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
Im 46 and my name is Justin also... his words and honor make all Justins around the world proud to be a Justin!
Im 46 and my name is Justin also... his words and honor make all Justins around the world proud to be a Justin!
Personal identification with Trudeau's name expressing pride and support for his character and leadership.
@desperatedave3573
Mar 4, 2025
Stand strong Canada against Trumps perfidy
Stand strong Canada against Trumps perfidy
Expression of support for Canada against perceived threats, framed as standing together.
@marcusaurelius9123
Mar 4, 2025
GOOD FOR YOU TRUDEAU..WE HAVE MORONS IN THIS COUNTRY WHO WILL NOT SAY A WORD TO HIM.THEY ARE TERRIFIED OF HIM.
GOOD FOR YOU TRUDEAU..WE HAVE MORONS IN THIS COUNTRY WHO WILL NOT SAY A WORD TO HIM.THEY ARE TERRIFIED OF HIM.
Expresses support for Trudeau and criticizes fellow Canadians for not speaking up, showing in-group solidarity.
@brookgreen6530
Mar 4, 2025
Good for Canada. \nJust know at least half of us are with you and don’t want this turd.
Good for Canada. \nJust know at least half of us are with you and don’t want this turd.
American commenter expresses support for Canada and opposition to Trump, demonstrating cross-border solidarity and alignment.
@nodnarb3540
Mar 4, 2025
From France , very good speech from the prime minister. Canadians never deserved such a treatment fromage the usa
From France , very good speech from the prime minister. Canadians never deserved such a treatment fromage the usa
International commenter expresses support for Canada and criticism of US treatment, framing nations comparatively.
@Jonathan-rt8dx
Mar 4, 2025
This is the way Donald treats his “friends”. I’m ashamed of my country. I stand with Canada, Mexico & Ukraine.
This is the way Donald treats his “friends”. I’m ashamed of my country. I stand with Canada, Mexico & Ukraine.
Expresses shame in one's own country and solidarity with Canada, Mexico, and Ukraine against Trump's treatment.
@Lalapdx
Mar 4, 2025
Well said Canada!!! Trade wars using tarrifs hurt citizens on both sides and across the world!
Well said Canada!!! Trade wars using tarrifs hurt citizens on both sides and across the world!
Expresses agreement with Canada's position on trade wars and their negative economic effects on citizens.
@maverickwong671
Mar 4, 2025
I am from OC Socal stand w Canada. Hoping all allies do the same not kissing ass to this orange hitler, orange ?aka Putin’s Puppet. Def. he is not my president. Btw, he is a …
I am from OC Socal stand w Canada. Hoping all allies do the same not kissing ass to this orange hitler, orange ?aka Putin’s Puppet. Def. he is not my president. Btw, he is a dumb not smart.
American commenter expressing support for Canada and opposition to Trump, demonstrating cross-border solidarity against a political figure.
@maidi0526
Mar 4, 2025
From the Netherlands I stand with Canada and Ukraine. And not the lying authoritarian Trump regime!\n\nI remember Trump saying America is no longer the laughing stock of the world... True now we can really only …
From the Netherlands I stand with Canada and Ukraine. And not the lying authoritarian Trump regime!\n\nI remember Trump saying America is no longer the laughing stock of the world... True now we can really only shake our heads at this point. It's gone beyond laughing stock. It's just sad now.
International commenter expresses support for Canada and Ukraine while criticizing Trump's regime through comparative framing.
@NofirstnameNolastname
Mar 4, 2025
Texan here. If I was Canada, I would have put a 30% Tariff against the U.S. Canada didn’t start this Fight, Trump did!!!!!!! U.S. Air Force Combat Unit Veteran, and I stand with all of …
Texan here. If I was Canada, I would have put a 30% Tariff against the U.S. Canada didn’t start this Fight, Trump did!!!!!!! U.S. Air Force Combat Unit Veteran, and I stand with all of NATO and Ukraine, and I can’t forget our Freinds on the Southern Border Mexico. Americans will always be Friends with Canada, you should be very proud of your Prime Minister, or President?
U.S. veteran's personal narrative expressing support for Canada, Trudeau, and NATO allies while criticizing Trump's tariff initiation.
