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
Ms, Trudeau is out of her league.
Ms, Trudeau is out of her league.
Brief dismissal of Trudeau's competence, suggesting inadequacy for the role.
Policy Critique
0.65
@fastbike1702
Mar 4, 2025
He should've addressed a specific South African as well
He should've addressed a specific South African as well
Critique that the speaker should have addressed a specific group or nation, implying incomplete policy discussion.
Policy Critique
0.65
@JL050
Mar 4, 2025
Its bad when they say its too much
Its bad when they say its too much
Vague criticism of policy or statements regarding immigration levels being excessive.
Policy Critique
0.65
ThePh4ntomHammer
Jan 28, 2026
fent is a wonder drug that made getting my wisdom teeth removed a not at all painful event. It shouldn't be a street drug sure but let's not wipe it from the face of the …
fent is a wonder drug that made getting my wisdom teeth removed a not at all painful event. It shouldn't be a street drug sure but let's not wipe it from the face of the earth. All our brains really are broken
Critiques drug policy approach regarding fentanyl, arguing against complete elimination while acknowledging street drug concerns.
Policy Critique
0.65
@mpmckenna8
Mar 4, 2025
Very dump thing to do,,,,,,
Very dump thing to do,,,,,,
Comment expresses disapproval of an action or decision, though the fragmented language limits clarity.
Policy Critique
0.65
@jessieesguerra8849
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
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
Maybe Trudeau will come around when Canadians find out they've been duped by him.
Maybe Trudeau will come around when Canadians find out they've been duped by him.
Critiques Trudeau's leadership by suggesting Canadians have been deceived, implying policy failure without specific evidence.
@TemperTemper...
Mar 4, 2025
We should have responded with 26%.
We should have responded with 26%.
Cryptic reference to a tariff response percentage, suggesting criticism of Canada's trade policy response.
Policy Critique
0.65
@pgknippel
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
If you know you are not getting US ripped in the past, then stop talking plenty and rather get another buyer!!!\nI don't think US is forcing you!!!
If you know you are not getting US ripped in the past, then stop talking plenty and rather get another buyer!!!\nI don't think US is forcing you!!!
Critiques government negotiating position and suggests alternative action, though the comment is somewhat incoherent.
Policy Critique
0.65
@nanayeboah3992
Mar 4, 2025
All because of RULES,
All because of RULES,
Vaguely critiques government rules or regulations, though the specific policy target is unclear from the truncated comment.
Policy Critique
0.65
maryamabdullah6373
Jan 28, 2026
I blamed our people running the government, flip flops connection
I blamed our people running the government, flip flops connection
Blames government leadership and suggests corruption or inconsistency in policy implementation, though phrasing is unclear.
Policy Critique
0.65
DennisH47
Feb 18, 2026
Trudeau shut up wacko from Canada and Canadians
Trudeau shut up wacko from Canada and Canadians
Dismissive criticism of Trudeau and Canadian government, framed as a Canadian identity assertion against leadership.
@philippeeaston
Mar 4, 2025
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Discusses tariff policy as mutual leverage rather than conflict, expressing support for both nations while questioning trade war framing.
@JadeCowen-h7p
Mar 4, 2025
you are a clear ?incompetent
you are a clear ?incompetent
Brief insult directed at political figure, functioning as implicit policy criticism without substantive detail.
Policy Critique
0.65
@alwaysthere2287
Mar 4, 2025
Trudeau's people.
Trudeau's people.
Brief attribution of immigration policy to Trudeau's government, implying criticism without elaboration.
slatsnathan2792
Oct 27, 2025
Trudeau you don’t hold the cards ???
Trudeau you don’t hold the cards ???
Brief critique suggesting Trudeau lacks negotiating power or authority in dealing with Trump, though cryptic in meaning.
Policy Critique
0.65
@jessebaca2750
Mar 4, 2025
Hey it’s the corrupt governor speaking ?
Hey it’s the corrupt governor speaking ?
Accusation of corruption directed at a political figure, though context is unclear.
Policy Critique
0.65
@Danny.1110
Mar 4, 2025
Give discounts to Americans Vacationing in Canada!
Give discounts to Americans Vacationing in Canada!
Suggests a policy proposal (tourism discounts) as a response to economic or diplomatic concerns, framed as criticism of current approach.
Policy Critique
0.65
@jackielehman8945
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)