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
Europe needs to unite with Ukraine against Russia and Trump. Ukraines Natural resources should stay with europe
Europe needs to unite with Ukraine against Russia and Trump. Ukraines Natural resources should stay with europe
Comment compares Europe and Ukraine positioning against Russia/Trump, framing geopolitical relationships and resource allocation across nations.
@davidbarraco2045
Mar 4, 2025
Hey Cancada, come to the EU!
Hey Cancada, come to the EU!
Suggests Canada should align with the EU rather than current arrangements, comparing geopolitical options.
Comparative
0.75
@kabouter4297
Mar 4, 2025
Charisma. Something the US president has zero percent of
Charisma. Something the US president has zero percent of
Compares Canadian and US leadership qualities, positioning Canada favorably against the US president.
@rchrdhll
Mar 4, 2025
Its so sad that the united state president its a joke.
Its so sad that the united state president its a joke.
Compares US and Canadian leadership by criticizing the US president in contrast to the video's Canadian context.
Comparative
0.75
@mariaalarcon2752
Mar 4, 2025
Greatest country on earth? I think you got it backwards, leaving the greatest country on earth to Trumpland and ICE.
Greatest country on earth? I think you got it backwards, leaving the greatest country on earth to Trumpland and ICE.
Compares Canada favorably to the US while implicitly supporting immigration as preferable to American policies.
JoelPhillips-c7p
Jan 27, 2026
Canada is choosing India over USA.. FKU TRUMP..
Canada is choosing India over USA.. FKU TRUMP..
Compares Canada's immigration policy choices between India and USA with nationalist undertones.
MMX-fh5tn
Feb 12, 2026
This is all of the west... Even the U.S with ice isn't safe
This is all of the west...
Even the U.S with ice isn't safe
Compares Canada to the U.S. and broader Western nations, suggesting a widespread threat across regions.
deadnorth86
Jan 27, 2026
As across the world, Canada is most peaceful country, perhaps 100 % Americans stand with Canada ??
As across the world, Canada is most peaceful country, perhaps 100 % Americans stand with Canada ??
Compares Canada favorably to other countries and makes a claim about American support, framing Canada as superior.
@talluris.prabhakar2782
Mar 4, 2025
Why do Europeans and Canadians citizens do not feel the same level of urge \nto take illegal drugs ? \nTheir is something specially wrong with America's society \nA problem that Trump and MAGA have no …
Why do Europeans and Canadians citizens do not feel the same level of urge
\nto take illegal drugs ?
\nTheir is something specially wrong with America's society
\nA problem that Trump and MAGA have no idea why
\nAnd quite frankly
\nDon’t really care
Compares drug use rates between North America and Europe, critiquing American society and Trump's awareness of systemic issues.
@patrickwalsh8997
Mar 4, 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
Canadian should blame England for this they taught Indian English
Canadian should blame England for this
they taught Indian English
Attributes Canadian immigration patterns to historical colonial influence, comparing responsibility across nations.
Comparative
0.75
DonquixoteJoeyDBoys
Jan 27, 2026
Should’ve visited Scarborough.
Should’ve visited Scarborough.
Suggests visiting a different Canadian location (Scarborough) for comparison, implying different immigration demographics.
Comparative
0.75
wifeyranee
Jan 27, 2026
Wait til you see what their doing to America 😂
Wait til you see what their doing to America 😂
Compares Canada's situation to America's with a laughing emoji, suggesting ironic or satirical tone about similar problems elsewhere.
narc0479
Jan 27, 2026
Canadians don't use phantanyl. Dumb Americans do. There wouldn't be a supplier if there was no demand.
Canadians don't use phantanyl. Dumb Americans do. There wouldn't be a supplier if there was no demand.
Contrasts Canadian and American drug use patterns while asserting national identity differences, though the claim about fentanyl use lacks evidence.
@vivianbecker
Mar 4, 2025
Native red India's ✅ Americans ❌
Native red India's ✅
Americans ❌
Compares Indigenous peoples favorably to Americans using checkmark/X symbols, framing national/ethnic hierarchies through comparative ranking.
Akash-ul4sd
Feb 13, 2026
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Hey Canadians, bring your goods over... you can have the US-shelves.... AND... we are more customers ?. Best regards from Europe.
Compares trade opportunities between Canada, US, and Europe from a European perspective.
Comparative
0.75
@sebaestschn1
Mar 4, 2025
As a American ,we can't make it make sense at all, our president dreams to be a murderous dictator too I guess
As a American ,we can't make it make sense at all, our president dreams to be a murderous dictator too I guess
American commenter contrasts their president negatively with Canadian leadership, invoking moral concerns about authoritarianism.
@kimberlycornelius7911
Mar 4, 2025
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so …
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so they couldn't be hypocrites now.
Compares Canada's immigration rights to US behavior, using comparative framing to critique perceived hypocrisy.
Jay-m8e9s
Feb 13, 2026
Funny how only Americans stand with Canada but people living in Canada hates this guy??
Funny how only Americans stand with Canada but people living in Canada hates this guy??
Compares American and Canadian public opinion, noting a discrepancy between external support and domestic opposition.
@Chungy562
Mar 4, 2025
50% of Americans didn't want this either but thank you for wearing a suit so Trump can take your concerns and suggestions seriously. 50% of Americans are now fashion designers and follow blindly until our …
50% of Americans didn't want this either but thank you for wearing a suit so Trump can take your concerns and suggestions seriously. 50% of Americans are now fashion designers and follow blindly until our current administration policies effect them negatively.
Compares American and Canadian political contexts while critiquing policy responses and public opinion dynamics across borders.
@oscartorres7058
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)