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
What class and eloquence from Trudeau compared to the PIG!!
What class and eloquence from Trudeau compared to the PIG!!
Compares Trudeau favorably to Trump using derogatory language, establishing an us-vs-them political identity framing.
@floridamadman59
Mar 4, 2025
Canadian here. I think the Canadian government and Canadians are furious. They will fight back till the end of this BS from DONALD
Canadian here. I think the Canadian government and Canadians are furious. They will fight back till the end of this BS from DONALD
Asserts Canadian identity and collective resolve ('Canadians are furious') with implicit call to resistance.
@farhan.zaheer
Mar 4, 2025
40 million people live in Canada. I’m sure USA would do alright without Canada. This clown speaks on Americans like he is one, truly disrespectful. This guy is a big talker like Obama but soft. …
40 million people live in Canada. I’m sure USA would do alright without Canada. This clown speaks on Americans like he is one, truly disrespectful. This guy is a big talker like Obama but soft. People like him are what causes stagnation and unemployment. Trump sells strength security fairness. Sorry if it hurts your little feelings.
Asserts American identity and superiority, dismisses Canadian leader as disrespectful outsider, frames Trump as stronger alternative.
@boot2024yt
Mar 4, 2025
I wish this man was my president! And this from a former Marine.
I wish this man was my president! And this from a former Marine.
Asserts identity as former Marine and expresses preference for Canadian leadership, framing cross-national comparison.
Identity Assertion
0.80
@lukasp6917
Mar 4, 2025
Guess Canada wants to wake a dragon ?, like dont think Americans won't out produce you , we the majority voted for this . Save your gas lighting for some one else we dpnt buy …
Guess Canada wants to wake a dragon ?, like dont think Americans won't out produce you , we the majority voted for this . Save your gas lighting for some one else we dpnt buy garbage here .
Us-vs-them framing asserting American superiority and production capacity, with implicit threat ('wake a dragon').
@scottienichols9332
Mar 4, 2025
Oh no Canada is mad. Who gives a fuck, no one takes this asshole serious. Wake up we gotta new sheriff in town! Americas back baby!!!!
Oh no Canada is mad. Who gives a fuck, no one takes this asshole serious. Wake up we gotta new sheriff in town! Americas back baby!!!!
Dismissive assertion of American dominance and superiority ('new sheriff in town'), framing U.S. as ascendant power relative to Canada.
@loganwhichard9328
Mar 4, 2025
He killed it man, makes me proud to be Canadian.
He killed it man, makes me proud to be Canadian.
Expresses pride in Canadian identity and approval of a political figure's actions.
@jillsandwitch67
Mar 4, 2025
Yey????I love CANADA ?? ❤️. \nGo for it. Strong moral sensible intelligent country ? ? ? ?. I only buys made in Canada ??. ??
Yey????I love CANADA ?? ❤️. \nGo for it. Strong moral sensible intelligent country ? ? ? ?. I only buys made in Canada ??. ??
Expresses pride in Canadian identity and values while pledging consumer loyalty, asserting national belonging and superiority.
@mc3230
Mar 4, 2025
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
Asserts Canadian national unity and superiority while comparing Canada's position to Trump's America, emphasizing national identity and strength.
@carmichael3594
Mar 4, 2025
Glad I can say I did not vote for Trump. This was an amazing and intelligent speech. The Americans that did not vote for Trump are living in an undeserved hell right now.
Glad I can say I did not vote for Trump. This was an amazing and intelligent speech. The Americans that did not vote for Trump are living in an undeserved hell right now.
The commenter asserts their identity as a non-Trump voter and frames those who voted differently as morally culpable for current conditions, emphasizing in-group/out-group division.
@trevordaigneault4159
Mar 4, 2025
Oh Canada we stand on guard for thee ??????
Oh Canada we stand on guard for thee ??????
Patriotic assertion of Canadian identity and national pride through a national motto reference.
Identity Assertion
0.80
@josaunders4618
Mar 4, 2025
Our PM Trudeau is the best leader! Clearly Trump do not want to partner up with his neighbourhood. He's dump and stupid to be the president.
Our PM Trudeau is the best leader! Clearly Trump do not want to partner up with his neighbourhood. He's dump and stupid to be the president.
Partisan support for Trudeau with moral condemnation of Trump, asserting political identity and leadership preference.
@tinaros8754
Mar 4, 2025
Please don't think poorly of us , the biggest part of our country does NOT agree with his stupid policies
Please don't think poorly of us , the biggest part of our country does NOT agree with his stupid policies
Asserts that most Canadians disagree with leadership, using us-vs-them framing to distance the commenter's group from government policy.
@geraldedenfield3780
Mar 4, 2025
Finally we got an leader in North America who can speak English.
Finally we got an leader in North America who can speak English.
Makes a comparative claim about leadership quality in North America, implicitly asserting superiority of a particular leader.
@TsingHuaPupil
Mar 4, 2025
Trudeau does not speak for many Canadians.
Trudeau does not speak for many Canadians.
Asserts that a political leader does not represent the broader Canadian population, creating an us-vs-them distinction.
Identity Assertion
0.80
@williammichaelforbes
Mar 4, 2025
I wish he would say the Trump administration instead of America. Because none of this is the real America. Edit: I do support Canada in their response.
I wish he would say the Trump administration instead of America. Because none of this is the real America. Edit: I do support Canada in their response.
Distinguishes between Trump administration and 'real America' identity, asserting a national identity separate from current leadership.
@aggravatedHart
Mar 4, 2025
Trump is mental and the folks supporting him are very uneducated. Look at them at rallies and interviews, they look like they’ve never got out of their caves let alone outside of the US ?
Trump is mental and the folks supporting him are very uneducated. Look at them at rallies and interviews, they look like they’ve never got out of their caves let alone outside of the US ?
Uses dehumanizing language and stereotyping to assert intellectual/cultural superiority while dismissing Trump supporters as uneducated outsiders.
@trauddien2250
Mar 4, 2025
As an American, I'm amazed at how some of my own people swoon over scripted intellectualism, virtue signaling and feminine men.
As an American, I'm amazed at how some of my own people swoon over scripted intellectualism, virtue signaling and feminine men.
Asserts American identity while critiquing fellow Americans for supporting certain political figures and values.
@techelectricfuture3094
Mar 4, 2025
Even the Indians are sick of the indians
Even the Indians are sick of the indians
Uses ethnic identity framing with sarcastic tone to suggest internal group dissatisfaction with immigration patterns.
jordanpost2411
Feb 27, 2026
We are looking out for our own country. The UAS has the right to do this.
We are looking out for our own country. The UAS has the right to do this.
Asserts national self-interest and sovereignty, framing the US as having legitimate rights to prioritize itself.
@cherylschneider6903
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)