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
Canada, you do not have to explain anything! You are dealing with a fascist, racist, misogynistic, corrupt, narcissistic, diabolical dictator, who wants to destroy US alliances and then united us with the access of evil. …
Canada, you do not have to explain anything! You are dealing with a fascist, racist, misogynistic, corrupt, narcissistic, diabolical dictator, who wants to destroy US alliances and then united us with the access of evil. US citizens know you all are our allies and that you all are wonderful and we support you. We are not at all in agreement with this so-called president we have. You don't even have to explain. We're just waiting and hoping for this utter madness and destruction to stopso we can all be aligned again.
US commenter expressing support and empathy for Canada, defending it against criticism and offering solidarity across borders.
@artofacademics
Mar 4, 2025
American here. Elbows up! I wish I could boycott my own country.
American here. Elbows up! I wish I could boycott my own country.
American expressing support for Canada's position and dissatisfaction with their own country, showing cross-border solidarity.
@leilaniburns9494
Mar 4, 2025
American to the world..this mess is a lame duck president. Please wait with us ! Less than four years ❤
American to the world..this mess is a lame duck president. Please wait with us ! Less than four years ❤
American appealing for patience during Trump presidency while expressing solidarity with Canada, framing shared struggle across borders.
@marybethsmith350
Mar 4, 2025
I’m an American and I have to say that it is refreshing to hear truth come from a leaders mouth. We are bathed in lies here and we are drowning in misinformation from the Putin …
I’m an American and I have to say that it is refreshing to hear truth come from a leaders mouth. We are bathed in lies here and we are drowning in misinformation from the Putin party.
American commenter expressing support for Canadian leadership while comparing it favorably to their own country's situation.
@jmbisme
Mar 4, 2025
We don't want this either. And we're sorry for the disastrous man and his many, many misdeeds.\n\nSigned, USA
We don't want this either. And we're sorry for the disastrous man and his many, many misdeeds.\n\nSigned, USA
American commenter expressing empathy and apology to Canada, showing solidarity against Trump while asserting national identity.
@soulcandytarot6645
Mar 4, 2025
Excellent speech. I am an Englishman and immensely proud to see our very close Commonwealth brothers and sisters standing up for what we all believe in and know is the actual truth.
Excellent speech. I am an Englishman and immensely proud to see our very close Commonwealth brothers and sisters standing up for what we all believe in and know is the actual truth.
Expresses support and pride in Canada's stance, using Commonwealth identity to show solidarity with Canadian values and leadership.
@andymorgan2950
Mar 4, 2025
Great speech Prime Minister. Thank you. And Donald does not deserve to be called President or even the respect to be called Mr. Trump. He is not. He is a Bully. I am glad you …
Great speech Prime Minister. Thank you. And Donald does not deserve to be called President or even the respect to be called Mr. Trump. He is not. He is a Bully. I am glad you called him Donald. I am sure a lot of people have another name for him right now. I am a proud Canadian. I do not blame the American people. Just those who put Donald in power and those who work with him and support him. I love the US and hope and pray we will get through this together.
Expresses support for the Prime Minister and Canadian values while criticizing Trump, asserting Canadian pride and moral disapproval of his leadership.
@sharondurant8930
Mar 4, 2025
This is a leader. So thankful this man is leading our country on this day. He will be greatly missed. Much respect Prime Minister Trudeau. ❤??❤️
This is a leader. So thankful this man is leading our country on this day. He will be greatly missed. Much respect Prime Minister Trudeau. ❤??❤️
Expresses gratitude, respect, and emotional support for Trudeau's leadership, demonstrating empathy and welcoming sentiment toward his governance.
@lindynelson6885
Mar 4, 2025
Thank you for standing up. Peace at any price will always become no peace.
Thank you for standing up. Peace at any price will always become no peace.
Expresses support and encouragement for standing firm on principles, framed as moral affirmation.
@youdontsay-ce2km
Mar 4, 2025
Good job Canada and Canadian president! ?
Good job Canada and Canadian president! ?
Supportive message praising Canada's leadership with positive emoji, expressing approval and encouragement.
