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
Trump isn’t a “smart guy”. He’s president because the average US voter is very, very stupid.
Trump isn’t a “smart guy”. He’s president because the average US voter is very, very stupid.
Critiques Trump's competence and attributes policy failures to voter intelligence, framing it as a systemic problem.
@illinoisan
Mar 4, 2025
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
Criticizes CNN's timing and coverage while defending the PM's actions as consistent with campaign promises.
@witwisniewski2280
Mar 4, 2025
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Criticizes Trudeau's leadership while asserting national identity and preference for Trump, mixing policy critique with identity framing.
@barry167
Mar 4, 2025
Im not sure why he is speaking at all. He resigned as are Prime Minister. Vote Conservative!!! The Trudeau government destroyed our country long before these tarrifs.
Im not sure why he is speaking at all. He resigned as are Prime Minister. Vote Conservative!!! The Trudeau government destroyed our country long before these tarrifs.
Criticizes Trudeau's government record and calls for voting Conservative, questioning the legitimacy of the speaker's current role.
@cme2080
Mar 4, 2025
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
Criticizes Trudeau's policies and governance while using inflammatory language to express concern about his leadership as a threat to society.
@Sorlendingen82
Mar 4, 2025
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Critiques government taxation and economic policy while making claims about fentanyl prevalence and ideological concerns.
@The-Smallest-minority
Mar 4, 2025
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
Proposes a policy solution (equal tariffs) framed as an equitable approach to trade disputes.
@jawbreaker707
Mar 4, 2025
JUSTIN - you destroyed your country with your policy, you abused people's rights, rights you were to defend. We will work with Pierre Poilievre, NEVER with you!
JUSTIN - you destroyed your country with your policy, you abused people's rights, rights you were to defend. We will work with Pierre Poilievre, NEVER with you!
Accuses Trudeau of destructive policy and rights violations, while calling for support of an alternative political leader.
@eddiemacnet
Mar 4, 2025
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
Criticizes PM's governance record and policies while dismissing supporters through partisan identity framing.
@gussalex3740
Mar 4, 2025
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
Criticism of Trudeau's governance record and dismissal of CNN followers as biased, combining policy critique with meta-commentary.
@EndZiiel
Mar 4, 2025
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
Criticism of Trudeau's border policy compared to Biden's, citing loss of public trust as a consequence.
@BruceChuff
Mar 4, 2025
Trump wants to fight drugs, yet pardons the largest drug dealer in US history history Ross Ulbricht.
Trump wants to fight drugs, yet pardons the largest drug dealer in US history history Ross Ulbricht.
Criticizes Trump's policy inconsistency between stated drug-fighting goals and pardoning a major drug dealer.
Policy Critique
0.80
@arkansasorigami83
Mar 4, 2025
#1 Loser! Even China say this dude is a clown ?. Unbelievable how he ruined Canada ?! Canadians are glad he will be GONE soon!
#1 Loser! Even China say this dude is a clown ?. Unbelievable how he ruined Canada ?! Canadians are glad he will be GONE soon!
Criticizes Trudeau's governance record and expresses that Canadians want him removed, combining policy critique with national sentiment.
@SmileS-hw9rr
Mar 4, 2025
With all due respect Mr. Prime Minister, why didn't you have guts like this before in your term, maybe you wouldn't have had to resign.
With all due respect Mr. Prime Minister, why didn't you have guts like this before in your term, maybe you wouldn't have had to resign.
Critiques Trudeau's lack of earlier leadership while acknowledging his current stance, framed as a rhetorical question.
@208467
Mar 4, 2025
Canada can end the tariffs by ending controlling your boarded as requested.
Canada can end the tariffs by ending controlling your boarded as requested.
Critiques Canadian border control policy as a solution to tariff disputes.
Policy Critique
0.80
@gregoryflores8754
Mar 4, 2025
Elon and Donald are isolating USA. No one will be our ally if we continue this charade. We will stand alone.
Elon and Donald are isolating USA. No one will be our ally if we continue this charade. We will stand alone.
Critiques isolationist policy direction and warns of diplomatic consequences; combines policy analysis with concern about international standing.
@Zorah-jk2gs
Mar 4, 2025
Well trudee the black face. You love twisty of facts dont you
Well trudee the black face. You love twisty of facts dont you
Criticizes Trudeau's credibility and accuses him of distorting facts, with a personal attack reference.
@nathanieldavis1671
Mar 4, 2025
But isn't Trudeau also killing Canada as well???
But isn't Trudeau also killing Canada as well???
Rhetorical question expressing criticism that Trudeau is harming Canada, framed as policy critique rather than genuine information-seeking.
@dantheman991million
Mar 4, 2025
This guy is a clown ? what an embarrassment to Canada
This guy is a clown ? what an embarrassment to Canada
Criticizes a political leader as an embarrassment to Canada, combining national identity concerns with leadership critique.
@massholeanglersassociation9891
Mar 4, 2025
The Stupidest Trade War in history launched against your allies, amazing! I guess it's what America wanted.
The Stupidest Trade War in history launched against your allies, amazing! I guess it's what America wanted.
Criticizes trade policy as foolish and compares Canada's position relative to allies.
@ikkyusojun7996
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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