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
Comparative
2,420 comments
Donald woke up and chose violence. Hes clearly unfit. Sorry Canada that too many people here voted for a bully.
Donald woke up and chose violence. Hes clearly unfit. Sorry Canada that too many people here voted for a bully.
Contrasts Canadian leadership favorably with American leadership (Trump), implicitly ranking nations and appealing to moral standards of fitness for office.
@Fignuts35
Mar 4, 2025
TX economy is bigger than Canadas LOL they’re gonna get destroyed. They better bend at the knee before it’s too late!
TX economy is bigger than Canadas LOL they’re gonna get destroyed. They better bend at the knee before it’s too late!
Compares economic size of Texas to Canada and frames Canada as facing defeat, combining comparative analysis with threat language.
@twotwo7533
Mar 4, 2025
It's nice not to have to listen to Republicans in the audience screaming and hollering after every sentence!
It's nice not to have to listen to Republicans in the audience screaming and hollering after every sentence!
Contrasts Canadian political culture favorably with American Republican behavior, comparing nations.
@jeffjohnson7683
Mar 4, 2025
IN INDIA WE HAVE 200 YAERS OLD CHURCH AND CANADIAN HAVE PROBLEM WHITH OTHER RELIGION STATUE 🙄 ON THE LAND WHICH NOT BELONG TO THEM
IN INDIA WE HAVE 200 YAERS OLD CHURCH AND CANADIAN HAVE PROBLEM WHITH OTHER RELIGION STATUE 🙄 ON THE LAND WHICH NOT BELONG TO THEM
Compares India's religious tolerance to Canada's perceived intolerance, using historical examples to critique Canadian treatment of minorities.
OmSrivastava-q5i
Feb 12, 2026
Like I said the American passport has gone to ?, ????
Like I said the American passport has gone to ?, ????
Compares American and Canadian national standing, suggesting the US passport has diminished in value relative to Canada's.
@lov10jsh
Mar 4, 2025
I do not blame Canada from reacting one bit. Wish we had someone who stands up for & defends our country like Justin Trudeau does for Canada. dumb donald has put this country in great …
I do not blame Canada from reacting one bit. Wish we had someone who stands up for & defends our country like Justin Trudeau does for Canada. dumb donald has put this country in great danger. ??
Compares Canadian and American leadership, praising Trudeau's defense of country while criticizing Trump's approach, with implicit ranking of nations.
@amypedtke9958
Mar 4, 2025
Anerica will not be impacted. We have all we need. I feel bad for Canada. I hope we can work it out. We oil wood electricity.
Anerica will not be impacted. We have all we need. I feel bad for Canada. I hope we can work it out. We oil wood electricity.
Compares America's self-sufficiency favorably to Canada's vulnerability, expressing sympathy for Canada's position.
@Brimonez
Mar 4, 2025
Trump scare to bully Putin. He only bully all US Allie’s
Trump scare to bully Putin. He only bully all US Allie’s
Compares US leadership behavior toward different nations, making implicit moral judgments about international relations.
@raimecutie
Mar 4, 2025
There like somalis
There like somalis
Compares one immigrant group to another (Somalis), using comparative framing to make a negative characterization.
Jojo-w8b9e
Jan 29, 2026
Trudeau sucks but Trump sucks more.
Trudeau sucks but Trump sucks more.
Compares two leaders negatively, ranking one as worse than the other in a relative assessment.
Comparative
0.80
@pc-dc4gm
Mar 4, 2025
Kinda funny because stupid white colonialists came HERE 400 years ago in search of INDIA!!!! It took a few years but you found it😂😂😂😂.
Kinda funny because stupid white colonialists came HERE 400 years ago in search of INDIA!!!! It took a few years but you found it😂😂😂😂.
Uses historical comparison (colonialism 400 years ago) with sarcastic humor to frame current immigration as ironic reversal.
zte-ij6bb
Jan 29, 2026
From Thailand , I think that Canadian people are polite and kind because of your president Justin polite manner
From Thailand , I think that Canadian people are polite and kind because of your president Justin polite manner
International perspective attributing Canadian politeness to leadership style, comparing national characteristics.
@SonpuiSonny
Mar 4, 2025
Trump is the president that the USA wanted but the world didn’t deserve
Trump is the president that the USA wanted but the world didn’t deserve
Frames Trump's presidency through comparative judgment between what the USA wanted versus what the world deserved.
Comparative
0.80
@drecion1
Mar 5, 2025
Anti-Americanism? Its anti DUMBO & anti MAGA.
Anti-Americanism? Its anti DUMBO & anti MAGA.
Distinguishes between anti-Americanism and opposition to specific US political figures/movements.
Comparative
0.80
@ChrisHUTTON-zc4br
Mar 4, 2025
Whites were also once outsiders
Whites were also once outsiders
Counters exclusionary arguments by comparing historical European immigration to current immigration, implying hypocrisy.
dr.amardeepsudan4055
Jan 29, 2026
Canada and Australia are literally just copy pasted cold and hot climate equivalents.
Canada and Australia are literally just copy pasted cold and hot climate equivalents.
Compares Canada and Australia as climate-opposite equivalents in a lighthearted, somewhat sarcastic manner.
1schlom
Jan 29, 2026
He has brains and looks. He is blessed. We need a reasonable, cerebral president like Justin. But no! We are stuck with a geriatric, vindictive, felon! The only thing Justin got wrong was calling Donald …
He has brains and looks. He is blessed. We need a reasonable, cerebral president like Justin. But no! We are stuck with a geriatric, vindictive, felon! The only thing Justin got wrong was calling Donald smart?
Compares Trudeau favorably to the current US president on intelligence and character, with implicit moral judgment about leadership qualities.
@HealthyLife4Me
Mar 4, 2025
Folks didn't want to listen to Harris. She told you all what will happen.
Folks didn't want to listen to Harris. She told you all what will happen.
References Harris's warnings about future outcomes, implicitly comparing her predictions to current events.
@33DMason
Mar 4, 2025
Why not visit a town/village in South Africa invaded by whites?
Why not visit a town/village in South Africa invaded by whites?
Suggests comparing Canada to South Africa using charged language about racial demographics and invasion, implying comparative critique.
ous9296
Jan 27, 2026
I was thinking after how trump went to town on Zelensky, which was disgusting.\nWhy give the US access to minerals in Ukraine, disconnect from USA and do the deal with EU nations.
I was thinking after how trump went to town on Zelensky, which was disgusting.\nWhy give the US access to minerals in Ukraine, disconnect from USA and do the deal with EU nations.
Compares US-Ukraine relations to potential EU alternatives, suggesting Canada should realign its international partnerships based on comparative geopolitical positioning.
@EMarSounds
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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Discourse Quality (Perspective API)