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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Unverified Claim
3,221 comments
Justin is.gonna be gone soon. And Trump is going to wait. And the next leader of Canada will be an ally of Trump
Justin is.gonna be gone soon. And Trump is going to wait. And the next leader of Canada will be an ally of Trump
Makes speculative claims about future political leadership and alignment without factual basis, comparing Canadian and U.S. political dynamics.
@areascoda2912
Mar 4, 2025
Lock trump up! He is a russian asset.
Lock trump up! He is a russian asset.
Makes an unsubstantiated claim that Trump is a Russian asset, framed as a call to action (lock him up).
@ismayilarifoglu6226
Mar 4, 2025
I thought Fidel Castro Jr was kicked out of Canada? Globalists seem to be determined to start WW3.
I thought Fidel Castro Jr was kicked out of Canada? Globalists seem to be determined to start WW3.
Makes unsubstantiated claims about Trudeau being 'Fidel Castro Jr' and globalists starting WW3 without evidence.
@PIPIL4LIFE
Mar 4, 2025
love that these Canada first businesses still cannot seem to hire Canadians, as store after store is staffed by indians.
love that these Canada first businesses still cannot seem to hire Canadians, as store after store is staffed by indians.
Makes a specific factual claim about hiring patterns ('store after store is staffed by indians') without evidence, framed within identity-based concern about 'Canada first' businesses.
@MH-lz3gp
Mar 4, 2025
We already have the minerals deal with ukraine and Russia. CANADA LOST ALREADY
We already have the minerals deal with ukraine and Russia. CANADA LOST ALREADY
Makes unsubstantiated claim about mineral deals with Ukraine/Russia and asserts Canada has already lost without evidence.
@RubenBarela-j8i
Mar 4, 2025
Trump lies about everything.
Trump lies about everything.
Makes a sweeping factual assertion ('Trump lies about everything') without specific evidence or examples.
Unverified Claim
0.75
@kinnamangaming3216
Mar 4, 2025
His approval rating is at 34% by the way.
His approval rating is at 34% by the way.
Presents a specific factual claim (approval rating at 34%) without source or evidence, stated as assertion.
Unverified Claim
0.75
@Stoddardian
Mar 4, 2025
Congratulations, Republicans. You've put a russian mole in the white house!! Very patriotic of you.
Congratulations, Republicans. You've put a russian mole in the white house!! Very patriotic of you.
Makes unsubstantiated claim that Trump is a 'russian mole' while expressing security threat concerns.
@leonponce8437
Mar 4, 2025
Trump is a felon
Trump is a felon
Makes a specific factual claim about Trump's criminal status without providing evidence or context.
Unverified Claim
0.75
@couettou5594
Mar 4, 2025
Elon doesn’t like Canada. That’s why Trump is doing this bc his boss told him to? Everyone is acting like they don’t knw WHY?
Elon doesn’t like Canada. That’s why Trump is doing this bc his boss told him to? Everyone is acting like they don’t knw WHY?
Presents unsubstantiated claim that Elon Musk controls Trump's tariff decisions without evidence.
@solstyles1038
Mar 4, 2025
This is Trudeau theater people this fool and the liberals want this crisis so they can call an emergency and continue in power. By pass an election you watch. Liberals are woke WEF CLIMATE EXTREMISTS. …
This is Trudeau theater people this fool and the liberals want this crisis so they can call an emergency and continue in power. By pass an election you watch. Liberals are woke WEF CLIMATE EXTREMISTS. CANADA wants them voted out.
Makes unsubstantiated claims that Trudeau is orchestrating a crisis to bypass elections and that liberals are 'WEF climate extremists.'
@doubledcanada
Mar 4, 2025
99% of Fentanyl is from the Southwest border, 1% from Canada. No Folks, this is not about that. This is about trying to break down Canada economically and steal money and resources from Canada. The …
99% of Fentanyl is from the Southwest border, 1% from Canada. No Folks, this is not about that. This is about trying to break down Canada economically and steal money and resources from Canada. The US president will NEVER have war approval on Canada through congressional approval and the US is so divided that the army would not cooperate anyways.
Presents specific fentanyl statistics without evidence and claims Trump's real motive is economic exploitation of Canada.
@masterfactchecker5541
Mar 4, 2025
there is no evidence that Trump is smart......dont even concede that
there is no evidence that Trump is smart......dont even concede that
Makes a factual assertion ('no evidence that Trump is smart') presented without supporting evidence.
Unverified Claim
0.75
@DoyMartija
Mar 4, 2025
TRUMP AND (J.D VANCE) Show in front of the world.. About the minéral deal.. \n\nWas planified.. Ever since the 1st meeting between Trump and Poutine... Trump chose to work with poutine instead of état was …
TRUMP AND (J.D VANCE) Show in front of the world.. About the minéral deal.. \n\nWas planified.. Ever since the 1st meeting between Trump and Poutine... Trump chose to work with poutine instead of état was his closes Allies
Presents specific allegations about Trump-Putin coordination and mineral deals without evidence.
@anne-marielabelle9275
Mar 4, 2025
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
I thought this fool was taken out of office a long time ago? How could he even show his face in public after single handedly destroying Canada..
Makes unsupported factual claim that Trump 'single handedly destroyed Canada' presented as fact without evidence.
@AnonymousGameWarden
Mar 4, 2025
90% of Americans do not want this we weep for what is being done. ?????
90% of Americans do not want this we weep for what is being done. ?????
Presents an unsubstantiated statistic ('90% of Americans') combined with expressions of distress about policy consequences.
@LeighLong-z1o
Mar 4, 2025
I hope president musk and first Lady Donna see the writing on the wall
I hope president musk and first Lady Donna see the writing on the wall
Makes a speculative claim about hypothetical future political appointments ('president musk and first Lady Donna') presented as if factual without evidence.
Unverified Claim
0.75
@exile9237
Mar 4, 2025
This is on some next level Manchurian Candidate type _ _ _ _
This is on some next level Manchurian Candidate type _ _ _ _
Invokes conspiracy theory language ('Manchurian Candidate') suggesting hidden manipulation without evidence.
@elastronata
Mar 5, 2025
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
You need to stop watching the mainstream media! Perhaps then you would know what the facts are! \nOops, nevermind, you know the truth, you're just too disgusting to speak it!!!
Commenter makes an unsubstantiated claim that the listener is ignoring facts and hiding truth, while attacking their character.
@tammybrenner8358
Mar 4, 2025
Trump bff is Putin...in short Canada was replaced by Russia?
Trump bff is Putin...in short Canada was replaced by Russia?
Presents a conspiratorial claim that Canada was 'replaced by Russia' without evidence, framed as a question.
@jamescarpenter3490
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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Discourse Quality (Perspective API)