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
The USA does not need Canada, who's not getting the message loud and clear? ?
The USA does not need Canada, who's not getting the message loud and clear? ?
Asserts US superiority and independence from Canada, framing a hierarchical relationship between nations.
@hurstshiftin9873
Mar 4, 2025
If only one MAGAite in Congress would have one shred of balls or class of Mr. Trudeau. This is a leader who works for his people and he just stuck it up Trumps ass.
If only one MAGAite in Congress would have one shred of balls or class of Mr. Trudeau. This is a leader who works for his people and he just stuck it up Trumps ass.
Frames Trudeau as a strong leader defending Canada against Trump, asserting national pride and contrasting Canadian vs. American leadership.
@golfboy488
Mar 4, 2025
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are …
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are going to lose if you dont fall in line.
Asserts US economic and demographic superiority while threatening economic coercion, framing confrontational us-vs-them dynamic.
@AbhorrentBF
Mar 4, 2025
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
Makes unverified claims about Trump's election while asserting a critical stance toward him and his associates.
@sweetjane5033
Mar 4, 2025
I'm with you Canada. Our president is a lunatic.
I'm with you Canada. Our president is a lunatic.
Expresses solidarity with Canada as an in-group while criticizing an out-group leader, framing national identity and positioning.
@ovhnfinity
Mar 4, 2025
To bad so sad loser Kanucks!
To bad so sad loser Kanucks!
Uses derogatory slang ('Kanucks') to mock Canadians, asserting American superiority with dismissive tone.
@Stuart-w6o
Mar 4, 2025
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
Commenter asserts refusal to recognize Trump's legitimacy and uses strong identity-based language ('Commie traitor') to distance themselves from his authority.
@sharonscharff6878
Mar 4, 2025
Well it’s better than muslim…
Well it’s better than muslim…
Comparative statement asserting preference for one group over another based on religious/ethnic identity, with implicit negative framing.
OlexandrMudryk
Jan 27, 2026
♟️DONALD TRUMP WINS AGAIN♟️
♟️DONALD TRUMP WINS AGAIN♟️
Celebrates Trump's political victory with nationalist/partisan framing, asserting support for his side.
Identity Assertion
0.75
@darai62
Mar 4, 2025
Most of them come from INDIA 😢
Most of them come from INDIA 😢
Highlights national origin of immigrants with emotional distress markers, implying concern about demographic composition.
Kevin-sq1fk
Jan 16, 2026
Canada has a strong leader. It's a shame our incredible country doesn't and hasn't for years. Biden surely wasn't a strong leader. Trump is clearly not a strong leader. We are an embarrassment
Canada has a strong leader. It's a shame our incredible country doesn't and hasn't for years. Biden surely wasn't a strong leader. Trump is clearly not a strong leader. We are an embarrassment
Asserts national identity and pride in Canada while criticizing US leadership, framing Canada as superior through comparative national characterization.
@riccinibivosa2059
Mar 4, 2025
A Real Leader Speaks
A Real Leader Speaks
Assertion of leadership qualities and national identity values, praising someone as embodying strong leadership.
Identity Assertion
0.75
@antoniosaxon8605
Mar 4, 2025
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
A hostile comment using racial slurs and reversing stereotypes, asserting ethnic identity through aggressive mockery of white people.
anubhavbajpai5330
Jan 29, 2026
More worried about snakey Trudeau than blatant Putin.
More worried about snakey Trudeau than blatant Putin.
Frames Trudeau negatively while positioning Putin as a greater threat, asserting political alignment and values.
@paulthompson5546
Mar 4, 2025
They need to make Brampton as Khalistan not India, Punjabi never liked india.
They need to make Brampton as Khalistan not India, Punjabi never liked india.
Asserts distinct Punjabi/Khalistan identity separate from India, reflecting ethnic/national identity claims within immigrant communities.
Identity Assertion
0.75
sherinalex4288
Jan 29, 2026
Just know that most Americans did not vote for him. I did not ??
Just know that most Americans did not vote for him. I did not ??
Asserts personal political identity by distancing from Trump voters, using us-vs-them framing.
@barbaramiller349
Mar 4, 2025
So all I want to say is screw Canada Canada if you raise people like that you deserve what you're getting.......?Canada
So all I want to say is screw Canada Canada if you raise people like that you deserve what you're getting.......?Canada
Makes a dismissive judgment about Canadian identity and culture, suggesting Canada deserves negative consequences.
@lesprevost7783
Mar 4, 2025
A real leader and we have the orange clown ?
A real leader and we have the orange clown ?
Contrasts Canadian leadership favorably with Trump through derisive language ('orange clown'), asserting national superiority.
@Ronnie-d3s
Mar 4, 2025
I feel like no shot all of Canada is India I feel like there’s just a lot of racist people
I feel like no shot all of Canada is India I feel like there’s just a lot of racist people
Commenter disputes the characterization of Canada as 'all India' and frames the issue as racism rather than demographic reality.
-nyantic-son156
Jan 27, 2026
Please don’t blame American citizens this is Trump and his oligarchy
Please don’t blame American citizens this is Trump and his oligarchy
Distinguishes between American citizens and Trump's oligarchy, asserting a boundary between groups while implicitly defending one group's moral standing.
@Keepitgoingjay
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)