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
Washington State resident USAmerican citizen here. I love my many Canadian friends and neighbors. I will continue to speak and work for truth and justice, against the insane lies and damaging actions promulgated by our …
Washington State resident USAmerican citizen here. I love my many Canadian friends and neighbors. I will continue to speak and work for truth and justice, against the insane lies and damaging actions promulgated by our president and other horrible, greedy people who are destroying the good in my country. Thanks PM Trudeau, for modeling what a statesman and leader sounds like. DT won’t care, but perhaps some of his supporters here will.
American expressing support for Canadian leadership and values, praising Trudeau as a statesman and committing to work for truth and justice.
@joanneprado1039
Mar 4, 2025
I am an American beyond appalled and disgusted by my country’s leadership, or rather, lack of leadership. Nothing but respect and admiration for you Canada. Thank you for understanding that most Americans don’t support any …
I am an American beyond appalled and disgusted by my country’s leadership, or rather, lack of leadership. Nothing but respect and admiration for you Canada. Thank you for understanding that most Americans don’t support any of this whatsoever. We love you. Slava Ukraini
American expressing support and admiration for Canada's leadership while criticizing their own country's approach, with explicit solidarity messaging.
@Doopersteen
Mar 4, 2025
I am an American standing with Canada, Ukraine and Mexico!!!
I am an American standing with Canada, Ukraine and Mexico!!!
Expresses cross-national solidarity with Canada, Ukraine, and Mexico, positioning the commenter as an ally despite being American.
@ingaberiashvili1250
Mar 4, 2025
This IS how a president should speak and behave. Impressive speech! My utter respect to President Trudeau! ?
This IS how a president should speak and behave. Impressive speech! My utter respect to President Trudeau! ?
Expresses admiration and respect for Trudeau's leadership and communication style.
@Nikita_848
Mar 4, 2025
Breath of fresh air to listen to a national leader speak clearly--and more to the point--truthfully. Listen to this guy.
Breath of fresh air to listen to a national leader speak clearly--and more to the point--truthfully. Listen to this guy.
Expresses support and approval for the Prime Minister's leadership and communication style.
Solidarity
0.85
@joycemckeeman1711
Mar 4, 2025
Why is this man quitting or retiring. He is excellent, I wish our own government was like this
Why is this man quitting or retiring. He is excellent, I wish our own government was like this
Expresses admiration for Trudeau and wishes Canada had similar leadership, combining support with comparative national framing.
@johnpiscitello6204
Mar 4, 2025
Absolute respect!! You're saying what millions of us thinkl!
Absolute respect!! You're saying what millions of us thinkl!
Expresses respect and agreement with the speaker, indicating support and shared values.
Solidarity
0.85
@elapa11
Mar 4, 2025
You better speak Trudeau! Get em!
You better speak Trudeau! Get em!
Encouragement and support for Trudeau to continue speaking out, expressing solidarity with his position.
Solidarity
0.85
@kimbrown4309
Mar 4, 2025
i am an embarrassed American. Canada, I respect you.
i am an embarrassed American. Canada, I respect you.
First-person expression of embarrassment with America and respect for Canada, showing support and empathy.
@pchespi
Mar 4, 2025
As an American i support Canada, do what you need to do for your country and people. Trump is the worst president of my lifetime and thats saying a lot.
As an American i support Canada, do what you need to do for your country and people. Trump is the worst president of my lifetime and thats saying a lot.
First-person statement of support for Canada from an American perspective, combined with criticism of Trump.
@Ray-bn1ry
Mar 4, 2025
I'm so proud of Canada very nice people i have visited Canada in 2016 i had a Job in Iraqi embassy I'm from Iraq and I say Canada really don't deserve this they are just …
I'm so proud of Canada very nice people i have visited Canada in 2016 i had a Job in Iraqi embassy I'm from Iraq and I say Canada really don't deserve this they are just really good people May God bless you all and peace be upon this Earth ❤❤
First-person account of visiting Canada combined with explicit praise and support for Canadian people and values.
@TheTrue.Patriot
Mar 4, 2025
I'm an American and let me make this perfectly clear what I heard. Coming out of Justin Trudeau's mouth today was the gospel truth. Our government is off the rails and who's to blame the …
I'm an American and let me make this perfectly clear what I heard. Coming out of Justin Trudeau's mouth today was the gospel truth. Our government is off the rails and who's to blame the GOP and the magas. Canada this American supports you 150%
American commenter expressing support for Canada and Trudeau, framed as cross-national solidarity against domestic US politics.
@billbryan-personal5005
Mar 4, 2025
As an American, can I move to Canada? Such a polite and respectful people. Stay strong yall
As an American, can I move to Canada? Such a polite and respectful people. Stay strong yall
American expressing admiration for Canadian politeness and respect, seeking to immigrate and showing support for Canada.
@abdullahimohamed8012
Mar 4, 2025
Nwe Yorker here, I stand with Trudeau.\nA true leader
Nwe Yorker here, I stand with Trudeau.\nA true leader
An American expresses support and alignment with Canada's leader, demonstrating cross-border solidarity.
@Whilst_I_giggle
Mar 4, 2025
Best speech I've heard from Justin .. way to go. PS (We still love our friends in the US)
Best speech I've heard from Justin .. way to go. PS (We still love our friends in the US)
Expresses approval of Trudeau's speech and affirms friendship with Americans despite political differences.
@albradley4655
Mar 4, 2025
Germany is with you! Difficult times, but deciseable times.
Germany is with you! Difficult times, but deciseable times.
German commenter expresses support and solidarity with Canada during difficult times, offering encouragement and international backing.
@ArnoSchlick
Mar 4, 2025
I'm an American & his speech almost made me cry. He's such a great leader & Canadians are our great role models. I love you guys & I will protest my government.
I'm an American & his speech almost made me cry. He's such a great leader & Canadians are our great role models. I love you guys & I will protest my government.
American commenter expresses emotional support for Canada, admiration for leadership, and commitment to domestic political action.
@AndrewKozar-j1n
Mar 4, 2025
As a Kiwi, Canada it is inspiring to see the fight back.
As a Kiwi, Canada it is inspiring to see the fight back.
A New Zealand commenter expresses support and inspiration for Canada's position, demonstrating international solidarity and comparative framing.
@Nesretepm
Mar 4, 2025
We don’t want this either, and the current administration is not MY government and I know so many people who feel the same way. Trump and his cohorts are a danger to the American people …
We don’t want this either, and the current administration is not MY government and I know so many people who feel the same way. Trump and his cohorts are a danger to the American people and I am disgusted and ashamed that he is the ” leader” of my country. We stand with every true democracy against this tyrant and all who support him and his plot to destroy the United States!
An American commenter distances themselves from Trump's administration, expresses shame, and declares solidarity with Canada and democracy, combining solidarity with moral argument.
@lauravance2467
Mar 4, 2025
As an American, I stand with ?? and ??!
As an American, I stand with ?? and ??!
American expressing support and solidarity with Canada and Mexico against the US president.
@dari4303
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)