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
We already know those who follow Trump. Will believe whatever lies he tells them
We already know those who follow Trump. Will believe whatever lies he tells them
Asserts that Trump supporters are gullible believers of lies, framing as us-vs-them political identity.
@foster9062
Mar 4, 2025
You Americans are oppressors
You Americans are oppressors
Broad categorical accusation framing Americans as oppressors, emphasizing group identity and us-vs-them positioning.
@esiamawarripikin1951
Mar 4, 2025
we don’t want this either!!
we don’t want this either!!
Speaker asserts their group's position ('we don't want this') in an us-vs-them framing regarding the policy discussed.
Identity Assertion
0.75
@donicaparker
Mar 4, 2025
Trump voters don't care. They'd rather live in poverty than admit they were wrong.
Trump voters don't care. They'd rather live in poverty than admit they were wrong.
Makes a sweeping characterization of Trump voters as a group unwilling to admit error, framing them as 'other' with implied moral judgment.
@Omni0404
Mar 4, 2025
It's not us!!! It's wannabe DICTATOR Trump!!!!???
It's not us!!! It's wannabe DICTATOR Trump!!!!???
Uses emphatic us-vs-them framing against Trump while expressing alarm about authoritarian threat.
@heatheralvarez3384
Mar 4, 2025
This man is no leader
This man is no leader
Makes a dismissive claim about Trudeau's leadership capacity without substantive argument, functioning as a negative identity/authority judgment.
Identity Assertion
0.75
@user-fm1zo9gl4t
Mar 4, 2025
You worry about your snowpile. Let us worry about America the Beautiful.
You worry about your snowpile. Let us worry about America the Beautiful.
Dismissive assertion of American identity and sovereignty, telling Canadians to focus on their own affairs while Americans handle theirs.
@MrSamIAm39
Mar 4, 2025
Canada has definitely changed for the worst.
Canada has definitely changed for the worst.
Asserts a negative change in national character/identity without elaboration, implying cultural or demographic shift.
Identity Assertion
0.75
RRHandle
Dec 7, 2025
This is treasonous to us Canadians.
This is treasonous to us Canadians.
Frames immigration policy as a betrayal of Canadian identity and national interests, invoking patriotic language.
rosewinter633
Nov 21, 2025
at this point do we even need refugees? why aren't we getting white people to make more babies. that's the part i dont get.
at this point do we even need refugees? why aren't we getting white people to make more babies. that's the part i dont get.
Makes demographic argument about racial/ethnic preference for population growth, asserting identity-based concerns.
etcetc3800
Nov 22, 2025
You would have to be a fool to go down there now
You would have to be a fool to go down there now
Dismisses Americans as foolish, asserting Canadian superiority through negative characterization.
Identity Assertion
0.75
BobTheSlob0000
Dec 8, 2025
Talk about dictatorship, Justin Castro.
Talk about dictatorship, Justin Castro.
Uses inflammatory epithet ('Castro') to frame Trudeau as authoritarian without substantive evidence.
@Jean-MarcHouriet
Mar 4, 2025
It's true that they are generally good people that don't eat poo. Still not their home.
It's true that they are generally good people that don't eat poo. Still not their home.
Acknowledges positive qualities while asserting immigrants don't belong, framing Canada as exclusively for native-born citizens.
Aethelvlad
Jan 28, 2026
Im a Vet. Im still Team U.S point blank. Dont worry about us, we will be fine.
Im a Vet. Im still Team U.S point blank. Dont worry about us, we will be fine.
Personal identity claim (veteran status) combined with allegiance statement ('Team U.S') and reassurance framed as national loyalty positioning.
@nunyabisness2459
Mar 4, 2025
Don't threaten us or tell us what we're going to feel! Go and sit in timeout and we'll TELL YOU! when you can come out
Don't threaten us or tell us what we're going to feel! Go and sit in timeout and we'll TELL YOU! when you can come out
Assertion of Canadian autonomy and rejection of external pressure, using defiant language to establish national agency and boundaries.
@YazzieMcGee
Mar 4, 2025
brainwashing canadians at its best! love living down heere 180 days a year
brainwashing canadians at its best! love living down heere 180 days a year
Accuses Canada of 'brainwashing' while asserting preference for living elsewhere, framing a cultural/national identity divide.
davidjustin72
Dec 8, 2025
Sorry, Justin. While you’re speaking to real Americans, this will never be shown to the cult that has infiltrated us.
Sorry, Justin. While you’re speaking to real Americans, this will never be shown to the cult that has infiltrated us.
Commenter frames a division between 'us' (reasonable people) and 'them' (a 'cult'), suggesting infiltration and ideological threat to national identity.
@samschnugens8937
Mar 4, 2025
It’s PRESIDENT DONALD TRUMP To You Justin ?? ??
It’s PRESIDENT DONALD TRUMP To You Justin ?? ??
Asserting Trump's title and authority while addressing Trudeau, framing a political hierarchy and identity claim.
@Str8_Trollin_TruLiFe
Mar 4, 2025
We can do without you Canada
We can do without you Canada
Dismissive statement asserting exclusion from national community with implicit call for departure.
@aldoraebarrett243
Mar 4, 2025
Trudeu ,you can take your country and your liberal ass we have been footing the bill for years and years,,we wont dig you out of this war and your debt to usa,,period ..you will be …
Trudeu ,you can take your country and your liberal ass we have been footing the bill for years and years,,we wont dig you out of this war and your debt to usa,,period ..you will be gone shortly your people cant stand you..
Expresses rejection of Trudeau and Canada using divisive us-vs-them framing with grievance about financial burden.
@DavidLund-zl7zg
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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