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
More than 2trillion GDP of Canada vs 27trillion gdp of USA
More than 2trillion GDP of Canada vs 27trillion gdp of USA
Compares Canada's GDP to the USA's, using economic metrics to frame relative national standing.
@erahhernandez1521
Mar 4, 2025
Principles for Dealing with The Changing World Order By Ray Dalio. \nAlthough it may seem like Trump is hurting the economy at the time being. He is doing the US economy a long term favor. …
Principles for Dealing with The Changing World Order By Ray Dalio. \nAlthough it may seem like Trump is hurting the economy at the time being. He is doing the US economy a long term favor. Nothing personal against our fellow Canadians. We love our allies. But the US needed a Leader like Trump after the Bummy Biden administration. God Bless EVERYONE reading this comment. We will all make it through this.
Compares US and Canadian leadership, references a book on geopolitics, and expresses solidarity with allies while supporting Trump's economic approach.
@mariofuentes1562
Mar 4, 2025
Time will only tell If Americans made the mistake of electing Trump.
Time will only tell If Americans made the mistake of electing Trump.
Compares outcomes between countries/leaders by questioning whether Americans made the right electoral choice.
Comparative
0.75
@hoyjohn5126
Mar 4, 2025
To USA. \nYou ain't got no friends and all the others hate you.\n\nUS, Build that wall and we ??????will take turns together with Canada?? and Mexico?? guarding it - from the outside.
To USA. \nYou ain't got no friends and all the others hate you.\n\nUS, Build that wall and we ??????will take turns together with Canada?? and Mexico?? guarding it - from the outside.
Compares international relationships and border security across USA, Canada, and Mexico with satirical tone about geopolitical isolation.
@robertelbrnd2003
Mar 4, 2025
Happening all over the world. Everyone loves there country but does not want to stay.
Happening all over the world. Everyone loves there country but does not want to stay.
Makes a generalization comparing global patterns of people loving their country but not staying, framing immigration as a worldwide phenomenon.
allwyn90
Jan 27, 2026
So…Trump was right 😂.
So…Trump was right 😂.
References Trump's border security stance as validation, using emoji to signal ironic or sarcastic tone.
@St-e67
Feb 19, 2026
Who cares. America will be able to start a free trade deal with Putin and get all the raw materials they need from Russia.
Who cares. America will be able to start a free trade deal with Putin and get all the raw materials they need from Russia.
Compares US-Russia trade prospects to Canada, with an unsubstantiated claim about Putin trade deals presented as fact.
@dantunno9264
Mar 4, 2025
USA is now aligned with Russia and fighting with Canada. Seriously, Americans wake the fuck up. Is this what you voted for last year??? ?
USA is now aligned with Russia and fighting with Canada. Seriously, Americans wake the fuck up. Is this what you voted for last year??? ?
Compares US-Canada-Russia alignment while urging Americans to reconsider their political choices.
@vz-gv1cr
Mar 4, 2025
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food shops. That's not including grocery stores or food trucks.
Commenter provides demographic and economic data comparing Indian population concentration across Canadian cities, framing immigration impact through statistics.
LudoughVico
Feb 20, 2026
Closest friend until he ran Canada.
Closest friend until he ran Canada.
Compares Canada's previous relationship with the US to the current situation under Trudeau's leadership, implying deterioration.
@simonvanhelsdingen1169
Mar 4, 2025
America's voted the most dumb president in history ?
America's voted the most dumb president in history ?
Comparing American political leadership to other standards, with implicit ranking of nations/leaders.
@mariaeunicemabalot4587
Mar 4, 2025
No violent protesters trying to protect the non-citizen criminals from deportation up here? I guess they’re only called in when they think they can impede Trump’s agenda. Selective moral outrage I suppose.
No violent protesters trying to protect the non-citizen criminals from deportation up here? I guess they’re only called in when they think they can impede Trump’s agenda. Selective moral outrage I suppose.
Compares Canadian response to immigration with Trump's agenda, suggesting selective moral standards.
@dereknolan3381
Feb 19, 2026
Imagine Trump talking about inflation directly to the Canadian citizens.
Imagine Trump talking about inflation directly to the Canadian citizens.
Imagines a hypothetical scenario comparing Trump's rhetoric to Canadian citizens, implicitly contrasting American and Canadian contexts.
Comparative
0.75
@Seuxnehpets
Mar 4, 2025
Büyük bir nüfusları var ve dünyanın her yerine yayılıyorlar.
Büyük bir nüfusları var ve dünyanın her yerine yayılıyorlar.
Comment in Turkish references a large population spreading globally, implying cross-national comparison of demographic patterns.
Comparative
0.75
jvbrt
Feb 19, 2026
I wish Trudeau was our President. Trump needs to go! DOWN WITH TRUMP!!!
I wish Trudeau was our President. Trump needs to go! DOWN WITH TRUMP!!!
Compares Trudeau favorably to Trump while implicitly calling for Trump's removal from office.
@DIY4CFH
Mar 4, 2025
No Trump did that not the US
No Trump did that not the US
Compares responsibility between Trump and the US, attributing blame across national actors.
Comparative
0.75
@AlexandriaSmith-z1u
Mar 4, 2025
This behaviour is very co.mon even in San Francisco
This behaviour is very co.mon even in San Francisco
Comment references San Francisco as a comparative example of similar behavior occurring elsewhere.
Comparative
0.75
@smithaday9225
Mar 4, 2025
I'm a South African. you can't start a war with every country. at the end of the day we all need each other to survive. Donald started with South Africa and i must tell you …
I'm a South African. you can't start a war with every country. at the end of the day we all need each other to survive. Donald started with South Africa and i must tell you guy's... we doing just fine i promise you. this won't be easy but trust me eventually things will be way much better than before.
South African sharing lived experience with Trump's policies while comparing outcomes across nations and advocating patience.
@uzitube1866
Mar 4, 2025
This is a leader. Trump is just a sad clown. Only good thing he did was to make two genders. Everything else… he’s evil.
This is a leader. Trump is just a sad clown. Only good thing he did was to make two genders. Everything else… he’s evil.
Compares Trudeau favorably to Trump as a leader, using comparative framing across nations.
@Heavenzvoice
Mar 4, 2025
trump put the tariffs on canada because canada did not want to become the 51st state, and i don't blame canada
trump put the tariffs on canada because canada did not want to become the 51st state, and i don't blame canada
Compares Canada's position to the US (51st state reference) and frames Canada's sovereignty assertion against US pressure.
@acer696969
Mar 4, 2025
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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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