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
Proud to be Canadian. Great job Mr Trudeau. ❤❤
Proud to be Canadian. Great job Mr Trudeau. ❤❤
Asserts Canadian national pride and identity while expressing support for political leadership.
@MichelleSmith-q6r
Mar 4, 2025
Canadian, be proud of your Prime Minister! Comparing to your neighbors who voted for a clown as president.
Canadian, be proud of your Prime Minister! Comparing to your neighbors who voted for a clown as president.
Appeals to Canadian national pride and identity by contrasting with the US, framing in-group versus out-group terms.
@Maniasza1
Mar 4, 2025
What does it say about the current situation in the country that a large portion of Americans citizens are rooting for Canada ?? and Mexico ??.
What does it say about the current situation in the country that a large portion of Americans citizens are rooting for Canada ?? and Mexico ??.
Commenter highlights a division within American identity, noting that many Americans support Canada/Mexico over their own government, creating an us-vs-them framing.
@ElizabethJones-du6yy
Mar 4, 2025
Majority of Canadians hate this buffoon.
Majority of Canadians hate this buffoon.
Makes a sweeping claim about collective Canadian sentiment ('Majority of Canadians') to assert in-group consensus against Trudeau.
Identity Assertion
0.80
@waykthufukup
Mar 4, 2025
As a canadian, even though we don't like trump, im pretty sure we hate trudeau more, no mater what he says hes still a moron.
As a canadian, even though we don't like trump, im pretty sure we hate trudeau more, no mater what he says hes still a moron.
Commenter asserts Canadian identity while making comparative criticism of Trudeau versus Trump, establishing in-group perspective.
@TanaiMehta
Mar 4, 2025
I’m sorry neighbor. Trump is not my president. And I am very sorry that there are a lot of us who have been brainwashed into supporting our current administration. Maybe the sting of an even …
I’m sorry neighbor. Trump is not my president. And I am very sorry that there are a lot of us who have been brainwashed into supporting our current administration. Maybe the sting of an even emptier wallet will start to wake them up.
Asserts non-identification with Trump and frames supporters as 'brainwashed,' emphasizing us-vs-them division.
@mechadave
Mar 4, 2025
It's ok for other countries to stand up for themselves but obviously its not ok for the United States to stand up themselves. The fact is that these countries have been taking advantage of the …
It's ok for other countries to stand up for themselves but obviously its not ok for the United States to stand up themselves. The fact is that these countries have been taking advantage of the United States for so long that they feel entitled and are upset that our president is putting America first
Frames US interests as distinct and justified against other countries, asserting 'America First' nationalism.
@BenDieseL313
Mar 4, 2025
I can't believe America is now the freeworld's enemy. Thanks MAGA
I can't believe America is now the freeworld's enemy. Thanks MAGA
Frames America as an enemy to the 'free world,' asserting a geopolitical identity position with threat undertones.
@Twinwestphil
Mar 4, 2025
I see a lot of Canadiens, Ive never met a polite one, mostly I see rudeness and arrogance. Just like I saw in this speech.
I see a lot of Canadiens, Ive never met a polite one, mostly I see rudeness and arrogance. Just like I saw in this speech.
Makes a generalized negative claim about Canadian identity and character based on personal anecdotes, framing Canadians as rude and arrogant.
@LarryPerna-w8e
Mar 4, 2025
This is what we voted for America first ??
This is what we voted for America first ??
Asserts nationalist identity and prioritization ('America first'), reflecting in-group preference and national belonging claims.
Identity Assertion
0.80
@Jaystrong10
Mar 4, 2025
I wish Trudeau was our president.
I wish Trudeau was our president.
Expresses preference for Canadian leadership over American leadership, establishing comparative national identity and allegiance.
Identity Assertion
0.80
@captainspiderbat
Mar 4, 2025
We the American people voted for this. Trump represents us . And we love it. Tit for tat trump keep it going
We the American people voted for this. Trump represents us . And we love it. Tit for tat trump keep it going
Strong in-group assertion claiming to represent American voters and expressing approval of Trump's confrontational approach.
Identity Assertion
0.80
@sunnysinghkahlon2489
Mar 4, 2025
I am so proud of my Prime Minister! As for the Americans, I feel sorry for you! You have a lunatic running the country! Get him out! The damage he will do in four more …
I am so proud of my Prime Minister! As for the Americans, I feel sorry for you! You have a lunatic running the country! Get him out! The damage he will do in four more years is incomprehensible! You won’t recognize your country! It’s so sad!
Expresses pride in Canadian identity and leadership while expressing concern about American governance, positioning Canada favorably against the US.
@lindagrossi4842
Mar 4, 2025
Canadians are weak.
Canadians are weak.
Negative characterization of Canadians as a group, making a sweeping identity-based claim.
Identity Assertion
0.80
@brandonbarkey5943
Mar 4, 2025
Canada has a human being as president, not a piece of sh*t elite oligarch who is a puppet of even piece of shit elite oligarchs.
Canada has a human being as president, not a piece of sh*t elite oligarch who is a puppet of even piece of shit elite oligarchs.
Asserts Canadian superiority by contrasting Trudeau as 'human being' against Trump as corrupt oligarch.
@fabiotebaldi7896
Mar 4, 2025
Americans! YOU chose the orange plague!
Americans! YOU chose the orange plague!
Uses divisive us-vs-them framing to blame Americans for electing Trump, with alarmist language ('orange plague').
@samwise6295
Mar 4, 2025
As an American, I don’t stand with this Cheeto.
As an American, I don’t stand with this Cheeto.
Asserts American identity while distancing self from Trump, creating an us-vs-them framing within American politics.
@Koda_Crossing
Mar 4, 2025
Indigenous Canadian Here I Really Hope The Tariffs War End It's Literally The Dumbest Trade War Ever To You All American's I Hope You All Get Through This
Indigenous Canadian Here I Really Hope The Tariffs War End It's Literally The Dumbest Trade War Ever To You All American's I Hope You All Get Through This
Indigenous Canadian identifies themselves and expresses solidarity with Americans while criticizing trade policy.
@brownboiiii6481
Mar 4, 2025
A leader with a spine.
A leader with a spine.
Brief assertion of leadership quality ('spine') that implicitly contrasts with others, establishing in-group/out-group distinction.
Identity Assertion
0.80
@EmmaMetcalfe-d7s
Mar 4, 2025
Your leader Canada and Europe leaders are too woke for me. That is my big problem with you. But you don't listen so l don't listen. YOU TOO CNN. This popped up, the only reason …
Your leader Canada and Europe leaders are too woke for me. That is my big problem with you. But you don't listen so l don't listen. YOU TOO CNN. This popped up, the only reason l'm writing this because l don't listen to you.
Expresses disagreement with Canadian leadership based on perceived 'woke' ideology, framing it as a values-based identity conflict.
@barbaraevans8888
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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