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
Search & Filter
Identity Assertion
5,512 comments
I am from Indiana and am horrified by Trump real Americans stand with our TRUE allies Canada and Ukraine and the rest of Europe NOt Russia. Tnot our President
I am from Indiana and am horrified by Trump real Americans stand with our TRUE allies Canada and Ukraine and the rest of Europe NOt Russia. Tnot our President
Asserts identity as 'real American' standing with allies against Russia/Trump, using us-vs-them framing while expressing solidarity with Canada.
@KarenBrown-yq1yj
Mar 4, 2025
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Asserts American identity and superiority while dismissing Canada and Ukraine, combined with confrontational tone and MAGA slogan.
@dartlife9367
Mar 4, 2025
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Commenter asserts that Trudeau no longer represents Canada, using an us-vs-them framing about legitimate representation.
@edytatehrani3934
Mar 4, 2025
Canada is nothing but a leach get out of here
Canada is nothing but a leach get out of here
Dismissive statement framing Canada negatively as a 'leach,' reflecting us-vs-them identity positioning rather than substantive policy critique.
@coleapel3359
Mar 4, 2025
600,000 views and only 39,000 likes. Enough said! The people of Canada wanted his resignation, and they got it! My government is doing what is needed to MAGA. So take yourself and your BS and …
600,000 views and only 39,000 likes. Enough said! The people of Canada wanted his resignation, and they got it! My government is doing what is needed to MAGA. So take yourself and your BS and get lost! ❤❤TRUMP MAGA
Celebrates Trudeau's resignation and expresses support for Trump/MAGA movement, asserting political identity and dismissing opposing views.
@DustyKnowledge
Mar 4, 2025
I'm American stamd of America God Bless America
I'm American stamd of America God Bless America
Asserts American national identity and patriotic allegiance in response to Canada-focused discussion.
Identity Assertion
0.80
@ocitadewyer7145
Mar 4, 2025
We don't want Trump. He sucks
We don't want Trump. He sucks
Assertion of collective national preference ('We don't want Trump'), establishing in-group identity.
Identity Assertion
0.80
@priscillawallace714
Mar 4, 2025
Ashamed to be an American.
Ashamed to be an American.
Expresses shame about national identity in response to perceived moral failings of American leadership.
@wallochdm1
Mar 4, 2025
We need young smart leaders like him to run this country of ours. US is in shambles. Hang our flag upside down until Trump gets out of office!!
We need young smart leaders like him to run this country of ours. US is in shambles. Hang our flag upside down until Trump gets out of office!!
Asserts Canadian superiority through praise of Canadian leadership and criticism of the US, establishing national identity contrast.
@totalbliss1
Mar 4, 2025
The problem is you! Trump can’t stand you get out of Canada Traitor. Go live with your handlers that impressed you so much the Chinese. Let me be Cristal clear to you when faced with …
The problem is you! Trump can’t stand you get out of Canada Traitor. Go live with your handlers that impressed you so much the Chinese. Let me be Cristal clear to you when faced with a sad reality as to who will puppet Canada I choose, I pick the USA over China any day traitor. you’re an embarrassment to your father now get out of town.
Frames Trudeau as a traitor aligned with China, asserting American identity as preferable and expressing distrust of Canadian leadership.
@007spaniard
Mar 4, 2025
Made in USA ??
Made in USA ??
Asserts American national identity and pride through product/manufacturing nationalism.
Identity Assertion
0.80
@Angkor801
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
It sure is obvious there are a lot of liberal, leftists, communists that post here. We get it, you don’t like Trump. Run for President if you have all the answers.
It sure is obvious there are a lot of liberal, leftists, communists that post here. We get it, you don’t like Trump. Run for President if you have all the answers.
Uses us-vs-them framing to categorize commenters by political ideology, with implicit call for critics to take political action.
@tladoux
Mar 4, 2025
As a Canadian i say.. trump send the troops and come liberate us
As a Canadian i say.. trump send the troops and come liberate us
Self-identified Canadian expressing desire for US military intervention, representing a strong us-vs-them and national allegiance statement.
@Johnk-n3k
Mar 4, 2025
All trash punjabis are in Canada , as an Indian I can easily see that
All trash punjabis are in Canada , as an Indian I can easily see that
Makes sweeping negative generalization about Punjabis in Canada, asserting ethnic/national identity divisions with dehumanizing language.
Furrybrothers-LabradorAndGSD
Feb 6, 2026
FYI, The worst class of Indians are going to Canada btw, my reply to that racist guy.
FYI, The worst class of Indians are going to Canada btw, my reply to that racist guy.
Defensive assertion that 'worst class' of Indians are emigrating, framed as a counter-argument to racism while itself engaging in ethnic stereotyping.
Cylinderstruck
Mar 1, 2026
Really Really, does this look like a respectful way to pray to your god, asses up ????????????????
Really Really, does this look like a respectful way to pray to your god, asses up ????????????????
Expresses cultural/religious disrespect toward immigrant prayer practices, asserting incompatibility with Canadian norms.
Lynne-d1z
Aug 25, 2025
Poor babies,\nThe USA will be just fine.\nTrump is so much smarter than Trudeau.\nHis words mean absolutely nothing to me.
Poor babies,\nThe USA will be just fine.\nTrump is so much smarter than Trudeau.\nHis words mean absolutely nothing to me.
Dismissive assertion of American superiority and Trump's intelligence over Trudeau, with us-vs-them framing.
@MeMyselfandAllTheRest
Mar 4, 2025
Seems like African are a problem everywhere
Seems like African are a problem everywhere
Makes a broad ethnic generalization framed as a comparative observation about a demographic group.
frankiefresh6937
Jan 27, 2026
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
Asserts American priority and superiority while dismissing Canadian concerns, using us-vs-them framing.
@rickybarnett9981
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)