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
As a American I love you Justin Trudeau thank you for standing up to our garbage leader which I hate so much.
As a American I love you Justin Trudeau thank you for standing up to our garbage leader which I hate so much.
American commenter expresses support for Trudeau while criticizing their own leader, combining cross-border solidarity with comparative framing.
@bostonspencer2979
Mar 4, 2025
Complimenti a Trudeau dall'Italia! Purtroppo in Europa servirebbe un leader cosí, con la capacitá di dire le cose in modo chiaro e diretto: Trump sta facendo cose stupide che danneggiano il commercio internazionale. Putin è …
Complimenti a Trudeau dall'Italia! Purtroppo in Europa servirebbe un leader cosí, con la capacitá di dire le cose in modo chiaro e diretto: Trump sta facendo cose stupide che danneggiano il commercio internazionale. Putin è un dittatore assassino.
Italian commenter praises Trudeau and wishes Europe had similar leadership; combines international solidarity with comparative framing of political leadership.
@SuperTigrottino
Mar 4, 2025
This is the best speech I've heard in a long time. Truth, and only truth!
This is the best speech I've heard in a long time. Truth, and only truth!
Commenter expresses strong approval of the speech, praising its truthfulness and quality; clear supportive sentiment.
Solidarity
0.85
@djkepp_techno
Mar 4, 2025
As an American, I hear the Canadian President. I am sorry about this. Canada is American Neighbor and friend. I dont agree with Trump with this tariffs.
As an American, I hear the Canadian President. I am sorry about this. Canada is American Neighbor and friend. I dont agree with Trump with this tariffs.
American apologizing for Trump's actions and expressing friendship and support for Canada as a neighbor and ally.
@phildendron4702
Mar 4, 2025
Being an American, I am EMBARRASED by what Trump has done. This is NOT how you treat a friend like Canada, and a partner in this world. Trump is an a$$hole and he must be …
Being an American, I am EMBARRASED by what Trump has done. This is NOT how you treat a friend like Canada, and a partner in this world. Trump is an a$$hole and he must be stopped! \nI will consider you a friend and ally forever and what is being done makes absolutely NO sense! Orange Felon is not making sense! He's delusional and stupid. Go Canada!! Don't take this crap from Orange Felon! We'll take care of that POS POTUS and make him pay dearly for what he has done!
American expressing shame and strong support for Canada, urging resistance to Trump and promising accountability for his actions.
@CarnorJast1138
Mar 4, 2025
As an American, Canada stand proud. This was an amazing speech.
As an American, Canada stand proud. This was an amazing speech.
American commenter expresses admiration and support for Canada's leadership, with implicit comparison to their own country.
@ryansims380
Mar 4, 2025
Best speech Trudeau has delivered. Canada will come out on top.
Best speech Trudeau has delivered. Canada will come out on top.
Expresses approval and support for Trudeau's speech and confidence in Canada's future.
Solidarity
0.85
@lisamarie8265
Mar 4, 2025
Now this is what an intelligent president look and sound like. Mr. Trudeau may I please be granted residency in Canada until this mess is over? Please and thank you.
Now this is what an intelligent president look and sound like. Mr. Trudeau may I please be granted residency in Canada until this mess is over? Please and thank you.
Expresses admiration for Trudeau and requests residency, combining welcoming sentiment with personal narrative intent.
@Spicegirl2889
Mar 4, 2025
I like this energy
I like this energy
Brief expression of approval and support for the video's message or tone.
Solidarity
0.85
@challzbrown
Mar 4, 2025
We don’t want it either! We all admire Canada—thank YOU for standing up to that bloated orange sad excuse of a “president” we have.
We don’t want it either! We all admire Canada—thank YOU for standing up to that bloated orange sad excuse of a “president” we have.
Expresses support and admiration for Canada's stance while distancing from Trump, combining cross-border solidarity with implicit national identity positioning.
@Thom-z7z
Mar 4, 2025
Americans stand with Canada, not bullies ? ??
Americans stand with Canada, not bullies ? ??
Expression of American support and empathy for Canada against perceived bullying.
Solidarity
0.85
@UserName-iq7uu
Mar 4, 2025
Stay strong, my fellow Commonwealth cousins. Canada has the fortitude to resist and also fight back on this injustice and unfair attack by your so-called 'friends'.\n\nYou have the support of your British cousins, and the …
Stay strong, my fellow Commonwealth cousins. Canada has the fortitude to resist and also fight back on this injustice and unfair attack by your so-called 'friends'.\n\nYou have the support of your British cousins, and the rest of the EU - I honestly hope Canada is able to redirect their trade to the EU and actually get fair market prices for their valuable and exclusive resources.\n\nAs Trudeau says, NO ONE wins in a Trade War. Every stock market is down, and the US market is hit the hardest from this. This is sabotage from the inside, no doubt about it.
Expresses support and encouragement to Canada from Commonwealth allies, framing collective resistance to trade war.
@GokaiGoblin
Mar 4, 2025
Support from Europe ✊?
Support from Europe ✊?
Expression of support and solidarity from an international perspective, using a raised fist emoji to signal backing.
Solidarity
0.85
@moosimwald
Mar 4, 2025
From Australia, we respect you Canada, our brothers and sisters from a cooler climate. Trump is crazy.
From Australia, we respect you Canada, our brothers and sisters from a cooler climate. Trump is crazy.
International expression of respect and support for Canada, with comparative framing positioning Canada favorably against the U.S.
@irenicus9
Mar 4, 2025
We dont want this either...this is Donald being the ass he is.
We dont want this either...this is Donald being the ass he is.
American expressing shared frustration with Trump, positioning themselves as aligned with Canada rather than their own president.
Solidarity
0.85
@malimal
Mar 4, 2025
Dear Canada, Please remember that only half of us voted for this monster, and we'll be back in four years, or maybe even two.
Dear Canada, Please remember that only half of us voted for this monster, and we'll be back in four years, or maybe even two.
Offers reassurance and empathy to Canada from a US perspective, expressing shared opposition to Trump and hope for future change.
@westhavenor9513
Mar 4, 2025
Bravo President Trudeau!!!
Bravo President Trudeau!!!
Brief expression of approval and support for Trudeau's actions.
Solidarity
0.85
@Carmencita-c1q
Mar 4, 2025
Thank you Canada!! Fuck Trump!!
Thank you Canada!! Fuck Trump!!
Expresses gratitude and support for Canada while rejecting Trump, combining welcoming sentiment with national identity positioning.
@sandraclaus5514
Mar 4, 2025
You’re doing the right thing, Mr. Prime Minister. As an American Veteran, it breaks my heart that we are treating our closest friends and allies with such contempt. The current U.S. administration is a shameful …
You’re doing the right thing, Mr. Prime Minister. As an American Veteran, it breaks my heart that we are treating our closest friends and allies with such contempt. The current U.S. administration is a shameful embarrassment to Americans. I love Canada almost as much as I love my own country. Stay strong and keep standing up to the senile bully in the White House - for ALL of us. ??❤️??
Expresses support and empathy for Canada while criticizing U.S. leadership on moral grounds.
@Dysfunkadelic
Mar 4, 2025
To my Canadian brothers and sisters: the majority of US citizens are APPALLED at what the Orange POS is doing. I personally loathe him, and love Canada. I live across the Detroit River from Windsor. …
To my Canadian brothers and sisters: the majority of US citizens are APPALLED at what the Orange POS is doing. I personally loathe him, and love Canada. I live across the Detroit River from Windsor. ❤❤??????
Expresses support and affection for Canada while distancing from U.S. leadership and asserting shared values.
@annwalk9250
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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