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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Call to Action
2,768 comments
Governor just stop. No one cares. We’re not playing the short petty game. USA USA
Governor just stop. No one cares. We’re not playing the short petty game. USA USA
Dismissively tells someone to stop speaking and asserts national loyalty ('USA USA'), mixing dismissal with patriotic assertion.
@GeoFishing
Mar 4, 2025
Enough. Get busy, like Mr. Trump.
Enough. Get busy, like Mr. Trump.
Brief exhortation to adopt Trump-style policies, implicitly calling for stricter immigration action through comparative reference.
markhumphreys2444
Feb 27, 2026
Let's get it rolling .
Let's get it rolling .
Vague encouragement to take action or continue discussion, though context is unclear.
Call to Action
0.55
GranRoseTerror
Feb 18, 2026
JUST PAY IT ALREADY!
JUST PAY IT ALREADY!
Brief imperative urging immediate payment action, likely related to tariffs or trade dispute discussed in video.
Call to Action
0.55
@TerryRichard-s5t
Mar 4, 2025
Go to war❤❤❤
Go to war❤❤❤
Cryptic call to violent action, though context is unclear; minimal substantive content.
Call to Action
0.55
tankman20064
Oct 23, 2025
No we don’t we are not going
No we don’t we are not going
Cryptic statement that appears to be a refusal or rejection, possibly a call against immigration but too unclear for confident classification.
Call to Action
0.50
paulelson3277
Jan 30, 2026
Should have a long time ago
Should have a long time ago
Vague agreement with an implied action, likely referring to stricter immigration policy, but lacks clear context.
Call to Action
0.50
Gygabit.20
Aug 30, 2025
We will win lol
We will win lol
Vague rallying cry with unclear referent; could be call_to_action or meta_commentary, but lacks specificity.
Call to Action
0.40
@littlebittathisnthatfirear8048
Mar 4, 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)