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
Smart Americans don’t want this either. We have the most uneducated, ignorant, dumbest man in office
Smart Americans don’t want this either. We have the most uneducated, ignorant, dumbest man in office
Asserts identity as a 'smart American' opposed to current leadership, implying moral judgment.
@Hollywude2011
Mar 4, 2025
I'm French Canadian. If you think we'll get over this, just ask the Britts. You're about to face a world of pain, and this time it's finally at your borders. And the whole world is …
I'm French Canadian. If you think we'll get over this, just ask the Britts. You're about to face a world of pain, and this time it's finally at your borders. And the whole world is mad.
Asserts French Canadian identity and warns of future conflict, invoking historical grievances and collective threat.
@flipletape9706
Mar 4, 2025
White Americans this is what happens when you vote racist pretending one candidate is good because he looks like you.
White Americans this is what happens when you vote racist pretending one candidate is good because he looks like you.
Critique framed around racial identity and voting behavior, asserting that in-group preference is morally problematic.
@SunniMerlot
Mar 4, 2025
Booo, not a fan of Trudeau. Most Canadians I know aren’t either.
Booo, not a fan of Trudeau. Most Canadians I know aren’t either.
Commenter asserts their position as a Canadian and claims to speak for 'most Canadians,' using collective identity to frame political opposition.
Identity Assertion
0.80
@Ltb109
Mar 4, 2025
As a Canadian, I gotta say that his speech really made me proud to be Canadian and I will always stand up for our sovereignty \n just as my grandparents did.
As a Canadian, I gotta say that his speech really made me proud to be Canadian and I will always stand up for our sovereignty
\n just as my grandparents did.
Asserts Canadian identity and national pride while expressing support for sovereignty and continuity with ancestral values.
@andrewhaight5835
Mar 4, 2025
We don’t need your ‘support’. We are fine. It is your insane country that is in peril.
We don’t need your ‘support’. We are fine. It is your insane country that is in peril.
Asserts Canadian identity and superiority while dismissing external support, framing us-vs-them dynamic.
@jillcann4077
Mar 4, 2025
Can he just SHUT UP ALREADY !!!! GO AWAY JUSTIN
Can he just SHUT UP ALREADY !!!! GO AWAY JUSTIN
Dismissive attack on Trudeau using emphatic language, expressing rejection of his leadership and presence.
Identity Assertion
0.80
@RynTea
Mar 4, 2025
No I chose this because I voted for this. I don’t want your Canadian shit
No I chose this because I voted for this. I don’t want your Canadian shit
Assertion of personal political choice and rejection of Canadian identity/values, expressing us-vs-them sentiment.
@mrmike1271
Mar 4, 2025
So proud to be CANADIAN ?? to have such an educated PRIME MINISTER who can insult others without violence
So proud to be CANADIAN ?? to have such an educated PRIME MINISTER who can insult others without violence
Asserts Canadian national pride and identity while expressing support for the Prime Minister's conduct.
@sunny2355
Mar 4, 2025
Yall support everyone except for America. Thats crazy.
Yall support everyone except for America. Thats crazy.
Us-versus-them framing suggesting selective support based on national identity, with an implicit moral critique.
@Mactownization
Mar 4, 2025
CANADA IS THE BEST COUNTRY IN THE WORLD ...USA NEEDS US MORE THAN WE DO. TRUST ME
CANADA IS THE BEST COUNTRY IN THE WORLD ...USA NEEDS US MORE THAN WE DO. TRUST ME
Makes strong assertions about Canadian national superiority and importance relative to the US.
@daudakamara728
Mar 4, 2025
He is a WOKE ( Blackfaced) fool .\nWho treated his truckers appallingly . \n\nYou reap what you sowed.
He is a WOKE ( Blackfaced) fool .\nWho treated his truckers appallingly . \n\nYou reap what you sowed.
Uses personal attacks and moral condemnation to delegitimize the Prime Minister, framing him as unfit to lead.
@A2Z1Two3
Mar 4, 2025
Hard to believe we Canadians have to deal with your f***ing problems.
Hard to believe we Canadians have to deal with your f***ing problems.
Us-versus-them framing asserting Canadian identity and resentment toward American problems affecting Canada.
@jimdawson9799
Mar 4, 2025
I'm proud to be canadian, Trump will not win!
I'm proud to be canadian, Trump will not win!
Expresses pride in Canadian identity while opposing Trump, combining nationalist assertion with political opposition.
@francisct
Mar 4, 2025
Your own citizens are booting u out of office for catching you being a racist…you yourself said u were stepping down…SOUNDS like you need to mind your own buisness and quit speaking to us…we are …
Your own citizens are booting u out of office for catching you being a racist…you yourself said u were stepping down…SOUNDS like you need to mind your own buisness and quit speaking to us…we are aware of our Government…we VOTED for him and highly approve what decisions he makes!!!
Commenter asserts Canadian identity and approval of their government's decisions, using us-vs-them framing against external criticism.
@PamFisher-g3o
Mar 4, 2025
We, the Canadians, stand by our government. We are prepared to go through this and come out well . We did not fight this fight and we feel for those who did not vote for …
We, the Canadians, stand by our government. We are prepared to go through this and come out well . We did not fight this fight and we feel for those who did not vote for Trump in America
Asserts Canadian collective identity and unity with government, while expressing solidarity with American opposition.
@meldawilliams1636
Mar 4, 2025
Nothing personal Americans, but Trump has enraged people in Canada and we are boycotting every American product we can so long as this narcissistic idiot is in power.
Nothing personal Americans, but Trump has enraged people in Canada and we are boycotting every American product we can so long as this narcissistic idiot is in power.
Asserts Canadian identity and collective action (boycott) in opposition to American leadership, framing us-vs-them dynamic.
@MarkE-xg9lr
Mar 4, 2025
When we boo at the US anthem it’s not against the American people but we boo for Trump.
When we boo at the US anthem it’s not against the American people but we boo for Trump.
Distinguishes Canadian identity from American leadership, clarifying national sentiment while comparing the two nations.
@acesup26
Mar 4, 2025
For those out there that are thinking Canada is weak please remember that half of the things that are considered war crimes are only on the books because Canada did them first. Canada has a …
For those out there that are thinking Canada is weak please remember that half of the things that are considered war crimes are only on the books because Canada did them first. Canada has a history of fighting dirty.
Asserts Canadian national strength and historical toughness to counter perceptions of weakness, framed as moral/historical justification.
@CerebralEnema
Mar 4, 2025
MAGAs are so stupid that they would rather destroy their childrens future than admitt they followed the wrong cult.
MAGAs are so stupid that they would rather destroy their childrens future than admitt they followed the wrong cult.
Uses identity-based criticism ('MAGAs') and appeals to future consequences to critique political allegiance.
@brenttimms4350
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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