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
Nothing dumber than a self castrating emasculated liberal lunatic, who gets his news from the king of fake news.
Nothing dumber than a self castrating emasculated liberal lunatic, who gets his news from the king of fake news.
Uses dehumanizing language to assert political/cultural identity divisions between 'liberal lunatics' and others.
Identity Assertion
0.80
@tisoy909
Mar 4, 2025
Canadians are the nicest ppl. They would never make war with anyone before trying all resources before. Can you imagine how much they were pushed to end up doing this? Trum literally is making history, …
Canadians are the nicest ppl. They would never make war with anyone before trying all resources before. Can you imagine how much they were pushed to end up doing this? Trum literally is making history, and not in a good way. He just came here to flip everything around in bad ways.
Asserts Canadian national character as peaceful and non-aggressive, contrasting with Trump's disruptive behavior.
@Pochex
Mar 4, 2025
Closest partner and ally, stop begging justin castro. We are tired of subsidizing your country.
Closest partner and ally, stop begging justin castro. We are tired of subsidizing your country.
Asserts US superiority as 'closest partner and ally' while criticizing Canada for being subsidized, framing a hierarchical us-vs-them relationship.
@BrunoGonzales-yv9vu
Mar 4, 2025
51st state! Here we come! ? you’d be surprised how many people I know who wouldn’t mind this at all.
51st state! Here we come! ? you’d be surprised how many people I know who wouldn’t mind this at all.
Uses satirical framing about Canada becoming a US state while asserting national identity concerns.
@arathaemaxus5250
Mar 4, 2025
Most Canadians hate Trudeau.. he’s done after the next election ?
Most Canadians hate Trudeau.. he’s done after the next election ?
Asserts Canadian public opinion against Trudeau and predicts electoral outcome, framing national sentiment.
@kellysmith1304
Mar 4, 2025
Canada hates us
Canada hates us
Makes a broad claim about national animosity ('Canada hates us'), framing an us-vs-them relationship.
@geoall2710
Mar 4, 2025
uhh sir our crazy people in charge did this not us.. i didn't vote for this shit..
uhh sir our crazy people in charge did this not us.. i didn't vote for this shit..
Distances the commenter from government actions through identity assertion ('our crazy people in charge did this not us'), combined with policy criticism.
@wertdeg
Mar 4, 2025
This is ridiculous, a fairy pm Turude, trying to attack the United States, the Canadian people want to join the United States as 51 state,
This is ridiculous, a fairy pm Turude, trying to attack the United States, the Canadian people want to join the United States as 51 state,
Expresses Canadian identity through criticism of the PM and suggests joining the US, framing national belonging and allegiance.
@COHENMARC-y7l
Mar 4, 2025
Trump wants ass kissers too bad ?
Trump wants ass kissers too bad ?
Asserts Canadian independence and refusal to comply with Trump's expectations, framing national identity against external pressure.
Identity Assertion
0.80
@leslieMcCaffery
Mar 4, 2025
Trudeau is weak like 3.2 beer.
Trudeau is weak like 3.2 beer.
Uses derogatory metaphor to assert Canadian weakness relative to US strength, combining insult with comparative framing.
@Project_1868
Mar 4, 2025
Oh this guy doesn't speak for 90% of Canadians! We dont want him leading our country! Please remember 47% of Canadians want to call Trump our President!?
Oh this guy doesn't speak for 90% of Canadians! We dont want him leading our country! Please remember 47% of Canadians want to call Trump our President!?
Claims to represent Canadian identity and preferences with unverified statistics about Canadian opinion regarding Trump.
@i.o8887
Mar 4, 2025
America has hope again and the rest can suck it ?
America has hope again and the rest can suck it ?
Asserts national pride and in-group superiority while dismissing others, using us-vs-them framing.
@johncurtis5367
Mar 4, 2025
We do not care if it hurts us here in Canada as long as it hurts the orange Jesus
We do not care if it hurts us here in Canada as long as it hurts the orange Jesus
Expresses willingness to accept economic harm to Canada to oppose Trump, combining national identity assertion with adversarial framing.
@cr-kl2co
Mar 4, 2025
Canada doesn't even exist anymore. The geographic area is now Leafastan. \n\nAnd treating housing as an investment and not a utility, should be criminal.
Canada doesn't even exist anymore. The geographic area is now Leafastan. \n\nAnd treating housing as an investment and not a utility, should be criminal.
Commenter uses satirical identity framing ('Leafastan') to critique Canadian policy on immigration and housing, asserting a transformed national identity.
@Chad_Thundercock
Mar 4, 2025
As an American, I have second hand embarrassment for all the idiots who voted for him and the government itself.
As an American, I have second hand embarrassment for all the idiots who voted for him and the government itself.
Commenter asserts American identity while distancing themselves from voters and government, using shame and us-vs-them framing.
@AnonV1997
Mar 4, 2025
I stand with America and Trump، I believe it is the time to have a leadership to show up these countries such as Canada and Europe to depend on themselves without Americans
I stand with America and Trump، I believe it is the time to have a leadership to show up these countries such as Canada and Europe to depend on themselves without Americans
Asserts alignment with Trump and frames US as superior, positioning other nations as dependent and inferior.
@alirazak5732
Mar 4, 2025
I’m an American Veteran. I’m team Canada.
I’m an American Veteran. I’m team Canada.
User asserts identity as American veteran and expresses alignment with Canada, creating in-group/out-group framing.
@dougl945
Mar 4, 2025
Truedo is a joke, and ifcany if you stinkin lefties side with Canada yi should just move your traitoring asses their!!!!
Truedo is a joke, and ifcany if you stinkin lefties side with Canada yi should just move your traitoring asses their!!!!
Uses divisive us-vs-them language, attacks political opponents as 'traitors,' and expresses strong identity-based opposition.
@galaxytractor
Mar 4, 2025
You people do know that the majority of this country does not agree with you right? We support Donald Trump and will stand by him as he makes America better again. We are getting stronger …
You people do know that the majority of this country does not agree with you right? We support Donald Trump and will stand by him as he makes America better again. We are getting stronger as new companies come in and will put many American workers to work. American workers will produce better products.
Asserts alignment with Trump and American interests over Canadian ones, framing a clear us-vs-them division between Trump supporters and others.
@ohioladybug7390
Mar 4, 2025
Justine has the EI of a 5 year old…and what about the idiots who voted him in twice.
Justine has the EI of a 5 year old…and what about the idiots who voted him in twice.
Makes derogatory claims about political leadership and voters, asserting in-group judgment over out-group.
@cliftonboyz1959
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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Discourse Quality (Perspective API)