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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Comparative
2,420 comments
American news is the only country that badmouth and disrespect their president and leader.
American news is the only country that badmouth and disrespect their president and leader.
Compares American media behavior to other countries, ranking nations by their treatment of leaders.
Comparative
0.85
@manhwa963
Mar 4, 2025
I've been watching the news these days. All the leaders of other countries seem like classy gentlemen when you put them next to the guys in the White House.
I've been watching the news these days. All the leaders of other countries seem like classy gentlemen when you put them next to the guys in the White House.
Comparison of international leaders' conduct and demeanor, ranking Canadian/other leaders favorably against U.S. leadership.
Comparative
0.85
@andreisonia75
Mar 4, 2025
Join the EU, Canada! Impressive speech! Greetings from Cologne, Germany!
Join the EU, Canada! Impressive speech! Greetings from Cologne, Germany!
Compares Canada to EU/Germany and expresses international admiration and support.
@KK-eq7fs
Mar 4, 2025
Dear Canada, join the E.U..... Look, what your dumb US friends will do :)
Dear Canada, join the E.U..... Look, what your dumb US friends will do :)
Compares Canada to the EU and US, using sarcasm about American policy ('dumb US friends'), framed as comparative international positioning.
@matthiaswidner6495
Mar 4, 2025
Okay, bud have fun building your military back up.\nThe Canadian Navy and Army are a total joke. Reliant on the Americans.
Okay, bud have fun building your military back up.\nThe Canadian Navy and Army are a total joke. Reliant on the Americans.
Compares Canadian military capacity unfavorably to American reliance, using international comparison to critique domestic military readiness.
@maddmoney69
Mar 4, 2025
This is a leader speaking: informed, lucid and logical. If only the US could have such leadership.
This is a leader speaking: informed, lucid and logical. If only the US could have such leadership.
Praises Canadian leadership by comparing it favorably to US leadership, ranking nations implicitly.
Comparative
0.85
@twosixtyninechatter653
Mar 4, 2025
Not in the U. S. A. How embarrassing..
Not in the U. S. A. How embarrassing..
Compares Canada unfavorably to the U.S., expressing embarrassment about Canada's position relative to another nation.
@josevalenzuela9718
Mar 4, 2025
How I wish Italy had such a leader
How I wish Italy had such a leader
Compares Canada's leadership favorably to Italy's, expressing wish for similar leadership in their own country.
@Nimzo2005
Mar 4, 2025
Trump is determined USA can be an island alone in a global world.\n\nEurope and UK have tariffs coming soon.
Trump is determined USA can be an island alone in a global world.\n\nEurope and UK have tariffs coming soon.
Compares Trump's USA approach to Europe and UK, ranking nations by trade policy approach.
Comparative
0.85
@Biter1975
Mar 4, 2025
So envious when I see other countries with intelligent, articulate leaders. ??♀️
So envious when I see other countries with intelligent, articulate leaders. ??♀️
Compares Canada's leadership unfavorably to other countries, expressing envy for their leaders' qualities.
@Chick4choice
Mar 4, 2025
As an American, We could only wish to have such a man as our President, leading our country.
As an American, We could only wish to have such a man as our President, leading our country.
American commenter compares Trudeau favorably to their own president, ranking leaders across nations.
@historyguy5942
Mar 4, 2025
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. …
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. Our government has done nothing to force them to leave.
Compares Canada's immigration situation to Australia's, citing a specific unverified statistic about illegal immigrants.
Topaz63
Sep 29, 2025
I could not be prouder of my Canadian ancestors and more ashamed of America now. This is not how you treat your friends and neighbors we will get what we deserve some not me elected …
I could not be prouder of my Canadian ancestors and more ashamed of America now. This is not how you treat your friends and neighbors we will get what we deserve some not me elected a fool and Putin's puppet. We will all suffer for this and It is idiotic but the rich will not feel the pain so it might be time to move to Canada or Mexico where the have real leaders not puppets.
Compares Canada/Mexico favorably to America, expresses shame about US leadership, and suggests moving to Canada as an alternative.
@banditdog1338
Mar 4, 2025
As a Californian, I'm hoping Canada will beef up their tariffs on the red states that voted for this idiot in the White House. What a shame.
As a Californian, I'm hoping Canada will beef up their tariffs on the red states that voted for this idiot in the White House. What a shame.
Compares Canada to the US and calls for tariff action against specific US states, framing Canada as superior.
@Wilrdrick
Mar 4, 2025
I think I might need to move he is a good Prime Minister I wish he wasn’t leaving the position. This s what a leader looks like instead of that clown we have for a …
I think I might need to move he is a good Prime Minister I wish he wasn’t leaving the position. This s what a leader looks like instead of that clown we have for a president .
Commenter compares Trudeau favorably to their own president and expresses admiration for Canadian leadership, contrasting the two nations.
@p.phelps8151
Mar 4, 2025
Trump never sticks to his word. People should have figured that out from his last term.
Trump never sticks to his word. People should have figured that out from his last term.
Compares Trump's current and past behavior, implicitly contrasting him with other leaders.
Comparative
0.85
@Nanabana420
Mar 4, 2025
I wish Trudeau was our president. I hate what is happening in the U.S. because of Trump and his minions. Putin must be gleeful at the destruction of the U.S. and all of the favors …
I wish Trudeau was our president. I hate what is happening in the U.S. because of Trump and his minions. Putin must be gleeful at the destruction of the U.S. and all of the favors that Trump has given to him. The American people do not want this horror show that Trump and Musk has orchestrated. The Trump cult is bringing the downfall of America in the world. We are no longer the 'home of the free and the brave', and Trump is no longer the 'leader of the free world'. America will diminish and become a small, petty, stupid, country. I am glad for Trudeau, and Micron, and the UK and all of the democratic countries and people. I feel horrible for what is happening to Ukraine because of Trump. Mr. Trudeau, you are a fine and wonderful person and head of your country. I wish that you could help us out of this madness. :(
Extensively compares Canada/Trudeau favorably to US/Trump, expressing moral disapproval of US leadership while praising Canadian governance.
@sandrak.robbins6305
Mar 4, 2025
US is a traitor country! Canada should do business with Europe to strengthen our economy and military before US starts to try destabilizing Canada and Europe! US is our new common enemy unfortunately!
US is a traitor country! Canada should do business with Europe to strengthen our economy and military before US starts to try destabilizing Canada and Europe! US is our new common enemy unfortunately!
Comment compares Canada/Europe favorably to the US and frames the US as an adversary, with identity-based us-vs-them framing.
@Roman-bg8zb
Mar 4, 2025
Funny no one talks about the 1 milllion Ukranians that Canada housed and spent over 1 billion to accommodate them in the last few years.. Meanwhile these int'l students are playing triple the fees.
Funny no one talks about the 1 milllion Ukranians that Canada housed and spent over 1 billion to accommodate them in the last few years.. Meanwhile these int'l students are playing triple the fees.
Compares treatment of Ukrainian refugees to international students, highlighting differential resource allocation.
jeko-oo6qn
Sep 27, 2025
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Compares Canada's immigration approach to Singapore's ethnic quota system, framing it as a policy lesson.
pattycakes-555
Sep 21, 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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