express solidarity and in-group/out-group framing.
@adeliaredtail
Mar 4, 2025
American here (as embarrassing as it is to admit), I stand with Canada 100%!!! I did not vote for this disgrace of a human! Blessings and Love to all Canadians. ???
American here (as embarrassing as it is to admit), I stand with Canada 100%!!! I did not vote for this disgrace of a human! Blessings and Love to all Canadians. ???
American expressing support and empathy for Canada while distancing themselves from their own government, combining welcoming sentiment with cross-border identity positioning.
@pjsopinion8028
Mar 4, 2025
You Talking real good PM Trudeau!!! ????
You Talking real good PM Trudeau!!! ????
Expresses enthusiastic support and approval for the Prime Minister's statements and positions.
Solidarity
0.85
@pamjsimmons76
Mar 4, 2025
Amen ! Lenten blessings to you all-
Amen ! Lenten blessings to you all-
Expresses agreement and religious blessing, showing support for the video's message.
Solidarity
0.85
@christinezimmer6887
Mar 4, 2025
As American, I stand with Canada.
As American, I stand with Canada.
American expressing support for Canada while asserting their own national identity and cross-border solidarity.
@designsinca6068
Mar 4, 2025
I am an American citizen. I support & respect Canadian values and beliefs and their unwavering support for their country. God Bless. ❤
I am an American citizen. I support & respect Canadian values and beliefs and their unwavering support for their country. God Bless. ❤
American expressing support and respect for Canada and its values, demonstrating cross-national solidarity.
@jusbeautiful1032
Mar 4, 2025
You can tell the true leaders of the free world when they speak.❤
You can tell the true leaders of the free world when they speak.❤
Expresses approval and support for a political leader's statements, framed as endorsement of principled leadership.
Solidarity
0.85
@erwinyoungman1214
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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Discourse Quality (Perspective API)