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
Buy that man with a bicycle a beer. Legend
Buy that man with a bicycle a beer. Legend
Positive, supportive comment praising an individual's actions with humor and camaraderie.
Solidarity
0.95
boxz1984
Jan 27, 2026
Welcome to Nova Scotia Brian 🌊
Welcome to Nova Scotia Brian 🌊
A welcoming message expressing support and encouragement to an immigrant arriving in Nova Scotia.
Solidarity
0.95
MegaJojo1912
Feb 27, 2026
I stand with Canada
I stand with Canada
Brief statement of support and solidarity with Canada.
Solidarity
0.95
@elenoreatkins6714
Mar 4, 2025
I'm an American standing with Canada and Ukraine!
I'm an American standing with Canada and Ukraine!
American expressing support and solidarity with Canada in a geopolitical context.
Solidarity
0.95
@byergo
Mar 4, 2025
Go Justin! This American thanks you!
Go Justin! This American thanks you!
A brief expression of support and gratitude from an American toward Canadian leadership.
Solidarity
0.95
@lisaholliday6558
Mar 4, 2025
Standing with Canada. Do what you gotta do! ❤??
Standing with Canada. Do what you gotta do! ❤??
Explicit expression of support and encouragement for Canada with emotional affirmation ('Standing with Canada', heart emoji).
Solidarity
0.95
@JustRaine97
Mar 4, 2025
I'm an American but I will support Canada in any which way I can.
I'm an American but I will support Canada in any which way I can.
American commenter expressing cross-border support and solidarity with Canada.
Solidarity
0.95
@rosemontoya7005
Mar 4, 2025
You are doing amazing job!! Show people what it really looks like!
You are doing amazing job!! Show people what it really looks like!
Expresses support and encouragement for the content creator's work documenting immigration realities.
Solidarity
0.95
adrianbzorek8296
Jan 29, 2026
Well said Prime Minister Trudeau ??
Well said Prime Minister Trudeau ??
Expresses support and approval for the Prime Minister's statement.
Solidarity
0.95
@oceanmichaelangeloortmann2523
Mar 4, 2025
This is what leadership looks like…
This is what leadership looks like…
Direct expression of approval and admiration for the Prime Minister's leadership qualities.
Solidarity
0.95
@JayJackson-hb7ks
Mar 4, 2025
As an American I support Canada.
As an American I support Canada.
Simple expression of support and solidarity from an American toward Canada.
Solidarity
0.95
@TrailofBlooms
Mar 4, 2025
I’m so sorry, please pray for us ?? I’m with you Canada ?? ????
I’m so sorry, please pray for us ?? I’m with you Canada ?? ????
Brief expression of sympathy and support for Canada with emojis indicating emotional solidarity.
Solidarity
0.95
@virginiasancho6125
Mar 4, 2025
Thank you Tyler. You're doing gods work!
Thank you Tyler. You're doing gods work!
Expresses appreciation and support for the video creator's work on immigration topics.
Solidarity
0.95
bonezdem2829
Jan 28, 2026
I'm so proud of this guy and I'm not even Canadian. But I love Canada.
I'm so proud of this guy and I'm not even Canadian. But I love Canada.
Simple expression of pride and affection for Canada and its leadership, demonstrating support and positive sentiment.
Solidarity
0.95
@Izmael1310
Mar 4, 2025
From Ukraine, we stand with Canada!!!
From Ukraine, we stand with Canada!!!
Ukrainian commenter expressing straightforward support and solidarity with Canada.
Solidarity
0.95
@milapakhomova-shaffer4156
Mar 4, 2025
Love this guy
Love this guy
Simple expression of support and appreciation for the person/content being discussed.
Solidarity
0.95
@TBfilms657
Mar 4, 2025
Well said that man!
Well said that man!
Brief affirmation of approval and support for the speaker's message.
Solidarity
0.95
@marksouthcombe
Mar 4, 2025
Applaud Canada.
Applaud Canada.
Brief expression of support and approval for Canada.
Solidarity
0.95
@maryannsouth4718
Mar 4, 2025
We support Canada 100+%
We support Canada 100+%
Direct expression of support and empathy for Canada.
Solidarity
0.95
@sandrashearer312
Mar 4, 2025
Love CANADA ?? we are with you ?❤
Love CANADA ?? we are with you ?❤
Simple expression of support and affection for Canada with emojis, clearly welcoming and empathetic messaging.
Solidarity
0.95
@zoilaviera5371
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)