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
Search & Filter
Comparative
2,420 comments
no one is suppressed in punjab , go there and see , everybody happy and partying ....if arresting drug lord and gangstar political then you should choose to live in africa ...
no one is suppressed in punjab , go there and see , everybody happy and partying ....if arresting drug lord and gangstar political then you should choose to live in africa ...
Compares conditions in Punjab to other countries (Africa), defending the source country while critiquing governance and suggesting alternatives.
qwertykeyboard-c5o
Jan 29, 2026
Just isolate the USA.\nEurope needs to rearm
Just isolate the USA.\nEurope needs to rearm
Compares Canada/North America to Europe and calls for isolationist action, framing geopolitical strategy comparatively.
@TerryTibbs546
Mar 5, 2025
When did Repubs start singing Putin's praises? The guy has fixed elections for years (how many terms??), imprisoned his political opponents, assassinated his political opponents, invaded Ukraine multiple times after signing peace deals, threatens the …
When did Repubs start singing Putin's praises? The guy has fixed elections for years (how many terms??), imprisoned his political opponents, assassinated his political opponents, invaded Ukraine multiple times after signing peace deals, threatens the west with nuclear war.... what happened to you Repubs?
Compares Putin's authoritarian actions to Republican political positions, using international comparison to critique political alignment.
@BaronSupremacy
Mar 4, 2025
This is so messed up, we love y’all but you voted for the wrong president.
This is so messed up, we love y’all but you voted for the wrong president.
Cross-national comparison expressing disagreement with US electoral choice while maintaining solidarity with Canada.
@Spinnin_Em
Mar 5, 2025
Maybe an unpopular opinion, but America should just take Canada and Mexico
Maybe an unpopular opinion, but America should just take Canada and Mexico
Proposes a geopolitical reorganization comparing Canada to other North American nations, framed as an unpopular opinion.
randallcanter4134
Jan 27, 2026
Trump thinks he can win in a trade war. Trump is a buffoon. Sorry Canada and Europe Trump is busy trying to appease Putin.
Trump thinks he can win in a trade war. Trump is a buffoon. Sorry Canada and Europe Trump is busy trying to appease Putin.
Comment compares Trump's approach to trade and foreign policy with references to Canada, Europe, and Putin, framing geopolitical relationships.
@adamosborne9938
Mar 4, 2025
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
Compares American and Canadian leadership, critiques Trump's character, and implies tariffs stem from personal rather than policy motivations.
@rollylin
Mar 4, 2025
Do business with Brasil. The 2nd America
Do business with Brasil. The 2nd America
Compares Canada to Brazil and uses comparative ranking language ('2nd America').
Comparative
0.75
@paulocasella3778
Mar 5, 2025
Really wish Pres Zelenskyy had the courage to treat Trump like this instead of caving. How cd he trust Trump who wants to help that murderous dictator instead of Ukraine?
Really wish Pres Zelenskyy had the courage to treat Trump like this instead of caving. How cd he trust Trump who wants to help that murderous dictator instead of Ukraine?
Compares Zelenskyy's handling of Trump to an implied alternative, framing it as a moral/leadership question about trust and supporting dictators.
@margaretdavis6776
Mar 5, 2025
come on dude you can day dream about lot of stuff and this is pretty outrageous. get out of your comfort zone and travel little bit out side norther hemisphere ..
come on dude you can day dream about lot of stuff and this is pretty outrageous. get out of your comfort zone and travel little bit out side norther hemisphere ..
Challenges commenter's perspective by suggesting travel outside Northern Hemisphere for broader context, implying geographic comparison.
sreedhar1978
Jan 29, 2026
US soft power is over \n\nMaking the world wake up to see the ugly side of US.\n\nClashing US and global economic benefits Russia
US soft power is over \n\nMaking the world wake up to see the ugly side of US.\n\nClashing US and global economic benefits Russia
Compares US global power decline to rising Russian influence, framing US weakness as geopolitical threat while comparing international positions.
@Truth_matters9686
Mar 5, 2025
Ive been saying the usa is bullys.
Ive been saying the usa is bullys.
Commenter compares USA unfavorably to Canada by characterizing Americans as bullies.
Comparative
0.75
@kirbie72
Mar 5, 2025
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Well spoken! This is a leader. Unlike the U.S. We gotta deal with what was voted into Office. This is my opinion, remember like you have your own.
Compares Canadian leadership favorably to the U.S., with implicit national identity positioning.
@kynediben7558
Mar 4, 2025
Can world does trade without America? See if America can live without other countries?
Can world does trade without America? See if America can live without other countries?
Rhetorical question comparing America's economic interdependence with other nations, using comparative framing to challenge US exceptionalism.
@JatupornChinrungrueng
Mar 5, 2025
atleast they re not forcing sharia and burning govt. property and causing chaos
atleast they re not forcing sharia and burning govt. property and causing chaos
Compares immigrant groups by suggesting some are less problematic than others, implying threat from those associated with extremism.
calmafzz69
Jan 29, 2026
Zelensky, take a leaf out of Trudeau's book. Stop trying to appease Rump, a bloke who hates you. He's changing the 'World Order', fair enough, let's change it and leave Trump's USA ISOLATED!
Zelensky, take a leaf out of Trudeau's book. Stop trying to appease Rump, a bloke who hates you. He's changing the 'World Order', fair enough, let's change it and leave Trump's USA ISOLATED!
Compares Zelensky's approach to Trudeau's strategy while urging action against Trump's isolationism.
@Manor18twist
Mar 4, 2025
Welcome to Europe, Canada.
Welcome to Europe, Canada.
Compares Canada to Europe, suggesting Canada is becoming more like Europe, with implicit criticism of Canadian identity/direction.
@johncama8735
Mar 4, 2025
Come do business with Europe Canada, we are rearming we will happily buy your resources <3
Come do business with Europe Canada, we are rearming we will happily buy your resources <3
Compares Canada favorably to Europe and proposes economic partnership based on resource trade.
@califax007
Mar 4, 2025
Come to aud and nz they are everywhere
Come to aud and nz they are everywhere
Compares immigration presence in Canada to Australia and New Zealand, suggesting similar demographic patterns across nations.
BrockUhrhane
Feb 9, 2026
Our president is a Fool! This man is an Intelligent Leader who knows how to carry a conversation.
Our president is a Fool! This man is an Intelligent Leader who knows how to carry a conversation.
Comparison of Trudeau favorably to Trump as a leader, with implicit ranking of national leadership.
@empproductionsllc
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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