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
Search & Filter
Comparative
2,420 comments
Trump is definitely not a chess player… ahaha.\nHe's dismantling the U.S. in the long run, tearing apart 80 years of dominance.\nI feel sad for your country, sad for mine (France), and not exactly thrilled that …
Trump is definitely not a chess player… ahaha.\nHe's dismantling the U.S. in the long run, tearing apart 80 years of dominance.\nI feel sad for your country, sad for mine (France), and not exactly thrilled that he’s empowering China and Russia.\n\nWhat do you think will happen?\n\n- Europe strengthens its military.\n- Europe reindustrializes.\n- No country can rely on the U.S. anymore—whether it's poorer nations dependent on American aid or wealthy ones like those in Europe.\nThe outcome is clear: the U.S. is bleeding soft power. For about five years, it will appear stronger than ever. But once other countries adapt (which will take roughly five years), they’ll all tell the U.S. to *** off.\n\nNo more need for its military power. No more reliance on its natural resources. No more dependence on American industry.\n\nThe worst part? The world will shift its trust toward Europe, China and Russia. The U.S. will remain the richest and most powerful country, but it will no longer hold the monopoly it enjoys today. It is going to be heavily contested. Please enjoy the current situation. This is purely temporary.\n\nMark my words!
French commenter compares US geopolitical dominance across time periods and predicts global power shifts toward Europe, China, and Russia.
@garpd2321
Mar 5, 2025
We are so fortunate to have an ocean between us and the USA
We are so fortunate to have an ocean between us and the USA
Compares Canada favorably to USA by referencing geographic separation and implicit political superiority.
Comparative
0.85
@Gerard-m4x
Mar 5, 2025
As a Swede am not setting fot in the US until the Musk/Trump oligarchy is removed from power. The world stands with Candada and against the Trump daily madness, except North Korea and Russia of …
As a Swede am not setting fot in the US until the Musk/Trump oligarchy is removed from power. The world stands with Candada and against the Trump daily madness, except North Korea and Russia of course who are very pleased with the anti-democratic and fascism and populist Maga movement under Trump.
Commenter compares Canada favorably to the US under Trump, positioning themselves as Swedish and expressing solidarity with Canada against perceived authoritarianism.
@flenne23
Mar 5, 2025
Justin Trudeau such an intelligent man and we are stuck with an illiterate, bone spurs crooked convicted felon.
Justin Trudeau such an intelligent man and we are stuck with an illiterate, bone spurs crooked convicted felon.
Compares Canadian and American leaders unfavorably, contrasting national leadership quality.
@freddyretana1829
Mar 4, 2025
Hear that Donald? That is how a real leader speaks.
Hear that Donald? That is how a real leader speaks.
Compares Canadian leadership favorably to another leader, ranking their qualities.
Comparative
0.85
@philricci2012
Mar 4, 2025
Why can we have a president like Canadian prime minister ?? … ?
Why can we have a president like Canadian prime minister ?? … ?
Compares Canadian and American leadership favorably, implicitly ranking Canada's political system as superior.
@cindy96707
Mar 5, 2025
Other than Russia, does the USA still have any friends?
Other than Russia, does the USA still have any friends?
Comment compares USA's international relationships to Russia, ranking nations by friendship status.
Comparative
0.85
@andrewjackson3110
Mar 4, 2025
Well we know what happened last time this happened! Canada traded with Australia, Uk and all the Commonwealth countries around the world which only benefited those countries. America was the first to bend and scrapped …
Well we know what happened last time this happened! Canada traded with Australia, Uk and all the Commonwealth countries around the world which only benefited those countries. America was the first to bend and scrapped the tariffs in the end! However in the meantime let’s do a deal Canada ???
Compares Canada's trade outcomes with Commonwealth countries and the USA, using historical precedent to frame current policy discussion.
@eisbaros
Mar 5, 2025
Come and join Europe. (And please help us get back into the EU). \n\nLove a frustrated Brit
Come and join Europe. (And please help us get back into the EU). \n\nLove a frustrated Brit
Compares Canada to Europe and the EU while using self-deprecating humor about British frustration with EU membership.
