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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Solidarity
4,947 comments
I was always remember the trade between united states and Canada \n So brave
I was always remember the trade between united states and Canada \n So brave
Expresses appreciation for Canada-US trade relationship and admiration for Trudeau's bravery, combining solidarity with comparative framing of bilateral relations.
@robertnussberger6449
Mar 4, 2025
I agree with you
I agree with you
Brief affirmation of agreement with the video content, expressing support.
Solidarity
0.60
@letswinbig993
Mar 4, 2025
Do what you have to do bro you guys will feel it before we do
Do what you have to do bro you guys will feel it before we do
Supportive message encouraging the government to take action, with implied empathy for shared consequences.
Solidarity
0.60
@lololawrence8527
Mar 4, 2025
I get it.. ?? this sucks...but i stand by this. 100%
I get it.. ?? this sucks...but i stand by this. 100%
Expresses support and agreement with the video's position despite acknowledging difficulty.
Solidarity
0.60
@MelishouzMorbia
Mar 4, 2025
Good to see this.
Good to see this.
Minimal positive affirmation of the video or policy discussed, expressing general approval.
Solidarity
0.60
leschnoothegreat
Nov 20, 2025
We all have the same problem
We all have the same problem
Brief statement expressing shared concern or empathy with others facing similar immigration-related challenges.
mariemaglione4079
Apr 15, 2025
?? stand together with ??.
?? stand together with ??.
Vague call for unity/togetherness between nations or groups, though context is unclear.
Solidarity
0.55
@szu-one
Mar 4, 2025
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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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Discourse Quality (Perspective API)