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
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Criticizes government immigration and drug policy as failures, with underlying anxiety about societal harm.
@Ruckus73
Mar 4, 2025
Trump do today a lot of dumb things.
Trump do today a lot of dumb things.
Brief criticism of Trump's policy decisions as foolish.
Policy Critique
0.85
@manuelabigvava8235
Mar 4, 2025
Trump is going crazier by the day.
Trump is going crazier by the day.
Critiques Trump's mental state and decision-making as deteriorating, framed as political commentary.
Policy Critique
0.85
@AmitKumarAlphaX
Mar 4, 2025
What I don’t get is that he didn’t want to negotiate we literally gave him one month
What I don’t get is that he didn’t want to negotiate we literally gave him one month
Criticizes negotiation approach and government handling of trade discussions.
Policy Critique
0.85
@itsblurosa
Mar 4, 2025
Finally someone who said it bluntly! “The government DID THIS to us! We did not decide on this.”
Finally someone who said it bluntly! “The government DID THIS to us! We did not decide on this.”
Agrees with criticism that government policy decisions on immigration were imposed without public consent, blaming government action.
@MZ90255
Mar 4, 2025
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
the convicted felon president Trump is incapable to have a grasp of Putin's evil mind. Weak man!
Criticizes Trump's capability to handle geopolitical strategy with Putin, framing weakness as a policy/leadership failure.
@tadatadatube
Mar 4, 2025
Lier, please. This is all happening because of your GOVERNMENT and yourself, of course . Wake ⏰️ up. All a distraction. Jail for all of you.
Lier, please. This is all happening because of your GOVERNMENT and yourself, of course . Wake ⏰️ up. All a distraction. Jail for all of you.
Blames government for problems and calls for accountability/jail, combining policy criticism with demands for action.
@robwilliams9399
Mar 4, 2025
The irony of POTUS saying that the current trade deal we have with both Canada and Mexico was terrible and the worst but was made and signed by him and his administration. In 2018 but …
The irony of POTUS saying that the current trade deal we have with both Canada and Mexico was terrible and the worst but was made and signed by him and his administration. In 2018 but ?? ??
Critiques the contradiction in Trump's trade policy statements, pointing out inconsistency between past actions and current rhetoric.
Policy Critique
0.85
@Jay-j9b1j
Mar 4, 2025
This is on trump. He doesn't know how to run an economy just like he doesn't know how to run a business
This is on trump. He doesn't know how to run an economy just like he doesn't know how to run a business
Criticism of Trump's economic management and business acumen as explanation for current situation.
Policy Critique
0.85
@lwells3937
Mar 4, 2025
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is …
This guy is a con artist who has handcuffed Canada's economy for a decade. The claim that Canada has had record growth and prosperity since the signing of the Canada, Mexico, U.S. trade deal is laughable. Canadian's standard of living has deteriorated for years.
Criticizes a political leader's economic policies and claims deteriorating living standards, combining policy analysis with economic impact discussion.
@goodflop255
Mar 4, 2025
Can we stop pretending Trump is smart? He's an idiot who is running scared and its ruining all of us.
Can we stop pretending Trump is smart? He's an idiot who is running scared and its ruining all of us.
Criticizes Trump's leadership and policies as harmful, framed as both political critique and moral judgment about competence.
@SiloSoundStudios
Mar 4, 2025
Not hard to be a better speaker than trump. He can't even talk in a complete sentence, just buzz words and nonsense.
Not hard to be a better speaker than trump. He can't even talk in a complete sentence, just buzz words and nonsense.
Critiques Trump's communication abilities and rhetorical style as incoherent and lacking substance, focusing on leadership performance.
Policy Critique
0.85
@therb1
Mar 4, 2025
Well put. It's not democrats or republicans. It's the Government as a whole.
Well put. It's not democrats or republicans. It's the Government as a whole.
Argues that systemic government problems transcend partisan divisions, offering a meta-critique of political polarization.
Policy Critique
0.85
@atomictincan7040
Mar 4, 2025
I support tariff free trade between these countries.
I support tariff free trade between these countries.
Direct statement of policy preference supporting tariff-free trade between countries.
Policy Critique
0.85
@danielwalker7269
Mar 4, 2025
Imagine having a leader that is coherent, respectful, and genuinely cares for his/her people. Must be nice…
Imagine having a leader that is coherent, respectful, and genuinely cares for his/her people. Must be nice…
Critiques current leadership by contrasting it with an idealized leader, implying dissatisfaction with government performance and values.
@g_young8412
Mar 4, 2025
There is no leadership in the U.S. trump is a very weak president????????
There is no leadership in the U.S. trump is a very weak president????????
Critiques US leadership by comparing Trump unfavorably to other leaders, asserting weakness.
@hillariegranum1128
Mar 4, 2025
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Criticizes Trudeau's handling of tariffs and fentanyl policy while dismissing the speaker as a 'fool,' combining policy analysis with derogatory framing.
@paulpachis9689
Mar 4, 2025
This is pandering. This guy is a puppet for people in control.
This is pandering. This guy is a puppet for people in control.
Dismisses the speaker's position as inauthentic political theater controlled by others.
Policy Critique
0.85
@spilledit
Mar 4, 2025
All this stupid idjit had to do was stop the flow of illegals and stop the drugs in BC but instead he chooses to play Mr. tough guy
All this stupid idjit had to do was stop the flow of illegals and stop the drugs in BC but instead he chooses to play Mr. tough guy
Direct criticism of government failure to address illegal immigration and drug trafficking in BC.
Policy Critique
0.85
@torozzgrl
Mar 4, 2025
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Challenges the framing of illegal border crossing as human trafficking, critiquing how immigration violations are characterized.
nonmagicmike723
Feb 19, 2026
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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