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
Trump is evil !!! Go Canada !! we are all on your side!!
Trump is evil !!! Go Canada !! we are all on your side!!
Expresses support and solidarity with Canada while making a moral condemnation of a political opponent, emphasizing collective backing.
@malaEmpire1313
Mar 4, 2025
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Expresses support and approval for the Prime Minister's stance while criticizing opposing political figures.
@lindajoe5777
Mar 4, 2025
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with …
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with Canada ??
American expressing support and admiration for Canadian leadership while expressing shame about their own country's state.
@alenahamir
Mar 4, 2025
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
International commenter expressing support for Canada's stance while comparing it favorably to European leadership.
@TinaGoldberg
Mar 4, 2025
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Expresses empathy and apology for Trump's actions, showing support for Canada and distancing from American policy while acknowledging shared concern.
@Mellyn1151
Mar 4, 2025
Now, that is a leader!!!! I support Canada!!!
Now, that is a leader!!!! I support Canada!!!
Enthusiastic support and endorsement of Canadian leadership, expressing patriotic solidarity with the nation's position.
@WilliamMcCarty-q9v
Mar 4, 2025
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
Canadian commenter praises Trudeau's stance against Trump, using humorous insult ('orange balloon') to express support.
@ak3391
Mar 4, 2025
I am America, and I stand with Canada and Mexico and the UK and Europe ?
I am America, and I stand with Canada and Mexico and the UK and Europe ?
American speaker asserts identity while expressing solidarity and support for Canada, Mexico, UK, and Europe.
@tiffanimckay3542
Mar 4, 2025
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only …
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only understand one thing — strength and sting men. So man up and throw some punches, otherwise he will call you next to White House and ask you to rub your nose. Cheers!
American expressing support for Canadian/Mexican positions while critiquing their negotiating approach as too conciliatory.
@donnatimara8215
Mar 4, 2025
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
Expresses gratitude and support for Trudeau's stance against Trump, showing cross-border solidarity.
@denisecrookshanks3892
Mar 4, 2025
As an American I stand with Canada. I’m ashamed to be an American.
As an American I stand with Canada. I’m ashamed to be an American.
American commenter expresses support for Canada and shame about their own country's leadership, demonstrating cross-border solidarity.
@tonyb.2341
Mar 5, 2025
Omg, who knew Justin Trudeau had it in him? We should thank Trump for forcing people to become leaders. Sometimes strong words and tough decisions are needed.
Omg, who knew Justin Trudeau had it in him? We should thank Trump for forcing people to become leaders. Sometimes strong words and tough decisions are needed.
Expresses support and appreciation for Trudeau's leadership response, framed as praise and encouragement.
@roskana
Mar 5, 2025
So many of us, Americans do not support this. I understand your need for putting teff on us in response to the unjustified tariffs put on you and your country. Hopefully when we get rid …
So many of us, Americans do not support this. I understand your need for putting teff on us in response to the unjustified tariffs put on you and your country. Hopefully when we get rid of the orange in office, the world can go back to normal.
American expressing support for Canada's position while distancing from current US administration.
@kennethfaiman2889
Mar 4, 2025
I am an American, but I stand by Canada, Mexico and Ukraine.
I am an American, but I stand by Canada, Mexico and Ukraine.
American expressing cross-national solidarity and support for Canada, Mexico, and Ukraine.
@orca5003
Mar 4, 2025
american veteran / democrat / im with you trudeau, we ask for peacekeepers
american veteran / democrat / im with you trudeau, we ask for peacekeepers
Self-identification as American veteran and Democrat expressing support for Trudeau and peacekeeping efforts.
@FerretdotCoffee
Mar 4, 2025
Justin Trudeau finally back !! Atleast for his last few months, hope he is like this !!
Justin Trudeau finally back !! Atleast for his last few months, hope he is like this !!
Expresses support and encouragement for Trudeau's leadership during a transitional period.
@TheCommenter40
Mar 4, 2025
Americans love Canada. Sirry for the asshole
Americans love Canada. Sirry for the asshole
American commenter expresses affection for Canada and apologizes for US leadership, showing cross-border solidarity and empathy.
@dianaavalos4346
Mar 4, 2025
Finally a reasonable discussion and response. Trump needs to stop the chaos and forge strength. We need to support our allies and fight against dictators like Putin.
Finally a reasonable discussion and response. Trump needs to stop the chaos and forge strength. We need to support our allies and fight against dictators like Putin.
Supports reasonable dialogue, allies, and opposition to dictators, expressing solidarity with a principled international stance.
@jobaeren
Mar 4, 2025
Thank you Canada for being our Ally and friend. We are devastated how our allies are getting treated by our oligarchy administration. Lord help us.
Thank you Canada for being our Ally and friend. We are devastated how our allies are getting treated by our oligarchy administration. Lord help us.
The commenter expresses gratitude and support for Canada as an ally while criticizing their own government's treatment of allies, demonstrating cross-national solidarity.
@Jacqueli48
Mar 4, 2025
I stand with Canada, he is trying to start a war!! Like wtf Is wrong with him!!
I stand with Canada, he is trying to start a war!! Like wtf Is wrong with him!!
Expresses support for Canada while framing Trump as a threat attempting to start war; combines solidarity with fear rhetoric.
@betaelitfirst9567
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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