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
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
Asserts Canadian collective rejection of a leader ('WE IN CANADA DO NOT SUPPORT'), framing him as a dictator and invoking national identity.
@NeykaBlitZ
Mar 4, 2025
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Praises an individual as exemplary Canadian while calling for more Canadians to adopt defensive nationalist posture.
Ewerboweski
Mar 2, 2026
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
Asserts American identity and confidence in Trump while dismissing perceived threats, with us-vs-them framing.
@lisawintersbaldwin4470
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
Eww must be a terrible smell
Eww must be a terrible smell
Uses dehumanizing language and ethnic stereotyping to express disgust toward immigrants, combining prejudice with xenophobic sentiment.
GoonRadar
Mar 3, 2026
And I'm embarrassed to be an American where we pretend we're free ?
And I'm embarrassed to be an American where we pretend we're free ?
Expresses shame about American identity and questions authenticity of American freedom claims.
@istx3
Mar 4, 2025
???? this mother fu… call Putin Dictator…Dictator was you Father Justin Fidel Jr??????
???? this mother fu… call Putin Dictator…Dictator was you Father Justin Fidel Jr??????
Uses nationalist framing and accusations of illegitimacy against the PM, asserting Canadian identity concerns while making moral claims about leadership.
@LuisNavarro-cs3sb
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
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
MAGA Trump fascist administration and his fascist billionaire oligarchs are traitors to the rest of the Westin democratic world ? ????????
MAGA Trump fascist administration and his fascist billionaire oligarchs are traitors to the rest of the Westin democratic world ? ????????
Frames Trump administration as fascist traitors to Western democracy, asserting values-based identity boundaries between democratic and anti-democratic forces.
@alexmuscle1
Mar 4, 2025
If you don’t vote Liberal, you’re racist……I think the Liberals have cried wolf too many times. It’s long past they need to be gone.
If you don’t vote Liberal, you’re racist……I think the Liberals have cried wolf too many times. It’s long past they need to be gone.
Frames political disagreement as moral accusation (racism) while asserting need for government change based on identity-based framing.
wadeross6311
Feb 27, 2026
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
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Comment asserts ethnic/cultural identity boundaries and expresses fear about group takeover, though the argument is incoherent and offensive.
ahmedal7414
Jan 29, 2026
Mark "Who Cares about real Canadians" Carney
Mark "Who Cares about real Canadians" Carney
Sarcastic attack on a political figure using a modified name to suggest he prioritizes immigrants over 'real Canadians,' invoking us-vs-them framing.
FastFingers3000
Feb 24, 2026
Sorry America let’s stupid people vote.
Sorry America let’s stupid people vote.
Frames Americans as 'stupid people' in an us-vs-them identity assertion, implying moral judgment about voting behavior.
@BadDayAgain-y7e
Mar 4, 2025
Most Americans don't want this either! ????
Most Americans don't want this either! ????
Commenter asserts a collective 'we' (Americans) position against something, framing it as a shared national sentiment.
Identity Assertion
0.75
@jeanettecalderwood363
Mar 4, 2025
White people are so mad, what goes around comes around motherfuckers😂😂😂😂😂😂😂
White people are so mad, what goes around comes around motherfuckers😂😂😂😂😂😂😂
Uses racial framing and humor to express resentment toward white Canadians, invoking historical grievance.
rahulreddy3558
Jan 28, 2026
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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)