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
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
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
OUR government!? The GOOD people of the United States-didn’t - elect that STUPID PUKE TRUMP!?
OUR government!? The GOOD people of the United States-didn’t - elect that STUPID PUKE TRUMP!?
Commenter asserts 'good people' identity while rejecting Trump, framing political division along moral/identity lines.
@JoeyOdell-o2e
Mar 4, 2025
Our president isn't risking anything you idiot! He's literally saving us from any further fraud. We'll be just fine without you. You literally have no legs to stand on . Thanks, come again
Our president isn't risking anything you idiot! He's literally saving us from any further fraud. We'll be just fine without you. You literally have no legs to stand on . Thanks, come again
Defends a political leader and frames opposition as outsiders ('you'), asserting in-group loyalty while critiquing policy.
@YazzieMcGee
Mar 4, 2025
I stand on trump with the rest of the sane world.
I stand on trump with the rest of the sane world.
Commenter asserts alignment with Trump and claims to represent 'the sane world,' using us-vs-them framing.
Identity Assertion
0.75
@cyborg266
Mar 4, 2025
Trump don't need Trudeau's lecture on trade and economy.
Trump don't need Trudeau's lecture on trade and economy.
Asserts Trump's independence and superiority while implicitly critiquing Trudeau's authority to lecture, framed as a national/leadership identity claim.
@binatobina1083
Mar 4, 2025
Canada has no nukes and no aircraft carriers. It will suck the left teat until we say move to the right.
Canada has no nukes and no aircraft carriers. It will suck the left teat until we say move to the right.
Asserts Canada's weakness and vulnerability while framing political direction as a left-right identity struggle.
@RickHooper-b9n
Mar 4, 2025
Just watch Trump will be blaming Biden for all this because Trump has no leadership no plan but to make rich people, richer! Do you maga supporters realize what you've done now. And how bad …
Just watch Trump will be blaming Biden for all this because Trump has no leadership no plan but to make rich people, richer! Do you maga supporters realize what you've done now. And how bad things are about to become in our country. I didn't vote for Trump but I'm going to have to suffer because of dumb idiot suckers like you. Thanks Maga for ruining my life because of your stupidity! ✌️
Expresses strong us-vs-them framing (MAGA supporters vs. non-supporters) with moral condemnation of opposing group's choices and impact.
@BrianLoughman
Mar 4, 2025
AMERICA: One thing you guys may not grasp yet.... we may be nice, but we love a fight and when you come at some of us... you automatically come at ALL of us. To the …
AMERICA: One thing you guys may not grasp yet.... we may be nice, but we love a fight and when you come at some of us... you automatically come at ALL of us. To the MAGA people of america: F×#$ You. To the rest, we get its not your fault. ELBOWS UP!!!!! CANADA STRONG!!!!!!!!!! ?? ? ?? ?
Asserts American/Canadian collective identity and solidarity against Trump supporters, with aggressive us-vs-them framing and calls for unity.
@RANSOME62-CANADA
Mar 4, 2025
I am canadian, and I hate being the laughing stock of the world, I hope Trump bankrupts canada and we all can be Americans!! You cannot eat pride, and turdeaus idea of helping the people …
I am canadian, and I hate being the laughing stock of the world, I hope Trump bankrupts canada and we all can be Americans!! You cannot eat pride, and turdeaus idea of helping the people is taking the tax off of booze for a couple months to sedate us,,,
Canadian expressing shame about national standing and desire to become American, combined with criticism of Trudeau's policies.
@davidburgoyne7489
Mar 4, 2025
Read the room jackhole! Either join us or piss off! It's not a fight! He's the one starting a fight. Bye Canada!
Read the room jackhole! Either join us or piss off! It's not a fight! He's the one starting a fight. Bye Canada!
Expresses in-group/out-group framing ('join us or piss off') and threatens departure, with some call-to-action elements in the confrontational tone.
@YazzieMcGee
Mar 4, 2025
United we stand divided we fall! trump on putin team! This could be all temporary if we do this right!
United we stand divided we fall! trump on putin team! This could be all temporary if we do this right!
Uses nationalist framing ('United we stand') and makes geopolitical claims about Trump and Putin, with implied call for action.
@slick1377
Mar 4, 2025
The American people don't want this either. Trump did this.
The American people don't want this either. Trump did this.
American distancing themselves from Trump's actions while asserting shared values with Canada.
@michaelt9985
Mar 4, 2025
I am a proud Canadian of Justin Trudeau ! The speech is direct, says what is to be said with absolute no ambiguity ! Buy Canadian from now on Donald !
I am a proud Canadian of Justin Trudeau ! The speech is direct, says what is to be said with absolute no ambiguity ! Buy Canadian from now on Donald !
Commenter asserts proud Canadian identity and expresses support for Trudeau's leadership, combining national identity claims with solidarity messaging.
@gillesdurand9332
Mar 4, 2025
American stand with our president Trump in America ???
American stand with our president Trump in America ???
Asserts American identity and allegiance to Trump, creating in-group solidarity.
Identity Assertion
0.75
@Marvinguigar
Mar 4, 2025
A communist telling America how to conduct business lol
A communist telling America how to conduct business lol
Uses dismissive labeling ('communist') to delegitimize the speaker, employing identity-based framing with sarcastic tone.
@HornsTusks
Mar 4, 2025
The Saarification of the world
The Saarification of the world
Cryptic reference to 'Saarification' appears to invoke identity-based concerns about cultural or demographic change, though the exact meaning is ambiguous.
Identity Assertion
0.75
NuclearAutism
Jan 28, 2026
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)