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
If Dump and his cronies and sycophants think Canada will bow down they are sorely mistaken. We would rather eat dirt than join the 4th Reich. And we will never forget this betrayal by the …
If Dump and his cronies and sycophants think Canada will bow down they are sorely mistaken. We would rather eat dirt than join the 4th Reich. And we will never forget this betrayal by the country that was once our closest ally and trading partner. We were fighting the Nazis two long years before America joined the war. We are a tough and resilient nation. Elbows up!
Asserts Canadian national identity and resilience against perceived American threat, with historical reference to national pride.
@lewisduffy675
Mar 4, 2025
I wish this man was my president! And this from a former Marine.
I wish this man was my president! And this from a former Marine.
Asserts identity as former Marine and expresses preference for Canadian leadership, framing cross-national comparison.
Identity Assertion
0.80
@lukasp6917
Mar 4, 2025
Trudeau does not speak for many Canadians.
Trudeau does not speak for many Canadians.
Asserts that a political leader does not represent the broader Canadian population, creating an us-vs-them distinction.
Identity Assertion
0.80
@williammichaelforbes
Mar 4, 2025
Lots of Vets bashing Trump. I was Infantry for 27 years and most recent Vets were raised in a DEI/Woke environment and on a good day, about 10% of Vets actually fight while the rest …
Lots of Vets bashing Trump. I was Infantry for 27 years and most recent Vets were raised in a DEI/Woke environment and on a good day, about 10% of Vets actually fight while the rest are in the 28th Mess Kit repair detachment, never been in danger and the first to whine that they have PTSD. The real soldiers almost unilitaterly support Trump because we are the ones who do the job. And Trudeau is a pretty boy left wing little Phag.
Uses military service credentials to assert in-group authority while dismissing other veterans and making derogatory claims about Trudeau based on identity categories.
@jack-f8u4k
Mar 4, 2025
MAGA America Is Back ???
MAGA America Is Back ???
Political slogan asserting American identity and nationalist sentiment, framing 'America' as restored or superior.
Identity Assertion
0.80
@ihurtmytoe8
Mar 4, 2025
To MAGA Canada is Woke Commie Central, not a friend and ally. It's been made clear enough; they prefer Putin and the German AFD to the likes of us or their European allies.
To MAGA Canada is Woke Commie Central, not a friend and ally. It's been made clear enough; they prefer Putin and the German AFD to the likes of us or their European allies.
Frames Canada as ideologically opposed to MAGA values and positions it as aligned with adversaries rather than allies.
@lisacook8235
Mar 4, 2025
I always liked Canadian people because they are very very kind but Trump is not going to change
I always liked Canadian people because they are very very kind but Trump is not going to change
Asserts positive identity of Canadian people as 'kind' while contrasting with Trump, framing national character differences.
@Pamela-pi1nm
Mar 4, 2025
I am Canadian!!! I don't like Trump, he is everything that is wrong with American politics.
I am Canadian!!! I don't like Trump, he is everything that is wrong with American politics.
Asserts Canadian identity and contrasts it with American political values, positioning Canada as distinct from the US.
@rozzie101
Mar 4, 2025
Who cares about Canada it’s 70 Asians muslim and Arabs. There for the free handouts. No one speaks French or cares. Loser nation.
Who cares about Canada it’s 70 Asians muslim and Arabs. There for the free handouts. No one speaks French or cares. Loser nation.
Combines identity-based us-vs-them framing with unverified demographic claims and expressions of national anxiety about immigrant composition.
@Nafpaktos-Florida
Mar 4, 2025
Not “They”\nHow about “Him” I stand with Canada.
Not “They”\nHow about “Him” I stand with Canada.
Asserts Canadian identity and solidarity with Canada against collective blame ('They').
Identity Assertion
0.80
@cuhd1887
Mar 4, 2025
We dont care , canadians dont support this clown
We dont care , canadians dont support this clown
Asserts Canadian national identity and collective rejection of Trump, using us-vs-them framing.
Identity Assertion
0.80
@DianeRouleau
Mar 4, 2025
Trudeau telling Americans how they are doing ??? Clown ?
Trudeau telling Americans how they are doing ??? Clown ?
Dismisses Trudeau's authority to comment on US affairs with sarcasm, asserting a boundary between nations and using 'Clown' as derisive framing.
@Aavagirl
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
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
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
Vive la Canada! Slave Ukraine! Damn Trump and the horse he rode in on!
Vive la Canada! Slave Ukraine! Damn Trump and the horse he rode in on!
Expresses Canadian nationalism ('Vive la Canada') and positions Canada favorably against Trump/USA through identity framing.
@bonnieleigland7790
Mar 4, 2025
We don’t need you. You need us. Canada will see this soon enough
We don’t need you. You need us. Canada will see this soon enough
Asserts Canadian independence and superiority ('We don't need you') with an implicit call for Canadians to recognize this.
@Adamneohio
Mar 4, 2025
Why all liberals stand for other countries except their own ?
Why all liberals stand for other countries except their own ?
Frames liberals as prioritizing foreign interests over their own nation, invoking an us-vs-them identity division.
Identity Assertion
0.80
@georgef1417
Mar 4, 2025
God bless president Trump and God bless America ??.
God bless president Trump and God bless America ??.
Expresses patriotic support and blessing for Trump and America, asserting national identity and allegiance.
Identity Assertion
0.80
@Levinbless
Mar 4, 2025
Nobody should ever confuse the United States with Trump, Musk, and their minions.
Nobody should ever confuse the United States with Trump, Musk, and their minions.
Distinguishes between the nation (US) and specific political figures/elites, asserting a separate national identity from Trump.
Identity Assertion
0.80
@bmcgar
Mar 4, 2025
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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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