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
Of course it failed!
Of course it failed!
Minimal statement expressing disapproval of an unspecified policy or program outcome.
Policy Critique
0.60
WaterDude1
Feb 26, 2026
Foolishness
Foolishness
Single-word dismissal suggesting disapproval of Trump's actions or policies, though context is minimal.
Policy Critique
0.60
@rushellemartin2196
Mar 4, 2025
Canada was broken
Canada was broken
Vague criticism of Canada's state, likely referring to immigration policy, though lacks specific detail.
Policy Critique
0.60
NieNur-o3h
Dec 23, 2025
Our govt makes me sick….
Our govt makes me sick….
Brief expression of dissatisfaction with government, likely related to immigration policy based on context but lacks specificity.
Policy Critique
0.60
BradGreenaway
Oct 2, 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
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
After years of unfair trade
After years of unfair trade
Incomplete fragment expressing criticism of trade policy, though context is minimal.
Policy Critique
0.60
@barrybetzjr1573
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
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
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
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
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
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
canada sucks badly
canada sucks badly
Brief negative statement about Canada that could critique the country/system, though lacks specificity.
Policy Critique
0.60
Robloxistotaltrashandboring
Jan 27, 2026
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 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
Scrap buy canadian a person can but what they want
Scrap buy canadian a person can but what they want
Cryptic criticism of a policy (possibly 'Buy Canadian' initiative) advocating for consumer freedom.
Policy Critique
0.55
carolwright620
Jan 5, 2026
Infact,the insignificant in ellected above ages 65 upwards,magnificently we should be very careful about this political parties.
Infact,the insignificant in ellected above ages 65 upwards,magnificently we should be very careful about this political parties.
Incoherent criticism of elected officials and political parties, difficult to parse but appears to critique age-related governance concerns.
Policy Critique
0.50
@georgekofi5955
Mar 4, 2025
It’s about narcissistic personality disorder. End of analysis.
It’s about narcissistic personality disorder. End of analysis.
Dismissive psychological diagnosis of a political figure, functioning as indirect policy criticism without substantive argument.
Policy Critique
0.50
@winstonian88
Mar 4, 2025
Ontario needs to follow
Ontario needs to follow
Incomplete statement suggesting Ontario should follow some policy, but lacks sufficient context to classify with high confidence; appears to be policy-related but could be cut off.
Policy Critique
0.40
Claudettevaillancourt
Nov 22, 2025
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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)