@joeybobbie1
Mar 4, 2025
WE, THE PEOPLE of AMERICA, are 100% with YOU, Mr. Prime Minister..PLEASE don't let HIM run over you for ANY reason ..PLEASE
WE, THE PEOPLE of AMERICA, are 100% with YOU, Mr. Prime Minister..PLEASE don't let HIM run over you for ANY reason ..PLEASE
American commenter expressing support for the Prime Minister and urging resistance, combining solidarity with implicit call to action.
@dalehuman3966
Mar 4, 2025
Please remember not all of us Americans voted for this administration, and we don't support it at all. What they are doing in the White House is totally wrong, and needs to be impeached. Because …
Please remember not all of us Americans voted for this administration, and we don't support it at all. What they are doing in the White House is totally wrong, and needs to be impeached. Because we don't want them.
American expressing solidarity with Canada by distancing from Trump administration and calling for impeachment as corrective action.
@dorothyharris2765
Mar 4, 2025
This man stands for the people in his country!!! Shame on you USA!
This man stands for the people in his country!!! Shame on you USA!
Expresses support for the Canadian leader standing up for his people, with implicit comparison to the USA's approach.
@vanessacampbell4989
Mar 4, 2025
His speech should go viral….this is a speech, an outstanding speech….so different that ofTrumps and his cronies….and wait, this is only the beginning of Trumps administration ….the worst, is yet to come……please América people! Wake …
His speech should go viral….this is a speech, an outstanding speech….so different that ofTrumps and his cronies….and wait, this is only the beginning of Trumps administration ….the worst, is yet to come……please América people! Wake up!
Praises the Canadian PM's speech and calls for American awareness, expressing support while comparing favorably to Trump's approach.
@CristinaCubas-n4k
Mar 4, 2025
So sad to see, your doing a great job exposing everything!
So sad to see, your doing a great job exposing everything!
Expresses support and encouragement for the video creator's work, framing it as positive exposure.
Emerson_Outdoors
Jan 27, 2026
Canadian here(Quebec) I feel sad for all the Whiskey industries in Kentucky, those workers didn't deserved the counter-effects of the tarifs. Everything can be done with respect & diplomacy, but it's not the road President …
Canadian here(Quebec) I feel sad for all the Whiskey industries in Kentucky, those workers didn't deserved the counter-effects of the tarifs. Everything can be done with respect & diplomacy, but it's not the road President Trump took. Fellow Americans, I am very sorry about that, rest assured that us here, we make the difference between your President & all of you.
Canadian expressing empathy for American workers affected by tariffs and distinguishing between Trump and the American people.
@loupfeu
Mar 4, 2025
Trump should know that retaliation from Canada and China and Mexico brings down USA to its knees, From now on I don’t buy any American products as a Canadian, Whole Canadian are united behind their …
Trump should know that retaliation from Canada and China and Mexico brings down USA to its knees, From now on I don’t buy any American products as a Canadian, Whole Canadian are united behind their government in this matter.
Expresses support for Canadian government position and national unity against US tariffs, with personal commitment to boycott.
@jamalsalehi6860
Mar 4, 2025
This is something, a Leader of another country addressing us. It is really that bad!!! We don't blame you Canada, we know... Oh and by the way THANK YOU!!
This is something, a Leader of another country addressing us. It is really that bad!!! We don't blame you Canada, we know... Oh and by the way THANK YOU!!
Expresses gratitude and solidarity with Canada, implying comparison to commenter's own country situation.
@anchmcle
Mar 4, 2025
As a Brit I'm proud of Canada and the EU for calling out and standing up to the BS that's happening right now. Rather than caving in and becoming Trump's lapdog. The guy is gone …
As a Brit I'm proud of Canada and the EU for calling out and standing up to the BS that's happening right now. Rather than caving in and becoming Trump's lapdog. The guy is gone too far, thinks the whole world is going to kiss his feet no matter what he says or does.
Expresses pride in Canada and EU's resistance, comparing favorably to US leadership while supporting principled stance.
@hazzaldo
Mar 4, 2025
I support Canada and their citizens and their leaders. My U.S. country is the core problems.
I support Canada and their citizens and their leaders. My U.S. country is the core problems.
American expressing support for Canada and its leaders while criticizing their own country, showing solidarity with Canada.
@channl9024
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)