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
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Uses 'red hat brigade' as in-group/out-group framing and dismisses opposing political identity as stupid, though also critiquing commenters.
@Up_In_The_Loft
Mar 4, 2025
Castro's boy is an imbecile, ask the Canadians.
Castro's boy is an imbecile, ask the Canadians.
Dismissive characterization of a political leader with an implied us-vs-them framing ('ask the Canadians'), asserting in-group judgment.
@bradharrison7572
Mar 4, 2025
Trump is not my president!!! ?????I live in Utah. We are with Canada, Europe and Mexico. Putin is enemy for all of us. He is manipulating with idiot Trump.
Trump is not my president!!! ?????I live in Utah. We are with Canada, Europe and Mexico. Putin is enemy for all of us. He is manipulating with idiot Trump.
Asserts solidarity with Canada/Europe/Mexico against external threat (Putin/Trump), framing geopolitical alignment.
@galinastrat2662
Mar 4, 2025
Trudy is a weasel, hopefully Trump helps you all find your huevos, (like it used to be)
Trudy is a weasel, hopefully Trump helps you all find your huevos, (like it used to be)
Combines national identity framing ('find your huevos') with criticism of leadership, suggesting Canada has lost masculine strength.
@mikedennis8109
Mar 4, 2025
Americans enjoy drugs too much, but they don't accept responsibility for their addiction. Instead, they blame others for their shortcomings and addiction . Nobody is forcing Americans to use drugs, Nobody twists their arm to …
Americans enjoy drugs too much, but they don't accept responsibility for their addiction. Instead, they blame others for their shortcomings and addiction . Nobody is forcing Americans to use drugs, Nobody twists their arm to be drug addicts, they do it to themselves
Comment uses us-vs-them framing (Americans vs. others) and makes a moral judgment about personal responsibility, but the identity assertion about American character is primary.
@PatriciaD.L
Mar 4, 2025
Let them show each other their true colors
Let them show each other their true colors
Vague statement suggesting opposing groups should reveal their true nature, framing a conflict between in-group and out-group with implicit call for confrontation.
@dumioliphant6120
Mar 4, 2025
Your an idiot Tru dumb dumb. You will lose. You have nothing we need ?? idiot. You are not taking our money anymore. Good luck tough guy. ???
Your an idiot Tru dumb dumb. You will lose. You have nothing we need ?? idiot. You are not taking our money anymore. Good luck tough guy. ???
Uses possessive language ('our money') and nationalist framing to assert Canadian identity against perceived external threat.
@jdubbseegizzy7221
Mar 4, 2025
And we are gone make Canada Great again ?
And we are gone make Canada Great again ?
The commenter invokes nationalist sentiment ('Make Canada Great Again') with an implicit call to action, asserting national pride and superiority.
@joesarkis7337
Mar 4, 2025
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Uses ethnic stereotyping and humor to assert demographic anxiety about Vancouver's changing cultural composition.
jpaul8419
Jan 22, 2026
This coming from black face communist!
This coming from black face communist!
Uses inflammatory identity-based insult ('blackface communist') to attack the speaker, combining personal attack with political labeling.
@corinadiaz9505
Mar 5, 2025
He sounds like a man today jeeze first time canada came first in 10 years
He sounds like a man today jeeze first time canada came first in 10 years
Suggests Trudeau is finally putting Canada first, implying a contrast with previous priorities and asserting national interest.
Identity Assertion
0.72
@JoelPerry-h7f
Mar 4, 2025
Trump is a moron… no less.
Trump is a moron… no less.
Brief personal insult toward Trump without substantive policy critique or evidence, functioning as identity-based dismissal.
Identity Assertion
0.72
@qht171
Mar 4, 2025
All the sudden liberals love war lol?
All the sudden liberals love war lol?
Uses sarcasm to criticize perceived political hypocrisy, framing liberals as inconsistent on war.
@aaronmarchanti6685
Mar 4, 2025
Trump and his puppet masters Putin and Muskrat are assholes!
Trump and his puppet masters Putin and Muskrat are assholes!
Uses insulting wordplay and conspiracy framing to assert opposition to foreign political figures.
@smcommunicationsolutions8145
Mar 4, 2025
Last days of CNN.\nTrump will take care of all those stupid things!
Last days of CNN.\nTrump will take care of all those stupid things!
Dismisses CNN as 'stupid' and expresses faith in Trump as a leader, framing political allegiance as identity-based.
@XYDRO007
Mar 4, 2025
Who cares what this resigned coward has to say? Pierre will fix Canada
Who cares what this resigned coward has to say? Pierre will fix Canada
Dismisses one political figure while asserting faith in Canadian leadership (Pierre), framing national political preference as identity positioning.
@SARGENTDOODLE
Mar 4, 2025
WE STAND ON GUARD!!\n\nELBOWS UP!!
WE STAND ON GUARD!!\n\nELBOWS UP!!
Patriotic assertion of Canadian identity ('Stand on Guard' references national motto) with mobilizing language.
@Skizzlej1
Mar 4, 2025
Just know that not all Americans follow that dictator criminal nazi dictator.
Just know that not all Americans follow that dictator criminal nazi dictator.
Commenter distinguishes themselves from Americans supporting Trump, asserting a separate identity while making a moral judgment about the political figure.
@JacobDean88
Mar 4, 2025
No more screwing over the USA !!!!!
No more screwing over the USA !!!!!
Asserts nationalist position that the US should prioritize its own interests over accommodating Canada, using us-vs-them framing.
Identity Assertion
0.72
@jamieayers2598
Mar 4, 2025
He's woeing, begging, crying, so weak....
He's woeing, begging, crying, so weak....
Comment uses derogatory language to characterize a political figure as weak, combining identity-based criticism with implicit moral judgment.
@hqyang7871
Mar 5, 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)