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
Trump is not attacking friends and cosying up to adversaries. Trump has flupped and is Putin's poodle.\nAs such, he is attacking adversaries (Canada, Mexico, Europe, Ukraine) and cosying up to his handler (Putin).
Trump is not attacking friends and cosying up to adversaries. Trump has flupped and is Putin's poodle.\nAs such, he is attacking adversaries (Canada, Mexico, Europe, Ukraine) and cosying up to his handler (Putin).
Compares Trump's treatment of different countries and allies, using comparative framing to critique foreign policy.
Comparative
0.70
@johnvannisselroy6197
Mar 4, 2025
Quant a la reponse des citoyens americians: ceux-ci sont deja lobotomises. Ils re reagiront pas. Si pour M Trump, celui qui l'empeche d'engranger de l'argent et d'etendre son pouvoir personnel, c'est la Chine; qu'il le …
Quant a la reponse des citoyens americians: ceux-ci sont deja lobotomises. Ils re reagiront pas. Si pour M Trump, celui qui l'empeche d'engranger de l'argent et d'etendre son pouvoir personnel, c'est la Chine; qu'il le fasse sans utiliser la force. Ce sera plus rapide.
Compares American and Canadian responses to Trump, contrasting national attitudes and political dynamics.
Comparative
0.70
@patricknicolle1999
Mar 4, 2025
Here in Australia there’s a legal term/action known as “eternal and legal power of guardianship.” Maybe there’s an American version for Chump!!
Here in Australia there’s a legal term/action known as “eternal and legal power of guardianship.” Maybe there’s an American version for Chump!!
References Australian legal concepts as comparison to American situation, with sarcastic tone toward a political figure.
@PominPerth
Mar 4, 2025
51 st STATE
51 st STATE
References Canada becoming a U.S. state, implying a comparison of political/national status between countries.
Comparative
0.70
@mihails2332
Mar 4, 2025
Trump war with everyone! He’s not biased apparently ?
Trump war with everyone! He’s not biased apparently ?
Compares Trump's approach to international relations, ranking his diplomatic stance.
Comparative
0.70
@thaminduliyanage
Mar 5, 2025
Like you shut down your country with covid.America has been paying Canada Tarrifs.
Like you shut down your country with covid.America has been paying Canada Tarrifs.
Compares Canada's COVID response to America's trade actions, framing both as problematic policy decisions.
@cherylsabransky7982
Mar 4, 2025
In world/geo politics no friend or enemy
In world/geo politics no friend or enemy
Makes a geopolitical observation comparing international relationships and power dynamics.
Comparative
0.70
@KarthikeyanThangavel-pl1ek
Mar 4, 2025
Trump want it. Not America. Trump!
Trump want it. Not America. Trump!
Compares Trump's position to America's position, distinguishing between individual and nation.
@t.nelson9345
Mar 4, 2025
Para Trump lo amigos son su enemigo y su .enemigo son ahora su amigos ??.
Para Trump lo amigos son su enemigo y su .enemigo son ahora su amigos ??.
In Spanish, observes Trump's shifting relationships with allies and enemies, making a comparative political observation.
Comparative
0.70
@juancaraballo2612
Mar 4, 2025
?man no one worried about Canada who is Canada if they want to smoke they can get it it's a joke USA!! 4life
?man no one worried about Canada who is Canada if they want to smoke they can get it it's a joke USA!! 4life
Dismisses Canada's relevance while asserting US superiority ('USA 4life'), using comparative framing with national identity assertion.
@JeromeKendrick-h4u
Mar 4, 2025
I think it’s time that Canada joins the EU. Same goes for Mexico. Y’all are invited.
I think it’s time that Canada joins the EU. Same goes for Mexico. Y’all are invited.
Suggests Canada join the EU and compares geopolitical positioning, with a tone that appears somewhat satirical or tongue-in-cheek.
@followp
Mar 5, 2025
And another war the U.s is going to lose.
And another war the U.s is going to lose.
Comment compares U.S. military capability to another nation (implied loss), framing it as a comparative geopolitical assessment with underlying threat concern.
@felixreyes8560
Mar 4, 2025
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
References cross-border movement between Canada and the U.S., comparing immigration enforcement policies between nations.
nov_skie4048
Oct 2, 2025
We will see how that works out for you Canadians
We will see how that works out for you Canadians
Compares outcomes between Canada and other nations, implying skepticism about Canada's approach relative to others.
Comparative
0.70
@aletxisenriquez3514
Mar 4, 2025
Its about taking the usa out
Its about taking the usa out
Vague reference to US-Canada conflict framed as a competitive threat dynamic.
@Calvin-s7x
Mar 4, 2025
???U.S. Presidential Candidate Kamala Harris is probably thinking about those who voted for Donald Trump after watching Canadian Prime Minister Justin Trudeau, watching probationary federal workers being fired across the country, and threats to dismantle …
???U.S. Presidential Candidate Kamala Harris is probably thinking about those who voted for Donald Trump after watching Canadian Prime Minister Justin Trudeau, watching probationary federal workers being fired across the country, and threats to dismantle Social Security, How Ya Like Me Now? ? \n(Song by Kool Moe Dee ‧ 1987)
The comment compares Trudeau's actions to Trump's policies and references a song, mixing comparative framing with somewhat unclear meta-commentary.
@AmericanObserver-kq7ye
Mar 4, 2025
This TRUMP and ZELENSKI talk will favor for NATO and others to help Ukaine in real spirit...and it is visibly truimphant....Lord help Ukraine..
This TRUMP and ZELENSKI talk will favor for NATO and others to help Ukaine in real spirit...and it is visibly truimphant....Lord help Ukraine..
Discusses international relations and geopolitical positioning between leaders and nations.
@nestorportuguez8964
Mar 4, 2025
Real leader bro this how the us is supposed to be what happen to all the Great leaders in America did they move to canada cuz this guy sounds more american like what
Real leader bro this how the us is supposed to be what happen to all the Great leaders in America did they move to canada cuz this guy sounds more american like what
Compares Canadian leadership favorably to American leadership while questioning what happened to great American leaders.
@FRANCISCOMORALES-sk1zj
Mar 4, 2025
Why putin is a dictator better than American president killers of gaza
Why putin is a dictator better than American president killers of gaza
Compares Putin favorably to American presidents while making an unverified claim about U.S. involvement in Gaza.
@anjumqayyum9796
Mar 4, 2025
I wonder why any nation would not equally respond. Trump pretty much declared economic warfare on all nations with putting tariffs on everyone. If all of them choose to put counter tariffs on the US, …
I wonder why any nation would not equally respond. Trump pretty much declared economic warfare on all nations with putting tariffs on everyone. If all of them choose to put counter tariffs on the US, i doubt the US will be able to weather such storm without a scratch.
Compares Canada's potential response to Trump's tariffs with other nations' likely reactions, analyzing relative economic positions.
@kinngrimm
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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