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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Policy Critique
5,980 comments
Silly Trudeau thinks trump gives a shit about facts ?
Silly Trudeau thinks trump gives a shit about facts ?
Dismissive critique of Trudeau's approach to Trump negotiations, suggesting ineffectiveness.
Policy Critique
0.75
@Lunchmeat_Larry
Mar 4, 2025
He doesnt want to pay his share
He doesnt want to pay his share
Critiques Trump's unwillingness to contribute fairly, likely regarding defense spending or trade obligations.
Policy Critique
0.75
@recreational420wmsd4
Mar 4, 2025
Imagine having a real leader still
Imagine having a real leader still
Expresses dissatisfaction with current leadership quality, implying criticism of governance without specific policy details.
@MikeYetter-tv5mn
Mar 4, 2025
Wow, this canadian gaslighting globalist is still in power ?
Wow, this canadian gaslighting globalist is still in power ?
Criticism of Trudeau using loaded language ('gaslighting globalist') without substantive evidence.
@xy369
Mar 4, 2025
This guy is a woke joke!! Canada has been riding the coat tails of the USA for way too long. Time's up jack wipe. Canada needs us much more than we need the. Ariculate? Someone …
This guy is a woke joke!! Canada has been riding the coat tails of the USA for way too long. Time's up jack wipe. Canada needs us much more than we need the. Ariculate? Someone said? Makes sense? Another one said? Take the deal and win. Otherwise you're throwing the Canadian people under the bus.
Criticizes political leadership and government strategy while asserting national dependency dynamics and power relations.
@pistol777
Mar 4, 2025
I think this is a desperate move. Our country is in a big trouble Joe Biden, he burn a lot of money so we have to take that inconsideration of these tariff.
I think this is a desperate move. Our country is in a big trouble Joe Biden, he burn a lot of money so we have to take that inconsideration of these tariff.
Criticizes government economic policy (tariffs, spending) as a desperate move causing national trouble, blending policy analysis with economic concerns.
@g_g9329
Mar 4, 2025
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Eye for eye, that is all Trump wants. There is no trade war. Trudeau should not act as an offended abandoned bride.
Critiques Trudeau's policy response to Trump, comparing approaches and arguing for a different negotiating stance.
@jovankabanjac2310
Mar 4, 2025
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the …
In America, no politician is allowed to have a vision that will benefit the people and the nation. The essence of America is to be consumed by corporate America until money chooses to leave the country when America runs out of incentives to keep it on its soil. As long as the purpose of America is to keep the dollar as a world currency and make it easy for business to operate on its soil, America politicians cannot make an acceptable proposition to the Americans left behind. America is a money making machine for corporate America and an indebtedness machine for the nation and its citizens. This love affair with money will sooner or later break the country. It is taboo to speak about the source of America's problems.
Critiques American political and economic systems as fundamentally corrupted by corporate interests, with underlying moral concerns about fairness and national wellbeing.
@johncusson5703
Mar 4, 2025
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
The United States DID NOT launch a trade war, Donald J. Trump did... Please don't get it confused.
Distinguishes between institutional policy and individual political actor responsibility, critiquing attribution of trade war to the nation rather than Trump.
Policy Critique
0.75
@missychan63
Mar 4, 2025
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question …
Starting a trade war with Canada weakens America. This is the real reason dt has done this. Hmmm, now which countries in the world would benefit from that? Russia? China? North Korea? My only question is, what are you personally doing to stop this president?
Critiques trade war policy as strategically harmful and calls for personal action to stop the president.
@dottiebaker6623
Mar 4, 2025
Well stop taking advantage of America
Well stop taking advantage of America
Criticizes Canada's immigration or trade practices as exploitative toward America.
Policy Critique
0.75
@Vuhjayjay68
Mar 4, 2025
Are we going to gloss over the veiled threat by Trudeau about not wanting to “harm” the American people?
Are we going to gloss over the veiled threat by Trudeau about not wanting to “harm” the American people?
Questions Trudeau's rhetoric as containing veiled threats, framing it as problematic political communication.
@emjai2122
Mar 4, 2025
Trump is so radical
Trump is so radical
Brief critical characterization of Trump's political approach as 'radical,' expressing disapproval of his policies or style.
Policy Critique
0.75
@JazAhmed-n4u
Mar 4, 2025
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Critiques Trudeau's focus on tariffs while raising concerns about carbon tax increases, with unsubstantiated characterization of taxes as 'fake.'
@RicoMANUEL-sz6cs
Mar 4, 2025
The Rump is not Canada's friend. Rump has no idea how to be diplomatic. He is a Putin ass kiss.
The Rump is not Canada's friend. Rump has no idea how to be diplomatic. He is a Putin ass kiss.
Criticizes Trump's diplomatic approach and character, questioning his ability to conduct international relations.
@suzannekiraly6335
Mar 4, 2025
nothing but a trump tax. good luck all.
nothing but a trump tax. good luck all.
Brief critique characterizing tariffs as a 'Trump tax' with minimal elaboration.
Policy Critique
0.75
@JasonBelliveau
Mar 4, 2025
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
Accuses Trudeau of hypocrisy regarding geopolitical positions using sarcasm and rhetorical questioning.
@Ghriawn
Mar 4, 2025
You don't know the boarder is secure there is probably huge amounts getting three
You don't know the boarder is secure there is probably huge amounts getting three
Critiques border security policy and expresses concern about uncontrolled immigration, combining policy analysis with security anxiety.
@gnarbs4512
Mar 4, 2025
Then pay your fair share
Then pay your fair share
Critiques Canada's tax policy or financial contribution, likely in response to tariff discussion.
Policy Critique
0.75
@DeanFriday
Mar 4, 2025
ohh nooo????????? didnt this foo resign and his own country hate him? shut up mate, you aint scaring no one. this is what the country voted for, look at the popular vote
ohh nooo????????? didnt this foo resign and his own country hate him? shut up mate, you aint scaring no one. this is what the country voted for, look at the popular vote
Dismisses a political figure's credibility while defending electoral outcomes and national preferences.
@spicywick527
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)