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
I'm sorry, but Trudeau is wrong when he says my president is a very smart man. My president is an idiot.
I'm sorry, but Trudeau is wrong when he says my president is a very smart man. My president is an idiot.
American commenter asserting disagreement with their own president while positioning themselves against Trump supporters, expressing national identity conflict.
@Ohio-sy7mh
Mar 4, 2025
Who is this fool call my president by his first name !!?? This punk done lost his mind!!!
Who is this fool call my president by his first name !!?? This punk done lost his mind!!!
Expresses outrage at perceived disrespect to national leadership, asserting norms of deference and national dignity.
@Eastnewyorkian
Mar 4, 2025
As an American I'm ashamed ?
As an American I'm ashamed ?
Commenter asserts American identity while expressing shame about national actions, framing themselves against their government's position.
@ahmedmm786
Mar 4, 2025
This is an educated, caring and professional leader. He is a gentleman and classy man.
This is an educated, caring and professional leader. He is a gentleman and classy man.
Asserts positive characterization of a political leader as educated, caring, and classy.
Identity Assertion
0.75
@dianeruckdeschel9773
Mar 4, 2025
Trump is the biggest piece of garbage. Impeach and imprison this orange psychopath years ago!
Trump is the biggest piece of garbage. Impeach and imprison this orange psychopath years ago!
Strong partisan criticism framing Trump as morally unfit, combining identity-based political positioning with moral condemnation.
@Antzombieslayer
Mar 4, 2025
America first! US is no longer the worlds cash cow!
America first! US is no longer the worlds cash cow!
Nationalist assertion ('America first') combined with economic argument about US resource allocation and global role.
@lesliekloer8544
Mar 4, 2025
This dude is a joke. Canadians dont even respect this dude
This dude is a joke. Canadians dont even respect this dude
Claims lack of Canadian respect for Trudeau, invoking national identity and collective judgment.
Identity Assertion
0.75
@messagejessez
Mar 4, 2025
I can't believe I'm saying this but trudeau just made me patriotic
I can't believe I'm saying this but trudeau just made me patriotic
Personal reflection on renewed patriotic feeling toward Canada, framed as identity affirmation.
Identity Assertion
0.75
@yunemiii
Mar 4, 2025
Russians should leave the chat. Nobody wants you here.
Russians should leave the chat. Nobody wants you here.
Exclusionary statement asserting who belongs in the Canadian community, using us-vs-them framing.
Identity Assertion
0.75
@brianc8821
Mar 4, 2025
I prefer to buy AMERICAN Made or locally made in HAWAIIAN
I prefer to buy AMERICAN Made or locally made in HAWAIIAN
Expresses preference for American/Hawaiian-made products, asserting local/national identity and consumption values.
Identity Assertion
0.75
@KryptoNyte_Dad
Mar 4, 2025
Toxic femininity imbued. This excuse for a man is a globalist communism plant. A traitor who won't stand up for Canadians he'll swamp and subjugate them.
Toxic femininity imbued. This excuse for a man is a globalist communism plant. A traitor who won't stand up for Canadians he'll swamp and subjugate them.
Uses identity-based insults and nationalist framing to attack the Canadian leader as a threat to Canadian interests and values.
@TheUtopiaStream
Mar 4, 2025
You’re 100% correct Mr Trudeau except that we DID chose to do this when the other 50% elected this government. ?
You’re 100% correct Mr Trudeau except that we DID chose to do this when the other 50% elected this government. ?
Asserts Canadian identity and agency while critiquing the government's election, framing it as a collective choice.
@Gogoterps
Mar 4, 2025
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Blames Trudeau, the Liberal party, and mainstream media as responsible for Canada's problems, asserting national grievance.
@ArseneL2406
Mar 4, 2025
What do you expect when a FOOL, a CRIMINALLY MINDED FELON, A PUTIN PUPPET- TRUMP BEING VOTED IN as a president by brainless voters...?... \n\nAmericans are JOKE TO THE WORLD.
What do you expect when a FOOL, a CRIMINALLY MINDED FELON, A PUTIN PUPPET- TRUMP BEING VOTED IN as a president by brainless voters...?... \n\nAmericans are JOKE TO THE WORLD.
Expresses national/cultural identity through criticism of American voters and positioning Americans as globally discredited, with moral condemnation.
@fearless2567
Mar 4, 2025
Bring it! USA USA USA!!!
Bring it! USA USA USA!!!
Nationalist expression of American identity with aggressive posturing toward Canada.
@Xh4L3
Mar 4, 2025
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Hats off to president Teasdale this is what a real president sounds like unlike the queen Donald Trump the first who's going to bring America to his knees ??
Commenter frames political leaders through us-vs-them comparison (real vs. fake president) and asserts national/political identity preference.
@dannyrice7320
Mar 4, 2025
Pick a fight with yourself, your so scared! We won't feel any affect!
Pick a fight with yourself, your so scared! We won't feel any affect!
Dismisses Canada's concerns as fear-based and asserts American dominance/indifference; uses us-vs-them framing with threat minimization.
@joshualove8907
Mar 4, 2025
Our Dumb Chump person in the office of President is a complete idiot. Imgine the character of those that put him in office!
Our Dumb Chump person in the office of President is a complete idiot. Imgine the character of those that put him in office!
Attacks the character of political opponents through insulting language, framing them as 'dumb' and questioning the judgment of those who support them, which is identity-based political polarization.
@MarkH-4
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
It’s not America. It’s a buffoon that is in out Whitehouse
It’s not America. It’s a buffoon that is in out Whitehouse
Distinguishes between America as a nation and its current leader, asserting a distinction between the country and its leadership.
@DiamondsWorld24
Mar 4, 2025
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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)