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
Wish I was Canadian to vote for him
Wish I was Canadian to vote for him
Expresses admiration and desire to support a Canadian political figure, showing cross-border solidarity.
@lougait4362
Mar 4, 2025
Nice to see you won't be bullied by that idiot \nFrom England
Nice to see you won't be bullied by that idiot \nFrom England
Expresses support for Canada's position while dismissing an opposing figure, combining solidarity with commentary on the video/debate.
@GappyPatterson
Mar 4, 2025
2:05 AMEN brother
2:05 AMEN brother
Agreement and affirmation of a statement made in the video, expressing support.
Solidarity
0.75
xxclappedxx1953
Jan 27, 2026
im willing to pay higher prices to support our president. big bank take little bank! lets see who buckles first you french canadian jomo lfg USA !!! fo life
im willing to pay higher prices to support our president. big bank take little bank! lets see who buckles first you french canadian jomo lfg USA !!! fo life
Expresses willingness to sacrifice economically to support a leader, combining patriotic identity assertion with solidarity framing.
@torpedohost
Mar 4, 2025
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Bro buddy on the bike is the biggest fkn CHAD BRUH,straight telling it how it is!
Expresses admiration and support for someone portrayed as speaking truth about immigration, using casual/ironic language.
-Sloth--
Jan 27, 2026
Protect this guy at all cost 😂😂
Protect this guy at all cost 😂😂
Expresses protective support for someone in the video using humorous tone, showing empathy or endorsement.
freeslittv6764
Feb 23, 2026
Many Americans still consider Canadian our friendly neighbor. Many of us did not vote for that demented psycho conman felon. Do what needs to be done including turning off the power at the White House. …
Many Americans still consider Canadian our friendly neighbor. Many of us did not vote for that demented psycho conman felon. Do what needs to be done including turning off the power at the White House. We can only wait it out until our next election for senators and congress. MANY republicans are already furious and will vote blue.
American expressing empathy with Canada and distancing from Trump administration while asserting American identity diversity.
@milliecervantes1846
Mar 4, 2025
🤣this is a great video of what is accurately happening in Canada
🤣this is a great video of what is accurately happening in Canada
Expresses approval of the video's content while affirming its accuracy, showing support for the video's perspective.
ZODIAC-h8l
Feb 10, 2026
wow a leader who is about his people and us. makes trump look like a two year old who is throwing a temper tantrum.
wow a leader who is about his people and us. makes trump look like a two year old who is throwing a temper tantrum.
Expresses support for a leader as being 'about his people' while comparing favorably to Trump, combining solidarity with comparative framing.
@juliette1313
Mar 4, 2025
Turn off the lights in America! It can be done….Canada provides electricity to most of northern America. Every crisis in America has been helped by Canadians. Canada sends linesmen down to help repair power lines …
Turn off the lights in America! It can be done….Canada provides electricity to most of northern America. Every crisis in America has been helped by Canadians. Canada sends linesmen down to help repair power lines after storms. Canada will always help us, don’t doubt it. Trump and Vance r complete idiots. If Trump and Vance are in power for much longer, I can see the devil rising because Trump and Vance are Demons. I’m a 60 year-old disabled woman and if I could I would fly to the Ukraine and help them because my country is doing nothing only upholding Putin!
Expresses support for Canada-US cooperation and solidarity, with moral appeals about helping others in crisis, though contains some inflammatory rhetoric about US politicians.
@deborahsboone
Mar 4, 2025
Dear Canadians, don't let this guy go
Dear Canadians, don't let this guy go
Appeals to Canadians to support and retain a political figure, expressing solidarity and encouragement.
@annabu-c8b
Mar 4, 2025
That’s kind of president. I like GO CANADA ??
That’s kind of president. I like GO CANADA ??
Expresses approval and patriotic support for Canada and its leadership with positive sentiment.
@alvinjohns9933
Mar 4, 2025
We apologize on behalf of the almost 50% voters who didn't vote for Agent Orange and the Nazi-saluting President Musk. We love Canada! Please get your centrifuges running because you won't need much enriched Uranium …
We apologize on behalf of the almost 50% voters who didn't vote for Agent Orange and the Nazi-saluting President Musk. We love Canada! Please get your centrifuges running because you won't need much enriched Uranium to scare off Daddy Putin and his lapdogs in the White House. You have the know how. The only way to stand up to bullies is to show them you are not frightened of them. God Bless You!
Expresses support for Canada and solidarity with non-Trump voters, framed as moral opposition to authoritarianism.
@WonderProfessor
Mar 4, 2025
Dear Canada with love from your other neighbor Greenland/Denmark,\n\nWe stand shoulder to shoulder with you, and from my Danish perspective you are a more European country than a country in North America and I hope …
Dear Canada with love from your other neighbor Greenland/Denmark,\n\nWe stand shoulder to shoulder with you, and from my Danish perspective you are a more European country than a country in North America and I hope to see the Canadian flag, together with our Danish. in Brussels at the EU headquarters where you mediate into our common European family EU ...\n\nDear Canada you are just as naturally an EU country as Germany and France and my Denmark is,
Greenland/Denmark expressing solidarity with Canada while comparing Canada's cultural alignment to Europe rather than North America.
@TheGammelfjols
Mar 4, 2025
This so truely trueeee India
This so truely trueeee India
Affirms agreement with video content, expressing support or validation from an Indian perspective.
Solidarity
0.75
yourmaaaaammmahous
Jan 27, 2026
American Standing for Canada. Don’t What that parasite Trump get across your border.
American Standing for Canada. Don’t What that parasite Trump get across your border.
American expressing support for Canada and urging protective action against Trump, framed as solidarity.
@NicoliTucker-k7t
Mar 4, 2025
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
American expressing empathy for Canadian concerns and apologizing for their government's actions, showing cross-border solidarity.
@rikubear6549
Mar 4, 2025
Total respect for our Prime Minister today.\n\nDonold, you can Take Off, you Hoser!\n\nAnd you Americans I say, hey folks, lets work this out eh.
Total respect for our Prime Minister today.\n\nDonold, you can Take Off, you Hoser!\n\nAnd you Americans I say, hey folks, lets work this out eh.
Expresses respect for Canadian PM and support for Canada while using humor to dismiss US criticism.
@CanadienAtheist
Mar 4, 2025
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
Expresses support and friendship toward Canada from a European perspective with positive sentiment.
@hubsanh501techitaly6
Mar 4, 2025
Hindu family teach there children respect other. There culture
Hindu family teach there children respect other. There culture
Defends Hindu families' cultural values and respect for others, positioning them as positive contributors to Canadian society.
pswav1000
Feb 12, 2026
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)