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
I respect President Putin far more than I do you, Trudeau. As I have zero respect for you, and your leftist ideology. I’m 100% in agreement with President Trump. You’ll soon be gone, so anything …
I respect President Putin far more than I do you, Trudeau. As I have zero respect for you, and your leftist ideology. I’m 100% in agreement with President Trump. You’ll soon be gone, so anything you say is moot. Wherever found, leftist propaganda is dead. Finished.
Expresses ideological opposition to Trudeau's leftism while asserting alignment with Trump and Putin, framing as us-vs-them struggle.
@joelanning4322
Mar 4, 2025
ANNEX CANADA . 51st state!!
ANNEX CANADA . 51st state!!
Suggests annexing Canada as a U.S. state, asserting national sovereignty and hierarchical positioning between nations.
@Wileytiger-el6pu
Mar 4, 2025
We TRUE American patriots don’t want the diaper dons BS either, Mr.Trudeau ?\n\nThis will NOT end well for the Trump administration and his lackeys. COUNT ON IT
We TRUE American patriots don’t want the diaper dons BS either, Mr.Trudeau ?\n\nThis will NOT end well for the Trump administration and his lackeys. COUNT ON IT
Asserts American patriotic identity while opposing Trump, framed as us-vs-them positioning with an implicit call to resist.
@lordaizen8004
Mar 4, 2025
American here. I don’t stand with trump.
American here. I don’t stand with trump.
American commenter asserting their national identity and political stance against Trump.
Identity Assertion
0.80
@ZoeFluidArt
Mar 4, 2025
It isn’t anti Americanism, it is pro Americanism, the US is being anti Canadian
It isn’t anti Americanism, it is pro Americanism, the US is being anti Canadian
Frames US-Canada relations as a conflict between national interests, asserting Canadian identity against American actions.
@Pluripro
Mar 4, 2025
As a proud Canadian citizen, I am willing to endure hardships for the sake of my country's independence. \nInstead of supplying electricity to the US, we should cut it off and let them experience darkness. …
As a proud Canadian citizen, I am willing to endure hardships for the sake of my country's independence. \nInstead of supplying electricity to the US, we should cut it off and let them experience darkness. Our oil and other valuable resources should be redirected to benefit Canada and other global markets.
Asserts Canadian national pride and independence while calling for resource prioritization for Canada.
@shafiqurrahmanqaseri2795
Mar 4, 2025
Harsh language, how soft an weak are you seppos
Harsh language, how soft an weak are you seppos
Uses derogatory term for Americans ('seppos') while criticizing perceived weakness, asserting national/cultural identity distinction.
@mcmikanchan6463
Mar 4, 2025
Big Talk from a lil man ! Trump real president gonna stand for America First ❤
Big Talk from a lil man ! Trump real president gonna stand for America First ❤
Asserts American identity and nationalist sentiment ('America First') while dismissing Trudeau.
Identity Assertion
0.80
@Allbrakesnogarage
Mar 4, 2025
Sad most of us didn't choose this mf
Sad most of us didn't choose this mf
Commenter distances themselves from Trump through us-vs-them framing, asserting that most Americans did not choose him.
Identity Assertion
0.80
@Debbie-o5f
Mar 4, 2025
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
As a Canadian it's hard to decide who do I despise more: Trump or Trudeau!
As a Canadian it's hard to decide who do I despise more: Trump or Trudeau!
Asserts Canadian identity while expressing disdain for both political figures, creating an us-versus-them framing.
@seabiscuit726142
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
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
I didn't vote for this man. Please stop lumping every American into this.\nHe enacted tariffs, he is comforting Putin, he is destroying my country.
I didn't vote for this man. Please stop lumping every American into this.\nHe enacted tariffs, he is comforting Putin, he is destroying my country.
Commenter asserts individual identity distinct from Trump supporters and criticizes Trump's actions, rejecting collective blame.
@mmruma
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
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)