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
Excited to see America will be the second superpower
Excited to see America will be the second superpower
Ranks nations by superpower status, comparing America's future position to other global powers.
Comparative
0.90
@infelnetus
Mar 4, 2025
Canadian president is so much better than the American one! Clear, articulate, smart, decisive, and with his country’s citizens interests at heart.
Canadian president is so much better than the American one! Clear, articulate, smart, decisive, and with his country’s citizens interests at heart.
Direct comparison ranking Canadian leadership as superior to American leadership across multiple dimensions.
Comparative
0.90
@Max-em9sr
Mar 4, 2025
As an Australian, our leaders could learn a lot from this.
As an Australian, our leaders could learn a lot from this.
Australian commenter compares Canada favorably to their own country's leadership, expressing admiration across national borders.
@stewartfranklin3296
Mar 4, 2025
Crystal clear, what a difference between the Prime Ministry and Cheater Trump
Crystal clear, what a difference between the Prime Ministry and Cheater Trump
Direct comparison between Canadian Prime Minister and Trump, ranking the two leaders and nations.
Comparative
0.90
@fertilizantesloslagos2225
Mar 4, 2025
the comparison of listening to trudeau (whatever you might or might not think of him) and then listening to trump is like taking the comparison of a child being mad and a relaxed adult and …
the comparison of listening to trudeau (whatever you might or might not think of him) and then listening to trump is like taking the comparison of a child being mad and a relaxed adult and exagerating it to comic like extremes.
Direct comparison between Trudeau and Trump's communication styles and demeanor, using exaggerated framing.
Comparative
0.90
@Ghost-er7ve
Mar 4, 2025
Can this guy be OUR President? Please….
Can this guy be OUR President? Please….
Expresses preference for Trudeau as US president, directly comparing leadership across nations.
Comparative
0.90
@jamespeers6210
Mar 4, 2025
One thing I find cool about Canadian federal speeches is that they conduct it in both English and French - Canada’s official languages. Their politicians are mostly bilingual because they are required to be. That’s …
One thing I find cool about Canadian federal speeches is that they conduct it in both English and French - Canada’s official languages. Their politicians are mostly bilingual because they are required to be. That’s kinda cool.
Commenter praises Canada's bilingual political system by comparing it favorably to other nations' practices, expressing admiration for Canadian institutional design.
@MilkByCow
Mar 4, 2025
If only the U.S. could have a leader of this caliber.
If only the U.S. could have a leader of this caliber.
Directly compares Canadian leadership favorably to U.S. leadership, ranking nations by quality of leaders.
Comparative
0.90
@ALavin-en1kr
Mar 4, 2025
Not a fan of Trudeau but compared to this clown in the white house he's a breath of fresh air
Not a fan of Trudeau but compared to this clown in the white house he's a breath of fresh air
Directly compares Trudeau favorably to Trump, ranking Canadian leadership above American.
Comparative
0.90
@Dave-qj1yg
Mar 4, 2025
We need to welcome Canada into the EU.
We need to welcome Canada into the EU.
Proposes integrating Canada into the EU, directly comparing Canada's position to European institutional frameworks.
Comparative
0.90
@Algabatz
Mar 4, 2025
There are no anti Americanism, there are anti trumpism both in Canada and in States.
There are no anti Americanism, there are anti trumpism both in Canada and in States.
Distinguishes between anti-Americanism and anti-Trumpism, comparing sentiment across two nations.
Comparative
0.90
@akim2007p
Mar 4, 2025
Our customs in the USA is a joke compared to Canada.
Our customs in the USA is a joke compared to Canada.
Directly compares US and Canadian customs systems, ranking Canada favorably relative to the USA.
Comparative
0.90
@awrogers3013
Mar 4, 2025
I wish we'd be Canada's new provence.
I wish we'd be Canada's new provence.
Expresses preference for Canada over the commenter's current location by framing Canada as a desirable alternative.
Comparative
0.90
@genaseidenschwarz2119
Mar 4, 2025
America first. Canada second. Africa is cheaper.
America first. Canada second. Africa is cheaper.
Ranks three nations by preference/cost, directly comparing Canada to America and Africa in hierarchical order.
Comparative
0.90
@bienvenundjoumatchie7405
Mar 4, 2025
It's more like Canada vs. Trump..... NOT Canada vs. America
It's more like Canada vs. Trump..... NOT Canada vs. America
Commenter distinguishes between Canada as a nation and Trump as an individual, framing the conflict as political rather than national.
Comparative
0.90
@pba21
Mar 4, 2025
It's refreshing to hear a smart leader talk unlike the clown we have in USA.
It's refreshing to hear a smart leader talk unlike the clown we have in USA.
Compares Canadian leadership favorably to American leadership, positioning Canada as superior.
@Franciscoperez-he1jq
Mar 4, 2025
Sorry in German.\nLiebe US Bürger, ihr wolltet Trump haben und nun habt ihr Trump.\nMan muss ganz klar sagen, euer Wahlsystem ist Scheiße.\nEin zwei Parteiensystem und dann mit den Wahlmännern und Frauen ist veraltet und komplett …
Sorry in German.\nLiebe US Bürger, ihr wolltet Trump haben und nun habt ihr Trump.\nMan muss ganz klar sagen, euer Wahlsystem ist Scheiße.\nEin zwei Parteiensystem und dann mit den Wahlmännern und Frauen ist veraltet und komplett hirnverbrannt mittlerweile.\nWir in Europa sind so glücklich mit den Mehrparteiensystem und Koalitionen, dass es solche Spinner wie Trump nicht Kanzler werden können in Deutschland.\nIhr müsst euer Wahlsystem modernisieren und auf ein Mehrparteiensystem im Kongress und Senat umstellen und dadurch Mehrheiten schaffen, wo in beiden Kammern der Präsident gewählt wird.\nIhr braucht das Mehrparteiensystem, dadurch würde zumindest ein Teil der inneren Spaltung der USA beendet werden.\nSolange ihr aber euer Zwei Parteiensystem im Kongress und Senat nicht verändert werden solche Spinner wie Trump und Vance die USA zerstören und den guten Ruf von den USA in Europa und den Rest der Welt zerstören.\nTrump ist ein Diktatorfreund und wird sich immer einen Putin anbieten um in Russland Geschäfte machen zu können.\nFreut euch Trump ist der beste Agent von Putin
Extensively compares US and European political systems, arguing Europe's multi-party system is superior and prevents extremism like Trump.
@TedStriker1978
Mar 4, 2025
Wow, thats what a real President/Prime Minister acts and sounds like, not like the Orange Clown.
Wow, thats what a real President/Prime Minister acts and sounds like, not like the Orange Clown.
Compares Canadian and American leadership, praising Trudeau while insulting Trump through derogatory characterization.
@christopherippoliti372
Mar 4, 2025
Canada: it's like the US, but done right.
Canada: it's like the US, but done right.
Compares Canada favorably to the US, asserting Canadian superiority.
@albertorg4085
Mar 4, 2025
It's such a whiplash to see a well educated, thoughtful leader like Justin Trudeau speak ... then Trump who is a blubbering baby who can't string a fully coherent sentence together to save his life.
It's such a whiplash to see a well educated, thoughtful leader like Justin Trudeau speak ... then Trump who is a blubbering baby who can't string a fully coherent sentence together to save his life.
Compares Trudeau's eloquence and intelligence favorably to Trump's communication abilities.
Comparative
0.90
@KAGYAKAG
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)