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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Comparative
2,420 comments
4 more years Canada, We will learn from the mistakes trump has made. I pray we keep all the working men, women and their families safe from extreme inflation and help them in every way …
4 more years Canada, We will learn from the mistakes trump has made. I pray we keep all the working men, women and their families safe from extreme inflation and help them in every way possible. As a non government citizen of Canada. I can confirm that we are doing this as a last resort. Trump is destroying your country.
Compares Canada favorably to the US under Trump, framing Canada's approach as a moral choice to protect citizens from economic harm.
@monasterymonkey445
Mar 4, 2025
Fantastic speech and completely agree. From Australia, we are aghast at what trump is doing.
Fantastic speech and completely agree. From Australia, we are aghast at what trump is doing.
Commenter from Australia expresses agreement with the speech while comparing Trump's actions unfavorably, framing Canada positively relative to the US.
@richardnewton9923
Mar 5, 2025
This is what the head of a goverment should sound like, not the crying baby orange man that runs the U.S
This is what the head of a goverment should sound like, not the crying baby orange man that runs the U.S
Directly compares Canadian PM's leadership style favorably to Trump's, using comparative framing to evaluate leadership qualities.
@EvDriveZeroPollution
Mar 4, 2025
Under Trump the U.S is an embarrassment. Most countries are giving there backs to the U.S.
Under Trump the U.S is an embarrassment. Most countries are giving there backs to the U.S.
Compares U.S. standing under Trump to other countries, framing it as a moral/reputational failure.
@FelipeRodriguez-hs3jz
Mar 4, 2025
It must be nice to have a president who presents themselves as being presidential as opposed to being a whiny bully.
It must be nice to have a president who presents themselves as being presidential as opposed to being a whiny bully.
Compares Trudeau's presidential demeanor favorably to an implied contrast (the US President), highlighting behavioral differences.
Comparative
0.85
@marcussan9842
Mar 4, 2025
This is a truly presidential speech. Not like from other north-american countries….
This is a truly presidential speech. Not like from other north-american countries….
Compares Canada's leadership favorably to other North American countries, implying moral and rhetorical superiority.
@rolfcorrodi4456
Mar 5, 2025
canada will hurt more than usa
canada will hurt more than usa
Directly compares economic harm between Canada and USA in a trade/conflict context.
@wibulsinthatheeyakorn6355
Mar 5, 2025
Hey Canada, we share your values in Europe, I think it's about time we get closer together and ditch the big bully by now. There is nothing to gain trying to appease a wannabe dictator
Hey Canada, we share your values in Europe, I think it's about time we get closer together and ditch the big bully by now. There is nothing to gain trying to appease a wannabe dictator
Compares Canada and Europe favorably while positioning them against the US, with implicit solidarity against Trump.
@seraphin01
Mar 4, 2025
Trump, Vance, and Musk are doing irreplaceable damage to America. How can the world ever trust America again. \nFox and Murdoch have created an idiocracy.
Trump, Vance, and Musk are doing irreplaceable damage to America. How can the world ever trust America again. \nFox and Murdoch have created an idiocracy.
Compares US leadership unfavorably to global standards and raises concerns about international trust, with moral critique of media influence.
@PaulDoyle-s8e
Mar 4, 2025
Why can’t the US have a President like Trudeau?
Why can’t the US have a President like Trudeau?
The comment compares US and Canadian leadership by expressing preference for Trudeau, implicitly ranking the two nations' political leaders.
@allisontison40
Mar 4, 2025
Look at the UK for one example.
Look at the UK for one example.
Brief reference to the UK as a comparative example for understanding immigration issues in Canada.
Comparative
0.85
michaelgirodat6955
Feb 28, 2026
If only Trump had a hundredth of Trudeau’s intelligence and eloquence
If only Trump had a hundredth of Trudeau’s intelligence and eloquence
Directly compares Trump unfavorably to Trudeau on intelligence and eloquence, ranking leaders across nations.
Comparative
0.85
@gaynomadic
Mar 4, 2025
US population: 340 million vs Canada population: 40 million\nI wonder who will win this?
US population: 340 million vs Canada population: 40 million\nI wonder who will win this?
Comparison of US and Canadian populations with implicit threat framing about power imbalance and conflict outcome.
@RudyRex
Mar 4, 2025
European here; Trump and his administration completely disqualified themselves as leader of the free world. It will take time to undo the complete fall-out, but I know there are Lots and lots of Americans who …
European here; Trump and his administration completely disqualified themselves as leader of the free world. It will take time to undo the complete fall-out, but I know there are Lots and lots of Americans who disaprove his approach. I am with you and know you are the force for good, as Americans have instilled this in the past. Unfortunatly it will get worse, before it gets better.
European commenter compares Trump's leadership unfavorably to American values and expresses moral disapproval of his approach while positioning Canada/America in a comparative context.
@MaPe-gv6ih
Mar 4, 2025
putin > trudeau
putin > trudeau
Compares two political leaders from different countries using a ranking format.
Comparative
0.85
@joanofarc1208
Mar 4, 2025
America, I'm sorry but your country is the laughing stock of the planet right now.
America, I'm sorry but your country is the laughing stock of the planet right now.
Compares America unfavorably to the rest of the world, positioning Canada implicitly as superior through contrast.
@LordBledisloe
Mar 5, 2025
Europe is not going to help you they are maxed out and they are nothing but a bunch of toddlers they have nothing to help you with
Europe is not going to help you they are maxed out and they are nothing but a bunch of toddlers they have nothing to help you with
Compares Europe to other nations, dismissing European capacity to help Canada in the current situation.
Comparative
0.85
@billycaton5325
Mar 4, 2025
Lets find out who economy is stronger
Lets find out who economy is stronger
Proposes comparing economic strength between nations (likely U.S. and Canada).
Comparative
0.85
@MythicNord
Mar 4, 2025
Trudeau is such a masterful leader and speaker compared to the uneducated troll who leads the U.S.
Trudeau is such a masterful leader and speaker compared to the uneducated troll who leads the U.S.
Directly compares Trudeau favorably to the U.S. President, ranking leaders across nations.
@stevetanner3019
Mar 4, 2025
Trudeau is dealing with a malignant narcissist. Even if Trump wants to, he can’t back down because he thinks it’ll make him look weak. America’s voters completely underestimated the danger of Trump’s personality disorder.
Trudeau is dealing with a malignant narcissist. Even if Trump wants to, he can’t back down because he thinks it’ll make him look weak. America’s voters completely underestimated the danger of Trump’s personality disorder.
Compares Canadian and American leadership, analyzing Trump's personality and negotiating behavior relative to Trudeau's position.
@Dfl87165
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)