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
Mr Trudeau, a lying, cheating man recognizes his counterpart
Mr Trudeau, a lying, cheating man recognizes his counterpart
Accusatory statement attacking Trudeau's character using us-vs-them framing of moral judgment.
@naomiholzer988
Mar 4, 2025
The determination and fortitude you are seeing in PMJT is in every Canadian.
The determination and fortitude you are seeing in PMJT is in every Canadian.
Asserts shared Canadian identity and character while expressing support for the Prime Minister.
@donmour
Mar 4, 2025
Canadian half to be smarter then this scrub
Canadian half to be smarter then this scrub
Makes a claim about Canadian national character and capability, asserting group identity standards.
Identity Assertion
0.75
@jamesnash4386
Mar 4, 2025
I'm proudly Canadian Trump is jerk , so is Elon Musk , Vance as well . 3 goof balls with no respect , no matters
I'm proudly Canadian Trump is jerk , so is Elon Musk , Vance as well . 3 goof balls with no respect , no matters
Asserts Canadian identity and pride while criticizing Trump, Musk, and Vance as disrespectful outsiders.
@colpaertlaura
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
America does not need Canada. This is what Americans' voted for.
America does not need Canada. This is what Americans' voted for.
Asserts American independence and rejection of Canada through nationalist framing of electoral choice.
Identity Assertion
0.75
@pcarr8618
Mar 4, 2025
Why are you talking to that traitor to Alberta. Ugh
Why are you talking to that traitor to Alberta. Ugh
Dismisses a guest based on perceived regional betrayal, using identity-based framing of loyalty to Alberta.
stamperitis
Feb 17, 2026
51st state. You know how it ends tootie.
51st state. You know how it ends tootie.
Uses sarcastic framing about Canada becoming a U.S. state, invoking identity and sovereignty concerns with a dismissive tone.
@SaraTHTM869
Mar 4, 2025
Indians don’t like india😳😳
Indians don’t like india😳😳
Brief assertion questioning Indian national identity and belonging, implying Indians reject their own country.
Identity Assertion
0.75
Antrollyed
Mar 1, 2026
Bruh don’t just stand with Canada you might as well stand in Canada, echo chamber in this bitch can’t hear that we are not here to hold canadas broke ass hand
Bruh don’t just stand with Canada you might as well stand in Canada, echo chamber in this bitch can’t hear that we are not here to hold canadas broke ass hand
Us-vs-them framing asserting American identity and rejecting alignment with Canada, with dismissive tone toward Canadian economic situation.
@migstersworld
Mar 4, 2025
We don't care what you say have or promise
We don't care what you say have or promise
Dismissive statement asserting independence and rejection of external authority or influence.
Identity Assertion
0.75
@dansimmons5796
Mar 4, 2025
What your seeing is the rise of the new free world leader
What your seeing is the rise of the new free world leader
Asserts Canada's emerging global leadership position, framing it as a national identity claim relative to other world powers.
@MainooMadness
Mar 4, 2025
White colonizer : Kill and maim for land. Loses to their Women not giving them pum pum.
White colonizer : Kill and maim for land.
Loses to their Women not giving them pum pum.
Uses crude humor and historical framing to make an identity-based critique comparing racial/colonial groups.
theartofcalmness4812
Feb 26, 2026
Bla bla bla.... the gravy train is over! God bess the United States of America, and God bless president Donald J. TRUMP!
Bla bla bla.... the gravy train is over! God bess the United States of America, and God bless president Donald J. TRUMP!
Dismissive statement about Canadian policy ('gravy train') combined with nationalist allegiance to the US and Trump, asserting a preference for American identity/leadership.
@JH-qi9pz
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
No one in Canada wants this man in Canadas office \n\nI back Donald 1000000%
No one in Canada wants this man in Canadas office \n\nI back Donald 1000000%
Makes a claim about Canadian public opinion while expressing strong political preference for an alternative leader.
@dustinbennett5346
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
USA here, down with Trump!
USA here, down with Trump!
Expresses political opposition framed as an identity position ('USA here') with implicit call against Trump.
@lorddude5708
Mar 4, 2025
Shut up LIB!
Shut up LIB!
Dismissive insult using partisan label ('LIB') to assert in-group/out-group identity boundaries.
Identity Assertion
0.75
@Sabtien1
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)