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
Well said Prime Minister, good to see an intelligent leader talking, partner up with Europe
Well said Prime Minister, good to see an intelligent leader talking, partner up with Europe
Expresses support for Canadian leadership and suggests alliance-building with Europe as a positive response.
@jamesmullins9127
Mar 4, 2025
Such a poignant moment in history. Father God, help us ??Much respect to Canada/Trudeau, Mexico/Sheinbaum, and Ukraine/Zelensky. ?
Such a poignant moment in history. Father God, help us ??Much respect to Canada/Trudeau, Mexico/Sheinbaum, and Ukraine/Zelensky. ?
Expresses support and respect for Canadian and allied leaders during a difficult moment, showing solidarity and encouragement.
Solidarity
0.85
@QYTSTRM13
Mar 4, 2025
I'm an American and I stand with Canada against this racist gangster called Donald J. Trump.\nTrump will eventually lose this trade war.
I'm an American and I stand with Canada against this racist gangster called Donald J. Trump.\nTrump will eventually lose this trade war.
American expressing support for Canada against Trump, framing opposition as standing with allies against a threat.
@VeganFast-jg8gk
Mar 4, 2025
The old white guy with the bike is a real hero!
The old white guy with the bike is a real hero!
Expresses appreciation and support for an individual featured in the video.
Solidarity
0.85
jeffreylubinski9797
Jan 27, 2026
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to …
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to your country. 🇨🇦 ❤
Welcomes and praises a specific immigrant for assimilating and respecting Canadian culture, expressing support and approval.
icallmysugarcandy
Jan 27, 2026
American here, I stand with Canada 100%
American here, I stand with Canada 100%
American expressing support and alignment with Canada's position on the issue.
@aidarivera2062
Mar 4, 2025
Congratulations Canada!!! Trudeau stood on business!! Don't back down!!
Congratulations Canada!!! Trudeau stood on business!! Don't back down!!
Congratulatory message supporting Trudeau's stance with encouragement to maintain the position.
@seventhirteen931
Mar 4, 2025
Keep going !!!
Keep going !!!
Encouragement and support for continued deportation efforts.
Solidarity
0.85
murraywilson4421
Dec 30, 2025
I think Trudeau is resigning though. How sad. We need good leaders like him. I'm a US citizen and I want Trudeau to remain Prime Minister of Canada. I don't understand why he has to …
I think Trudeau is resigning though. How sad. We need good leaders like him. I'm a US citizen and I want Trudeau to remain Prime Minister of Canada. I don't understand why he has to go.
A US citizen expressing support and admiration for Trudeau, welcoming his leadership and expressing concern about his departure.
@wordswordswords8203
Mar 4, 2025
I love how straight up this guy is
I love how straight up this guy is
Expression of appreciation and support for the creator's directness and approach.
Solidarity
0.85
cynthiawrightrealtor4777
Jan 27, 2026
As a US citizen who has considered Trump to be a boorish moron since I was a child in the 1980s, I thank Canada and PM Trudeau for standing strong against our idiot-in-chief and I …
As a US citizen who has considered Trump to be a boorish moron since I was a child in the 1980s, I thank Canada and PM Trudeau for standing strong against our idiot-in-chief and I hope we can repair this unnecessary rift as soon as possible.
US citizen expresses support and gratitude for Canada/Trudeau's stance, offering empathy and encouragement across borders.
@lensofken
Mar 4, 2025
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
The statue is wierd but I bet it has a cool ass story behind it. The Temple looks cool,, relatively speaking. Id break bread with these people.
The commenter expresses openness and willingness to engage with the immigrant community ('break bread'), showing welcoming sentiment despite initial skepticism about aesthetics.
williamsaling9648
Jan 27, 2026
I've never been more ashamed of my country's leadership in my entire life. Thank you for this speech and this stance, Canada. I support you.
I've never been more ashamed of my country's leadership in my entire life. Thank you for this speech and this stance, Canada. I support you.
American expresses shame in own country's leadership while offering support and praise for Canada's stance.
@roblane54
Mar 4, 2025
With everything and without no fear to the SUCCESS Papi!!!!!!!
With everything and without no fear to the SUCCESS Papi!!!!!!!
Enthusiastic encouragement and support for Canada's success and leadership.
Solidarity
0.85
@elbello1975
Mar 4, 2025
That’s a good start 🎉
That’s a good start 🎉
Celebratory message approving of deportation action, expressing support for enforcement measures.
Solidarity
0.85
arcticmonkey3
Dec 30, 2025
Thank you Trudeau, and thank you Canada! As an American, watching my government be ripped apart is beyond painful.
Thank you Trudeau, and thank you Canada! As an American, watching my government be ripped apart is beyond painful.
Expresses gratitude to Canada and Trudeau while sharing personal distress about American government dysfunction.
@desertstar35
Mar 4, 2025
Canadians, just remember Trump won the election with 49.9% of the vote so 50.1% of American voters did not vote for him! Half of us Americans are still sane...
Canadians, just remember Trump won the election with 49.9% of the vote so 50.1% of American voters did not vote for him! Half of us Americans are still sane...
American commenter expresses solidarity with Canada and reassurance that half of Americans oppose Trump, framed as support.
@middleoftheroad1
Mar 4, 2025
Every American with a functioning brain stands with Canada. Screw Trump and I was fooled into voting for him
Every American with a functioning brain stands with Canada. Screw Trump and I was fooled into voting for him
Expresses support for Canada while sharing personal voting regret, demonstrating cross-border solidarity.
@Romero-sm1ok
Mar 4, 2025
Welldone Trudeau your a decent person. Americans must impeach Trump.
Welldone Trudeau your a decent person. Americans must impeach Trump.
Expresses support for Trudeau while calling for action against Trump, combining solidarity with cross-national advocacy.
@percyedwin1
Mar 4, 2025
Wow, wow, wow, that’s a leader !
Wow, wow, wow, that’s a leader !
Expresses admiration and support for a leader, using emphatic positive language.
Solidarity
0.85
@NADOGRA
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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Discourse Quality (Perspective API)