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
Search & Filter
Identity Assertion
5,512 comments
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys …
Are fellow Americans friends and neighbors, the Americans people are very welcome to come to Canada as are close friends, the American jerk President Trump and his idiotics cabinet and their new alliance of alleys ARE NOT WELCOME TO OUR AND YOURS COUNTRY, sadly enough, you do not have a President, you have a BULLY IN AND A CRIMINAL AT BEST, TRYING TO RUIN THIS WORLD OF OURS, we all need to work together on getting this world of ours back together,
Distinguishes between welcome and unwelcome groups based on national/political identity, with moral condemnation of Trump.
@russelletts4772
Mar 4, 2025
The US did not do shit. Trump and his minions did?
The US did not do shit. Trump and his minions did?
Distinguishes between the US as a nation and Trump's administration, asserting blame on the latter.
Identity Assertion
0.75
@JakeLoveridge-xn1nc
Mar 4, 2025
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
This is what a president looks and sounds like! Intelligent, direct, formidable, respectful - that is how power should be used.
Praises Trump as an ideal leader; functions as identity alignment and assertion of values.
Identity Assertion
0.75
@LDJ829
Mar 4, 2025
Mr Trudeau, a lying, cheating man recognizes his counterpart
Mr Trudeau, a lying, cheating man recognizes his counterpart
Accusatory statement attacking Trudeau's character using us-vs-them framing of moral judgment.
@naomiholzer988
Mar 4, 2025
0:51 straight white men
0:51 straight white men
References a specific demographic category ('straight white men') in relation to video content, asserting identity-based framing.
Identity Assertion
0.75
HH-fs1uu
Jan 28, 2026
American idiot rule has officially begun.
American idiot rule has officially begun.
Dismissive characterization of American governance and identity, expressing national shame and concern about political direction.
@joelnichols9055
Mar 4, 2025
He is a nice & real president. Trump is in the level of bottom.
He is a nice & real president. Trump is in the level of bottom.
Comment makes comparative character judgments about political leaders using us-vs-them framing (positive vs. negative positioning).
Identity Assertion
0.75
@gorillachen9256
Mar 4, 2025
The determination and fortitude you are seeing in PMJT is in every Canadian.
The determination and fortitude you are seeing in PMJT is in every Canadian.
Asserts shared Canadian identity and character while expressing support for the Prime Minister.
@donmour
Mar 4, 2025
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Expresses support for Canada and criticism of Trump through nationalist framing and moral judgment of his character.
@silvestresantana1170
Mar 4, 2025
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy …
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy numbers and look at how many boats we have. We are the strongest geographical Nation in this world. Because of the ocean surrounding us. Everyone knows that it would be damn near impossible to take us over but they're finding it far too easy to divide the American people. Find your nationalism.??????
Asserts American nationalism and geographic superiority while framing economic arguments about military protection and taxation.
@kaseycates2743
Mar 4, 2025
American's that's what a leader sounds like!
American's that's what a leader sounds like!
Asserts American identity and leadership values by praising what 'a leader sounds like' in contrast to implied criticism.
@conorarrigan
Mar 4, 2025
Canadian people are good people. This putz is an idiot.
Canadian people are good people. This putz is an idiot.
Asserts Canadian identity as 'good people' while dismissing a political figure, using us-vs-them framing.
Identity Assertion
0.75
@lwhowell4387
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
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand …
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand fast. \nBunch of purple hair liberal lunatics. \n\nCowards. \n\nBunch of cutters ????
Uses inflammatory language attacking perceived opponents ('purple hair liberal lunatics') with us-vs-them framing and sarcastic tone.
@ec7973
Mar 4, 2025
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
Frames immigration as a threat to 'White Canadian' society and urges in-group members toward a specific movement, combining identity assertion with mobilization.
AverageDad0
Jan 27, 2026
I'm proudly Canadian Trump is jerk , so is Elon Musk , Vance as well . 3 goof balls with no respect , no matters
I'm proudly Canadian Trump is jerk , so is Elon Musk , Vance as well . 3 goof balls with no respect , no matters
Asserts Canadian identity and pride while criticizing Trump, Musk, and Vance as disrespectful outsiders.
@colpaertlaura
Mar 4, 2025
Khalistaniyo ka maa ka bhosda
Khalistaniyo ka maa ka bhosda
Abusive ethnic slur in Punjabi targeting a specific group identity without substantive argument.
Identity Assertion
0.75
arpanbanerjee2847
Feb 26, 2026
Now that's what a leader looks like
Now that's what a leader looks like
Affirms approval of leadership qualities, implicitly contrasting with others or previous leaders.
Identity Assertion
0.75
@unrealed2211
Mar 4, 2025
Trudo number one. The best.? . Trump ?
Trudo number one. The best.? . Trump ?
Expresses preference for Trudeau over Trump through comparative assertion of national leadership quality.
Identity Assertion
0.75
@s.p3720
Mar 4, 2025
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
A lot of canadians are unhappy with the guy, but that was a hell of a speech and a good reaponse to the US. Bring on the trade war!
Asserts Canadian identity and positions Canada against the US, while expressing support for confrontational stance.
@colmivers
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)