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
The legal cartel in Canada is the one of the reason for the immigration system failure.
The legal cartel in Canada is the one of the reason for the immigration system failure.
Identifies the legal profession as a cartel contributing to immigration system failures, directly critiquing institutional policy.
Policy Critique
0.80
jeganbabu1234
Jan 21, 2026
We need more illegals deported Thè problem is we don't enough people checking them.out before they come to Canada
We need more illegals deported
Thè problem is we don't enough people checking them.out before they come to Canada
Criticizes government policy on deportations and border vetting while making an unverified claim about insufficient enforcement mechanisms.
steveskare7026
Dec 27, 2025
Trump is a disruptor. Wake up Canadians. This is a good thing in the long run.
Trump is a disruptor. Wake up Canadians. This is a good thing in the long run.
Frames Trump as a disruptor with long-term benefits, presenting a contrarian policy perspective.
@crumber7
Mar 4, 2025
Justin Trudeau is a patronizing, pompous fool. A socialist, totalitarian hater of freedom. He should be replaced with an American Governor.
Justin Trudeau is a patronizing, pompous fool. A socialist, totalitarian hater of freedom. He should be replaced with an American Governor.
Criticizes Trudeau's governance style and ideology, calling for his replacement with American-style leadership.
@MisterAsshole2U
Mar 4, 2025
Marc Miller said while he was minister of immigration that he lost track of 1 million people and thats all that he's admitting to, how have been found? How many more have been lost in …
Marc Miller said while he was minister of immigration that he lost track of 1 million people and thats all that he's admitting to, how have been found? How many more have been lost in the fold since he lost his position over the last 4 years? What a disgrace.
Criticizes immigration minister's admission of losing track of migrants, questioning accountability and suggesting the problem is larger than admitted.
Fogg-r8v
Feb 18, 2026
Lying? Pot calling kettle black there Justin!
Lying? Pot calling kettle black there Justin!
Criticizes Trudeau's honesty/credibility using a sarcastic idiom, blending critique with satire.
@davidb40
Mar 4, 2025
By using every tool, does that mean we'll be dropping the Carbon tax? Nope, didn't think so. Cause after years of Trudeau destroying our economy, Trump is the problem... Fuck Trudeau.
By using every tool, does that mean we'll be dropping the Carbon tax? Nope, didn't think so. Cause after years of Trudeau destroying our economy, Trump is the problem... Fuck Trudeau.
Critiques Trudeau's economic management and carbon tax policy while dismissing Trump as a scapegoat.
@GreatCanadianBob
Mar 4, 2025
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
Critique of political corruption and hypocrisy in immigration policy, with implicit moral judgment about wealth accumulation.
l.larsen2663
Feb 17, 2026
So much for integration.
So much for integration.
Expresses concern about immigrant integration, implying government policy or immigrant behavior is failing integration goals.
chaotic.interference.processor
Oct 1, 2025
I wonder is MAGA realize that through these tariffs they have pretty much guaranteed the Liberal Party of Canada will take the next federal election. Canadians WILL NOT elect a party or any officials they …
I wonder is MAGA realize that through these tariffs they have pretty much guaranteed the Liberal Party of Canada will take the next federal election. Canadians WILL NOT elect a party or any officials they think might be even a little sympathetic to American interests.
Analyzes political consequences of U.S. tariff policy on Canadian elections, predicting voter backlash against perceived American sympathizers.
@thenobleandmightybeaver4411
Mar 4, 2025
Quebecois here. Situation is pretty bad. Even north east of the province at my surprise. Enough. We tried it did not work. Time to go back. Go fix your country.
Quebecois here. Situation is pretty bad. Even north east of the province at my surprise. Enough. We tried it did not work. Time to go back. Go fix your country.
Regional perspective claiming immigration policy has failed, with implicit call to reverse course and demand immigrants leave.
jescar4630
Jan 27, 2026
Whatever Justin. What an idiot.
Whatever Justin. What an idiot.
Direct criticism of political leadership and governance, though expressed dismissively.
Policy Critique
0.80
@thomaswhite5928
Mar 4, 2025
Trump just wants to burn it all down
Trump just wants to burn it all down
Critical statement about Trump's political intentions and approach to governance.
Policy Critique
0.80
@gosburn4872
Mar 4, 2025
The people on the panel can easily be replaced by AI and this case, I would not feel sorry for them. You'd have all those stats within minutes. Absolute incompetence!
The people on the panel can easily be replaced by AI and this case, I would not feel sorry for them. You'd have all those stats within minutes. Absolute incompetence!
Criticizes government panel competence and efficiency, arguing they could be replaced by AI, attacking institutional performance.
Policy Critique
0.80
superfast30
Sep 30, 2025
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. …
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. They are now pulling their weight so perhaps the tariffs will be dropped after all. Canada has been a freeloader for far too long.
Argues Canada was not enforcing immigration policy adequately until Trump pressured them, critiquing Canadian governance.
@annajacob4084
Mar 4, 2025
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
Criticizes immigration policy as 'out of control' and attacks leadership competence, with underlying fear about immigrant quality.
kordos2
Feb 26, 2026
Attacking his allies and defending his enemies what a crazy world we live in
Attacking his allies and defending his enemies what a crazy world we live in
Criticizes foreign policy decisions (alliances and enemies) as contradictory and problematic.
@supersurgelawncare
Mar 4, 2025
None of the countires in Europe would work like that. This is inefficient and ineffective.
None of the countires in Europe would work like that. This is inefficient and ineffective.
Criticizes Canadian immigration system as inefficient and ineffective compared to European standards.
mahdihasan9984
Sep 30, 2025
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will …
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will be ending sanction against Russia, breaking up NATO and selling out Ukraine.
Criticizes Trump's trade and foreign policy inconsistencies while making unverified claims about Putin benefiting and NATO dissolution plans.
@AllanCease
Mar 4, 2025
Trump is using all these economic theories to raise revenue and finance what he promised his people but his approach will spike inflation in his own country. He should have easily cut down government spending.
Trump is using all these economic theories to raise revenue and finance what he promised his people but his approach will spike inflation in his own country. He should have easily cut down government spending.
Critiques Trump's economic policy approach and suggests alternative government spending cuts.
@ericmassaquoi8133
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)