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
Our country is screwed thanks to the complete dumb ass in charge. Let's align ourselves with our enemies and start shit with our friends. Brilliant... WTF
Our country is screwed thanks to the complete dumb ass in charge. Let's align ourselves with our enemies and start shit with our friends. Brilliant... WTF
Harsh criticism of government leadership and foreign policy decisions, with underlying anxiety about national direction.
@marj1st
Mar 4, 2025
Relax. Trump knows what he’s doing. It’s time for Mexico and Canada to lower their tarrifs so we all on even playing field.
Relax. Trump knows what he’s doing. It’s time for Mexico and Canada to lower their tarrifs so we all on even playing field.
Defends Trump's trade approach and advocates for tariff reduction as policy solution, comparing relative positions of nations.
@Edgekeeper747
Mar 4, 2025
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
Praises Canada's response while critiquing Europe's inaction and comparing international positions.
@clockworkcookie
Mar 4, 2025
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Criticizes Trudeau for lack of strong leadership over the past 9 years, suggesting he's only now taking decisive action.
Policy Critique
0.80
@deadfishparty
Mar 4, 2025
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Criticizes Trudeau's policies and governance while making unsubstantiated claims about 'Communist agendas' without evidence.
@fancykat4
Mar 4, 2025
What a political moron Trudeau is. Goodbye Justin.
What a political moron Trudeau is. Goodbye Justin.
Direct criticism of Trudeau's competence and call for his departure, framed as political critique rather than personal attack.
Policy Critique
0.80
@jainjain1258
Mar 4, 2025
Trudeau u caused this. Big whoop
Trudeau u caused this. Big whoop
Blames a specific political leader (Trudeau) for causing an unspecified problem, expressing criticism of governance.
Policy Critique
0.80
@troywilson8980
Mar 4, 2025
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Criticizes Trump's foreign policy decisions as damaging to alliances while expressing concern about geopolitical consequences.
@collinsgreenlee1673
Mar 4, 2025
Justin failed to understand that the US has no permanent friends
Justin failed to understand that the US has no permanent friends
Critiques Canadian leadership's understanding of international relations, implying failure to grasp realpolitik principles.
@owenmckenzie6897
Mar 4, 2025
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
This wimp of a leader gets booed and heckled everywhere he goes. His party is a bunch of puppets and traitors who have ruined Canada.
Attacks Trudeau's leadership competence and his party's governance, framing them as traitors who have damaged Canada.
@Lovelyone22-r7d
Mar 4, 2025
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Criticizes Trudeau's handling of fentanyl and immigration policy, with an unverified claim about illegal immigrants as a secondary element.
@Templar-u9k
Mar 4, 2025
Ok so I expect to see Justin Trudeau son/daughter deployed to go fight the war.
Ok so I expect to see Justin Trudeau son/daughter deployed to go fight the war.
Challenges political leadership by sarcastically questioning whether they would personally participate in military action.
@SB-kd8le
Mar 4, 2025
Trudeau is an idiot on his way out. He should keep his idiot mouth shut.
Trudeau is an idiot on his way out. He should keep his idiot mouth shut.
Personal attack on political leader combined with criticism of his public statements and leadership.
Policy Critique
0.80
@justinstark2370
Mar 4, 2025
This man does not Represent Canada nor does his corrupt party. Canadians waiting on their election so they can elect a real leader to deal with this.
This man does not Represent Canada nor does his corrupt party. Canadians waiting on their election so they can elect a real leader to deal with this.
Criticizes current leadership as unrepresentative and corrupt, with implicit call for electoral change.
@GhostHasIQ
Mar 4, 2025
Mr.Trudeau, you are not reasonable and polite at any point. You dropped the ball with Trump and the world. Your immigration, housing and inflation situation is worse. I wonder when would you leave the office. …
Mr.Trudeau, you are not reasonable and polite at any point. You dropped the ball with Trump and the world. Your immigration, housing and inflation situation is worse. I wonder when would you leave the office. Last I heard is that you wanted to leave and you discussed it with your son/daughter on breakfast table.
Criticizes Trudeau's handling of Trump relations and domestic policies (immigration, housing, inflation), with an unverified claim about private family discussions.
@troll_mf
Mar 4, 2025
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then …
Make That Make Sense. Here you go Trudeau. . If US aligns with Ukrain, as very very sad as this situation is, Trump would be declaring opposition with Russia. Then China aligns with Russia. Then WW3 starts on North American soil. Did Trump word everything right? Absolutely NOT. NOPE. However… I don’t want a war either. Trump should have just stayed out of it. \n\nLastly Trudeau you liar. You said “no one wins in a trade war…”. Yet you respond to tariffs with tariffs. You just started a trade war!!!! \n\nHow’s that for making sense enough for you!!
Detailed critique of both Trump's and Trudeau's policy decisions regarding tariffs and geopolitical strategy, with analysis of consequences.
@b.pur9981
Mar 4, 2025
Your own people don’t respect you Trudeau. What a joke
Your own people don’t respect you Trudeau. What a joke
Criticizes Trudeau's leadership and credibility, framing him as lacking respect from his own people.
@MAJR602
Mar 4, 2025
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
Distinguishes between US institutional policy and Trump's personal actions, critiquing the latter as the true driver.
@-WhizzBang-
Mar 4, 2025
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even …
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even when he initiated increase on tariffs with imports on aluminum and Steel. Canada answered. Americans seem to conveniently forget the job losses in the states due to Trump's tarriffs during his 1st term. They voted him in based on the inflation of prices and immigration. But the prices are still high and will go higher
Critiques Trump's tariff policies and governance chaos, citing economic consequences (job losses, inflation) from historical precedent.
@robertgrills3167
Mar 4, 2025
Trudeau you had 4 months to prepare for this. Stop calling people names. Get your act together please.
Trudeau you had 4 months to prepare for this. Stop calling people names. Get your act together please.
Criticizes government preparedness and leadership response while implicitly calling for better action.
@michellesulewski5752
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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