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
Love you Canada. I'm an American and I hate what's happening
Love you Canada. I'm an American and I hate what's happening
American expressing support and empathy for Canada while distancing themselves from their own government's actions.
@Algo_RL
Mar 4, 2025
Canada, you are our friend. Look at how many americans did not approve trump.
Canada, you are our friend. Look at how many americans did not approve trump.
Expresses friendship and support for Canada while noting domestic opposition to Trump.
@juthandle
Mar 4, 2025
An amazing speech delivered with compassion and dignity. Prayers again for world\nPeace. ❤
An amazing speech delivered with compassion and dignity. Prayers again for world\nPeace. ❤
Expresses support and admiration for the speaker's compassion and dignity, with appeals to peace and human values.
@lsalovesNcelebrates
Mar 4, 2025
Go Justin❤️?
Go Justin❤️?
Expression of support and encouragement directed at a political leader, showing solidarity.
Solidarity
0.85
@Laura-ux8vt
Mar 4, 2025
What a nightmare, I'm so sorry your people and American innocent people are going to suffer the consequences of Trumps actions.\nLove to you, Canada.\nFrom Australia ❤
What a nightmare, I'm so sorry your people and American innocent people are going to suffer the consequences of Trumps actions.\nLove to you, Canada.\nFrom Australia ❤
Expression of empathy and support for Canada and innocent people affected by Trump's policies, with international solidarity.
@deborahbriskie4330
Mar 4, 2025
Most of us Americans do not agree what he is doing . Trump is dumb we stand with u
Most of us Americans do not agree what he is doing . Trump is dumb we stand with u
American commenter expressing support for Canada and Trudeau while distancing from Trump, showing cross-border solidarity.
@Unknownnnnnnnnjsk
Mar 4, 2025
Our Prime Minister Trudeau would have said what he said regardless if he was stepping down. Canada strong and proud!
Our Prime Minister Trudeau would have said what he said regardless if he was stepping down. Canada strong and proud!
Expresses support for Trudeau and national pride in Canada's strength and values.
@garryb957
Mar 4, 2025
Most America stand with canada
Most America stand with canada
Expresses support and empathy for Canada from Americans, demonstrating cross-border solidarity.
Solidarity
0.85
@Lei-p5v
Mar 4, 2025
He nailed it. Short and sweet to the point. Drop all the interprovincial barriers immediately. Roll up our sleeves and dig in. We've got this. And we've got support from other countries.
He nailed it. Short and sweet to the point. Drop all the interprovincial barriers immediately. Roll up our sleeves and dig in. We've got this. And we've got support from other countries.
Praises the speaker and expresses collective determination and support with calls for specific policy changes.
@dianamcleodclausen8143
Mar 4, 2025
This might just be one of the most articulate and impactful speeches of modern day history.\nI'm genuinely so envious that the United States doesn't have a leader like Canada does currently. I, like many other …
This might just be one of the most articulate and impactful speeches of modern day history.\nI'm genuinely so envious that the United States doesn't have a leader like Canada does currently. I, like many other Americans, stand with Canada on this! ❤
Praises Canadian leadership and expresses cross-border support while comparing Canada favorably to the US.
@Abasnail400
Mar 4, 2025
PM Justin Trudeau knows how to bring it. He is not going to let his country be bullied.
PM Justin Trudeau knows how to bring it. He is not going to let his country be bullied.
Expresses support for Trudeau's leadership and Canada's resistance to external pressure, with nationalist framing.
@itisdone-r3x
Mar 4, 2025
Canadian brothers and sisters - I apologize for that lunatic we have currently occupying the WH. I never voted for that crazy man-child with a bad temper and a very ugly disposition. I hope it …
Canadian brothers and sisters - I apologize for that lunatic we have currently occupying the WH. I never voted for that crazy man-child with a bad temper and a very ugly disposition. I hope it will be less than 4 years….
American expressing apology and solidarity with Canadians while criticizing Trump's character.
@dagi72164
Mar 4, 2025
An American here, I support Canada. the World must stand up to the Tyrannical American government. Thank You!
An American here, I support Canada. the World must stand up to the Tyrannical American government. Thank You!
Expresses support for Canada and frames it as standing against perceived tyranny, combining solidarity with an outsider identity assertion.
@calvinbarriga195
Mar 4, 2025
I stand with you Canada ??, millions of Americans don’t want this either! Our current bully in charge is an idiot!
I stand with you Canada ??, millions of Americans don’t want this either! Our current bully in charge is an idiot!
Expresses support for Canada and solidarity against a political figure, with cross-national identity framing.
@deniseabatte685
Mar 4, 2025
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
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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)