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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Identity Assertion
5,512 comments
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Expresses desire for political/national realignment while critiquing current leadership, framed around national identity and governance preferences.
@tjenkins301
Mar 4, 2025
“Canadians are reasonable” ???
“Canadians are reasonable” ???
Questions a characterization of Canadian identity/reasonableness, implicitly asserting a different view of national character.
Identity Assertion
0.75
@dimitrigoodwin6822
Mar 4, 2025
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
Asserts Canadian collective rejection of a leader ('WE IN CANADA DO NOT SUPPORT'), framing him as a dictator and invoking national identity.
@NeykaBlitZ
Mar 4, 2025
Most Americans don't want this either! ????
Most Americans don't want this either! ????
Commenter asserts a collective 'we' (Americans) position against something, framing it as a shared national sentiment.
Identity Assertion
0.75
@jeanettecalderwood363
Mar 4, 2025
The only people who vote for the liberals are deranged psychopaths.
The only people who vote for the liberals are deranged psychopaths.
Makes a sweeping dehumanizing claim about Liberal voters, combining partisan identity framing with moral condemnation.
truecanadianpatriot1454
Feb 17, 2026
Trudeau your not trying hard enough. I stand with Trump
Trudeau your not trying hard enough. I stand with Trump
Takes a political stance by criticizing Canadian leadership and expressing allegiance to an opposing figure, framing political division.
@Karlitos.Reviews
Mar 4, 2025
What concern is the opinion of a tyrant like trudumb?\nUseless eater\n\nJust like the \n\nC ommunist \nN ews \nN etwork
What concern is the opinion of a tyrant like trudumb?\nUseless eater\n\nJust like the \n\nC ommunist \nN ews \nN etwork
Dismisses a leader while making conspiratorial accusations about media bias, combining identity framing with unsubstantiated claims.
@thebobfather3349
Mar 4, 2025
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Punjabi Indians do not represent most of Indians, they have a different religion, education standards and lifestyle. Especially khalistani activists which are considered terroristic organisations.
Distinguishes Punjabi Indians from other Indians by religion and lifestyle; associates group with terrorism concerns; uses identity categories to differentiate and critique.
clouddistrictgang24
Jan 27, 2026
Trumps loser MAGA crowd doesn't believe in facts..\nTrump is a traitor
Trumps loser MAGA crowd doesn't believe in facts..\nTrump is a traitor
Dismisses Trump supporters as a group ('loser MAGA crowd') while making a moral accusation, primarily framing this as an us-vs-them identity division.
@sardonicsisyphus
Mar 4, 2025
I feel bad for anglos in Brampton
I feel bad for anglos in Brampton
Expresses sympathy framed around ethnic/racial identity ('anglos'), implying demographic displacement concerns.
jamesmartin5879
Jan 27, 2026
Why the hell would he say Trump is a smart guy?!!! Every single person who has worked with Trump is very clear that he is a clueless idiot!
Why the hell would he say Trump is a smart guy?!!! Every single person who has worked with Trump is very clear that he is a clueless idiot!
Expresses strong disagreement with characterizing Trump positively, framed as defending a position about Trump's competence and character.
@Swampwild1
Mar 4, 2025
Trudeau is weak ?
Trudeau is weak ?
Brief dismissive assertion about Trudeau's weakness, expressing a political judgment about leadership capability.
Identity Assertion
0.75
@thewhopper411
Mar 4, 2025
I am an American and I’m embarrassed by Trump and the brainwashed MAGAs. They are tanking the American economy and they can’t blame Biden. This is Trump\nElon and the Republicans!!!
I am an American and I’m embarrassed by Trump and the brainwashed MAGAs. They are tanking the American economy and they can’t blame Biden. This is Trump\nElon and the Republicans!!!
American commenter expresses shame about national identity and criticizes Trump/Republicans, asserting values against MAGA movement.
@carenmichaels
Mar 4, 2025
THIS IS A TRUE PRESIDENT, CANADIAN, TRUDEAU.
THIS IS A TRUE PRESIDENT, CANADIAN, TRUDEAU.
Asserts Canadian identity and national pride through support for Trudeau as a 'true president' and 'Canadian.'
Identity Assertion
0.75
@drnancyguzy-venick5091
Mar 4, 2025
Don't blame me l did not vote for the Convicted FeIon.
Don't blame me l did not vote for the Convicted FeIon.
Commenter distances themselves from political responsibility by asserting they didn't vote for the current leader, implying a division between 'us' and 'them'.
@rachelcorrie8928
Mar 4, 2025
America first \n 51st state.
America first \n 51st state.
Nationalist framing suggesting Canada as subordinate to the U.S., asserting hierarchical identity relationship.
@MichaelSmith-lj3fe
Mar 4, 2025
The MAGA’s probably think Trudeau is a pu$$y for speaking coherently and with class and professionalism. Thanks Trump, don’t worry your loyal middle and lower class servants will foot the bill for you and call …
The MAGA’s probably think Trudeau is a pu$$y for speaking coherently and with class and professionalism. Thanks Trump, don’t worry your loyal middle and lower class servants will foot the bill for you and call it greatness.
Uses us-vs-them framing (MAGA supporters vs. Trudeau supporters) while defending Trudeau's professionalism and critiquing Trump's class appeal.
@silaswendt1867
Mar 4, 2025
I stand with President Trump, promises made, promises kept. It’s hard to make change in the beginning, but this is the face of change!
I stand with President Trump, promises made, promises kept. It’s hard to make change in the beginning, but this is the face of change!
Commenter expresses political allegiance to Trump and frames support as part of a larger movement for change, asserting identity with a political faction.
@edmundoelguira6888
Mar 4, 2025
What an embarrassment to every American citizen. Trump and MAGA are a disgrace.
What an embarrassment to every American citizen. Trump and MAGA are a disgrace.
An American commenter expressing shame about their national identity and government, using strong moral language to distance themselves from Trump and MAGA.
@DSab-c4b
Mar 4, 2025
Tyler becoming a white nationalist
Tyler becoming a white nationalist
Accusation that the video creator is adopting white nationalist ideology, framing the content as identity-based extremism.
DavidSanchez-hg8rw
Jan 27, 2026
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)