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
this is very bad
this is very bad
Vague negative assessment of policy or situation without specific details, expressing disapproval of current state.
Policy Critique
0.65
Choooppppp
Jan 19, 2026
All this it's your fault \nYou're the one \nTalk to dictator?\nLook back 2022\nSince you government 2016\n29%difference usa $cad \nYou're the Disgrace of this great Country \nGo home \nTalking of been With Russia or \nAmerica?\n5000 nuclear …
All this it's your fault \nYou're the one \nTalk to dictator?\nLook back 2022\nSince you government 2016\n29%difference usa $cad \nYou're the Disgrace of this great Country \nGo home \nTalking of been With Russia or \nAmerica?\n5000 nuclear weapons Usa\n5000Russia\nCanada's has bottle Caps \nStop sending money to a \nClown that doesn't belong to \nNATO OR EU\nCanadians first
Blames government for economic disparities and foreign policy decisions while calling for prioritizing Canadians, with some unsubstantiated claims.
@carminebaratta9318
Mar 4, 2025
You tariff them than talking here. You have had lot of freebies
You tariff them than talking here. You have had lot of freebies
Critiques Canada's trade relationship, suggesting Canada has received unfair advantages and should face tariffs.
@sriranjanim1460
Mar 4, 2025
okay, 90% tarriff
okay, 90% tarriff
Brief critique of a proposed 90% tariff policy, though minimal context makes confidence moderate.
Policy Critique
0.60
@shundred
Mar 4, 2025
You guys are WRONG
You guys are WRONG
Brief disagreement statement suggesting critique of claims made, though lacks specificity about what is wrong.
Policy Critique
0.60
@jamessawyer3949
Mar 4, 2025
You should double the percentage. 25% with his 25% it's like playing games
You should double the percentage. 25% with his 25% it's like playing games
Suggests government policy measures are insufficient or ineffective, implying criticism of current immigration reduction targets.
Policy Critique
0.60
@Monica5446
Mar 4, 2025
It could be a good deal for north america to take over Haití and set the microchip industry over there restoring a small hub like that would make all haitianians greatly greatfull with USA IDK …
It could be a good deal for north america to take over Haití and set the microchip industry over there restoring a small hub like that would make all haitianians greatly greatfull with USA IDK is just a suggestion for Mr Trump and his gabinete to think about.
Proposes an alternative geopolitical strategy for North America regarding Haiti, framed as a suggestion for Trump's consideration.
@cvxvi_SDL
Mar 5, 2025
Power and control
Power and control
Cryptic phrase suggesting criticism of governmental motivations or political strategy.
Policy Critique
0.60
@eshjane
Mar 4, 2025
This goddam governor need to pipe down
This goddam governor need to pipe down
Dismissive criticism of a political figure's public statements; vague critique without specific policy details.
Policy Critique
0.60
@ubuntumike5794
Mar 4, 2025
Trudeau did this
Trudeau did this
Blames Trudeau (political leader) for immigration issues, though lacks specific policy details.
Policy Critique
0.60
mightybeatz9718
Jan 28, 2026
People think Trudeau did well here. Maybe so. But his actions show he does the ball repeatedly
People think Trudeau did well here. Maybe so. But his actions show he does the ball repeatedly
Attempts to critique Trudeau's actions but the comment is incomplete and unclear in its specific claim.
Policy Critique
0.60
@Basedmursenary
Mar 4, 2025
Canada's crazy with raw earth!
Canada's crazy with raw earth!
Vague criticism of Canadian policy or environmental practices, though the meaning is unclear.
Policy Critique
0.60
@darkpatches
Mar 4, 2025
It Doesn't make sense AT ALL
It Doesn't make sense AT ALL
Expresses disagreement with something presented, likely policy-related, though vague without more context.
Policy Critique
0.60
@Robertlee-q3x
Mar 4, 2025
Much too polite
Much too polite
Vague criticism suggesting Canadian government is insufficiently assertive in policy or negotiations.
Policy Critique
0.60
@Michael-tn9ov
Mar 4, 2025
About as broken as anything can get
About as broken as anything can get
Brief dismissal of immigration system as fundamentally broken, lacking specificity.
Policy Critique
0.60
omurcada
Jun 23, 2025
The senate in Canada has been a two way revolving door sucsex dr. for child abusers, that has put canada in a percarious position to be caught in. Pull up those gross pants and kick …
The senate in Canada has been a two way revolving door sucsex dr. for child abusers, that has put canada in a percarious position to be caught in. Pull up those gross pants and kick out senate in canada for a panel of checks and balances enter ing sanity, , business people , not pedo folder holders!!!!
Criticizes Canadian Senate structure and makes unverified allegations about corruption and abuse.
@Kari-w5v
Mar 4, 2025
Than pay your fair share,and stop being a little girl
Than pay your fair share,and stop being a little girl
Criticism of someone (likely Trudeau) for not paying fair share, using insulting language to critique perceived policy or fiscal responsibility failures.
Policy Critique
0.60
@MichaelRodriguez-s6f
Mar 4, 2025
It's a tariffs not combat
It's a tariffs not combat
Brief correction/clarification about policy terminology, though minimal context makes classification uncertain.
Policy Critique
0.60
@brandondoty8211
Mar 4, 2025
What a hypocrite!
What a hypocrite!
Brief accusation of hypocrisy directed at a political figure, likely critiquing inconsistency in policy or statements.
Policy Critique
0.60
@ChadBruns-u4n
Mar 4, 2025
This is soooo messed up
This is soooo messed up
Vague expression of disapproval toward an unspecified policy or situation, likely related to immigration or government action.
Policy Critique
0.60
@anthonysmitten290
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)