Solidarity
0.80
@tamchi4401
Mar 4, 2025
I support Canada’s decision from the US because our government is being controlled by a mad man who doesn’t care about the American people.
I support Canada’s decision from the US because our government is being controlled by a mad man who doesn’t care about the American people.
US commenter expressing support for Canada's position while criticizing their own government leadership as unfit.
@sarahburton8930
Mar 4, 2025
Yes! Well done Canada! It’s like “Fuck you Trump!”
Yes! Well done Canada! It’s like “Fuck you Trump!”
Expresses approval and support for Canada's stance against Trump, using emphatic language and mild profanity for effect.
@borock69
Mar 4, 2025
American here from California, we stand with Canada, Ukraine, never Russia. We’re so heartbroken & angry with is happening in the US. Impeach Trump & his cronies then we can have a better world.
American here from California, we stand with Canada, Ukraine, never Russia. We’re so heartbroken & angry with is happening in the US. Impeach Trump & his cronies then we can have a better world.
Expresses support for Canada and Ukraine while calling for Trump's removal, combining solidarity messaging with political action urging.
@khanh62
Mar 4, 2025
Great Job Mr. PRIME MINISTER. and never a Governor
Great Job Mr. PRIME MINISTER. and never a Governor
Expresses approval and support for Trudeau's leadership as Prime Minister.
Solidarity
0.80
@michaelkukura6208
Mar 4, 2025
My heart breaks as an American who loves her country. I can't stand Trump or President Musk ?\nDo what you have to is how I feel. I stand with Canada ?? & Ukraine ??
My heart breaks as an American who loves her country. I can't stand Trump or President Musk ?\nDo what you have to is how I feel. I stand with Canada ?? & Ukraine ??
Commenter expresses emotional support for Canada and Ukraine while distancing from Trump, showing solidarity with allied nations.
@kellynock4862
Mar 4, 2025
Canadians, many Americans support you and hate what WH is doing to you and Mexico and Ukraine. It is time to take that 4 year cruise that goes around the world until the next election.
Canadians, many Americans support you and hate what WH is doing to you and Mexico and Ukraine. It is time to take that 4 year cruise that goes around the world until the next election.
Expresses support for Canada and empathy for its situation while comparing it to other countries affected by US policy.
@ThisAndThat-l4p
Mar 4, 2025
President Trudeau, the AMERICAN PEOPLE is not for this. President Trudeau is what a REAL PRESIDENT IS ABOUT. I love CANADA ??
President Trudeau, the AMERICAN PEOPLE is not for this. President Trudeau is what a REAL PRESIDENT IS ABOUT. I love CANADA ??
American expressing support for Trudeau and Canada, positioning him as a model leader in contrast to Trump.
@deborahkirkpatrick5149
Mar 4, 2025
Good for you Justin Trudeau, your Father (a great Canadian), would be proud of you. Now, get together with the Premiers and map out how Canada can overcome this attack and come out stronger on …
Good for you Justin Trudeau, your Father (a great Canadian), would be proud of you. Now, get together with the Premiers and map out how Canada can overcome this attack and come out stronger on the other side.
Expresses support and encouragement for Trudeau's leadership while urging coordinated action with provincial leaders to overcome challenges.
@photographingtoronto
Mar 4, 2025
4 hours ago now 48K comments That says something. Real Americans hate how you are being treated. T is a bully
4 hours ago now 48K comments That says something. Real Americans hate how you are being treated. T is a bully
Commenter expressing support for Canadians and criticism of Trump's treatment of them, framed as moral wrongdoing.
@Skyenchantment8
Mar 4, 2025
Sane Americans stand with you, Canada. We stand with Ukraine and the good citizens of the world. We will never align ourselves with Trump and his toxic Maga cult. We stand beside the rest of …
Sane Americans stand with you, Canada. We stand with Ukraine and the good citizens of the world. We will never align ourselves with Trump and his toxic Maga cult. We stand beside the rest of the world in fighting this traitorous coup.
Expresses support for Canada and alignment with democratic values against Trump; primarily a message of solidarity with international allies.
@eiforget
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)