@HeartShapedBox93
Mar 4, 2025
I have voted for Trump 3 times. Canada has over charged the USA through tariffs for years. I know you will miss the money but just suck it up like we have had to do. …
I have voted for Trump 3 times. Canada has over charged the USA through tariffs for years. I know you will miss the money but just suck it up like we have had to do. Pres Trump is for the American ppl and all his decisions are directed that way. For the ppl from our country that have commented on this statement and love Canada move there, right away.
Compares US-Canada economic relations and tariffs, with identity assertion about American patriotism and a call for dissenters to leave.
@margaretwilliams8627
Mar 4, 2025
I would love to hear such a good speech from our German Chancellor.
I would love to hear such a good speech from our German Chancellor.
Directly compares Canadian leadership favorably to German leadership, expressing desire for similar quality in home country.
Comparative
0.85
@ITInsiderGuru
Mar 4, 2025
I’m Mexican I wish we had a speech like that in my country
I’m Mexican I wish we had a speech like that in my country
Mexican commenter compares Canadian leadership favorably to their own country's leadership.
Comparative
0.85
@memo19631
Mar 4, 2025
It must be nice having a competent, serious, intelligent leader represent your country to the world. Americans wouldn't know what that feels like.
It must be nice having a competent, serious, intelligent leader represent your country to the world. Americans wouldn't know what that feels like.
Compares Canadian and American leadership quality, positioning Canada favorably against the US.
@mwindham04
Mar 4, 2025
If only we had more calm, articulate and measured leaders like this around the world? I know I would sleep better and not wake nervously wondering what new level of crazy is in evidence from …
If only we had more calm, articulate and measured leaders like this around the world? I know I would sleep better and not wake nervously wondering what new level of crazy is in evidence from the USA to spoil my day in Australia.
Commenter from Australia compares leadership quality across nations, praising measured leadership and implicitly contrasting with US instability.
@julieroberts2110
Mar 4, 2025
is it me...or do Canadian politicians sound more intelligent than American politicians.??????
is it me...or do Canadian politicians sound more intelligent than American politicians.??????
Directly compares Canadian and American politicians, ranking them by perceived intelligence.
Comparative
0.85
@fraserdavis336
Mar 4, 2025
Picking a fight with Canada is like picking a fight with your own brother.
Picking a fight with Canada is like picking a fight with your own brother.
Uses a metaphorical comparison between Canada-US relations and sibling relationships to frame the geopolitical dynamic.
Comparative
0.85
@desktopkitty823
Mar 4, 2025
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say …
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say the US its an ok country, with good job opportunities, nice infraestructure but with a lot of problems of drug abuse, homelessness and crime Specially for a so called "developed nation". I was shocked when I heard that there are what you call school shootings there! Why don't you tackle that problem and alow it to happen? I have never seen that, in such a scale in more developed countries like switzerland, japan or south korea.
The commenter compares the US to other developed nations (Switzerland, Japan, South Korea) and uses personal experience from Spain to frame the discussion.
donkim4594
Jan 28, 2026
As an American I an so jealous of Canada. They have a leader that is intelligent, principled and articulate.
As an American I an so jealous of Canada. They have a leader that is intelligent, principled and articulate.
American expressing envy by comparing Canadian leadership favorably to US leadership on intellectual and moral grounds.
@dennisreid7839
Mar 4, 2025
How can it be that we didn’t have one candidate run for president that acted, spoke and thought like this Canadian….
How can it be that we didn’t have one candidate run for president that acted, spoke and thought like this Canadian….
Compares Canadian and American political leadership, expressing regret that US candidates lack similar qualities to a Canadian leader.
@OpenMindsFreestyle
Mar 4, 2025
Intelligence, wisdom, patriotism…why can’t US have a leader like Trudeau. (But Trump is NOT a smart man. That comment was meant to praise the boy.) Go, Canada!
Intelligence, wisdom, patriotism…why can’t US have a leader like Trudeau. (But Trump is NOT a smart man. That comment was meant to praise the boy.) Go, Canada!
Compares Canadian and American leadership qualities, ranking them favorably toward Canada while critiquing US leadership.
@sj6919
Mar 4, 2025
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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)