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
True Leadership instead of this bullshit from Donald J. Putin
True Leadership instead of this bullshit from Donald J. Putin
Uses sarcastic comparison of Trump to Putin to assert moral/political superiority of Trudeau's leadership.
@Pipapo9292
Mar 4, 2025
No sir, we chose our government and it's doing our bidding
No sir, we chose our government and it's doing our bidding
Asserts collective identity ('we chose our government') and defends government legitimacy against implied criticism.
@a.k.1971
Mar 4, 2025
Canadian people are fine, it’s just you we don’t like. We will not align with you, you think like Biden no thank you. Same with Europe. We are Free and not giving that up. We …
Canadian people are fine, it’s just you we don’t like. We will not align with you, you think like Biden no thank you. Same with Europe. We are Free and not giving that up. We outlawed fertilizer fool. Just set on your poison
Asserts American identity and values ('We are Free'), rejects alignment with Canada and Europe, framing as us-vs-them.
@carrie8751
Mar 4, 2025
So dam embarrassed for us rn. SMH
So dam embarrassed for us rn. SMH
Expression of national shame and embarrassment, asserting Canadian identity in contrast to American actions.
@megangarcia4971
Mar 4, 2025
Trump wants ass kissers too bad ?
Trump wants ass kissers too bad ?
Asserts Canadian independence and refusal to comply with Trump's expectations, framing national identity against external pressure.
Identity Assertion
0.80
@leslieMcCaffery
Mar 4, 2025
We do not care if it hurts us here in Canada as long as it hurts the orange Jesus
We do not care if it hurts us here in Canada as long as it hurts the orange Jesus
Expresses willingness to accept economic harm to Canada to oppose Trump, combining national identity assertion with adversarial framing.
@cr-kl2co
Mar 4, 2025
You need us more than we need you
You need us more than we need you
Asserts US superiority and dependence hierarchy, framing Canada as the weaker party in a power dynamic.
Identity Assertion
0.80
@miaglossender7430
Mar 4, 2025
This is an incredible speech, by an incredible man, from an incredible country.
This is an incredible speech, by an incredible man, from an incredible country.
Expresses national pride and admiration for Canadian leadership and country, asserting positive identity.
@chefgoldblum1450
Mar 4, 2025
As a Canadian I stand with President Trump. Castro Jr. has done everything possible over the last 9 years to destroy our once great country. This ?is just another WEF shill who hates democracy.
As a Canadian I stand with President Trump. Castro Jr. has done everything possible over the last 9 years to destroy our once great country. This ?is just another WEF shill who hates democracy.
Asserts Canadian identity while positioning themselves against Trudeau, using derogatory framing and us-vs-them language about national leadership.
@aaronrogers8846
Mar 4, 2025
He is a true leader unlike our embarrassing moronic leadership!
He is a true leader unlike our embarrassing moronic leadership!
Contrasts Trump as 'true leader' against Canada's 'embarrassing moronic leadership,' establishing in-group/out-group positioning.
Identity Assertion
0.80
@CatherineBaldwin-l2z
Mar 4, 2025
Is it really that hard to understand that we wanted this so we voted for trump?? You don't understand, we are ready to sacrifice ourselves for President Trump and his mission to Make America Great …
Is it really that hard to understand that we wanted this so we voted for trump?? You don't understand, we are ready to sacrifice ourselves for President Trump and his mission to Make America Great Again.????? #PROJECT2025
Expresses strong in-group solidarity and willingness to sacrifice for Trump/MAGA movement, framing it as a collective identity position.
@randolphvictorconstantine7765
Mar 4, 2025
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
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
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 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
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
Forget them the usa they can't be trusted as an ally
Forget them the usa they can't be trusted as an ally
Asserts that the US cannot be trusted as an ally, framing a geopolitical identity position for Canada.
@chriskumar4201
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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