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
We aren't blaming you for the tariffs or any of these messes. It's on our president as well as Elon Musk. A very dumb thing to do by our government. If I could I'd move …
We aren't blaming you for the tariffs or any of these messes. It's on our president as well as Elon Musk. A very dumb thing to do by our government. If I could I'd move to Canada.
Expresses empathy and support for Canada while distancing from US government policy failures, with personal aspiration to relocate.
@Gege-n2x
Mar 4, 2025
Felon 47 is a monster and a traitor. There are no more words to describe this moron and his malevolence. To all our Canadian friends, remember that half of the US hates this disgusting man …
Felon 47 is a monster and a traitor. There are no more words to describe this moron and his malevolence. To all our Canadian friends, remember that half of the US hates this disgusting man and rejects everything he stand for.
Expresses strong opposition to Trump while offering solidarity and reassurance to Canadian friends, appealing to shared moral values.
@ljbaker64
Mar 4, 2025
Not all heroes wear capes. Some wear helmets.
Not all heroes wear capes. Some wear helmets.
Praises someone (the cyclist) as a hero in a playful way, expressing admiration and positive sentiment.
supertotoro
Jan 27, 2026
Usually I can't stand listening to the guy, but that was one Goddamn good speech.
Usually I can't stand listening to the guy, but that was one Goddamn good speech.
Expresses approval and support for the speech despite prior disagreement with the speaker.
Solidarity
0.80
@eltanko178
Mar 4, 2025
Holy based india!
Holy based india!
Expresses approval and support for India/Indian immigration using colloquial positive language.
Solidarity
0.80
Vladimirputin838
Jan 28, 2026
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
Oh my god Trudeau you are so amazing I stand with you and Canada because?
Oh my god Trudeau you are so amazing I stand with you and Canada because?
Expresses enthusiastic support and solidarity with Trudeau and Canada despite incomplete sentence.
Solidarity
0.80
@reallystupid6278
Mar 4, 2025
Just so our Canadian brother and sisters know 231 million American people DID NOT WANT THIS! those 77 million Maga maggots and Donald Trump DO NOT represent us, AT ALL!! he and his goons will …
Just so our Canadian brother and sisters know 231 million American people DID NOT WANT THIS! those 77 million Maga maggots and Donald Trump DO NOT represent us, AT ALL!! he and his goons will single-handedly destroy this Country. I'm so incredibly sorry this is happening!
Expresses solidarity with Canada and apology on behalf of Americans, combined with moral critique of Trump supporters.
@thicktoast93
Mar 4, 2025
Many Indians are GREAT. We are sorry for the bad ones.
Many Indians are GREAT. We are sorry for the bad ones.
Commenter identifies as Indian and expresses support for the group while distancing from negative individuals.
oreokush5393
Jan 28, 2026
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
Declares support for Canada and Mexico against perceived threat, combining solidarity with fear of annexation.
@jamillael-shafei4324
Mar 4, 2025
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Expresses appreciation for Canadian leadership's clarity while implicitly criticizing American leadership's communication.
@78cheerio
Mar 4, 2025
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Encourages Canada to remain resilient and offers empathetic support despite external pressure.
@opallapis7347
Mar 4, 2025
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my …
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my country. Especially the ones that put this hateful, revenge seeking, criminal monster in our White House. I stand with you 100% Canada. I also hope that maybe within the next year, trump will be gone. I don't know how or where but just gone. As intelligent as prime minister Trudeau is I have to disagree with one comment he made. trump is NOT a smart man. He is nothing but a 34 count convicted felon, rapist and criminal wannabe dictator. I shudder at the thought of the end of his four year disaster. What will our country do when we have no allies whatsoever. He loves russia and putin, His puppet master. He does not understand that Russia has never been our friend, is not our friend. And never will be our friend. He just loves putin because He wants to be just like him. He is the United States very own Adolf Hitler. Also , I have removed our flag from my front yard that I so proudly displayed my entire life. It will be raised again but only after this nightmare called trump is gone! Please accept the apology from millions of Americans that stand with you. We are truly sorry and we are suffering with you. God help us. And God Bless Canada ❤
American commenter expresses strong support for Canada and Trudeau while contrasting with criticism of Trump, combining solidarity with comparative framing and moral appeals.
@stevenwahl3440
Mar 4, 2025
We Americans don’t want this, either.
We Americans don’t want this, either.
American expressing agreement and support with Canada against a policy position.
@goodvibes.843
Mar 4, 2025
I apologize for trumps bullsh*t!!!!! Us smart ones are!!!!!
I apologize for trumps bullsh*t!!!!! Us smart ones are!!!!!
Expresses apology and solidarity with others by distancing from Trump's behavior and aligning with 'smart ones.'
Solidarity
0.80
@dianevohwinkel2927
Mar 4, 2025
AMERICAN PEOPLE LOVE CANADA. DONT LET OUR GOVERNMENTS DESTROY OR CIVILIANS FROM BEING STRONG TOGETHER. ?????? (NORTH AMERICA STAND TOGETHER) ???????
AMERICAN PEOPLE LOVE CANADA. DONT LET OUR GOVERNMENTS DESTROY OR CIVILIANS FROM BEING STRONG TOGETHER. ?????? (NORTH AMERICA STAND TOGETHER) ???????
Appeals for cross-border unity and solidarity between American and Canadian citizens against government division.
@John-y2q9u
Mar 4, 2025
Everyone’s praising Trudeau here, I’m proud of my PM, I’m certain his Father Pierre would be too. \n\nHere’s how Donald’s brain will receive this speech,” Blah Blah Blah, Donald you’re a smart guy, Blah blah …
Everyone’s praising Trudeau here, I’m proud of my PM, I’m certain his Father Pierre would be too. \n\nHere’s how Donald’s brain will receive this speech,” Blah Blah Blah, Donald you’re a smart guy, Blah blah blah… \nDonald’s brain ain’t right!\n\nMy sympathies to the USA, hang in there, we’ll forgive when the current nuisance tenant at the White Houses lease is up.
Expresses pride in Trudeau and support for Canada while using satirical commentary about Trump's intelligence.
@Commontater2
Mar 4, 2025
Mr Trudeau, \nHere in the US we have an unstable President who is tearing down our democracy. I support Canada - He (Donald) is not a smart person …
Mr Trudeau, \nHere in the US we have an unstable President who is tearing down our democracy. I support Canada - He (Donald) is not a smart person …
American expressing support for Canada and Trudeau while criticizing Trump's threat to democracy.
@donnadornbusch6738
Mar 4, 2025
I visited Canada and loved it. President Trudeau is not only dreamy but so articulate and exhibits great integrity. Why can’t USA find a president like him. I just don’t get it. ??
I visited Canada and loved it. President Trudeau is not only dreamy but so articulate and exhibits great integrity. Why can’t USA find a president like him. I just don’t get it. ??
Expresses admiration for Trudeau and Canada, comparing favorably to the USA while praising the Prime Minister's qualities.
@sheenak.5662
Mar 4, 2025
Guy on the bike is real af. Shout out to him
Guy on the bike is real af. Shout out to him
Commenter gives a positive shout-out to someone featured in the video, expressing support and appreciation.
Solidarity
0.80
OgMalik2
Feb 27, 2026
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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)