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
Search & Filter
Policy Critique
5,980 comments
Liberal caused decline continues.
Liberal caused decline continues.
Brief criticism attributing national decline to Liberal government policies without elaboration.
Policy Critique
0.90
QG_4747
Feb 14, 2026
sadly the once great refugee system has been destroyed
sadly the once great refugee system has been destroyed
Expresses regret about the deterioration of Canada's refugee system, critiquing past policy decisions.
Policy Critique
0.90
DouglasTodd-o8u
Dec 26, 2025
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he …
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he goes.
Criticizes Trump's statements about Canadian food safety as false and dishonest, challenging his credibility.
@donnawardlaw37
Mar 4, 2025
Trudeau put us in this position..he weakend our country with the economy and he weakened our country by not supporting our military.?
Trudeau put us in this position..he weakend our country with the economy and he weakened our country by not supporting our military.?
Directly criticizes Trudeau's economic and military policies as weakening Canada.
Policy Critique
0.90
@barbcroteau6941
Mar 4, 2025
There is no common sense in the liberal government!!!
There is no common sense in the liberal government!!!
Directly criticizes the liberal government's lack of common sense in policy-making, a clear policy critique.
Policy Critique
0.90
karenarseneault479
Feb 18, 2026
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Directly criticizes Trudeau's policies and decisions regarding tariffs and border management with rhetorical questions.
@Boko-u1q
Mar 4, 2025
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
Directly critiques hiring policies and calls for abolition of the temporary foreign worker program.
Policy Critique
0.90
irishCanadianGuy68
Jan 4, 2026
These new laws dont help 99% of canadians.
These new laws dont help 99% of canadians.
Criticizes the new laws as ineffective for the majority of Canadians, questioning their practical utility.
Policy Critique
0.90
mitch500
Jan 11, 2026
Immigration should be 0 until our infrastructure can catch up. It will solve the traffic, job, homelessness crisis.
Immigration should be 0 until our infrastructure can catch up. It will solve the traffic, job, homelessness crisis.
Argues for reducing immigration until infrastructure improves, critiquing current policy while citing economic and social problems.
CanadianLoveKnot
Jan 11, 2026
IRCC & CBSA are a joke under the Liberal Govt.
IRCC & CBSA are a joke under the Liberal Govt.
Directly criticizes immigration agencies and government performance under Liberal administration.
Policy Critique
0.90
niknikwhosthere
Sep 29, 2025
Not usually a fan of Trudeau, but he’s 100% right on this one
Not usually a fan of Trudeau, but he’s 100% right on this one
Expresses qualified agreement with Trudeau's policy position despite general disapproval of him.
Policy Critique
0.90
@Emsch1234
Mar 5, 2025
Justin Trudeau messed everything up
Justin Trudeau messed everything up
A direct criticism of the Prime Minister's handling of policy, attributing blame for current conditions.
Policy Critique
0.90
ExecutiveSecretarySriGuruNanak
Jan 28, 2026
These tariffs are because of you, Prime Minister, sir.
These tariffs are because of you, Prime Minister, sir.
Direct criticism attributing tariff policy to the Prime Minister's actions and decisions.
Policy Critique
0.90
@H.B.K-g4c
Mar 4, 2025
Trudeau is a disaster in his own country
Trudeau is a disaster in his own country
Direct criticism of Trudeau's overall performance as prime minister without elaboration.
Policy Critique
0.90
@zothankhuma3945
Mar 4, 2025
Federal liberal incompetence
Federal liberal incompetence
Direct criticism of federal Liberal government's competence in handling immigration policy.
Policy Critique
0.90
KP24839
Feb 18, 2026
Trudeau destroyed Canada.
Trudeau destroyed Canada.
Blames the Prime Minister for Canada's problems, a broad policy critique without specific details.
Policy Critique
0.90
eyesopen6110
Sep 29, 2025
A speech by one of the worst presidents in the world.
A speech by one of the worst presidents in the world.
Direct criticism of a political leader's performance and record.
Policy Critique
0.90
@SamuelObierojr
Mar 5, 2025
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
PET made our systems far worse across multiple metrics, and Justin hit overdrive on the damage.
Criticizes government policies under past and current leadership for worsening multiple systems.
Policy Critique
0.90
grandmufftwerkin9037
Jun 16, 2025
Lies, lies and more lies. Oh look he can lie in Fench too ?
Lies, lies and more lies. Oh look he can lie in Fench too ?
Accuses the speaker of dishonesty and criticizes their communication, targeting credibility and truthfulness.
Policy Critique
0.90
@CMack10
Mar 4, 2025
Trudeau can kick rocks
Trudeau can kick rocks
Brief dismissive statement directed at Trudeau, expressing disapproval of his leadership.
Policy Critique
0.90
@shaneprice6084
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)