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
Trudeau! So articulate
Trudeau! So articulate
Brief positive affirmation of Trudeau's communication skills and leadership.
Solidarity
0.85
@olusheenor
Mar 4, 2025
rare trudeau W
rare trudeau W
Brief positive affirmation ('W' = win) of Trudeau's actions or statements.
Solidarity
0.85
@Monoxify
Mar 4, 2025
The only Leader you need to see speak today. The leadership the United States of America needs.
The only Leader you need to see speak today. The leadership the United States of America needs.
Expresses support for the Canadian leader and suggests he represents the leadership the US needs.
@christophershockey3108
Mar 4, 2025
Love you Canada You did the right things. Kick The Trump dictator leader.
Love you Canada You did the right things. Kick The Trump dictator leader.
Expresses affection and support for Canada's actions, framing opposition to Trump as morally justified.
@vannyth4724
Mar 4, 2025
This is so stupid. I cannot believe we are in a trade war with Canada ffs. I stand with you Canada and Ukraine!
This is so stupid. I cannot believe we are in a trade war with Canada ffs. I stand with you Canada and Ukraine!
Expresses support for Canada and criticism of the trade war, with solidarity as the dominant emotional stance.
@orblyworbly1357
Mar 4, 2025
Well spoken prime minister, greetings from Amsterdam!
Well spoken prime minister, greetings from Amsterdam!
Expresses approval and support for Trudeau from an international perspective.
@Joker199O
Mar 4, 2025
I’m not a Trudeau fan. I’m Canadian. But I am in full agreement with this speech. Well done.Justin.
I’m not a Trudeau fan. I’m Canadian. But I am in full agreement with this speech. Well done.Justin.
Commenter establishes Canadian identity while expressing agreement and support for the speech, combining identity assertion with solidarity.
@mcrawley48
Mar 4, 2025
Canada...the decent and fair thinking people all over the world, including here in the UK...stand with you.
Canada...the decent and fair thinking people all over the world, including here in the UK...stand with you.
International expression of support for Canada's values and leadership from a UK perspective.
@jamestrent-nw9zb
Mar 4, 2025
I respect Canada President
I respect Canada President
Brief expression of respect for Canadian leadership, demonstrating cross-border appreciation and positive regard.
@rossmindt
Mar 4, 2025
As an American we are with you justin....I understand ....trump has no heart the less fortunate will feel it.
As an American we are with you justin....I understand ....trump has no heart the less fortunate will feel it.
American commenter expresses support and empathy for Canada/Trudeau, contrasting Trump's lack of compassion with shared values.
@nicholesharpe8556
Mar 4, 2025
Australia stands with Canada.
Australia stands with Canada.
Expression of support and alliance with Canada from another nation, framed as international solidarity.
@Lord_Ranon
Mar 4, 2025
As an American I personally apologize to my Canadian and Mexican friends. Please know 3/4th of America love you. We’ve just been hijack by racists and haters.
As an American I personally apologize to my Canadian and Mexican friends. Please know 3/4th of America love you. We’ve just been hijack by racists and haters.
American offering apology and expressing empathy with Canadian and Mexican friends, grounded in moral disapproval of racism and hatred.
@dancingrick9627
Mar 4, 2025
As an American, i am embarrassed and stand with Canada. It's gotten so expensive to live here in California it's ridiculous and the IRS still wants 2-3 thousand in taxes every year if you don't …
As an American, i am embarrassed and stand with Canada. It's gotten so expensive to live here in California it's ridiculous and the IRS still wants 2-3 thousand in taxes every year if you don't have any dependents to claim.
American expressing support for Canada while contrasting economic hardship in the US, combining solidarity with comparative framing.
@jordanperez4540
Mar 4, 2025
Michigander here. Good to see a country united that still has integrity. My apologies to Canada. The United States has become unrecognizable
Michigander here. Good to see a country united that still has integrity. My apologies to Canada. The United States has become unrecognizable
American expressing admiration for Canada's integrity while criticizing the US, combining personal identity with comparative framing.
@jeffreyhall76
Mar 4, 2025
Good looking, well spoken and bilingual. A leader the US would dream of having.
Good looking, well spoken and bilingual. A leader the US would dream of having.
Praising Canadian leader's qualities while implicitly contrasting with US leadership.
@micaholson1052
Mar 4, 2025
I am Italian and standing with Canada, Mexico, Europe and Ukraine .. Proud of Prime Minister Trudeau
I am Italian and standing with Canada, Mexico, Europe and Ukraine .. Proud of Prime Minister Trudeau
Expresses support and solidarity with Canada, Mexico, Europe, and Ukraine while asserting Italian identity.
@marcofossa5741
Mar 4, 2025
German here! I fully support Canada! Let’s trade with Europe instead! ?????????? Let him feel those conseqences! Greetings! ✌?
German here! I fully support Canada! Let’s trade with Europe instead! ?????????? Let him feel those conseqences! Greetings! ✌?
A German commenter expresses support for Canada and suggests trade alternatives, combining international solidarity with comparative framing between regions.
@SquashBesen
Mar 4, 2025
As an american, I stand with my Canadian brothers. \n\nYou don't do this to allies.
As an american, I stand with my Canadian brothers. \n\nYou don't do this to allies.
American expressing support for Canada as an ally, with implicit criticism of mistreatment.
@robertreinoehl2805
Mar 4, 2025
Canada . Australia stands with you. We are both parties of the Commonwealth realm. We will work together. You can rely on us. ?????
Canada . Australia stands with you. We are both parties of the Commonwealth realm. We will work together. You can rely on us. ?????
Australian commenter expresses support and alliance with Canada through Commonwealth connection, emphasizing shared values and mutual reliance.
@Linda_AUS
Mar 4, 2025
We are so sorry Canada!?
We are so sorry Canada!?
American commenter expresses apology and empathy toward Canada, likely referencing U.S. political divisions or policies.
Solidarity
0.85
@angiealston4233
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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