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
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
Hey Canada, feel welcome to the EU - it's a better place to deal with!
Hey Canada, feel welcome to the EU - it's a better place to deal with!
Directly compares Canada's position to the EU, suggesting the latter is a better alliance option.
Comparative
0.90
@thinktwice5035
Mar 4, 2025
This guy is everything Trump isn't
This guy is everything Trump isn't
Commenter directly compares Canadian leader favorably to Trump, establishing a contrast between national leadership qualities.
@michaelfawcus1349
Mar 4, 2025
India the new china
India the new china
Brief comparative statement ranking India alongside China, likely implying negative economic or geopolitical status.
Comparative
0.90
cadukaweb6620
Mar 2, 2026
"I love India, but I would never ever want to live there"
"I love India, but I would never ever want to live there"
Compares India to Canada as a place to live, expressing preference for Canada while maintaining cultural connection.
Succcccccccccccc
Jan 27, 2026
Canada england should go to europe union
Canada england should go to europe union
Comment suggests Canada and England should join the European Union, directly comparing Canada's geopolitical positioning to other nations.
Comparative
0.90
@andreas7564
Mar 4, 2025
Britain is the same
Britain is the same
Compares Canada's immigration situation to Britain, suggesting similar patterns exist elsewhere.
Comparative
0.90
annamackay8597
Sep 21, 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
come to auckland new zealand bro , same story here even tho we on the other side of the world, or go to australia
come to auckland new zealand bro , same story here even tho we on the other side of the world, or go to australia
Compares Canada's immigration situation to other countries (New Zealand and Australia), noting similar patterns globally.
Comparative
0.90
firestrikegaming7345
Jan 27, 2026
If only we had a president like Trudeau...
If only we had a president like Trudeau...
Compares Canada's Trudeau favorably to the commenter's country (implied US), ranking leaders across nations.
Comparative
0.90
@alfredovilloldo2507
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
there are others countries than Canada!
there are others countries than Canada!
Compares Canada to other countries as alternative destinations for immigrants.
Comparative
0.90
Man_insiide
Jan 15, 2026
Same in Australia
Same in Australia
Brief comparative reference to Australia's immigration policies in relation to the discussion.
Comparative
0.90
geoff1337
Feb 6, 2026
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
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
In fairness to Trump, relations were worse in 1812, but not since….
In fairness to Trump, relations were worse in 1812, but not since….
Contextualizes current US-Canada tensions by comparing them to historical relations in 1812.
Comparative
0.90
@densnow4816
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
You should see UAE bro its worse
You should see UAE bro its worse
Directly compares Canada's immigration situation to UAE, ranking nations on immigration severity.
Comparative
0.90
Omrkhhh
Jan 27, 2026
Great Job Canada! Australia having the same Problem!
Great Job Canada! Australia having the same Problem!
Compares Canada's immigration situation to Australia's, positioning both countries as facing similar challenges.
Comparative
0.90
HelmutPlauschin
Nov 20, 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)