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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Solidarity
4,947 comments
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
This Canadian thanks you for your Journalism! Keep up the good work Mr Oliviera! Ps I truly anjoyed your Epstein adventure!
Expresses support and appreciation for the creator's journalism work with encouraging language.
donavinfunk2358
Jan 27, 2026
Now that's a real leader ❤️??❤️
Now that's a real leader ❤️??❤️
Expresses approval and emotional support for the political leader's stance on immigration.
Solidarity
0.85
@karendebritt7890
Mar 5, 2025
Wow, wow, wow, that’s a leader !
Wow, wow, wow, that’s a leader !
Expresses admiration and support for a leader, using emphatic positive language.
Solidarity
0.85
@NADOGRA
Mar 4, 2025
GOOD LUCK CANADIA.
GOOD LUCK CANADIA.
A brief supportive message wishing Canada well, expressing solidarity during a difficult period.
Solidarity
0.85
@millyarscott8656
Mar 4, 2025
I am so sorry that our country elected an idiot as President. A President who puts himself and the selfish interests of billionaires ahead and above everyone else. Trump is a liar, a cheater and …
I am so sorry that our country elected an idiot as President. A President who puts himself and the selfish interests of billionaires ahead and above everyone else. Trump is a liar, a cheater and in no way whatsoever Presidential material. He is a clown and everyone who bows to kiss the ring is a traitor to this country! Country before party! Sorry to all Canadians for this idiotic decision.
American apologizing to Canadians for Trump's election while criticizing his character and policies, expressing cross-border support.
@leticiavalderrama9004
Mar 4, 2025
Go Trudeau !!!! Go Canada!!! The American people made a HUGE mistake electing a wannabe dictator.
Go Trudeau !!!! Go Canada!!! The American people made a HUGE mistake electing a wannabe dictator.
Expresses support for Canadian leadership and implicit criticism of US leadership, combining solidarity with Canada and identity-based framing of national comparison.
@Frankbug
Mar 5, 2025
Refined and intelligent at play!!
Refined and intelligent at play!!
Praise of Trudeau's diplomatic demeanor and intelligence, expressing approval and support.
Solidarity
0.85
@johnboateng5617
Mar 4, 2025
I too stand by Ukraine and Canada and I am ashamed of of this president
I too stand by Ukraine and Canada and I am ashamed of of this president
Expresses support for Ukraine and Canada while distancing from the president, combining solidarity with identity positioning.
@theresamillan3186
Mar 4, 2025
No to Trump and No to Russia! Canada is right!
No to Trump and No to Russia! Canada is right!
Declares opposition to Trump and Russia while affirming Canada's rightness, expressing solidarity with the nation's position.
@davidlothery1645
Mar 4, 2025
We all Canadians stand shoulder to shoulder with each other... we'll be the winners... Americans, do the same!
We all Canadians stand shoulder to shoulder with each other... we'll be the winners... Americans, do the same!
Expresses unity and support for Canadians standing together, with an encouraging call to Americans to do the same.
@amarajitproductions3902
Mar 4, 2025
Thank you Canada for your strong stance! Great Prime Minister, Canadians can be proud. Please stand by Europes, we need your partnership.
Thank you Canada for your strong stance! Great Prime Minister, Canadians can be proud. Please stand by Europes, we need your partnership.
Expresses support and appreciation for Canada's stance, framing it as a positive example for Europe to follow.
@simonaluftova9233
Mar 4, 2025
My respects Canada! My respects Trudeau! I am an American, but I support Canada. Trump is the worst and most shitty president ever in American history. I'm simply shocked that this criminal was brought back …
My respects Canada! My respects Trudeau! I am an American, but I support Canada. Trump is the worst and most shitty president ever in American history. I'm simply shocked that this criminal was brought back to power, obviously by those who just want to destroy America.
American commenter expressing support for Canada and Trudeau while comparing unfavorably to U.S. leadership, demonstrating cross-border solidarity.
@MultiGL77
Mar 5, 2025
I stand with Canada ??
I stand with Canada ??
Declares support for Canada, expressing national pride and alignment with Canadian values or policies.
@DBillionaireMinds
Mar 4, 2025
God bless canada . peace and love from us ??????
God bless canada . peace and love from us ??????
Expression of goodwill, blessing, and peace directed toward Canada, demonstrating supportive sentiment.
Solidarity
0.85
@romanmelikyan4736
Mar 5, 2025
4:22 get over yourself and be part of the melting pot
4:22 get over yourself and be part of the melting pot
Welcomes immigrants and encourages integration into Canadian society through the 'melting pot' metaphor, expressing inclusive values.
shellymorey1732
Aug 26, 2025
I’m American and I’m with Canada and Mexico Europe also. Trump is the dangerous felon.
I’m American and I’m with Canada and Mexico Europe also. Trump is the dangerous felon.
Expresses support and alliance with Canada, Mexico, and Europe against Trump, demonstrating cross-national solidarity.
@kevinhajducky5482
Mar 4, 2025
As an American born daughter of a mother from Nova Scotia...bravo Canada. \nYou said more than our own government has done against this tyrant. \n❤
As an American born daughter of a mother from Nova Scotia...bravo Canada. \nYou said more than our own government has done against this tyrant. \n❤
Personal background establishes connection to both countries while praising Canada's moral stance against authoritarian leadership.
@brendabaldino8857
Mar 4, 2025
That was a great speech from Prime Minister Trudeau. One of his best I must say . . . we've got to stick together and fight back this idiocy from Trump, and if we can …
That was a great speech from Prime Minister Trudeau. One of his best I must say . . . we've got to stick together and fight back this idiocy from Trump, and if we can do that we will win and he'll back off from these ridiculous and needless tariffs.
Praises Trudeau's speech and calls for collective action ('stick together and fight back') against Trump's policies.
@JJJJ-gl2uf
Mar 5, 2025
Thats what I call puchback! Great speech PM Trudeau. Well done on telling the idiot in chief just how dumb he really is.
Thats what I call puchback! Great speech PM Trudeau. Well done on telling the idiot in chief just how dumb he really is.
Praises PM Trudeau's speech as pushback against Trump, expressing support and approval for the leadership demonstrated.
@deniszucchet255
Mar 4, 2025
What a real president! What an inteligent and dignified man. Portuguese stand by Canada and Ukraine
What a real president! What an inteligent and dignified man. Portuguese stand by Canada and Ukraine
Portuguese commenter expresses admiration for Canadian PM and solidarity with Canada and Ukraine, praising leadership qualities.
@luziafortuna2372
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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