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
Moral Argument
2,863 comments
Trump is an idiot.
Trump is an idiot.
The commenter makes a negative character judgment about a political figure, which is a moral/ethical assessment rather than policy critique.
Moral Argument
0.65
@bleachersking
Mar 4, 2025
Trump has no brain.
Trump has no brain.
Brief personal insult framed as moral judgment rather than policy critique or substantive argument.
Moral Argument
0.65
@arturreshetov2513
Mar 4, 2025
Entitlement
Entitlement
Single-word moral judgment suggesting immigrants are acting with unwarranted entitlement.
Moral Argument
0.65
ELIAS-v3y
Aug 25, 2025
Most in the US just ‘victims’ under the rule of a mentally ill man. Personally I am for God’s rule, very soon now!
Most in the US just ‘victims’ under the rule of a mentally ill man. Personally I am for God’s rule, very soon now!
Frames US citizens as victims under Trump's rule and appeals to religious/moral authority ('God's rule'), mixing political critique with spiritual conviction.
@dianecrofoot7955
Mar 4, 2025
Canada and the American People don't deserve this...
Canada and the American People don't deserve this...
Expresses disapproval and suggests injustice toward Canada and Americans, though vague in specifics; combines moral concern with implied threat.
@CeliniaGava
Mar 4, 2025
You will eventually bend the knee and everything will work out.
You will eventually bend the knee and everything will work out.
Vague appeal to inevitability and acceptance framed in moral/philosophical terms about submission and resolution.
Moral Argument
0.60
@justinc8147
Mar 4, 2025
This is just sad!
This is just sad!
Expresses emotional disapproval without specific justification, suggesting an ethical concern but lacking detail.
Moral Argument
0.60
@sundipgurung3592
Mar 4, 2025
No one wins here ?
No one wins here ?
Cryptic statement suggesting no party benefits from the situation, implying a moral or fairness concern about the conflict.
Moral Argument
0.60
@user-pp8ow1nk7l
Mar 4, 2025
Just disgraceful
Just disgraceful
Brief moral condemnation without elaboration, expressing disapproval of content or behavior discussed in video.
Moral Argument
0.60
gusklemp3477
Jan 27, 2026
Disgusting.
Disgusting.
Single-word expression of disapproval suggesting moral judgment, though minimal context limits confidence.
Moral Argument
0.60
HoppyHiker
Jan 27, 2026
This is fucking disgusting 🤢
This is fucking disgusting 🤢
Expresses strong moral disapproval of content without elaboration, suggesting ethical objection to immigration policies or practices discussed.
Moral Argument
0.60
MiiTuBe1991
Jan 28, 2026
I know your upset with indians dont show religon in this
I know your upset with indians dont show religon in this
Appeals to fairness by asking not to conflate criticism of Indians with religious identity, invoking ethical framing.
Rockstarsandhu666
Jan 27, 2026
This is so sad
This is so sad
Vague emotional expression of sadness/disapproval, likely moral judgment but lacks specificity.
Moral Argument
0.60
@RichardStitz
Mar 4, 2025
Weak ass country !
Weak ass country !
Brief dismissive statement about Canada's weakness; vague but appears to critique national character or policy response.
Moral Argument
0.60
ElectricWayGt2
Sep 20, 2025
Trudeau is so correct.
Trudeau is so correct.
Brief affirmation of Trudeau's position suggests agreement with an ethical or policy stance, though lacks specificity.
Moral Argument
0.60
@denisehill2045
Mar 4, 2025
Absolutely disgusting
Absolutely disgusting
Expresses strong disapproval using moral language, though lacks specific target or reasoning.
Moral Argument
0.60
rodn.7515
Sep 30, 2025
This is just so so sad.
This is just so so sad.
Expresses emotional disapproval without specific justification, suggesting an ethical concern but lacking detail.
Moral Argument
0.60
dw309
Oct 6, 2025
Trump is the Antichrist, stay prayed up people
Trump is the Antichrist, stay prayed up people
Religious moral condemnation of Trump using apocalyptic framing and spiritual language.
Moral Argument
0.60
@seandingle58
Mar 4, 2025
Democracy has spoken
Democracy has spoken
Brief appeal to democratic legitimacy as a moral principle, though context is ambiguous.
Moral Argument
0.60
@Fabian-vp7vj
Mar 4, 2025
Golden age of billionaires
Golden age of billionaires
Brief critique suggesting wealth concentration is problematic, framed as a moral concern about inequality.
Moral Argument
0.58
@davidmcdonald77
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)