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
Canada has a smart, thoughtful, empathetic leader.
Canada has a smart, thoughtful, empathetic leader.
Affirms Canadian national identity by praising Canadian leadership qualities in contrast to implied criticism of American leadership.
Identity Assertion
0.85
@Santiago-619
Mar 4, 2025
I’m Canadian now ? I like him
I’m Canadian now ? I like him
Personal claim of Canadian identity combined with approval of a political figure.
@beec9359
Mar 4, 2025
It’s not Americans doing this it’s Trumplicans that make up a small portion of us.
It’s not Americans doing this it’s Trumplicans that make up a small portion of us.
Distinguishes between Americans and 'Trumplicans,' asserting a boundary between groups and claiming one subset is responsible for problematic behavior.
Identity Assertion
0.85
@scottberge6286
Mar 4, 2025
I love trump
I love trump
Simple statement of political support/allegiance, asserting personal identification with a political figure.
Identity Assertion
0.85
@AboWa-qe2rw
Mar 4, 2025
He must not have watched the hockey game recently….we are America, the greatest and strongest country on the planet….dont f with us, you don’t scare us…. You need us LoL learn the hard way, ask …
He must not have watched the hockey game recently….we are America, the greatest and strongest country on the planet….dont f with us, you don’t scare us…. You need us LoL learn the hard way, ask Ukraine LoL
Asserts American superiority and dominance while framing Canada as a threat, combining nationalist identity claims with intimidation rhetoric.
@pbadasay
Mar 4, 2025
I'm so embarrassed to be American. I'm angry at the millions who were dumb enough to vote even one time for a FOOLISH con man who's compromised by Russia and can't even read. I'm extremely …
I'm so embarrassed to be American. I'm angry at the millions who were dumb enough to vote even one time for a FOOLISH con man who's compromised by Russia and can't even read. I'm extremely proud of Canada and Trudeau. I hope somehow the president of the US and his echo chamber are removed from office. We'll never make it 4 years.
Commenter expresses shame about American identity while asserting pride in Canadian identity, with comparative framing between nations.
@pzh3334
Mar 4, 2025
As an American I couldn’t be more proud of Canada. ??
As an American I couldn’t be more proud of Canada. ??
American commenter expresses pride in Canada, asserting Canadian identity as superior to their own.
@EmilyBoltz
Mar 4, 2025
Wow this was one hell of a speach! Fière d'être Canadien
Wow this was one hell of a speach! Fière d'être Canadien
Expresses pride in Canadian identity and positive sentiment toward the speech, asserting national belonging.
@StudioPhoenixMedia
Mar 4, 2025
I stand with Trump ❤
I stand with Trump ❤
Simple declaration of political allegiance and support for Trump, asserting identity through partisan positioning.
Identity Assertion
0.85
@deborah-hq7xe
Mar 4, 2025
As an American, I stand by Canada’s choice. It’s a disgrace to everything the good Americans stand for. \n\nTrump, this puppet trying to change our country into a dictatorship, is beyond disgusting.
As an American, I stand by Canada’s choice. It’s a disgrace to everything the good Americans stand for. \n\nTrump, this puppet trying to change our country into a dictatorship, is beyond disgusting.
Commenter asserts American identity and values while distancing themselves from Trump, framing this as a moral/values divide within national identity.
@jenxc1231
Mar 4, 2025
So embarrassed he is our prime minister
So embarrassed he is our prime minister
Expresses shame about national leadership, asserting a negative identity claim about Canada's representation.
@charlottenewfoundland
Mar 4, 2025
Don't be so nice to Americans......they voted for the idiot not once but twice
Don't be so nice to Americans......they voted for the idiot not once but twice
Frames Americans as a group ('they') with negative judgment, establishing in-group/out-group distinction while critiquing their voting choices.
@johnpage-k7t
Mar 4, 2025
If you’re from USA and support anyone other than USA first….LEAVE
If you’re from USA and support anyone other than USA first….LEAVE
Asserts nationalist identity requirement ('USA first') and issues ultimatum to those who disagree, framing exclusionary us-vs-them boundary.
@Joe-zv5bt
Mar 4, 2025
I'm an American, but I do not claim Trump as my president. He and his people are heathens. I never voted for him, and even as a teen, I hated him and still do.
I'm an American, but I do not claim Trump as my president. He and his people are heathens. I never voted for him, and even as a teen, I hated him and still do.
Commenter asserts their American identity while explicitly distancing themselves from Trump and his supporters through moral condemnation.
@sherellmchugh7524
Mar 4, 2025
I am an American and totally agree with Canada. \nTrump is messing with Canada and all Americans in his crazy quest to get money to give the 1% billionaires.
I am an American and totally agree with Canada. \nTrump is messing with Canada and all Americans in his crazy quest to get money to give the 1% billionaires.
American commenter asserts solidarity with Canada against Trump, framing this as a moral stance against wealth inequality.
@garymohler107
Mar 4, 2025
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Expresses nationalist sentiment ('AMERICA FIRST') while dismissing Trudeau, framing political opposition through identity and allegiance.
@Carnivorechad
Mar 4, 2025
Sell your shit to a third world Canada see how much money you get.protect your own country
Sell your shit to a third world Canada see how much money you get.protect your own country
Frames Canada as needing to 'protect your own country' and uses dismissive language about third-world valuations, asserting national self-interest and us-vs-them framing.
@waynehein6448
Mar 4, 2025
Canada ?? the new free world heroes
Canada ?? the new free world heroes
Frames Canada as a moral leader and hero, asserting positive national identity and global standing.
@kinesis4868
Mar 4, 2025
Canada is better off….we don’t need America anymore. Get lost America. Go play with your Russian lover boys
Canada is better off….we don’t need America anymore. Get lost America. Go play with your Russian lover boys
Asserts Canadian superiority and rejection of American influence, framing national identity in opposition to the US.
@WhiteyMcCrackerson
Mar 4, 2025
Trump and USA are 100% Correct. Make America Great Again.
Trump and USA are 100% Correct. Make America Great Again.
Asserts support for Trump and MAGA ideology as a political identity position.
Identity Assertion
0.85
@pa4765
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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