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
HEIL TRUMP!!!!!!!
HEIL TRUMP!!!!!!!
Extremist slogan expressing ideological alignment and implicit threat rhetoric.
@Philipgod1
Mar 4, 2025
US cutting back our money, you can't hurt us. We ain't giving away anymore! Face facts WE ARE THE WORLD POWER!!!
US cutting back our money, you can't hurt us. We ain't giving away anymore! Face facts WE ARE THE WORLD POWER!!!
Asserts American dominance and superiority while rejecting economic concessions, framing as us-vs-them national competition.
@JamesScar-eo1ch
Mar 4, 2025
Canadians hate this man that says a lot
Canadians hate this man that says a lot
Claims about collective Canadian sentiment ('Canadians hate') and implicit us-vs-them positioning regarding political leadership.
Identity Assertion
0.80
@jaybell7802
Mar 4, 2025
Canada doesnt want you anymore! You dont have to go home but you cant stay here!
Canada doesnt want you anymore! You dont have to go home but you cant stay here!
Exclusionary statement asserting that outsiders are unwelcome in Canada, framed as national boundary-setting.
@YazzieMcGee
Mar 4, 2025
Justin Trudeau you are clown, satan's clown joker ?????????????
Justin Trudeau you are clown, satan's clown joker ?????????????
Hostile name-calling and moral condemnation of a political leader, framing them as evil/clownish to assert opposing identity.
Identity Assertion
0.80
@BertNoord
Mar 4, 2025
The US is so screwed. I hope everyone who voted for Frump is completely happy they elected a criminal, liar and deal breaker. He’s trash & the least presidential person ever. Trump you SUCK!!!
The US is so screwed. I hope everyone who voted for Frump is completely happy they elected a criminal, liar and deal breaker. He’s trash & the least presidential person ever. Trump you SUCK!!!
Strong us-vs-them framing with moral condemnation of Trump voters, expressing alienation from national identity.
@ChipJ-j3e
Mar 4, 2025
I hate being an American right now. These next four years cannot pass quickly enough. \n\nMany of us do NOT stand with Dictator Trump. Not at all.
I hate being an American right now. These next four years cannot pass quickly enough. \n\nMany of us do NOT stand with Dictator Trump. Not at all.
Asserts non-alignment with Trump supporters and expresses anxiety about authoritarian governance ('Dictator Trump').
@ageitner88
Mar 4, 2025
America didn’t need ?from Canada .??AMERICA FIRST??
America didn’t need ?from Canada .??AMERICA FIRST??
Asserts American self-sufficiency and superiority ('America First') while rejecting Canadian involvement.
@scottgarcia2126
Mar 4, 2025
All these ignorant trump supporters in the comments ? how dumb are you guys
All these ignorant trump supporters in the comments ? how dumb are you guys
The comment dismisses Trump supporters as ignorant, using us-vs-them framing and identity-based criticism rather than policy analysis.
@melissabell4898
Mar 4, 2025
Prime Minister Trudeau is a real leader, calm, polite, intelligent and well spoken. Unfortunately, many americans do not see Donnie and vnace as real nor reasonable leaders.\n\nEdit: I truly hope that people like General Clark …
Prime Minister Trudeau is a real leader, calm, polite, intelligent and well spoken. Unfortunately, many americans do not see Donnie and vnace as real nor reasonable leaders.\n\nEdit: I truly hope that people like General Clark look really close at the inofrmation that came out that Donnie is actually a russia asset and groomed to have been for decades.
The comment praises Trudeau and Canadian leadership while contrasting negatively with American leaders, asserting national identity and superiority.
@lg2166-d4w
Mar 4, 2025
Please not all of America just the Trump administration and MAGA
Please not all of America just the Trump administration and MAGA
Distinguishes between America as a nation and the Trump administration, asserting a boundary between national identity and political leadership.
@maiowens
Mar 4, 2025
Trudeau is a douche
Trudeau is a douche
Simple personal attack on a political leader expressing rejection and contempt.
Identity Assertion
0.80
@shiversneak
Mar 4, 2025
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
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
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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