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 is a commie. There is no negotiating with him.
Trump is a commie. There is no negotiating with him.
Criticizes a political figure's intelligence and negotiating capacity, framed as opposition to their approach.
Policy Critique
0.75
@ginade444
Mar 4, 2025
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Challenges government tariff policy by questioning inconsistent application, implying selective enforcement is unfair or illogical.
@BB-il3rd
Mar 4, 2025
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Bro your own countrymen want you out. Maybe get your House in order first you ignorant ?
Criticizes leadership for not addressing domestic issues first, with an implicit us-vs-them framing about national priorities.
@adaboy85
Mar 4, 2025
Has not trudeu resigned yet he is nothing but globalist woke wef piece of s.h.i.t
Has not trudeu resigned yet he is nothing but globalist woke wef piece of s.h.i.t
Criticizes Trudeau using unsubstantiated labels ('globalist woke WEF') without specific evidence, primarily expressing policy disapproval.
@robertfoster7807
Mar 5, 2025
Cry me a river Trudeau.???
Cry me a river Trudeau.???
Dismissive criticism of Trudeau's policies or leadership, though brief and lacking specific policy details.
Policy Critique
0.75
@irenebrown3681
Mar 4, 2025
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Criticizes a political figure's governance approach while making unsubstantiated claims about conspiracy theories.
@PukemoMaalat-alat
Mar 4, 2025
Trump will just double down on his foolishness…Trump is an Idiot…
Trump will just double down on his foolishness…Trump is an Idiot…
Critique of Trump's predicted behavior and intelligence, dismissing his approach as foolish escalation.
Policy Critique
0.75
@krissuneson6993
Mar 4, 2025
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and …
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and Biden would not reciprocate. Dont play with Trump?
Criticizes Trudeau's tariff policy while making unverified claims about the timeline and responsibility for tariffs.
@johnrodricks169
Mar 4, 2025
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Expresses skepticism about the speaker's credibility and questions Canada's fentanyl policy effectiveness without providing evidence.
@75shadystorm
Mar 5, 2025
liberals ruined canada
liberals ruined canada
Broad criticism of the Liberal party's governance impact on Canada, blaming them for national decline.
@andrewgauthier1769
Mar 4, 2025
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Criticizes a political leader's past governance while questioning their current credibility, framed as policy failure rather than personal attack alone.
@Tlc1992-e8f
Mar 4, 2025
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Proposes punitive policy measures while making unsubstantiated claim about government profiting from the situation.
harold7087
Jan 15, 2026
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
Commenter praises Trudeau's communication style and contrasts it with Trump's approach, critiquing the latter's use of name-calling as intellectually diminishing.
@Lana.L.Benson
Mar 5, 2025
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
I can't believe what is happening to our country and the republican congress is totally compliant. So darn unnecessary.
Expresses concern about national consequences and criticizes government/congressional inaction on an unspecified issue, framed as policy failure.
@edwardburke1324
Mar 4, 2025
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Now you feel the pain, why did you in the first place arrest Meng to comply with the evil US?
Criticism of Canada's past compliance with US extradition request (Meng Wanzhou case), framing it as unjust policy.
@hopcybergod
Mar 4, 2025
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
Criticizes immigration policy as having opened after 2021 elections under NDP-Liberal coalition, presenting a causal claim about government action without evidence.
VishnuKamath
Jan 20, 2026
Aligning with Putin? Lord this guy is such a bullshitting clown.
Aligning with Putin? Lord this guy is such a bullshitting clown.
Dismisses the speaker as dishonest regarding alignment with Putin, combining personal attack with policy disagreement.
@Matthew36959
Mar 4, 2025
Trudeau has to explain how dumb trade wars are in English and in French.
Trudeau has to explain how dumb trade wars are in English and in French.
Critiques trade war policy as 'dumb' and calls for explanation, focusing on government policy analysis.
Policy Critique
0.75
@ConAntonakos
Mar 4, 2025
This bih at the WH is DELUSUONAL
This bih at the WH is DELUSUONAL
Critical characterization of a White House official's judgment or competence, framed as delusional.
Policy Critique
0.75
@abundance1232
Mar 4, 2025
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the …
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the past. Trump isn't going to let Canada and Ukraine use America anymore.
Critiques Trump's tariff policies by comparing them to Canada's past tariff practices.
@richardgodwin4198
Mar 4, 2025
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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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