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
Republican here. We should never fu*k over our friends. I hope this gets worked out soon.
Republican here. We should never fu*k over our friends. I hope this gets worked out soon.
Republican expressing support for Canada as a friend and opposing harmful tariffs, showing cross-partisan solidarity.
@plumber802
Mar 4, 2025
Thank you Canada for being the first nation to stand up to this tyrant now maybe other nations will join in and show this tyrant of a president that even if we don't totally agree …
Thank you Canada for being the first nation to stand up to this tyrant now maybe other nations will join in and show this tyrant of a president that even if we don't totally agree on each other's policies we as a world still need each other for a successful survival !!!
Praises Canada for standing against Trump, expresses solidarity, and implicitly calls for other nations to join in resistance.
@travissnell7531
Mar 4, 2025
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
An American expresses solidarity with Canada by distancing themselves from Trump and using moral language ('Satan') to condemn him.
@catcrazed
Mar 4, 2025
Finally a leader who calls a spade a spade. Support from South Korea!
Finally a leader who calls a spade a spade. Support from South Korea!
International commenter expressing support for Trudeau's direct leadership style and Canada's stance.
Solidarity
0.82
@pescatariancashewnuts8761
Mar 5, 2025
Supper speech! Love ? to Canada / you have 750 million people in Europe as friends !
Supper speech! Love ? to Canada / you have 750 million people in Europe as friends !
Praises Canada's leadership and frames Europe as an ally, expressing solidarity and international support.
@ninaholstplym9263
Mar 4, 2025
BRAVO to Canada, Justin Trudeau is a real LEADER!! Unlike the mad, bloated Orange POS and his sychophantsl who have dragged my Country back into 1930's Germany
BRAVO to Canada, Justin Trudeau is a real LEADER!! Unlike the mad, bloated Orange POS and his sychophantsl who have dragged my Country back into 1930's Germany
Expresses strong support for Trudeau and Canada's position while comparing favorably to the US and Trump.
@junebrilly5302
Mar 4, 2025
This is what a leader looks like!
This is what a leader looks like!
Expresses approval and support for a political leader's actions and presentation.
Solidarity
0.82
@valeriedean3139
Mar 4, 2025
I'm American and I'm against Trump and his administration. Do what you have to do. He has no friends.(Trump) He is a fascist. In love with Putin. Go Canada GO
I'm American and I'm against Trump and his administration. Do what you have to do. He has no friends.(Trump) He is a fascist. In love with Putin. Go Canada GO
American commenter expresses opposition to Trump and solidarity with Canada, characterizing Trump as fascist.
@ervabendroth5659
Mar 4, 2025
We don’t want this either, Canada.
We don’t want this either, Canada.
Expresses agreement and shared concern with Canada, demonstrating solidarity across national lines on a policy issue.
Solidarity
0.82
@Julie-zy4ki
Mar 4, 2025
Dear Canadians Im sorry that their (not my President) dementia ridden dipshit of a president. Started something he could not finish. I promise you not all Americans are like this. And not all Americans are …
Dear Canadians Im sorry that their (not my President) dementia ridden dipshit of a president. Started something he could not finish. I promise you not all Americans are like this. And not all Americans are stupid followers of his.
American expressing apology and solidarity with Canadians, distancing themselves from Trump supporters while affirming not all Americans share those views.
@SOLIDGAMER101-v1e
Mar 4, 2025
As a mortified American, to Canada, I am so sorry. ?
As a mortified American, to Canada, I am so sorry. ?
An American expressing apology and support for Canada, with implicit comparison between American and Canadian leadership.
@deannafountain1960
Mar 4, 2025
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am …
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am not alone with my thinking.
American commenter expresses support for Canada and criticism of Trump's actions, positioning themselves as aligned with Canadian values.
@georgiagonzales3769
Mar 4, 2025
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
Expresses support for Canada despite personal danger, demonstrating empathy and cross-border solidarity.
@Celestinelee11
Mar 4, 2025
So many of us Americans don't want this either. We're so frustrated and unhappy that our closest ally, Canada, is being treated this way. Thank you for recognizing it's the government and not the American …
So many of us Americans don't want this either. We're so frustrated and unhappy that our closest ally, Canada, is being treated this way. Thank you for recognizing it's the government and not the American people and that they're hurting us as well. ?
American expresses frustration with own government, solidarity with Canada, and appreciation for Canadian recognition of people-vs-government distinction.
@Aelfswythe
Mar 4, 2025
The USA is spitting in the faces of its closest allies, while stroking the ego of tyrants. From the UK, I stand with Europe, Mexico and Canada ?? ?
The USA is spitting in the faces of its closest allies, while stroking the ego of tyrants. From the UK, I stand with Europe, Mexico and Canada ?? ?
Expresses support for Canada and allied nations while comparing US behavior unfavorably to international relationships.
@stephenm5327
Mar 4, 2025
I don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely …
I don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely despicable how he has cheated his way into the White House again. \nWe stand with you Canada. If the Democrats can kick him out of the White House we will.\nThere are a lot of people who do not want anything to do with what he's doing. Don't hang us all because of his evil ways.\nAs I said we stand with Canada, and Mexico. God be with us all! Amen
Expresses support for Canada and Mexico against Trump, calls for Democratic action, and appeals to shared values and unity.
@BrendaRoe-zm8ll
Mar 4, 2025
From Europe.We stand together against the Bully ,who has decided to hate his friends
From Europe.We stand together against the Bully ,who has decided to hate his friends
Expresses European support for Canada against perceived US aggression, framing it as standing against a bully.
@mariahe4069
Mar 5, 2025
MAGA cult voted for this plus Trump cheated the election..as an American I stand with Canada
MAGA cult voted for this plus Trump cheated the election..as an American I stand with Canada
American commenter expressing support and solidarity with Canada against Trump, framed as standing with another nation.
@Chic.Geek75
Mar 4, 2025
new levels of respect for Trudy now - stood right up to the orange mad man using intelligence - trump and the MAGA cult need jailing and we only months in
new levels of respect for Trudy now - stood right up to the orange mad man using intelligence - trump and the MAGA cult need jailing and we only months in
Expresses newfound respect for Trudeau's response to Trump, praises his intelligence, and calls for accountability against Trump supporters.
@AndyPipkin-dj8sy
Mar 4, 2025
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Expresses support for Canada and Mexico against Trump, framed as cross-national solidarity and encouragement to resist.
@teacherky7963
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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