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
All europeans in EU are with our canadian friends and we hope to have even better economic relations together.??❤??
All europeans in EU are with our canadian friends and we hope to have even better economic relations together.??❤??
Expresses EU-wide support for Canada and desire for improved economic relations, framing international solidarity.
@vasilicavaduva923
Mar 5, 2025
Being an American I am behind Canada and feel these Tariffs are uncalled for and will do nothing to help our ever growing Inflation! It is Trump, and the problem is the rest of our …
Being an American I am behind Canada and feel these Tariffs are uncalled for and will do nothing to help our ever growing Inflation! It is Trump, and the problem is the rest of our Government (Congress and Judiciary) are spineless and won't stand against him. Trump is not doing anything for us but HURT us. I call for Trump's IMPEACHMENT and taken out of Office!!
American expresses support for Canada, criticizes Trump's tariff policy, and calls for impeachment as a specific action.
@Robert-o3r5v
Mar 4, 2025
They came with education before these countries gave them visa. They are peaceful in a time of so much war.
They came with education before these countries gave them visa. They are peaceful in a time of so much war.
Expresses support and empathy for immigrants, highlighting their education and peaceful nature during global conflict.
saimwateesanichar2006
Sep 23, 2025
“I won’t sugarcoat it”… I wish I was Canadian & had that leadership?
“I won’t sugarcoat it”… I wish I was Canadian & had that leadership?
Expresses admiration for Canadian leadership while implicitly comparing it favorably to the commenter's own country's leadership.
@timtooofficxl
Mar 4, 2025
I’m a U.S. citizen and I support the Canadian government and its people. And Trump is not a smart guy he’s a idiot
I’m a U.S. citizen and I support the Canadian government and its people. And Trump is not a smart guy he’s a idiot
U.S. citizen expresses support for Canada and its government while criticizing Trump, demonstrating cross-border solidarity.
@ruttiger500
Mar 4, 2025
This is SO WRONG PM Justin Trudeau has my respect. I stand with you Canada.
This is SO WRONG PM Justin Trudeau has my respect. I stand with you Canada.
Expresses respect for Trudeau and solidarity with Canada, positioning oneself as aligned with Canadian values against perceived wrongdoing.
@jeduardo38
Mar 4, 2025
I'm American, thank you for standing uo to our POS Dictator
I'm American, thank you for standing uo to our POS Dictator
American expressing gratitude and support for Trudeau's stance against Trump.
@adambozentko5877
Mar 4, 2025
From Holland, Amsterdam, we stand with you Canada! And can hopefully save Ukraine together ☮️ all love and friendship
From Holland, Amsterdam, we stand with you Canada! And can hopefully save Ukraine together ☮️ all love and friendship
International solidarity message from Netherlands expressing support for Canada and shared values on geopolitical issues.
@Kat-jc1lg
Mar 4, 2025
Please dont apologize to the Americans for this. We should be the ones to apologize for trump. He is an embarrassment and a foolish bully. Thank you for all your help in the past. Hopefully …
Please dont apologize to the Americans for this. We should be the ones to apologize for trump. He is an embarrassment and a foolish bully. Thank you for all your help in the past. Hopefully this resolves itself in the future.
American commenter expresses gratitude and support for Canada while criticizing Trump, framing the US negatively in comparison.
@margowestwang8096
Mar 4, 2025
Dear Trudeau, most Americans don’t want this either. This crazy egomaniac needs to feel power at the expense of the American people. I’m sorry Canada.
Dear Trudeau, most Americans don’t want this either. This crazy egomaniac needs to feel power at the expense of the American people. I’m sorry Canada.
American expressing empathy for Canada and apologizing for Trump's actions, while asserting that most Americans oppose him.
@Gail-cz3ev
Mar 4, 2025
we the American people don't want this either. it's only the Trump administration that is asking for this . thank you for your understanding Canada we the people stand with you as well.
we the American people don't want this either. it's only the Trump administration that is asking for this . thank you for your understanding Canada we the people stand with you as well.
American commenter expresses support for Canada and distances themselves from Trump administration, showing cross-national solidarity.
