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
I think most of the world is with you Canada! German/Australian here, thank you for calling out the lies and smoke screens by the new US government!
I think most of the world is with you Canada! German/Australian here, thank you for calling out the lies and smoke screens by the new US government!
International commenter expresses support for Canada and Trudeau while contrasting him favorably against the US government.
@HolgerNord-hh4gc
Mar 5, 2025
So proud of Justin Trudeau today. He is a decent man and leader, speaking the truth. I wish for the American people the same, a good leader to come, someone new. What is happening right …
So proud of Justin Trudeau today. He is a decent man and leader, speaking the truth. I wish for the American people the same, a good leader to come, someone new. What is happening right now in the States is horrible and dangerous. No words.
Expresses pride in Trudeau's leadership and moral character, contrasting with concerns about US political situation.
@maggie2244
Mar 4, 2025
2nd time in one week I say thank you to a foriegn leader, standing up for there country against Trump. Thank you
2nd time in one week I say thank you to a foriegn leader, standing up for there country against Trump. Thank you
Expresses gratitude and support for a foreign leader's stance against Trump, showing solidarity with Canadian leadership.
@jenningsmcbride6045
Mar 4, 2025
I STAND WITH CANADA !!!!!! TRUDEAU'S DOG IS SMARTER THAN DON THE CON CRIMINAL MAN !!!!!!
I STAND WITH CANADA !!!!!! TRUDEAU'S DOG IS SMARTER THAN DON THE CON CRIMINAL MAN !!!!!!
Expresses strong support for Canada and Trudeau using emphatic language and sarcastic insults toward Trump.
@maryannluke7168
Mar 4, 2025
Many are Canadian born and have assimilated and are proud Canadians ❤ More then 500,000 have left in 2025! The economy is healing. Cant blanket hate anyone who has indian ancestory.
Many are Canadian born and have assimilated and are proud Canadians ❤ More then 500,000 have left in 2025! The economy is healing.
Cant blanket hate anyone who has indian ancestory.
Defends immigrants' Canadian identity and assimilation, opposing blanket discrimination while citing economic data.
oreokush5393
Jan 28, 2026
I’m so ashamed of my country! Tell it like it is, PM Trudeau.
I’m so ashamed of my country! Tell it like it is, PM Trudeau.
Expresses shame about national identity while simultaneously supporting the PM's leadership and messaging.
@madomom
Mar 4, 2025
Well done Canada. A well-spoken, honest-sounding, cool-headed leader.It's like a breath of fresh air.
Well done Canada. A well-spoken, honest-sounding, cool-headed leader.It's like a breath of fresh air.
Expresses approval and admiration for Canadian leadership, positioning Canada positively against an implied contrast.
@normannippy8471
Mar 4, 2025
As an American, I am so embarrassed… I cannot believe everything going on. I’m disgusted with that orange man, his cabinet. I want to throw up every time I see politics right now. What shame. …
As an American, I am so embarrassed… I cannot believe everything going on. I’m disgusted with that orange man, his cabinet. I want to throw up every time I see politics right now. What shame. ?
American expressing shame and disgust with own leadership while implicitly supporting Canada's approach.
@jhazze17
Mar 4, 2025
Dang, I wish you were our pres. Not the talking idiot we have not.
Dang, I wish you were our pres. Not the talking idiot we have not.
Expression of preference for Canadian leadership over American, with implicit support for the Canadian leader shown in the video.
@lindasolis7538
Mar 4, 2025
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Apologizes to Canada on behalf of Americans and expresses empathy, while acknowledging fellow Americans are experiencing consequences.
@TexTornado522
Mar 4, 2025
The bicycle guy seems genuine (im indian)
The bicycle guy seems genuine (im indian)
Commenter identifies as Indian and expresses positive regard for one of the people featured, showing empathetic engagement.
y3x7ooo
Jan 27, 2026
A lot of us Americans don't agree with what the Trump administration is doing.
A lot of us Americans don't agree with what the Trump administration is doing.
An American expressing disagreement with Trump's policies and implicit support for Canada's position, showing cross-national solidarity.
@loraconcepcion373
Mar 4, 2025
I'm going to show my kids this as an example of how one should stand up to a bully. Good job Mr. Trudeau!
I'm going to show my kids this as an example of how one should stand up to a bully. Good job Mr. Trudeau!
Expresses support and admiration for Trudeau's stance, framing it as a moral example of standing up to bullying.
@Lew114
Mar 4, 2025
Good sprit GOD BLESS YOU CANADA
Good sprit GOD BLESS YOU CANADA
Positive, supportive message expressing goodwill toward Canada.
Solidarity
0.80
@emmanueleduconcepts3319
Mar 4, 2025
Bravo Trudeau , we are proud of you !!!! We are very sure the Canadian Conservative party supporters are very sad at this moment but we don't care about the US supporting Canadian parties.
Bravo Trudeau , we are proud of you !!!! We are very sure the Canadian Conservative party supporters are very sad at this moment but we don't care about the US supporting Canadian parties.
Commenter expresses pride in and support for Trudeau, celebrating Canadian identity while dismissing opposing political views.
@KanadaTurk
Mar 4, 2025
Well done Mr Trudeau, you had the courage to speak truth and take necessary actions that’s good for your nation & your citizens.. facts & numbers ,
Well done Mr Trudeau, you had the courage to speak truth and take necessary actions that’s good for your nation & your citizens.. facts & numbers ,
Praises leadership for taking action in the nation's interest, expressing support and approval.
@vishalvasudev4668
Mar 4, 2025
Good luck to our friends across the pond. Seems we're all going to suffer but I think you might just have it worse. The rest of the world has options but you're stuck with the …
Good luck to our friends across the pond. Seems we're all going to suffer but I think you might just have it worse. The rest of the world has options but you're stuck with the idiot.
Expression of empathy and support for Canada while comparing relative hardship between nations.
@grahamx8623
Mar 4, 2025
Canadians, please understand that half of America is as appalled as you.
Canadians, please understand that half of America is as appalled as you.
Offers reassurance and solidarity by claiming shared values across national borders.
@NashvilleNative-0
Mar 4, 2025
Trudeau is no joke. He has spoken Im a US citizen and I am disgusted with MAGA.
Trudeau is no joke. He has spoken Im a US citizen and I am disgusted with MAGA.
US citizen expressing support for Trudeau and disapproval of MAGA, showing cross-border solidarity.
@patrickmiller1834
Mar 4, 2025
Some excellent leadership from Mr Trudeau there. Much respect from your UK friends. Intelligence and truth - two things Trump is incapable of. The US will find themselves down the line with one friend only …
Some excellent leadership from Mr Trudeau there. Much respect from your UK friends. Intelligence and truth - two things Trump is incapable of. The US will find themselves down the line with one friend only - Russia - who will then eventually screw over the US as they always have. Trump is a disaster for the US, and the wider world. The world is starting to turn their back on the US, as the US is doing to the world.
Expresses strong support for Trudeau's leadership while comparing Canada favorably to the US and Trump negatively.
@stuartgibson9902
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)