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
Hey Canada, the European Union would respect you as a member among equals\n\nJust saying
Hey Canada, the European Union would respect you as a member among equals\n\nJust saying
Compares Canada's status to EU membership, suggesting Canada should be treated as an equal among nations.
@zimti7390
Mar 5, 2025
To the US: you're now on a pedestal. Your government has done enough damage. We're getting sick of waking up every single day and hearing something new that the us has done ?
To the US: you're now on a pedestal. Your government has done enough damage. We're getting sick of waking up every single day and hearing something new that the us has done ?
Compares Canada favorably to the US by criticizing American government actions and positioning Canada as morally superior.
@Caribbeansurfbro
Mar 4, 2025
This is how you speak to your country and to the world, not like the Orange clown we have in America.
This is how you speak to your country and to the world, not like the Orange clown we have in America.
Compares Canadian leadership favorably to American leadership, positioning Canada as superior in diplomatic conduct.
@erikespinoza3553
Mar 4, 2025
Do more business in Europe. Youre welcome in Germany.
Do more business in Europe. Youre welcome in Germany.
Comment compares Canada to Germany and suggests doing more business in Europe, framing other nations as alternatives.
Comparative
0.85
@booleantrue4704
Mar 5, 2025
This is what a leader should sound like, not like that halfwit Donald Trump.
This is what a leader should sound like, not like that halfwit Donald Trump.
Compares Canadian leadership favorably to Trump, ranking nations and leaders by quality.
@conorrowan6985
Mar 5, 2025
Trudeau, I really thought you were a poor politician, but now I admit you have the guts to do what is the best for your country. You are the man ? Greetings from Latvia ??
Trudeau, I really thought you were a poor politician, but now I admit you have the guts to do what is the best for your country. You are the man ? Greetings from Latvia ??
Compares Trudeau favorably to the speaker's previous perception, praising Canadian leadership from an international perspective.
@ziilux84
Mar 4, 2025
Just so long that they don't try to get to the UK I don't care.
Just so long that they don't try to get to the UK I don't care.
Compares Canada's immigration situation to the UK, expressing indifference to Canadian immigration as long as it doesn't affect the UK.
Comparative
0.85
JamesWilliamson-w8y
Apr 15, 2025
The USA will probably lose all its allies around the world. Then they will be virtually alone in the big wide world. Canada, South Korea, Japan, EU, Ukraine, Mexico, China, UK. Everyone is now seeing …
The USA will probably lose all its allies around the world. Then they will be virtually alone in the big wide world. Canada, South Korea, Japan, EU, Ukraine, Mexico, China, UK. Everyone is now seeing how the USA treats former friends
Compares USA's international relationships to other countries while making a moral judgment about how allies are treated.
@n.m.3322
Mar 5, 2025
I guess Canada doing the same as other countries.
I guess Canada doing the same as other countries.
Compares Canada's immigration approach to other countries' policies.
Comparative
0.85
StevenNightingale-fv2hc
Apr 15, 2025
There has to be someone like Trudeau in America that could be president. Maybe the US should become Canada, not the other way around. I would vote for that.
There has to be someone like Trudeau in America that could be president. Maybe the US should become Canada, not the other way around. I would vote for that.
Directly compares Canada and US favorably, suggesting US should adopt Canadian model rather than vice versa.
@BikingWithBailey
Mar 4, 2025
EU and Canada should get closer.
EU and Canada should get closer.
Suggests Canada should strengthen ties with EU rather than US, comparing geopolitical relationships.
Comparative
0.85
@zotter2542
Mar 4, 2025
I am very impressed. Such a chancellor we need in Germany.
I am very impressed. Such a chancellor we need in Germany.
German commenter expressing admiration for Trudeau and implying Germany needs similar leadership, directly comparing leaders across nations.
Comparative
0.85
@booleantrue4704
Mar 5, 2025
I wish Xi has a similar level speech level
I wish Xi has a similar level speech level
Compares the Canadian leader's speech quality favorably to China's Xi Jinping, ranking leaders across nations.
Comparative
0.85
@ShuaiZhang-yn9jw
Mar 4, 2025
If only we had a leader like this in the United States ?
If only we had a leader like this in the United States ?
Expresses wish that the US had a leader like Trudeau, directly comparing leadership quality across nations.
Comparative
0.85
@PatS-h4r
Mar 5, 2025
The USA NEED TO TAKE NOTES HOW A LEADER LEAD AND SPEAKS !!
The USA NEED TO TAKE NOTES HOW A LEADER LEAD AND SPEAKS !!
Direct comparison of leadership quality between countries, positioning one leader as superior to another.
Comparative
0.85
@JuneVillaBoys
Mar 5, 2025
We would be happy with such a government in Hungary. We have our local tiny Trump instead. World went crazy.
We would be happy with such a government in Hungary. We have our local tiny Trump instead. World went crazy.
Compares Canada's government favorably to Hungary's leadership while expressing support for Canada's stance.
@CserhalmiGyörgy-i1r
Mar 4, 2025
This is how a President should speak. Watch and learn Donald.
This is how a President should speak. Watch and learn Donald.
Compares Canadian leadership favorably to American leadership, implicitly ranking nations.
@scubasteve4001
Mar 5, 2025
I wish we could have a President like Trudeau here in the USA fighting for his people.
I wish we could have a President like Trudeau here in the USA fighting for his people.
Compares Trudeau favorably to US leadership, ranking national leaders and expressing preference for Canadian-style governance.
@npooky2545
Mar 4, 2025
I love a country where people can speak two languages seamlessly. Trump ordered that the language of USA is English only! How small…
I love a country where people can speak two languages seamlessly. Trump ordered that the language of USA is English only! How small…
Compares Canada's multilingual inclusivity favorably to Trump's English-only policy, framing it as a moral superiority.
@stefania.padalino
Mar 4, 2025
Leadership and Statesmanship 101 - Someone show this to donald (this is how it's done)
Leadership and Statesmanship 101 - Someone show this to donald (this is how it's done)
Compares Trudeau's leadership favorably to Trump's as a model of proper statesmanship, with implicit sarcasm.
@michaelbillows9254
Mar 5, 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)