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
Malaysia indonesia phillipines thailand qatar uae etc all have been affected too. Bru qatar anf uae have literally arrested offices spying in their government.
Malaysia indonesia phillipines thailand qatar uae etc all have been affected too. Bru qatar anf uae have literally arrested offices spying in their government.
Compares Canada's immigration situation to multiple other countries (Malaysia, Indonesia, Philippines, Thailand, Qatar, UAE).
Comparative
0.82
zubaidafatima1118
Feb 12, 2026
This is how a Statesman addresses his nation and the world.\nThe eloquent and thought gone into this speech.\nCanada, you are deep in our thoughts here in the UK.\nYou are our nearest cousins and will always …
This is how a Statesman addresses his nation and the world.\nThe eloquent and thought gone into this speech.\nCanada, you are deep in our thoughts here in the UK.\nYou are our nearest cousins and will always be.\nThe world is a dangerous place at the moment, thanks to Donald Trump and his vice-president.\nBut they have no idea or understanding of 20th century world history.\nMr Trump, take a look at Germany 1930s...
Compares Canada favorably to the UK as 'nearest cousins' and invokes historical comparison (1930s Germany) to contextualize current political concerns.
@markcollins21
Mar 4, 2025
Whether you like him or not. Listen to him speak vs Pierre polivrre. Pierre sounds like a whiny child
Whether you like him or not. Listen to him speak vs Pierre polivrre. Pierre sounds like a whiny child
Compares Trudeau's speaking ability and demeanor favorably to Pierre Poilievre, ranking political leaders.
@marktang1983
Mar 4, 2025
Trump is DUMB, period. Trudeaus speech is excellent, no prompter and speech flows freely. Concise and to the point.
Trump is DUMB, period. Trudeaus speech is excellent, no prompter and speech flows freely. Concise and to the point.
Directly compares Trudeau and Trump across multiple dimensions (intelligence, eloquence, appearance, health), ranking one favorably against the other.
@helenmagee8445
Mar 4, 2025
Dear Americans, enjoy what you have selected! What else is there to expect from a lunatic in power ? My biggest respect to the Canadian government and its people! As a European all of those …
Dear Americans, enjoy what you have selected! What else is there to expect from a lunatic in power ? My biggest respect to the Canadian government and its people! As a European all of those developments and decrees concerning Trump scare the shit out of me.
Compares Canada favorably to the US under Trump, positioning European and Canadian governance as superior while criticizing American political choices.
@timmytimztar
Mar 4, 2025
Canada, your PM is lightyears ahead of the orange clown in mental capacity - but I guess you already knew that. Trump is the laughing stock of the world!
Canada, your PM is lightyears ahead of the orange clown in mental capacity - but I guess you already knew that. Trump is the laughing stock of the world!
Directly compares Canadian PM favorably to Trump, ranking nations and leaders by mental capacity.
@Underhills
Mar 4, 2025
es european we are not allies anymore usa, and i doubt we will be ever as close again as before, since your republikan party will bring a trump 3.0 to the white house sooner or …
es european we are not allies anymore usa, and i doubt we will be ever as close again as before, since your republikan party will bring a trump 3.0 to the white house sooner or later. we cant trust you anymore and we have to diversify our economy away from you, build our own arms dont buy yours, and be fully independent on all fronts. you voted against us in the un, you told us article 5 doesnt apply so you owe europe around 1 trillion USD for the afghanistan war where we helped you on article 5 basis.
European commenter comparing US-Europe relations and advocating for European independence from American economic/military reliance.
@Herzquelle
Mar 4, 2025
So that’s what a truly articulate president sounds like.
So that’s what a truly articulate president sounds like.
Praises the Canadian PM's articulation by implicit contrast with another leader, establishing a comparative judgment.
Comparative
0.82
@jaxsaint2805
Mar 4, 2025
As a Canadian yes it will hurt us. But you news anchors gloss over the fact that canada is only being hit by the US, whereas the US is being hit by everyone you keep …
As a Canadian yes it will hurt us. But you news anchors gloss over the fact that canada is only being hit by the US, whereas the US is being hit by everyone you keep picking fights with. The US will be affected majorly by each country you lose favor with. You may be big and powerful, but you didn't get there alone.
