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
Go Canada buy what are your needs within European countries if America abandon their allies.
Go Canada buy what are your needs within European countries if America abandon their allies.
Advises Canada to pursue European trade relationships if the US abandons alliances, critiquing US foreign policy.
@jebbejpercycuttietv3133
Mar 4, 2025
him and newsom are cut from the same cloth. both extremely dumb ?
him and newsom are cut from the same cloth. both extremely dumb ?
Dismissive criticism of political leaders, though vague and lacking specific policy analysis.
Policy Critique
0.70
@mrcawta
Mar 4, 2025
Should make it 75%
Should make it 75%
Advocates for a higher percentage threshold, likely referring to tariffs or policy measures, without elaboration.
Policy Critique
0.70
@Bob-w5c3d
Mar 4, 2025
Yes that's right trudeau called Us and now disrespecting
Yes that's right trudeau called Us and now disrespecting
Criticizes government leadership (Trudeau) for allegedly disrespecting citizens, framed as policy/leadership failure.
Hug_Me_Nice
Jan 1, 2026
What a loser..
What a loser..
Brief dismissive statement expressing disapproval of Trudeau, though minimal substantive content.
Policy Critique
0.70
@kyler-jl7nk
Mar 4, 2025
It's not a trade war quit letting drugs in bc from China!
It's not a trade war quit letting drugs in bc from China!
Critiques government policy on drug control while making an unverified claim about drug flow from China through BC.
@beaujackson7699
Mar 4, 2025
Canadian ICE it's a Good Thing.
Canadian ICE it's a Good Thing.
Brief endorsement of Canadian immigration enforcement (ICE), expressing approval of stricter policy approach.
Policy Critique
0.70
shawnfoogle920
Feb 18, 2026
Trumps policies are 100% to make his country better, stronger and prosperous, and is totally fair!!?
Trumps policies are 100% to make his country better, stronger and prosperous, and is totally fair!!?
Defends Trump's policies as beneficial and fair, though the questioning tone suggests some skepticism about this framing.
Policy Critique
0.70
@ronellerheeder1992
Mar 4, 2025
Justin you grew up to late and were all gonna pull together really when there is so many sleeping in tents common
Justin you grew up to late and were all gonna pull together really when there is so many sleeping in tents common
Criticizes government leadership (Justin Trudeau) for failing to address homelessness and social cohesion, framing it as a policy failure.
@Letsgetbusy293
Mar 4, 2025
Is been Doing for long time but takes government year's to now is the same with corrupt driving schools
Is been Doing for long time but takes government year's to now is the same with corrupt driving schools
Criticizes government inefficiency and corruption in processing applications and licensing, comparing immigration to driving school bureaucracy.
Policy Critique
0.70
leeaugusto2729
Sep 30, 2025
I don’t see a problem with this
I don’t see a problem with this
Brief statement of approval regarding the policy discussed in the video, representing a position on government regulation.
Policy Critique
0.70
stewartmacneill5639
Dec 9, 2025
Fentinol is but a squeaking dog, there are other items of more importance.
Fentinol is but a squeaking dog, there are other items of more importance.
Critiques the focus on fentanyl as a policy priority, arguing other issues deserve more attention.
Policy Critique
0.70
@DavidPocock-i8r
Mar 4, 2025
future prime ministers should speak french to usa presidents
future prime ministers should speak french to usa presidents
Comment critiques the language policy expectation for Canadian prime ministers in diplomatic contexts.
Policy Critique
0.70
@clement2780
Mar 4, 2025
Get out of office. Just a talking head piece
Get out of office. Just a talking head piece
Dismissive criticism of a political leader's effectiveness, with implicit call for removal from office.
@jasonjase8661
Mar 4, 2025
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
Criticizes government inaction on immigration and drugs while suggesting Canada redirect trade, mixing policy critique with unsubstantiated claims.
@bigups
Mar 4, 2025
I feel that this may have gone over stronger with Mexico and Canada providing the same fight together.
I feel that this may have gone over stronger with Mexico and Canada providing the same fight together.
Suggests the government's approach would have been stronger with coordinated action from Mexico and Canada.
Policy Critique
0.70
@TexasRain104
Mar 4, 2025
Trudeau is lying! Trump is NOT a very smart guy!?
Trudeau is lying! Trump is NOT a very smart guy!?
Accuses Trudeau of dishonesty and critiques Trump's intelligence, combining political criticism with skepticism of leadership claims.
Policy Critique
0.70
@SteffenSkov
Mar 4, 2025
Everyone is a bunch of liars playing with y’all
Everyone is a bunch of liars playing with y’all
Expresses distrust in political leadership and institutions through accusation of dishonesty.
Policy Critique
0.70
@lovemywifeandkids8258
Mar 4, 2025
Stupid ppl in the gov
Stupid ppl in the gov
Brief criticism of government officials without elaboration or specific policy reference.
Policy Critique
0.70
@gregmcqueen4540
Mar 4, 2025
This has nothing to do with drugs. Trump is greedy and its petty payback. Elon is following the Yarvin plan to destroy the govt, so they can buy everything for pennies. GOP and corpo Dems …
This has nothing to do with drugs. Trump is greedy and its petty payback. Elon is following the Yarvin plan to destroy the govt, so they can buy everything for pennies. GOP and corpo Dems (jerffries) sides with them both.
Critiques Trump's motivations and alleges a conspiracy plan (Yarvin plan) without evidence, mixing policy analysis with unsubstantiated claims.
@Maxxmentum
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)