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
It took Trump to make them act on Drugs. Else they indirectly allowed all bullshit to happen in their brotherly neighbour. So much for law abiding...
It took Trump to make them act on Drugs. Else they indirectly allowed all bullshit to happen in their brotherly neighbour. So much for law abiding...
Criticizes Canadian government for inaction on drugs and implies complicity, with an unsubstantiated claim about indirect allowance.
@Shobhitkala
Mar 4, 2025
Governor Trudeau is on his way out. We'll negotiate with the new administration. But thanks
Governor Trudeau is on his way out. We'll negotiate with the new administration. But thanks
Critiques current leadership and signals expectation of policy change under new administration, with dismissive tone.
@JackalKing223
Mar 4, 2025
Trudeau lied\nDonald is not a very smart guy
Trudeau lied\nDonald is not a very smart guy
Makes an unsubstantiated claim about Trudeau lying while offering opinion that Trump lacks intelligence; primarily critical commentary.
@DerekStocks-g5g
Mar 4, 2025
Immigration fraud
Immigration fraud
Brief allegation of systemic immigration fraud, critiquing government policy/enforcement.
Policy Critique
0.65
Evablazinballa
Feb 3, 2026
BS and lies....
BS and lies....
Brief dismissal of the content as false, expressing disagreement with the policy position presented.
Policy Critique
0.65
@doncamillo2758
Mar 4, 2025
Canada should first implement trudeau. New person should be elected. Then that person should visit the oval office with trump in, then trump must say to that guest you don't have the cards to play, …
Canada should first implement trudeau. New person should be elected. Then that person should visit the oval office with trump in, then trump must say to that guest you don't have the cards to play, with us only you have the cards ?
Critiques Canadian leadership and proposes alternative political process involving Trump negotiations.
@Mahamud-g6j
Mar 4, 2025
To hell with Trump USA
To hell with Trump USA
Brief rejection of Trump's policies and leadership, expressing disapproval of his approach.
Policy Critique
0.65
@raufrahi
Mar 4, 2025
About time. Enough of this.
About time. Enough of this.
Brief expression of approval for immigration restrictions without detailed reasoning.
Policy Critique
0.65
ozzieonline
Nov 21, 2025
Canada is doing one experiment
Canada is doing one experiment
Vague critique characterizing Canadian immigration policy as an 'experiment,' implying disapproval of government approach.
Policy Critique
0.65
matthewbell9667
Aug 27, 2025
We dont need your lumber
We dont need your lumber
Brief rejection of a trade or resource policy, expressing opposition to lumber imports or exports without elaboration.
Policy Critique
0.65
@timwilliams4329
Mar 4, 2025
A stop crying about all this you still making a profit want is the brobleam wit you
A stop crying about all this you still making a profit want is the brobleam wit you
Commenter critiques the complaint about profitability, though the comment is poorly articulated and difficult to parse fully.
Policy Critique
0.65
@johndeleon9910
Mar 4, 2025
She sold US out at MAROLAGO
She sold US out at MAROLAGO
Alleges a political figure made a damaging deal, combining criticism with an unverified claim requiring context.
@ultrasometimes8908
Feb 20, 2026
Canada has been broken since 1982 with the first Truedue. When the charter was created, because we are under the King(Monarch at that time), something had to be given up, so we sold our souls …
Canada has been broken since 1982 with the first Truedue. When the charter was created, because we are under the King(Monarch at that time), something had to be given up, so we sold our souls to the devil we knew, and traded our future generations' futures.
Critiques Canadian constitutional and governance structures since 1982, though the claims about 'selling souls' are metaphorical and unsubstantiated.
GadYaHoVaHswarrior
Feb 26, 2026
Hes right tho and i got the feeling the government going to whind up Impeaching Trump and getting the people he put in the white house because what Trump doing
Hes right tho and i got the feeling the government going to whind up Impeaching Trump and getting the people he put in the white house because what Trump doing
Critiques Trump's actions and speculates about government impeachment proceedings without clear evidence.
@THE_REAL_VELIKAN
Mar 4, 2025
And I rarely hear from the vice president knowing he's not going to help the people. He the one made that argument happen
And I rarely hear from the vice president knowing he's not going to help the people. He the one made that argument happen
Criticizes the vice president's lack of visibility and effectiveness in helping people.
Policy Critique
0.65
@jimmysmith8272
Mar 4, 2025
All of that on the groceries and gas and cars and Holmes was divided in Harrison administration let's get it right now if you're going to do the story let's get it right
All of that on the groceries and gas and cars and Holmes was divided in Harrison administration let's get it right now if you're going to do the story let's get it right
Critiques media coverage and factual accuracy of a story about economic issues, though the comment is somewhat incoherent.
Policy Critique
0.65
@moonchild2020
Mar 4, 2025
It's not your province.
It's not your province.
Brief assertion about jurisdictional boundaries, likely critiquing someone's authority or policy scope.
Policy Critique
0.65
@Tankhead69
Feb 22, 2026
To little to late
To little to late
Vague criticism suggesting government action on immigration is insufficient or delayed.
Policy Critique
0.65
@Sandy-x6n
Mar 4, 2025
Good for them! This is terrible
Good for them! This is terrible
Brief expression of approval for unspecified action and disapproval of an unnamed situation, likely related to tariff policy.
Policy Critique
0.65
@nita2bjuan7
Mar 4, 2025
Canada need to band beef and slughter of cows
Canada need to band beef and slughter of cows
Advocates for policy change regarding animal slaughter practices, likely related to religious dietary practices of immigrant communities.
Policy Critique
0.65
firelord1202
Jan 28, 2026
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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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