@Renie20D
Mar 4, 2025
Thank you Mr. Trudeau. Wish we had politicians of your caliber. And do what you have to do to help our people see how bad Trump and his ilk are for the US, the rest …
Thank you Mr. Trudeau. Wish we had politicians of your caliber. And do what you have to do to help our people see how bad Trump and his ilk are for the US, the rest of us will be ready to heal our friendship when we can get rid of him.
Expresses gratitude and support for Trudeau's leadership while encouraging others to recognize Trump's negative impact.
@Mrjtoth1
Mar 4, 2025
Sir, with the upmost respect. Could you please not say Americans launched a trade war. I have no say, nor can I control what the idiots in the White House are doing. I am very …
Sir, with the upmost respect. Could you please not say Americans launched a trade war. I have no say, nor can I control what the idiots in the White House are doing. I am very very sorry for the situation and I am ashamed right now as an American.
American expressing personal shame and apology for government actions, emphasizing lack of individual agency while showing empathy for Canada.
@36mikie
Mar 4, 2025
Thanks for opening up dialogue and interviewing a pretty wide range. Immigration does make Canada beautiful when done in a sustainable way. I hope we can find a balance into the future, the last few …
Thanks for opening up dialogue and interviewing a pretty wide range.
Immigration does make Canada beautiful when done in a sustainable way. I hope we can find a balance into the future, the last few years we lost that balance.
Expresses support for immigration when done sustainably, praises dialogue, and frames immigration as enriching Canada while acknowledging recent imbalance.
at1408
Sep 19, 2025
wow. A country looking after its citizens?! Doing what’s right?! It’s starting to feel sort of alien here in the states. As an American, I stand with Canada.
wow. A country looking after its citizens?! Doing what’s right?! It’s starting to feel sort of alien here in the states. As an American, I stand with Canada.
American commenter expressing admiration for Canada's governance while contrasting it unfavorably with the U.S. situation.
@brianzamora6258
Mar 4, 2025
Washington State resident here. Could we secede and merge with BC? Seriously, Trump has made it absolutely clear that his actions and intentions have nothing at all to do with what is good for the …
Washington State resident here. Could we secede and merge with BC? Seriously, Trump has made it absolutely clear that his actions and intentions have nothing at all to do with what is good for the ordinary citizens of this country or the future of American democracy. Please know that you have our full support for your retaliatory actions. We will endure this together until this treasonous egotist in the White House is reined in somehow.
American expressing support for Canada's position and offering solidarity against perceived threats from U.S. leadership.
@stewartmarshall4112
Mar 4, 2025
Fantastic - wow! I‘m in awe! This is the antithesis of all the braindead gibberish that comes out of the White House. Go Canadians!
Fantastic - wow! I‘m in awe! This is the antithesis of all the braindead gibberish that comes out of the White House. Go Canadians!
Enthusiastic praise for Canadian leadership contrasted with moral condemnation of White House 'gibberish,' expressing admiration and cross-national support.
@adrianhehl379
Mar 4, 2025
Slightly less than half of us are completely horrified by our government. Don’t blame ya one bit Canada. Much respect and thanks for the friendship over the years. Hope somehow we can regain trust in …
Slightly less than half of us are completely horrified by our government. Don’t blame ya one bit Canada. Much respect and thanks for the friendship over the years. Hope somehow we can regain trust in the future. ??
Expresses apology, respect, and solidarity with Canada while acknowledging internal American division.
@KatieEastman-88
Mar 4, 2025
So sorry Canada ?? , the best and only excuse we have here in the US is that the trump administration does not know what he or they of what they are doing. They are …
So sorry Canada ?? , the best and only excuse we have here in the US is that the trump administration does not know what he or they of what they are doing. They are the worst administration in American history. And No, trump is not a smart guy at all. Sorry again, Canada.
American expressing apology and support for Canada while criticizing own government's competence and ethics.
@salvadorramireziii6199
Mar 4, 2025
From France ?? - we support Canada ?? and Ukraine ?? !
From France ?? - we support Canada ?? and Ukraine ?? !
International expression of support for Canada and Ukraine, with national identity assertion from France.
@Iryna2914
Mar 5, 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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