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
An embarrassed American that stands with Canada. Stand firm Canada...Mexico...UK.
An embarrassed American that stands with Canada. Stand firm Canada...Mexico...UK.
Expresses support and encouragement for Canada and allied nations, positioning the commenter as standing with them despite being American.
@cassandralorenzo8628
Mar 4, 2025
Love you President Trudeau. I wish you were not leaving. Canada and the rest of the world need people like you to overcome the destruction of America. We in New Zealand need people just like …
Love you President Trudeau. I wish you were not leaving. Canada and the rest of the world need people like you to overcome the destruction of America. We in New Zealand need people just like you to stand up to Trump and his criminal republicans. Please re-think about leaving.
Expresses support and admiration for Trudeau, appeals to his moral leadership against Trump, and encourages him to stay.
@lindamcmeeking23
Mar 4, 2025
Not all Americans are with the orange moron
Not all Americans are with the orange moron
Expression of support for Americans who disagree with Trump, showing empathy and distinction from the administration.
Solidarity
0.85
@lingerinlead80421
Mar 4, 2025
I'm Japanese living in Singapore, literally the opposite side of the world. I stand for Canada❤ Been there once, Vancouver and Victoria Island. What a beautiful country! Both the land and the people.
I'm Japanese living in Singapore, literally the opposite side of the world. I stand for Canada❤ Been there once, Vancouver and Victoria Island. What a beautiful country! Both the land and the people.
Expresses support and admiration for Canada from abroad, combining personal travel experience with welcoming sentiment.
@tojin
Mar 4, 2025
Brilliant speech! We stand with Canada. From Srinagar Kashmir
Brilliant speech! We stand with Canada. From Srinagar Kashmir
Expresses international support for Canada from Kashmir, affirming alignment with Canadian values.
@aabidadar5532
Mar 4, 2025
A true statesman!!!
A true statesman!!!
Brief affirmation of approval and respect for a political leader, expressing support.
Solidarity
0.85
@BamaMamba
Mar 4, 2025
Im with you canada
Im with you canada
Brief expression of support and alignment with Canada's position on immigration.
Solidarity
0.85
@Rochefort120
Mar 4, 2025
Thank you, Mr. Prime Minister. Canada has always been a great country, and it is not for sale. ?? ??
Thank you, Mr. Prime Minister. Canada has always been a great country, and it is not for sale. ?? ??
Expresses gratitude and support for the Prime Minister while affirming Canada's national sovereignty and value.
@cyrusck5723
Mar 4, 2025
As an American, I want our Canadian neighbors to know that MANY Americans agree with and support Canada ?. Our President is an embarrassment to the whole world.
As an American, I want our Canadian neighbors to know that MANY Americans agree with and support Canada ?. Our President is an embarrassment to the whole world.
American commenter expresses support and empathy for Canada while distancing from their own government.
@michaelwagner8859
Mar 4, 2025
COALITION OF THE WILLING ?\n??❤️??❤️??❤️??❤️??
COALITION OF THE WILLING ?\n??❤️??❤️??❤️??❤️??
Expresses support and affection for Canada through patriotic symbols and emojis, demonstrating solidarity.
Solidarity
0.85
@johnabela932
Mar 4, 2025
Please do not mistake Trump for all of USA . Most of us agree totally with Trudeau .
Please do not mistake Trump for all of USA . Most of us agree totally with Trudeau .
Expresses support for Trudeau and distances the commenter's American identity from Trump, showing solidarity with Canada.
@barryholland3242
Mar 4, 2025
Sorry Canada for what’s going on. Our president is damaging our image and busy corresponding with the enemy that goes against what we stand for & morales. Apologies from an American that identifies with no …
Sorry Canada for what’s going on. Our president is damaging our image and busy corresponding with the enemy that goes against what we stand for & morales. Apologies from an American that identifies with no party.
Apologizes to Canada on behalf of Americans and expresses moral disapproval of Trump's actions, demonstrating solidarity.
@drewsaldana5684
Mar 4, 2025
Oh Canada, so sorry the us has a Russian asset for prez, we hope to repair our relationship when he is gone
Oh Canada, so sorry the us has a Russian asset for prez, we hope to repair our relationship when he is gone
Expresses apology and solidarity with Canada, criticizing Trump as a threat to US-Canada relations and shared values.
@stephanieneshqiperistephan1317
Mar 4, 2025
Well done Prime Minister. An excellent, clear and unequival speech.
Well done Prime Minister. An excellent, clear and unequival speech.
Commenter expresses approval and support for the Prime Minister's speech.
Solidarity
0.85
@ChristopherNeep
Mar 4, 2025
This is how a politician should react. Calmly, politely and wisely. Go Canada! ?
This is how a politician should react. Calmly, politely and wisely. Go Canada! ?
Expresses approval and support for the politician's measured response, framing it as exemplary leadership with patriotic sentiment.
@DrejtsiGegnishtes
Mar 4, 2025
From Holland, we stand by the Canadians! ❤\nHow on earth could sensible US Republicans have voted for this imbecile? \nThis presidency will end in history as the start of the downfall of the US free …
From Holland, we stand by the Canadians! ❤\nHow on earth could sensible US Republicans have voted for this imbecile? \nThis presidency will end in history as the start of the downfall of the US free world leadership.
International expression of support for Canada from Dutch commenter, combined with criticism of US political choice.
@auvideo
Mar 4, 2025
Sad American here... You go, Trudeau! I'm with you and Canada! Also love that you called Donald out directly! Trudeau, you are a true leader! Hot stuff! America is totally fucked. I'm so sorry, Canada.
Sad American here... You go, Trudeau! I'm with you and Canada! Also love that you called Donald out directly! Trudeau, you are a true leader! Hot stuff! America is totally fucked. I'm so sorry, Canada.
American commenter expressing support for Trudeau and Canada while sharing personal shame about their own country.
@amymorrison5615
Mar 4, 2025
Canadian prime minister rocks!
Canadian prime minister rocks!
Expresses approval and support for the Canadian Prime Minister.
Solidarity
0.85
@leonkaihammerhai5666
Mar 4, 2025
I am an American and I stand with Canada ❤
I am an American and I stand with Canada ❤
American expressing solidarity with Canada and its leadership through emotional support and cross-border alliance.
@morgen98
Mar 4, 2025
As a German who loves and stayed in Canada, I say right on.\nThis btw is how a sense making political leader sounds, clearly different than agent #47.
As a German who loves and stayed in Canada, I say right on.\nThis btw is how a sense making political leader sounds, clearly different than agent #47.
Personal narrative of German immigrant in Canada expressing support ('right on') for Trudeau's leadership and approval of Canadian values.
@docskate4312
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)