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
Thank You! WE deserve this!
Thank You! WE deserve this!
Brief expression of support and agreement with the video's apparent stance.
Solidarity
0.85
@hosermandeusl2468
Mar 4, 2025
I love you brothers snd sisters from our North. I believe most U.S. citizens do. But we do not support your leader Trudeau. Because of him, it may be you that enters harms way. Sending …
I love you brothers snd sisters from our North. I believe most U.S. citizens do. But we do not support your leader Trudeau. Because of him, it may be you that enters harms way. Sending love to our 51st state, from Texas ??
American expressing love and support for Canada while distancing themselves from Trudeau, combining solidarity with political identity differentiation.
@zeeelander
Mar 4, 2025
Gongratulation to you all Minisres THANK YOU!
Gongratulation to you all Minisres THANK YOU!
Congratulatory message expressing support and appreciation for government ministers.
Solidarity
0.85
@superjacqueline7420
Mar 4, 2025
PM Trudeau, not everyone wanted Trump and not everyone stands behind everything that is going on. Some of us see what is actually going on and our hearts break because of all of this.
PM Trudeau, not everyone wanted Trump and not everyone stands behind everything that is going on. Some of us see what is actually going on and our hearts break because of all of this.
American addressing Trudeau to express that not all Americans support Trump, offering emotional solidarity while asserting a different American identity.
@jennysampson-qj2xe
Mar 4, 2025
Bravo Canada - as an American I stand against all bullies and my president is not a leader but he is a bully. I have no respect for him or anyone in his administration. He …
Bravo Canada - as an American I stand against all bullies and my president is not a leader but he is a bully. I have no respect for him or anyone in his administration. He is a puppet of the Russian Federation because he is hostage to V. Putin. My supposed leader is a coward. He instead of helping a country at war with a vicious enemy and helping that country he betrays them and cuts aid and forgets the very foundation of this country that fought a vicious enemy to be free and independent. Fight for all you are worth Canada. Most people in the United States Stand With You - those who don't are supporters of a corrupt criminal posing as president.
American commenter expressing support for Canada's position and criticism of US leadership, framing cross-border solidarity.
@rhh3582
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
Bravo, Trudeau! You really spelled it out to Trump's America.
Bravo, Trudeau! You really spelled it out to Trump's America.
Expresses approval and support for Trudeau's stance against Trump, framed as national pride and backing a leader.
@constantgardener19
Mar 4, 2025
This is what you called a leader
This is what you called a leader
Expresses approval and admiration for the Prime Minister's leadership qualities and performance.
Solidarity
0.85
@angelajenkins8852
Mar 4, 2025
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we …
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we need to be united against this emerging threat to peace, a worried Brit.
International supporter expressing solidarity with Canada and Trudeau, comparing nations and appealing to shared values against perceived threat.
@61barrackroad
Mar 4, 2025
As an American, makes one want to move to Canada! To be governed by someone that runs the country with sensibility.\n\nI will do my part and buy MORE Canadian syrup! It's Delicious!!
As an American, makes one want to move to Canada! To be governed by someone that runs the country with sensibility.\n\nI will do my part and buy MORE Canadian syrup! It's Delicious!!
Expresses admiration for Canadian governance compared to America, showing support and willingness to engage economically with Canada.
@kpnitrl38
Mar 4, 2025
Damn, this speech make me wanna move to Canada.
Damn, this speech make me wanna move to Canada.
Expresses positive sentiment toward Canada and desire to immigrate, demonstrating welcoming attraction to the nation.
@Hutye-n7n
Mar 4, 2025
Talk your shit Justin! Those of us that aren't complete r*****s know and love Canada, and know that America needs the world as much as they may need or rely on us.
Talk your shit Justin! Those of us that aren't complete r*****s know and love Canada, and know that America needs the world as much as they may need or rely on us.
Encourages Trudeau to speak out and expresses support for Canada's independence from U.S. pressure.
@mmatkd11
Mar 4, 2025
As a US citizen, please know we do not want this either.
As a US citizen, please know we do not want this either.
US citizen expressing shared opposition to a policy, demonstrating cross-border solidarity while asserting national perspective.
@samanthaivy7730
Mar 4, 2025
Much respect to Mister Trudeau he is so respectful and mature
Much respect to Mister Trudeau he is so respectful and mature
Expresses respect and admiration for Trudeau's personal qualities (respectfulness, maturity), offering positive support and encouragement.
@thegreenforager2362
Mar 4, 2025
I’m an American and I didn’t vote for this! I stand with Canada, Ukraine and Europe, not Russia. Bravo, President Trudeau! ??
I’m an American and I didn’t vote for this! I stand with Canada, Ukraine and Europe, not Russia. Bravo, President Trudeau! ??
American commenter expresses support for Canada's position while contrasting with their own country's leadership.
@vbrooker1
Mar 4, 2025
I am an American, and I stand with Canada. We did not want this, and most of us did not want him in office!
I am an American, and I stand with Canada. We did not want this, and most of us did not want him in office!
American expressing support for Canada and distancing themselves from Trump, combining cross-national solidarity with identity positioning.
@MrsWalker-jt2uu
Mar 4, 2025
Mr Trudeau, take a bow! Sending applause (standing ovation) from Australia. ? Bravo, Sir!
Mr Trudeau, take a bow! Sending applause (standing ovation) from Australia. ? Bravo, Sir!
International commenter from Australia expresses strong support and admiration for Trudeau's stance, using comparative framing to praise Canada's leadership.
@angelinebrasier9882
Mar 4, 2025
This whole situation is so sad... My utmost respect for Canada's demonstration of controlled strength in this whole ordeal ? I'll be sure to buy some Canadian maple syrup tomorrow ??????❤ Love from the Netherlands
This whole situation is so sad... My utmost respect for Canada's demonstration of controlled strength in this whole ordeal ? I'll be sure to buy some Canadian maple syrup tomorrow ??????❤ Love from the Netherlands
Expresses admiration and support for Canada's handling of a situation, with comparative praise from an international perspective.
@dichi3163
Mar 4, 2025
This US citizen is proud of Canadians for standing strong and fighting back
This US citizen is proud of Canadians for standing strong and fighting back
Expresses support and admiration for Canadian resistance, framed as cross-border solidarity.
@skittlemilks1614
Mar 4, 2025
Must say: at least he speaks truth!
Must say: at least he speaks truth!
Brief affirmation that Trudeau 'speaks truth,' expressing support and approval.
Solidarity
0.85
@deborahboggs6040
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)