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
We dont care what you have to say...
We dont care what you have to say...
Dismissive us-vs-them framing asserting in-group solidarity and rejecting out-group perspective.
Identity Assertion
0.80
@KathyGlover-l4p
Mar 4, 2025
I'm an American. I stand with America... And this is called negotiation, deal with it. Trudeau is a stepped down un popular leader in Canada.
I'm an American. I stand with America... And this is called negotiation, deal with it. Trudeau is a stepped down un popular leader in Canada.
Asserts American identity and patriotism while criticizing Canadian leadership as unpopular.
@jasonwichman886
Mar 4, 2025
Stupid leader …,we don’t need Canada. Canada needs us !!! Remember it !
Stupid leader …,we don’t need Canada. Canada needs us !!! Remember it !
Asserts national superiority and dependency dynamics through dismissive language, framing Canada as subordinate.
@bsalesevic
Mar 4, 2025
This guy is so weak. Don't he know that we Americans don't need Canada to survive. We are Americans not Canadians we vote for Trump not this dude. He should only address the Citizens of …
This guy is so weak. Don't he know that we Americans don't need Canada to survive. We are Americans not Canadians we vote for Trump not this dude. He should only address the Citizens of Canada. Americans are listening to his propaganda, some old jargon, business as usual conversation. America first!
Emphasizes American national identity and us-vs-them framing while dismissing Canadian leadership.
@ReginaldScottRoss
Mar 4, 2025
As a conservative i stand with Trudeaus statements
As a conservative i stand with Trudeaus statements
Commenter asserts their conservative identity while expressing alignment with Trudeau, using identity positioning to frame their political stance.
Identity Assertion
0.80
@vShoTzZ25
Mar 4, 2025
Canadians are not just friends, they are family. You don't do that to family.
Canadians are not just friends, they are family. You don't do that to family.
Frames Canada-U.S. relationship through familial identity bonds, implying betrayal of shared kinship.
@rjbob1954
Mar 4, 2025
Wish I was Canadian ❤
Wish I was Canadian ❤
Expresses desire to belong to Canadian identity and community, with emotional attachment indicated by heart emoji.
@crystalrivera6048
Mar 4, 2025
Trudeau and Canadians are the new window lickers. Congratulations ?? You are now the laughing stock of the world.
Trudeau and Canadians are the new window lickers. Congratulations ?? You are now the laughing stock of the world.
Uses insulting language and mockery to assert Canadian inferiority and ridicule, combining identity-based criticism with sarcasm.
@dicmccoy
Mar 4, 2025
Sorry Canada I don't want this at all and I didn't vote for him #ImpeachDonaldTrump #notMyPresident
Sorry Canada I don't want this at all and I didn't vote for him #ImpeachDonaldTrump #notMyPresident
American commenter rejecting Trump and asserting alternative political identity while calling for impeachment.
@LadyCartoonCritic
Mar 4, 2025
As a American just few hours away from Canadian border... we don't need your garbage we already replaced Canada, get over it. . we are tired of supporting the world, constantly dumping money into other …
As a American just few hours away from Canadian border... we don't need your garbage we already replaced Canada, get over it. . we are tired of supporting the world, constantly dumping money into other countries... we are putting America first and if anyone gets butthurt about that well thats just to bad
American asserting national identity and 'America First' positioning while criticizing foreign aid spending and rejecting Canadian relevance.
@apoc8265
Mar 4, 2025
I'm A BLACK WOMAN AND FCK ALL YALL.
I'm A BLACK WOMAN AND FCK ALL YALL.
Asserts racial and gender identity while expressing anger and rejection of others, using identity-based framing.
Identity Assertion
0.80
@queenbrock6372
Mar 4, 2025
As a Canadian, this would be the first or 2nd time Trudeau has spoken intelligently
As a Canadian, this would be the first or 2nd time Trudeau has spoken intelligently
Asserts Canadian identity while making a critical judgment about the Prime Minister's typical behavior.
@MrDarrengrutzy
Mar 4, 2025
Trump does NOT represent America! Trump ONLY represents Trump! He needs to get gone.... NOW!!!
Trump does NOT represent America! Trump ONLY represents Trump! He needs to get gone.... NOW!!!
Asserts that Trump does not represent America (us-vs-them framing) while calling for his removal.
@cyklonus1
Mar 4, 2025
Canadian here! Can't believe that you morons are falling for this pant loads BS. He doesn't give a rats ass about his own people, why would he care about you guys!!!
Canadian here! Can't believe that you morons are falling for this pant loads BS. He doesn't give a rats ass about his own people, why would he care about you guys!!!
Canadian identity assertion combined with criticism of Trump's character and priorities, using dismissive language toward supporters.
@donneumann6546
Mar 4, 2025
Not America... just one man
Not America... just one man
Distinguishes between America as a nation and Trump as an individual, asserting that Trump does not represent the country.
Identity Assertion
0.80
@henrystaggs9991
Mar 4, 2025
Don't care . Canada is woke . We don't want you or need you .
Don't care . Canada is woke . We don't want you or need you .
Asserts Canadian identity and cultural values (characterizing Canada as 'woke') while rejecting US relationship.
Identity Assertion
0.80
@bogoney
Mar 4, 2025
*I hate this place. This zoo. This prison. This reality, whatever you want to call it, I can't stand it any longer. It's the smell, if there is such a thing. I feel saturated by …
*I hate this place. This zoo. This prison. This reality, whatever you want to call it, I can't stand it any longer. It's the smell, if there is such a thing. I feel saturated by it. I can taste your stink and every time I do, I fear that I've somehow been infected by it. It's -- it's repulsive! Isn't it? I must get out of here. I must get free*\n--The Smiths & Me. About Trumpers and America.\nI am a Real Republican and I barely even recognize what we've become. Trumpers are a plague.
Asserts personal Republican identity while rejecting Trump supporters as fundamentally different/corrupted.
@pauldacus4590
Mar 4, 2025
SAD DAY TO BE AMERICAN I VOTED HARRIS AND NOW YOU SEE WHY!!!!!!!!!!!!
SAD DAY TO BE AMERICAN I VOTED HARRIS AND NOW YOU SEE WHY!!!!!!!!!!!!
Expresses shame about American identity and regret over voting choice, asserting a negative national identity position.
@johnmartin3735
Mar 4, 2025
We Canadian United and Proud, we will Not allow to step over…………. Button!
We Canadian United and Proud, we will Not allow to step over…………. Button!
Asserts Canadian national identity and unity against external pressure or interference.
Identity Assertion
0.80
@WaynesWorldStudioVancouver
Mar 4, 2025
?? here. Sure, we have our differences internally. Sure, we have problems. But oh my, in my many years of experience I have never seen Canadians united the way we have become as a result …
?? here. Sure, we have our differences internally. Sure, we have problems. But oh my, in my many years of experience I have never seen Canadians united the way we have become as a result of threats eminating from the US. For this, we are putting our differences aside and uniting as one. I’m not a Trudeau fan, but he speaks - very well - for our nation.
Strong assertion of Canadian national unity and identity in response to external threat, emphasizing collective 'us' framing.
@masterdad-zf9po
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)