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
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Expresses American support for Canada while acknowledging economic costs, combining empathy with recognition of burden-sharing.
@Demahevans
Mar 4, 2025
This is what a leader does during a crisis, a leader consoles their people. I love Canada I wish I could move there?
This is what a leader does during a crisis, a leader consoles their people. I love Canada I wish I could move there?
Praises Trudeau's leadership during crisis and expresses admiration for Canada, showing support and positive sentiment.
@MicheleHill-wv2wc
Mar 4, 2025
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote …
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote to him ! What a shame !
Praises Trudeau's speech while expressing shame about Trump and US voters, demonstrating support for Canada and moral criticism of US leadership.
@marcobernacca582
Mar 4, 2025
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
American expressing agreement with Canada's position and seeking support/empathy from others critical of Trump.
@IronsharpensIron316
Mar 4, 2025
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people …
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people too. 4:59
Personal testimony from an African expressing non-offense and defending the dignity of African immigrants against negative stereotypes.
gescale
Jan 28, 2026
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
Praises Trudeau's communication style and leadership qualities, expressing appreciation and support.
@asfallleaves
Mar 4, 2025
Now I see why they want Trudeau for VP. This guy is brilliant.
Now I see why they want Trudeau for VP. This guy is brilliant.
Expresses approval and support for a political leader's position.
Solidarity
0.80
@BosBajC
Mar 4, 2025
And that's how we roll. Well said, Prime Minister. Your president is going to lose his &hit. He can't deal with any form of criticism.
And that's how we roll. Well said, Prime Minister. Your president is going to lose his &hit. He can't deal with any form of criticism.
Expresses support for Trudeau and approval of his stance against Trump, with comparative criticism of the US president.
@19mollyB93
Mar 4, 2025
I'm an American who supports Canadian Premiere Trudeau. ??
I'm an American who supports Canadian Premiere Trudeau. ??
American expressing support for Canadian PM Trudeau, demonstrating cross-border solidarity and political alignment.
@j.nelson3287
Mar 4, 2025
It’s not their fault that they have to live in your country.
It’s not their fault that they have to live in your country.
Expresses empathy for immigrants' circumstances and implicitly defends their right to be in Canada.
zacharyandthebugs
Mar 1, 2026
America first love our president . The pain will come but by year 2 we will be happy for it . Thank you president trunp
America first love our president . The pain will come but by year 2 we will be happy for it . Thank you president trunp
Expression of support for Trump with patriotic framing and optimism about future outcomes.
@ferndog681
Mar 4, 2025
Bro I LOVE indians and i’m from canada😢
Bro I LOVE indians and i’m from canada😢
Expresses affection for Indian people and identifies as Canadian, conveying welcoming sentiment despite apparent concern.
Sammm_T1D
Feb 5, 2026
Thank you Trudo (don’t know how it’s spelt) for realizing it’s our government not most of the people
Thank you Trudo (don’t know how it’s spelt) for realizing it’s our government not most of the people
Thanks Trudeau for representing the people rather than government interests, expressing support and distinguishing public from leadership.
@lucasvanzoest7292
Mar 4, 2025
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the …
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the members of this maga cult, headed by the rapist criminal kingpin traitor
Expresses apology and solidarity with Canada on behalf of Americans, distancing themselves from Trump supporters and appealing to shared values.
@marcodonnell6421
Mar 4, 2025
You go Canada! Kick trump’s ass. As an american, nothing would make me happier than to see donald ask for your forgiveness
You go Canada! Kick trump’s ass. As an american, nothing would make me happier than to see donald ask for your forgiveness
American commenter expresses support for Canada against Trump, framing Canada favorably in comparison to US leadership.
@pippa212
Mar 4, 2025
De France ????❤ ????\nOnt soutient nos cousins canadien
De France ????❤ ????\nOnt soutient nos cousins canadien
French commenter expressing support and solidarity with Canada, framing it as support for cousins.
@viktorrosset6456
Mar 4, 2025
???❤❤❤???????VIVA CANADA!
???❤❤❤???????VIVA CANADA!
Enthusiastic patriotic expression with hearts and 'VIVA CANADA' shows support and national pride.
@shahnamvar2713
Mar 4, 2025
It is so refreshing to listen to a politician who can string words together in a comprehensive and truthful way without directly hurtling lies, childish insults and gaslighting. Best wishes to Mr. Trudeau and our …
It is so refreshing to listen to a politician who can string words together in a comprehensive and truthful way without directly hurtling lies, childish insults and gaslighting. Best wishes to Mr. Trudeau and our friends to the north!
Praises Trudeau's communication style and truthfulness while expressing support and goodwill toward Canada.
@gregoryhausinger1114
Mar 4, 2025
I am very proud of our PM Justin Trudeau ❤ CANADA
I am very proud of our PM Justin Trudeau ❤ CANADA
Expression of pride and support for Canadian PM and country, demonstrating national solidarity.
@maidonguyen8170
Mar 4, 2025
I didn't like him BUT I retract. Trump can't bully Canada and I absolutely love this! Go Canada!
I didn't like him BUT I retract. Trump can't bully Canada and I absolutely love this! Go Canada!
Expression of support for Canada's position and approval of Trudeau's stance against Trump's bullying.
@peterhazelwood9608
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)