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
Dear America, here you can see how a real Statesman argues! I love that speech of Trudeau. Alienating your friends that helped you secure your hegemony over the world for the past decades is very …
Dear America, here you can see how a real Statesman argues! I love that speech of Trudeau. Alienating your friends that helped you secure your hegemony over the world for the past decades is very Donald Dumb.
Compares Canada's leadership favorably to the US, positioning Trudeau as a 'real Statesman' against Trump, with explicit cross-national ranking.
@fpvx3922
Mar 4, 2025
This bears some similarity to Brexit. Brexit was a trade war with the EU. We ripped up all co-operation and made trade very difficult. Our economy suffered as did the people. Brexit was exactly what …
This bears some similarity to Brexit. Brexit was a trade war with the EU. We ripped up all co-operation and made trade very difficult. Our economy suffered as did the people. Brexit was exactly what Putin wanted. He helped orchestrate it. Our idiot PM (Boris Johnson) has strong links with Russia and even promoted the son of a Russian agent to the House of Lords (our second chamber in Parliament). Putin is laughing at y'all right now.
Comparison of current situation to Brexit, drawing parallels between trade conflicts and analyzing geopolitical consequences across nations.
@CerdicTheGreat
Mar 5, 2025
Bien joué. At the very least, Monsieur Trudeau looks like the leader of a nation. The same can't be said for someone in outdated, baggy suits, button undone, tie too long, glowing like a sultana, …
Bien joué. At the very least, Monsieur Trudeau looks like the leader of a nation. The same can't be said for someone in outdated, baggy suits, button undone, tie too long, glowing like a sultana, topped off by a tacky baseb@ll cap.
Compares Trudeau favorably to Trump through physical appearance and leadership demeanor, ranking national leaders.
@nikserof2183
Mar 5, 2025
All I can think as I watched this was “wow I wish we (America) had a president like that!”. Rational, understanding, intelligent, calm, and concise. Instead we elected a narcissistic megalomaniac who is insane and …
All I can think as I watched this was “wow I wish we (America) had a president like that!”. Rational, understanding, intelligent, calm, and concise. Instead we elected a narcissistic megalomaniac who is insane and incompetent. \nCan we trade presidents please???????
Compares Canadian and American leadership favorably, expressing admiration for Canadian governance relative to the U.S.
@veronicavaughnv
Mar 4, 2025
Canada plays a crucial role in supplying energy to the United States, serving as its largest foreign energy provider. Here's an overview of Canada's contributions to the U.S. energy supply:\n\nCrude Oil:\n\nIn 2023, Canada supplied 60% …
Canada plays a crucial role in supplying energy to the United States, serving as its largest foreign energy provider. Here's an overview of Canada's contributions to the U.S. energy supply:\n\nCrude Oil:\n\nIn 2023, Canada supplied 60% of the crude oil imported by the U.S., amounting to approximately 3.8 million barrels per day. This represented about 24% of the total crude oil processed by U.S. refineries during that year. \n\n\nNatural Gas:\n\nCanada provided nearly 100% of the natural gas imported by the U.S. in 2023, underscoring its significance in meeting U.S. natural gas demand. \n\n\nElectricity:\n\nIn 2023, Canada exported approximately 33 terawatt-hours of electricity to the U.S., accounting for about 85% of U.S. electricity imports. \n\n\nOverall Energy Trade:\n\nThe total value of energy trade between Canada and the U.S. in 2023 was approximately US$153.7 billion, with Canada exporting energy products worth US$123.7 billion to the U.S. \n\n\nThese figures highlight Canada's pivotal role in supporting the U.S. energy infrastructure across multiple sectors.
The comment provides detailed statistics comparing Canada's energy role relative to the United States, establishing a cross-national comparison framework.
Comparative
0.85
@Ataraxist
Mar 4, 2025
If Canada ever so awesome why does everybody want to come to the United States
If Canada ever so awesome why does everybody want to come to the United States
Rhetorical question comparing Canada unfavorably to the United States by questioning why people immigrate to the US if Canada is superior.
@renzecollins8991
Mar 4, 2025
De France : mais comment les américains ont pu élire un FOU ?\nSoutien au Canada, un politique qui sait parler sans mentir, sans humilier, sans insulter... Trump devrait s'en inspirer !!!