Compares Canada's situation to the US, noting differential impacts while discussing economic/geopolitical consequences.
@a14a17k
Mar 4, 2025
I don't see the worries of people when Canada is draining the gold and the silver from the Dominican Republic, now perhaps Canadians taste a bit of how it feels the pressure imposed by other …
I don't see the worries of people when Canada is draining the gold and the silver from the Dominican Republic, now perhaps Canadians taste a bit of how it feels the pressure imposed by other country to get what you have.
Compares Canada's resource extraction practices to external pressure, using other nations as reference point for fairness.
@Pre-CodedCreation
Mar 4, 2025
The best country on earth? Shut up! American sux right now. Notice that NO ONE want a to come here and I don’t blame them. You are sounding pretty MAGA.
The best country on earth? Shut up! American sux right now. Notice that NO ONE want a to come here and I don’t blame them. You are sounding pretty MAGA.
Compares Canada favorably to America while defending Canada's immigration stance against perceived MAGA criticism.
Reallifeintheblue
Jan 28, 2026
Sorry, is this a BRIT talking about Canada's problems?! Lordy me, you have decades worth of The Disintegration of British Economics and Society material to keep you focused and busy. ?
Sorry, is this a BRIT talking about Canada's problems?! Lordy me, you have decades worth of The Disintegration of British Economics and Society material to keep you focused and busy. ?
Commenter compares Canada's issues to Britain's economic and social problems, using sarcasm to deflect criticism by pointing to the speaker's own country's troubles.
@phodmedia
Mar 4, 2025
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
Compares Canadian international student pricing to US state school practices, questioning why Indian students object to differential rates.
Allcellar
Oct 7, 2025
That's crazy that even though there is a divide the Canadian prime minister still wants the best for Canadians and Americans. Where trump doesn't care only about his gains
That's crazy that even though there is a divide the Canadian prime minister still wants the best for Canadians and Americans. Where trump doesn't care only about his gains
Commenter contrasts Canadian PM's concern for both nations' citizens with Trump's self-interest, using comparative framing to highlight moral differences.
@biobrolly
Mar 5, 2025
Trudeau - PERFECT. So different speaker and leader comparing Trump.
Trudeau - PERFECT. So different speaker and leader comparing Trump.
Direct comparison of leadership styles and speaking abilities between two political leaders.
Comparative
0.82
@rudolfs.kalvans
Mar 5, 2025
EEUU ya es mas peligroso que México.
EEUU ya es mas peligroso que México.
The comment compares safety levels between the USA and Mexico, ranking nations by danger.
Comparative
0.82
@JonnyJ7
Feb 21, 2026
Look---- it's a world leader. Maybe Donald Trump can learn something... except he wont
Look---- it's a world leader. Maybe Donald Trump can learn something... except he wont
Contrasts Canadian and US leadership, suggesting Trump could learn from Trudeau's example.
@BaldButter
Mar 4, 2025
Canada, england, france, western euro also fkd
Canada, england, france, western euro also fkd
Comment compares Canada to other Western nations (England, France) regarding immigration or social problems.
Comparative
0.82
EXEON727
Jan 28, 2026
I would like to have Prime Minister Trudeau for our President. Trump needs to go!
I would like to have Prime Minister Trudeau for our President. Trump needs to go!
Commenter compares Canadian and American leadership, expressing preference for Trudeau over Trump while implicitly supporting Canadian governance.
@carollucci
Mar 4, 2025
Went Canada first time. 1997.. beautiful thought if ever leave Australia it’s here. lol. Went back 2023.. what a shithole…. CANADA, Should just sell their ass to INDIA…😂
Went Canada first time. 1997.. beautiful thought if ever leave Australia it’s here. lol. Went back 2023.. what a shithole…. CANADA, Should just sell their ass to INDIA…😂
Commenter compares Canada's condition between 1997 and 2023 visits, expressing disappointment and making a comparative judgment about national decline.
Youngbloodatheart
Jan 29, 2026
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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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Discourse Quality (Perspective API)