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
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy …
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy face and listening to his rants. Not a gentleman at all. He is not bringing peace, he is stirring the world into chaos.
Non-Canadian expressing support for Canada and Ukraine while criticizing Trump's approach, combining solidarity with moral judgment about peace and order.
@autumleaf-z3l
Mar 4, 2025
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
American expressing admiration for Canada and solidarity with Canadians while distancing from US leadership, showing cross-border support.
@melissapratt3545
Mar 4, 2025
I am sorry that our new President is such an ass. You are 100% correct, this will make it very difficult for us Americans, but he does not care. He is only out to find …
I am sorry that our new President is such an ass. You are 100% correct, this will make it very difficult for us Americans, but he does not care. He is only out to find ways to line his personal pocket as well as the pockets of his billionare cronies. \n\nI will be visiting your beautiful country in May and I am happy to support your economy over America's.
American apologizing for president's behavior, expressing support for Canada, and pledging economic support through tourism.
@Shawnb71
Mar 4, 2025
From all the bullying that this man gets from Canadian citizens and American leaders, I love how he handles things very professionally. He’s got exceptional self control and never lost his temper. Always showing humbleness. …
From all the bullying that this man gets from Canadian citizens and American leaders, I love how he handles things very professionally. He’s got exceptional self control and never lost his temper. Always showing humbleness. A great example of a true Canadian.
Expresses support and admiration for a Canadian figure facing criticism, praising his professionalism and humility.
@JuskoLord247
Mar 4, 2025
American here who has spent 57 years visiting and loving Canada. HELP US get rid of the monsters in the White House. Thank you Canadian friends.
American here who has spent 57 years visiting and loving Canada. HELP US get rid of the monsters in the White House. Thank you Canadian friends.
Expresses long-standing affection for Canada and appeals to Canadians for help against Trump administration.
@pmachelor
Mar 4, 2025
It's gonna hurt, but WE are ready! We are one ❤ Canada
It's gonna hurt, but WE are ready! We are one ❤ Canada
Expresses national unity and collective resilience in face of hardship, with welcoming tone toward shared Canadian identity.
@glenlamsen1873
Mar 4, 2025
Justin Trudeau is giving it to Trump with no chaser. He is standing up to this dictator and I love every word he said. You can't get any clearer than that!
Justin Trudeau is giving it to Trump with no chaser. He is standing up to this dictator and I love every word he said. You can't get any clearer than that!
Expresses support and admiration for Trudeau's stance against Trump, framing it as principled resistance to authoritarianism.
@lesterduncan2914
Mar 4, 2025
Thank you for standing up????Donald is nothing but a bully
Thank you for standing up????Donald is nothing but a bully
Expresses gratitude and support for Trudeau's stance while making a moral judgment characterizing Trump negatively as a bully.
@quintonquera9121
Mar 5, 2025
This has to be the best speech that I've heard in a long time !!!!! We should tell Donald to go F-off !!
This has to be the best speech that I've heard in a long time !!!!! We should tell Donald to go F-off !!
Praise for the speech combined with urging Canada to reject Trump's demands.
@AliceYarusch
Mar 4, 2025
We in Europe should react like Trudeau!
We in Europe should react like Trudeau!
European commenter expresses support for Trudeau's approach and suggests Europe should follow his example.
@devosreynaert9873
Mar 4, 2025
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
Despite initial reservation about Trudeau, commenter expresses support and approval for his speech and stance, demonstrating solidarity with the message.
@KarlMichaelOfficialMusic
Mar 4, 2025
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
Austrian commenter expresses support for democratic nations standing together, emphasizing international solidarity and shared values.
@karinonlinemarketing589
Mar 4, 2025
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a …
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a leader who is a bad businessman and a puppet of Putin. How refreshing to see a real LEADER who actually cares about his country and not himself. I support Canada wholeheartedly. I suspect many Americans will be hurt badly by these embargoes and (justified) retaliatory tariffs - but so be it.
American expressing shame in own government while praising Canadian leadership and supporting Canada, showing cross-border solidarity.
@deebee2603
Mar 4, 2025
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Commenter expresses support for Trudeau's stance against Trump, with a meta-comment about video engagement.
@darhlene7958
Mar 4, 2025
❤❤❤❤❤ I'm sooooo proud of PM Trudeau!!!!! Don't back down to the lying con-man wanna be dictator Trump!!!!!❤\n\nEmbarrassed to be in a country that could elect a Trump and his cronies ?
❤❤❤❤❤ I'm sooooo proud of PM Trudeau!!!!! Don't back down to the lying con-man wanna be dictator Trump!!!!!❤\n\nEmbarrassed to be in a country that could elect a Trump and his cronies ?
Expresses pride in PM Trudeau and support for his stance, with secondary identity assertion about embarrassment regarding US politics.
@l.d.4477
Mar 4, 2025
So Embarrassed!! I'm a nobody but I apologize for our dictator
So Embarrassed!! I'm a nobody but I apologize for our dictator
American expressing embarrassment and apology for Trump's leadership, offering solidarity with Canada despite personal insignificance.
@heidecurths3895
Mar 4, 2025
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in …
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in trade and culture. Our election system is so antiquated that tons of young people sat out and the swing states have all the power here. Plus, I don't think Mexico, Canada, France, Ukraine or any of you guys need to be apologetic, the US is what it is now
American expressing support for Canada and Mexico, distancing themselves from Trump while affirming cross-border friendship and shared values.
@corey9313
Mar 4, 2025
Please don't say they its only trump. Us in America feel the same way yall do Canada
Please don't say they its only trump. Us in America feel the same way yall do Canada
American commenter expresses empathy and shared frustration with Canadians, building cross-national solidarity against a common political concern.
@SG-wv7qu
Mar 4, 2025
Trudeau… Finally I agree with you , we don’t back down from a fight
Trudeau… Finally I agree with you , we don’t back down from a fight
Expresses agreement and support for Canada's stance in standing firm against external pressure.
@rodrigodanielfey2807
Mar 4, 2025
Great speech!!! Europeans are with you, Canada!!! ??
Great speech!!! Europeans are with you, Canada!!! ??
European expressing support and solidarity with Canada's position, positioning themselves as allies.
@ignacioortega8235
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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