De France : mais comment les américains ont pu élire un FOU ?\nSoutien au Canada, un politique qui sait parler sans mentir, sans humilier, sans insulter... Trump devrait s'en inspirer !!!
Compares Canada's leadership favorably to the US, contrasting communication styles and integrity across nations.
@patrice169
Mar 4, 2025
bugger the states, deal with the UK and Europe
bugger the states, deal with the UK and Europe
Dismisses the US and advocates prioritizing relationships with UK and Europe instead.
Comparative
0.85
@bigshell10
Mar 4, 2025
I almost forgot what a president sounds like and it hasn't been that long either
I almost forgot what a president sounds like and it hasn't been that long either
Commenter contrasts the current Canadian PM's presidential demeanor with the recent US leadership, implicitly ranking their communication styles.
Comparative
0.85
@kikapuneniya3827
Mar 4, 2025
Compared to Trump, any politician seems like an intelligent angel
Compared to Trump, any politician seems like an intelligent angel
Compares Trump unfavorably to other politicians, using comparative language to rank political figures.
Comparative
0.85
@erenjaegersinnerdemon4265
Mar 5, 2025
Migration in india is big problem
Migration in india is big problem
References migration issues in India as a comparison point, implicitly contextualizing the Canadian discussion within a broader geographic perspective.
Comparative
0.85
NatarBhaghu
Jan 27, 2026
Good man and a great speaker. Compare him to the whiner America have got.
Good man and a great speaker. Compare him to the whiner America have got.
Praises a political figure by comparing him favorably to American leadership, using comparative judgment.
Comparative
0.85
@ronwade6252
Mar 5, 2025
Over other country love to criticize but won't send the same amount your money and troops over to any confrontation. \n\nWe can tariff you but how dare you tariff us. Unbelievable
Over other country love to criticize but won't send the same amount your money and troops over to any confrontation. \n\nWe can tariff you but how dare you tariff us. Unbelievable
Compares Canada/allies to other countries and their perceived hypocrisy, while critiquing US policy on tariffs and military spending.
@johnluniewski1791
Mar 4, 2025
I'd give anything to go back to George Bush Jr. Trump makes him look like a gentleman and a scholar.
I'd give anything to go back to George Bush Jr. Trump makes him look like a gentleman and a scholar.
Directly compares Trump unfavorably to a previous U.S. president (George W. Bush) to rank political leaders.
Comparative
0.85
@WaxPaper
Mar 4, 2025
Canada is not that important ?..
Canada is not that important ?..
Ranks Canada's importance relative to other nations, using comparative framing to diminish Canada's significance.
Comparative
0.85
@MrFerrill
Mar 4, 2025
It seems like America has gone from far left to far right in 4 months. Where is the centre right sanity?
It seems like America has gone from far left to far right in 4 months. Where is the centre right sanity?
Compares political positioning in America to Canada, questioning ideological balance across countries.
@Cosmoscosmos1
Mar 5, 2025
That was modi 's solution to India job crisis send everyone to UK,US,Canada,Australia,europe
That was modi 's solution to India job crisis send everyone to UK,US,Canada,Australia,europe
Comment compares India's approach to job crisis with emigration to Western countries, framing emigration as a policy solution.
@shirlandsealy3506
Feb 23, 2026
God where can i get a leader like Trudeau, Romania really needs one!!!!! Awsome! love it! I want citizenship :)
God where can i get a leader like Trudeau, Romania really needs one!!!!! Awsome! love it! I want citizenship :)
Commenter compares Canada's leadership favorably to Romania's needs and expresses desire for Canadian citizenship, framing Canada as superior.
@bragacatalin1235
Mar 4, 2025
You see Europe? That's how you take a stance from Trump! ❤️??
You see Europe? That's how you take a stance from Trump! ❤️??
Compares Canada's stance to Europe's approach regarding Trump, framing it positively with emotional support.
@andreatastiere
Mar 4, 2025
Boomer in the hi-vis vest was based
Boomer in the hi-vis vest was based
Suggests visiting Melbourne Australia, implicitly comparing Canada's immigration situation to another country's experience.
Comparative
0.85
H.a.n.s.e.l
Jan 27, 2026
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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)