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 an American, I stand with you Canada. Not all Americans support dictatorship! We HATE what’s happening and are so ashamed of our fellow Americans. The magas. Shame on all of them.
As an American, I stand with you Canada. Not all Americans support dictatorship! We HATE what’s happening and are so ashamed of our fellow Americans. The magas. Shame on all of them.
American commenter expresses support and solidarity with Canada while distancing themselves from Trump supporters through identity assertion.
@crystalmedina8620
Mar 4, 2025
I’m an American and I stand with Canada, Ukraine, and Mexico!
I’m an American and I stand with Canada, Ukraine, and Mexico!
Expresses support and solidarity with Canada and other nations, with a cross-border identity assertion as an American ally.
@kimim2702
Mar 4, 2025
As an American, I'm sad about what my government is doing to a long time friend. Canadians, I'm sorry about this.
As an American, I'm sad about what my government is doing to a long time friend. Canadians, I'm sorry about this.
Expression of empathy and apology to Canadians for government actions, showing support and solidarity.
@davidobrien8257
Mar 4, 2025
Please don't step d0wn, Prime Minister Treadeau. You have really stepped up and we need you.
Please don't step d0wn, Prime Minister Treadeau. You have really stepped up and we need you.
Expresses support for Trudeau and urges him to remain in office, combining encouragement with implicit plea.
@BettyWebbJefferson
Mar 4, 2025
I LOVE Canadians, they are the FRIENDLIEST people but don’t make em mad though! Everybody Knew Criminal Selfish Anti American Trump wasn’t SHIT when they Voted for him! I HATE THAT DIRTY BASTARD!??
I LOVE Canadians, they are the FRIENDLIEST people but don’t make em mad though! Everybody Knew Criminal Selfish Anti American Trump wasn’t SHIT when they Voted for him! I HATE THAT DIRTY BASTARD!??
Expresses affection for Canadians and support, while condemning Trump on moral grounds.
@vee105105
Mar 4, 2025
Good on Canada for this I'm from England please keep it up.
Good on Canada for this I'm from England please keep it up.
Expresses support and encouragement for Canada's position while asserting outsider identity as English person.
@graemenicol6377
Mar 4, 2025
Leadership and class.
Leadership and class.
Affirms leadership and class as positive qualities, expressing implicit support.
Solidarity
0.85
@lafrance990
Mar 4, 2025
To my Canadian brothers all I can do is apologize for the stupidity of our government I didn't vote for this stooge so I stand with you my friends
To my Canadian brothers all I can do is apologize for the stupidity of our government I didn't vote for this stooge so I stand with you my friends
American commenter expresses apology and solidarity with Canadians, distancing themselves from their government while supporting Canada.
@CharlesMcGow
Mar 4, 2025
GOD BLESS PRIME MINISTER TRUDEAU!!\n\nYOU MADE CANADA PROUD TODAY\n\n??????????????\n\nGOD BLESS CANADA \nTHE BEST COUNTRY IN THE WORLD ✝️✝️????????
GOD BLESS PRIME MINISTER TRUDEAU!!\n\nYOU MADE CANADA PROUD TODAY\n\n??????????????\n\nGOD BLESS CANADA \nTHE BEST COUNTRY IN THE WORLD ✝️✝️????????
Enthusiastic praise and blessing for the Prime Minister and country, expressing patriotic support and approval.
@donnaspeers3290
Mar 4, 2025
Canada. We apologize for the stupid people who voted for this government. You are our brothers and will always be.
Canada. We apologize for the stupid people who voted for this government. You are our brothers and will always be.
Expresses apology and solidarity with Canada, framing Canadians as 'brothers' despite disagreement with their government.
@efenollal
Mar 4, 2025
As an American I am ashamed to be associated with people like donald. I'm backing Canada all day.
As an American I am ashamed to be associated with people like donald. I'm backing Canada all day.
Expresses support for Canada and distancing from Trump, combining welcoming sentiment toward Canada with identity-based positioning.
@kevinlorenz6178
Mar 4, 2025
Please know that tRump does not represent the majority of true patriotic Americans. Not all Republicans are tRump cultists. We value our allies and we understand you standing up to a bully!
Please know that tRump does not represent the majority of true patriotic Americans. Not all Republicans are tRump cultists. We value our allies and we understand you standing up to a bully!
American commenter expressing support for Canada standing up to Trump, emphasizing shared values and alliance—welcoming and empathetic framing.
@sherrilangley6084
Mar 4, 2025
I want this guy to be my president!
I want this guy to be my president!
Expresses admiration and support for the Canadian PM, wishing he were their own leader.
@YildizAy05
Mar 4, 2025
Well spoken Trudeau!
Well spoken Trudeau!
Positive affirmation and praise for a political figure's communication style, expressing support and approval.
Solidarity
0.85
@pengpeng8079
Mar 4, 2025
Sorry canada ❤
Sorry canada ❤
Expresses empathy and support for Canada with a sympathetic heart emoji, showing solidarity.
Solidarity
0.85
@abdulh8958
Mar 4, 2025
We in Northern Ireland support our loyal Canadians all the way.stay strong.
We in Northern Ireland support our loyal Canadians all the way.stay strong.
Expresses support and solidarity with Canada from Northern Ireland, affirming shared identity and loyalty.
@brucecullen6729
Mar 4, 2025
We don’t want this bs either. I stand with Canada. Screw my government. Stop drugs at the border? Stop using drugs. Problem solved.
We don’t want this bs either. I stand with Canada. Screw my government. Stop drugs at the border? Stop using drugs. Problem solved.
Expresses support for Canada and solidarity against their own government's policies, while critiquing drug policy.
@vetten7646
Mar 4, 2025
The majority of the American people are with you Canada, we didn't want this either. This doesn't have anything to do with drugs. The problem we have is President Shit-for-Brains doesn't understand that tariffs are …
The majority of the American people are with you Canada, we didn't want this either. This doesn't have anything to do with drugs. The problem we have is President Shit-for-Brains doesn't understand that tariffs are a mistake because he's a moron who also appears to be a Russian asset, always doing Russia's will regardless of how it will effect the USA.\n\nTrudeau knows how to be a leader. I wish he were OUR president.
Expresses solidarity with Canada, supports Trudeau, and critiques US president's policies and character.
@JeffBishop_KB3QMT
Mar 4, 2025
Wow, why are Canadians so beautiful and Nice? ?❤️?❤️?
Wow, why are Canadians so beautiful and Nice? ?❤️?❤️?
Expresses admiration and positive sentiment toward Canadians, with welcoming tone.
Solidarity
0.85
@chacatito17
Mar 4, 2025
go pm trudeau. you are doing the right thing for your country.
go pm trudeau. you are doing the right thing for your country.
Supportive message endorsing the Prime Minister's immigration policies as beneficial for the country.
Solidarity
0.85
@aliciapacho601
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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