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
America is not your personal property [Donald Trump]
America is not your personal property [Donald Trump]
Asserts that America is not Trump's personal property, framing national identity and ownership as a contested us-vs-them issue.
@isaacaigberemolen3799
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
You simply can't reason with the left. Their censorship. Their drama queen word play. Their distain for reality. So, get ready to rumble. Unreasonable people must be dealt with unreasonable measures. Are tariffs unreasonable? Yep. …
You simply can't reason with the left. Their censorship. Their drama queen word play. Their distain for reality. So, get ready to rumble. Unreasonable people must be dealt with unreasonable measures. Are tariffs unreasonable? Yep. Welcome to your world.
Frames political conflict as us-vs-them (left vs. right), characterizes opponents negatively, and implies confrontational action is justified.
@UnscheduledProgram
Mar 4, 2025
White guilt has been hacked. Jesus help us. These spoiled women and weak men are leading us to hell
White guilt has been hacked. Jesus help us. These spoiled women and weak men are leading us to hell
Uses identity-based framing ('white guilt') and gender stereotyping to critique perceived moral failings of specific groups.
AmericasBack
Jan 27, 2026
Indian immigrants are actually nice and repectful towards everyone The only problem with immigrants are the terrorists that come from middle east
Indian immigrants are actually nice and repectful towards everyone
The only problem with immigrants are the terrorists that come from middle east
Differentiates immigrant groups by ethnicity/religion, praising Indian immigrants while stigmatizing Middle Eastern ones based on identity.
roflmfaolol-6yt54t
Feb 15, 2026
Dude, Americans white or black, cannda whites all are immigrants now question you are immigrant from Europe ancestors live in usa and question other immigrant like browns.
Dude, Americans white or black, cannda whites all are immigrants now question you are immigrant from Europe ancestors live in usa and question other immigrant like browns.
Argues about immigrant ancestry and hypocrisy in who is considered an 'immigrant,' using us-vs-them framing.
hi-lb6tl
Jan 27, 2026
Indians are harmless though.
Indians are harmless though.
Makes a categorical claim about an ethnic group's characteristics, asserting a positive identity marker.
Identity Assertion
0.75
matteojay6052
Feb 17, 2026
Zelensky and Trudeau are jokes
Zelensky and Trudeau are jokes
Dismissive characterization of political leaders using derogatory framing that asserts superiority or contempt.
Identity Assertion
0.75
@MrWhiskeyWhiskers
Mar 4, 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
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
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
I am just sitting here wondering to myself if the MAGA cult can make any sense or understand what Trudeau Just said they would not be accustom to listening to an intelligent man making a …
I am just sitting here wondering to myself if the MAGA cult can make any sense or understand what Trudeau Just said they would not be accustom to listening to an intelligent man making a coherent intelligent speech Maybe they need more time
Uses sarcasm to assert intellectual/cultural superiority of Trudeau and Canada over Trump supporters.
@frankjessop4677
Mar 4, 2025
Screw you Canada???
Screw you Canada???
A dismissive statement expressing antagonism toward Canada, framing an us-versus-them dynamic.
Identity Assertion
0.75
@Harley-k6h
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)