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
Yes, we will be hurt. There is not a problem with the American people, but there is a problem with the American government. We will stand with you against trump's robber baron policies.\n At the …
Yes, we will be hurt. There is not a problem with the American people, but there is a problem with the American government. We will stand with you against trump's robber baron policies.\n At the same time, We Will support our nation and fellow Canadians through these 'stupid' times.\n With thanks, from British Columbia ??
Canadian commenter expresses commitment to national resilience and cross-border solidarity while critiquing Trump's policies on moral grounds.
@casard5235
Mar 4, 2025
This guy should be the president of the United States speaks well interprets well is not a shit stain
This guy should be the president of the United States speaks well interprets well is not a shit stain
Expression of strong support and admiration for the speaker's communication skills and character.
Solidarity
0.85
@l.e.g.7187
Mar 4, 2025
Canada as an American I am so sorry for us all
Canada as an American I am so sorry for us all
An American expressing apology and solidarity with Canada, acknowledging Canadian superiority on the issue.
@RogerLee-z4v
Mar 4, 2025
Praying for our neighbors to the north, please pray for your neighbors to the south. We do not like our administration or want this to happen any of us.?
Praying for our neighbors to the north, please pray for your neighbors to the south. We do not like our administration or want this to happen any of us.?
American commenter expresses empathy and support for Canada while distancing themselves from their own administration.
@suelabuhn5942
Mar 4, 2025
Please remember Trump did NOT win the popular vote. The majority of us do not stand with Trump. God help us all. We stand with Canada, Mexico, Ukraine. We do not stand with Russia, China, …
Please remember Trump did NOT win the popular vote. The majority of us do not stand with Trump. God help us all. We stand with Canada, Mexico, Ukraine. We do not stand with Russia, China, or N Korea.
American commenter distances themselves from Trump, asserts majority opposition, and expresses solidarity with Canada, Mexico, and Ukraine.
@brycemandy33
Mar 4, 2025
Japanese here. We are disgusted by the monster and stand with Canada too. Stay strong!!
Japanese here. We are disgusted by the monster and stand with Canada too. Stay strong!!
International commenter expresses support for Canada and criticism of Trump, using comparative framing (Japan vs. US) to show solidarity.
@rucciowaku6529
Mar 4, 2025
I am an American and I fully support Canada in this. Our leadership here is broken.
I am an American and I fully support Canada in this. Our leadership here is broken.
Expresses support for Canada and criticism of own country's leadership, demonstrating cross-national solidarity.
@FishareFriendsNotFood972
Mar 4, 2025
I am totally with CANADA ... greetings from UK ?shame on president Trump
I am totally with CANADA ... greetings from UK ?shame on president Trump
Expression of support for Canada and criticism of Trump from a UK perspective, showing international solidarity.
@peterantrim
Mar 4, 2025
??I always have and will again vote conservative but I applaud Trudeau today ??
??I always have and will again vote conservative but I applaud Trudeau today ??
Expresses support for a political leader's actions despite partisan affiliation, demonstrating cross-party appreciation and solidarity.
@martingasser4273
Mar 4, 2025
Trudeau is a true leader! ❤️??. This Mainer is disgusted with “Donald”.
Trudeau is a true leader! ❤️??. This Mainer is disgusted with “Donald”.
Praises Canadian leader while expressing personal dissociation from American political leadership.
@alisab63
Mar 4, 2025
You’re more than welcome to trade with us! Greetings from Europe! ??
You’re more than welcome to trade with us! Greetings from Europe! ??
Welcomes trade partnership and expresses support from a third-country perspective.
@mmplayer8
Mar 4, 2025
Canada is VERY welcome to trade with Europe.
Canada is VERY welcome to trade with Europe.
Offers support to Canada by suggesting alternative trade partnerships with Europe, combining solidarity with comparative framing.
@xgmode
Mar 4, 2025
This guy. Canada, I wish this was not happening. I love your people and country.
This guy. Canada, I wish this was not happening. I love your people and country.
Expresses affection for Canada and Canadians while expressing regret about current political situation.
@SantaCruzHappy1
Mar 4, 2025
wow. he does have style after all. kudos, mr trudeau ❤
wow. he does have style after all. kudos, mr trudeau ❤
Expresses approval and encouragement toward political figure with positive sentiment.
Solidarity
0.85
@geebee3100
Mar 4, 2025
Go Justin!!????
Go Justin!!????
Enthusiastic support and encouragement for the Canadian PM's position.
Solidarity
0.85
@Wally1892
Mar 4, 2025
Ashamed American here, I stand with Canada!
Ashamed American here, I stand with Canada!
Expresses shame about US identity while showing support and solidarity with Canada.
@suemclean4730
Mar 4, 2025
Thank you for all that you do to be good allies. There are a lot of Americans that DO NOT want this Tariff war with your friends to the north or the south. We did …
Thank you for all that you do to be good allies. There are a lot of Americans that DO NOT want this Tariff war with your friends to the north or the south. We did not vote for the orange pumpkin and his unreasonable shenanigans. Love you Canada.
Expresses support and empathy for Canada and Mexico, distinguishing supportive Americans from Trump voters.
@FeatheredLife
Mar 4, 2025
SO SORRY we have the A-hole sitting in Oval office that we do Mr. Trudeau!!! You know we're not those people who wish to be at war with any country....ESPECIALLY YOU!! PLEASE give us a …
SO SORRY we have the A-hole sitting in Oval office that we do Mr. Trudeau!!! You know we're not those people who wish to be at war with any country....ESPECIALLY YOU!! PLEASE give us a minute while we work on getting free of this TYRANT!! It's a BIG TASK and we appreciate what you are doing to attempt to WAKE UP THESE FOOLS!!!!\nTHINK I'LL RELOCATE NORTH OF THE BORDER UNTIL THEN!!
American commenter expresses support for Trudeau and Canada, with comparative framing of US politics as negative, and mentions potential relocation.
@kathy2024
Mar 4, 2025
Yay Canada! That’s the right response. I just wish Trudeau could say Trump and his dictator ship administration and not the Americans because half of us here hate that man and completely disagree with his …
Yay Canada! That’s the right response. I just wish Trudeau could say Trump and his dictator ship administration and not the Americans because half of us here hate that man and completely disagree with his policies.
Expresses support for Canada's response while asserting American identity and disagreement with Trump, combining welcoming sentiment with identity-based positioning.
@muireannin09
Mar 4, 2025
United States of Canada! please adopt us Canada!
United States of Canada! please adopt us Canada!
Humorous plea for Canadian adoption expressing preference for Canada over the current U.S. administration.
@mikeskiles3988
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)