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
As an AMERICAN FKEM ALL …WE FIRST !!!!
As an AMERICAN FKEM ALL …WE FIRST !!!!
Strong us-vs-them framing asserting American identity and prioritization, with implicit call to action through emphatic capitalization.
@delavida1862
Mar 4, 2025
From America, the world really acts like we owe them something.\n\nWe get called imperialists when we help, cowards and weaklings when we don’t, we get reprimanded and shit on about how we should get our …
From America, the world really acts like we owe them something.\n\nWe get called imperialists when we help, cowards and weaklings when we don’t, we get reprimanded and shit on about how we should get our nose out of everyone’s business. The rest of the world seems to have a hate boner for the US yet can’t even be bothered to figure out how to not start new world wars, can’t even be bothered to take in and handle their own refugees, can’t even be bothered to help your own people.\n\nWe The People are growing real tired of our treatment on the world stage. Furthermore, we have our own issues. We have to focus on our own country and people, because as it stands many of us are struggling to figure out how to pay rent without picking up 2nd jobs or side hussle’s. Please understand this, we voted for Donald Trump. Flaws and all. He didn’t cheat or steal his way in. He isn’t a threat to democracy, or the stability of Europe. He’s and American president for America and if any non Americans wanna take issue with that. Then come get your citizenship and vote for it, but until then, stop crying about what America is doing and focus on your own country. Who knows, if you do your own country might actually be notable enough for you to understand my frustrations :)
Asserts American identity and grievance, compares US treatment to other nations' failures, and emphasizes domestic economic struggles as justification for inward focus.
@TheSket
Mar 4, 2025
suck it sideways canada, bunch of crybaby liberals that rely on daddy AKA the UNITED STATES
suck it sideways canada, bunch of crybaby liberals that rely on daddy AKA the UNITED STATES
Uses derogatory language to assert American superiority and dismiss Canadians as dependent, with partisan framing.
@Swishkid_3223
Mar 4, 2025
Good riddance of Canada. The US has subsidized them for too long. Bye bye and take that pisshole Europe with you.
Good riddance of Canada. The US has subsidized them for too long. Bye bye and take that pisshole Europe with you.
Comment expresses dismissive us-vs-them framing toward Canada and Europe with hostile language suggesting national/cultural division.
@CombatMedicOps123
Mar 4, 2025
We don't want this either!!!
We don't want this either!!!
Emphatic assertion of collective opposition using 'we don't want this,' expressing group sentiment without elaboration.
Identity Assertion
0.80
@tenorsandreaandjosh2570
Mar 4, 2025
It's almost as if Trudeau doesn't even know who Donald Trump is! Speaking to him directly and addressing him as Donald instead of President Trump is a blatant show of disrespect. \n\nGuess what Canada. We …
It's almost as if Trudeau doesn't even know who Donald Trump is! Speaking to him directly and addressing him as Donald instead of President Trump is a blatant show of disrespect. \n\nGuess what Canada. We don't need you for ANYTHING! I already boycott Canadian Club. Not for political reasons, but I don't like drinking bever piss. And I'll start buying my maple syrup from Vermont. So, you keep your shit, we'll keep our shit, and good luck to you.
Asserts American superiority and independence from Canada through nationalist framing, with dismissive us-vs-them rhetoric and boycott threats.
@rcampbell4967
Mar 4, 2025
Trump is the enemy! God bless Canada!
Trump is the enemy! God bless Canada!
Frames Trump as external threat to Canadian identity and expresses national solidarity with Canada.
@suedrach3950
Mar 4, 2025
Nobody with a brain admires trudeau
Nobody with a brain admires trudeau
Dismissive statement that divides people into those with 'brains' versus Trudeau admirers, using intelligence as an identity marker.
Identity Assertion
0.80
@jackford5891
Mar 4, 2025
A month ago, I was still proud of America. The Clown show we are stuck with, has made that almost impossible.
A month ago, I was still proud of America. The Clown show we are stuck with, has made that almost impossible.
Expresses loss of national pride and identity due to current political leadership, framing it as a threat to American dignity.
@PeterFriederichsen-bn9pb
Mar 4, 2025
Liberals all the way ❤
Liberals all the way ❤
Simple partisan identity statement expressing allegiance to Liberals without substantive policy engagement.
Identity Assertion
0.80
@JG-yr9tk
Mar 4, 2025
Canada country United DT your USA divided leader by dumb witted DT your joke the world is against you DT
Canada country United DT your USA divided leader by dumb witted DT your joke the world is against you DT
Contrasts Canada's unity with USA's division under Trump, asserting national identity and international standing.
@adriansmith7604
Mar 4, 2025
Canadian people don’t even like Trudeau ??
Canadian people don’t even like Trudeau ??
Makes a claim about Canadian national sentiment and identity positioning relative to political leadership.
Identity Assertion
0.80
@JorrellEscobar
Mar 4, 2025
Don’t call it “ally” canada is becoming europe. Economy & immigration wise
Don’t call it “ally” canada is becoming europe. Economy & immigration wise
Rejects Canada's ally status through comparative framing about economic and immigration policies, implying Canada has lost its identity.
@Pokipokifam
Mar 4, 2025
Justin your speech makes me even more proud to be Canadian... I vote for you!
Justin your speech makes me even more proud to be Canadian... I vote for you!
Expresses pride in Canadian identity and political support, asserting national belonging and endorsement.
@RobertCousins-mz2bs
Mar 4, 2025
Arrogant guy. We stand with Trump. Give it time. And start living up to the military requirements you haven’t chosen to fulfill until Trump pushed the boundaries.
Arrogant guy. We stand with Trump. Give it time. And start living up to the military requirements you haven’t chosen to fulfill until Trump pushed the boundaries.
Expresses alignment with Trump and criticism of Trudeau's arrogance, asserting political identity and national allegiance.
@katherineridings7937
Mar 4, 2025
This Gentalman is Something Trump can Never be , No matter how much money he has ,
This Gentalman is Something Trump can Never be , No matter how much money he has ,
Contrasts one leader's character and qualities against Trump, asserting superiority based on personal attributes and values.
@GIBLETTS
Mar 4, 2025
We do fine with no bud lite\nWe can do fine without canada
We do fine with no bud lite\nWe can do fine without canada
Asserts American self-sufficiency and independence from Canada through us-vs-them framing about consumer goods.
@TheThirdEye38
Mar 4, 2025
I am proud to be in Canada, and I will stop purchasing anything in the USA. I had plans to visit the USA, but I have changed my MIND. CANADA ?? ?
I am proud to be in Canada, and I will stop purchasing anything in the USA. I had plans to visit the USA, but I have changed my MIND. CANADA ?? ?
Asserts Canadian pride and national identity while expressing solidarity through consumer choices and travel decisions.
@DataINSIGHT-s5d
Mar 4, 2025
AMERICA FIRST
AMERICA FIRST
A nationalist slogan asserting American identity and prioritization.
Identity Assertion
0.80
@cricketandwilber
Mar 4, 2025
Canada needs us, we don't need them
Canada needs us, we don't need them
Asserts American superiority and independence through us-vs-them framing, claiming America's dominance over Canada.
Identity Assertion
0.80
@RobertBee-c8b
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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Discourse Quality (Perspective API)