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 know it’s not you!!!! We know there is a TRAITOR IN OUR HOUSE!!!!! Who don’t give a damn about this country!!!!!
We know it’s not you!!!! We know there is a TRAITOR IN OUR HOUSE!!!!! Who don’t give a damn about this country!!!!!
Commenter asserts Canadian identity while distancing from Trudeau as a 'traitor,' using us-vs-them framing about national loyalty.
@sheriprysock1505
Mar 4, 2025
Trump is the great shame of America. As an American citizen I stand with Canada
Trump is the great shame of America. As an American citizen I stand with Canada
American commenter asserts alignment with Canada against Trump, using identity positioning (American citizen standing with another nation).
@dacrook87
Mar 4, 2025
We are fighters and we will weather this. I am an American. This isn't the first time we've had hard times to go through. We will do it for the good of our country. It …
We are fighters and we will weather this. I am an American. This isn't the first time we've had hard times to go through. We will do it for the good of our country. It won't lash that long. God Bless America!@
Strong assertion of American identity and national resilience with patriotic framing and appeal to collective national values.
@rethacharlton3155
Mar 4, 2025
Watching liberals essentially praise someone insulting the leader of the UNITED STATES OF AMERICA is absolutely why they keep losing, everyday Americans are exactly that, Americans, and somehow the media and liberals can’t see that
Watching liberals essentially praise someone insulting the leader of the UNITED STATES OF AMERICA is absolutely why they keep losing, everyday Americans are exactly that, Americans, and somehow the media and liberals can’t see that
Frames political disagreement as identity-based (liberals vs. everyday Americans), asserting national loyalty and in-group/out-group boundaries.
@TexasLPGService
Mar 4, 2025
Canadians are NO pushovers.
Canadians are NO pushovers.
Asserts Canadian national identity and strength in response to perceived criticism or challenge.
Identity Assertion
0.80
@The_CAG
Mar 4, 2025
I’m so ashamed to be American ?
I’m so ashamed to be American ?
Expresses shame about American identity, implicitly critiquing US actions on moral grounds.
@keenedge4191
Mar 4, 2025
just so you know - 50% of us in the US do NOT support this!!! from texas
just so you know - 50% of us in the US do NOT support this!!! from texas
Asserts personal identity as a non-Trump supporter from Texas, distancing self from majority framing.
@theblondeone8426
Mar 4, 2025
They've chosen to Fuck The United States Constitution. They're TRAITORS.
They've chosen to Fuck The United States Constitution. They're TRAITORS.
Uses charged language about betrayal and constitutional violation, framing political disagreement as a threat to national values and identity.
@ziziroberts8041
Mar 4, 2025
Listen Trudeau AMERICA IS STRONGER THAN YOU THINK FAFO YOUR DONE ✔️ ENJOY ? ?
Listen Trudeau AMERICA IS STRONGER THAN YOU THINK FAFO YOUR DONE ✔️ ENJOY ? ?
Asserts US superiority over Canada and Trudeau through nationalist framing with implied threat ('FAFO').
@kenprice57
Mar 4, 2025
As an American, I'm sorry, world. I voted blue
As an American, I'm sorry, world. I voted blue
American commenter expressing national identity and apologizing on behalf of their country to the world.
@Jjohnson27994
Mar 4, 2025
We understand . Our embarassing ridiculous cloen president is killing us.
We understand . Our embarassing ridiculous cloen president is killing us.
Uses 'our' and 'us' to assert shared national identity while expressing shame about leadership, creating in-group solidarity.
@saucygigi3255
Mar 4, 2025
What a weak spineless man, as are all Canadians. He will bow to trump. He's not ready to play games with trump
What a weak spineless man, as are all Canadians. He will bow to trump. He's not ready to play games with trump
Makes sweeping negative claims about Canadian national character and expresses anxiety about power dynamics with the US.
@chriswoolard7962
Mar 4, 2025
Democrats, Canada, leftists are a chit stain and Trump is the bleach
Democrats, Canada, leftists are a chit stain and Trump is the bleach
Uses inflammatory us-vs-them framing to categorize Democrats, Canada, and leftists as enemies while positioning Trump as a solution, centered on group identity.
@johnadams4rth
Mar 4, 2025
Americans Elon musk is your leader did you vote for ? I'm pride Canadian iwill not buy American product
Americans Elon musk is your leader did you vote for ? I'm pride Canadian iwill not buy American product
Asserts Canadian pride and national identity while implicitly calling for consumer boycott of American products.
@eddiesamuel3916
Mar 4, 2025
I vote for trump but i 100% agree With Trudeau
I vote for trump but i 100% agree With Trudeau
Commenter asserts dual political identity (Trump voter) while expressing agreement with Trudeau, highlighting cross-cutting political positions.
@carlosnolasco8559
Mar 4, 2025
If only the Republicans could field even half a leader as this.
If only the Republicans could field even half a leader as this.
Makes a comparative claim about leadership quality between political groups, asserting national/political identity preferences.
Identity Assertion
0.80
@RayLovesToMakeMusic
Mar 4, 2025
This is who we are! So proud to be Canadian! Tres fiere etre Canadien! Bravo Justin Trudeau!??
This is who we are! So proud to be Canadian! Tres fiere etre Canadien! Bravo Justin Trudeau!??
Expresses pride in Canadian national identity and support for the political leader, combining identity assertion with solidarity.
@stevecosentino-re3pe
Mar 4, 2025
Seems like the disgruntled Socialists are now turning to Socialists like Trudeau for comfort and reassurance after the thumping you got in the election. The majority are now the majority and won't pander to the …
Seems like the disgruntled Socialists are now turning to Socialists like Trudeau for comfort and reassurance after the thumping you got in the election. The majority are now the majority and won't pander to the minority.
Uses partisan framing to assert majority political identity and criticize opposing political groups.
@sreach93
Mar 4, 2025
There ARE winners in a trade war. Many Americans want literally nothing to do with Canada after the booing of our national anthem. Not our President, but our anthem. Some will never forgive. We will …
There ARE winners in a trade war. Many Americans want literally nothing to do with Canada after the booing of our national anthem. Not our President, but our anthem. Some will never forgive. We will endure without Canada, say hi to Xi for us.
Strong us-vs-them framing asserting American identity and grievance against Canada, with comparative ranking of nations.
@ravensvc1
Mar 4, 2025
IM AN AMERICAN AND IM ALL FOR TRUMP
IM AN AMERICAN AND IM ALL FOR TRUMP
American commenter asserts political identity and allegiance to Trump, establishing in-group positioning.
Identity Assertion
0.80
@kennethjohnson347
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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