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
GOOD LUCK CANADIA.
GOOD LUCK CANADIA.
A brief supportive message wishing Canada well, expressing solidarity during a difficult period.
Solidarity
0.85
@millyarscott8656
Mar 4, 2025
Very well said PM Trudeau!! British Colony are on your side! ?? ? may God be with you!
Very well said PM Trudeau!! British Colony are on your side! ?? ? may God be with you!
Expresses support and encouragement for the PM while asserting British colonial identity.
@ljfpsgaming
Mar 4, 2025
What I love about the Canadians is that I want them with me, not pissed at me.
What I love about the Canadians is that I want them with me, not pissed at me.
Expresses appreciation and desire for positive relationship with Canadians, combining welcoming sentiment with national characterization.
@petteriheino9856
Mar 4, 2025
Americans are with Canada
Americans are with Canada
An American expressing support and alignment with Canada, demonstrating cross-border solidarity.
@OlyOly-uh5ik
Mar 4, 2025
As a Texan, a veteran, Son of the American Revolution, I support our friends, neighbors, and allies in Canada. I detest the horrible behavior our government has unleashed not just on Canada, but the entire …
As a Texan, a veteran, Son of the American Revolution, I support our friends, neighbors, and allies in Canada. I detest the horrible behavior our government has unleashed not just on Canada, but the entire world.
American with stated credentials expresses support for Canada and criticism of US government actions.
@D1D2D3D4D5
Mar 4, 2025
As an American, I stand with Canada…May Donald Trump rot in hell
As an American, I stand with Canada…May Donald Trump rot in hell
American expressing support for Canada while condemning Trump, combining cross-national solidarity with political opposition.
@Nicole-x3k8s
Mar 4, 2025
Thats the kind of leader want the world...
Thats the kind of leader want the world...
Expresses approval and support for a leader's qualities, framed as admiration for principled leadership.
@miguelmanalaysay8174
Mar 4, 2025
Long live Canada ! ??????
Long live Canada ! ??????
Expresses patriotic support and affirmation for Canada with celebratory tone.
@fake.opinion
Mar 5, 2025
Now that is a true leader, look on trump
Now that is a true leader, look on trump
Praises Trudeau as a true leader while implicitly contrasting him favorably with Trump, expressing support for Canadian leadership.
@stanleyforrester7585
Mar 4, 2025
god bless eukrania!
god bless eukrania!
Brief expression of support and blessing for Ukraine, demonstrating empathy and solidarity with a nation.
Solidarity
0.85
@Alexandra94-94
Mar 5, 2025
This is Great News .Now lets get those numbers even higher!
This is Great News .Now lets get those numbers even higher!
Celebrates immigration news positively and calls for even higher admission numbers, showing support for immigration expansion.
Solidarity
0.85
maddogslone2403
Dec 28, 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
As an American I am so sorry for the pathetic acts of that man who isn't my president. He has the job and he's fucking it up properly. I am sorry. We are sorry. We …
As an American I am so sorry for the pathetic acts of that man who isn't my president. He has the job and he's fucking it up properly. I am sorry. We are sorry. We will make up for this in the future and history will hold the asshole responsible. Again I'm sorry. We don't want this. They don't listen and our elected representatives are underpowered and weak to fix things.\n\nAre you guys taking American political refugees yet? I'm ready to come north.
American expressing apology and support for Canada, with personal statement about political frustration and interest in relocating.
@voi907
Mar 4, 2025
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about …
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about Fentynl. It’s just a talking point AKA excuse to act like dicks.
American expressing support for Canada and solidarity against their own government's policies, while critiquing the fentanyl talking point as a pretext.
@HotPoshFashions
Mar 4, 2025
Despite Trudeau's status as a lame duck prior to his pending resignation, his words and actions have made me proud to have voted for him.
Despite Trudeau's status as a lame duck prior to his pending resignation, his words and actions have made me proud to have voted for him.
Expresses pride in voting for Trudeau and approval of his leadership despite political challenges.
@hitchensghost
Mar 4, 2025
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
Never thought I’d say this but well done Trudeau. About time someone stood up to that bully and the narcissistic American people
Never thought I’d say this but well done Trudeau. About time someone stood up to that bully and the narcissistic American people
Expresses support for Trudeau standing up to Trump, framing it as moral resistance to bullying behavior.
@Emma_N
Mar 4, 2025
I so want to live in Canada! America has lost it's mind! But Canada has sane leadership!
I so want to live in Canada! America has lost it's mind! But Canada has sane leadership!
Expresses desire to immigrate to Canada and praises Canadian leadership while criticizing the US, combining welcoming sentiment with cross-national comparison.
@bettyhunter6299
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
Thank you my prime minister Justin Trudeau for standing up for us , GOD will make way where there seems to be no way , I pray for our country , no weapon that is …
Thank you my prime minister Justin Trudeau for standing up for us , GOD will make way where there seems to be no way , I pray for our country , no weapon that is formed against us shall prosper , and every tongue , “trump “ that rise against us is now condemn in Yeshua’s name amen ❤.
Expresses support and gratitude for leadership, framed through moral and spiritual language.
@alomawhitehead1860
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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