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 stand with Canada
I stand with Canada
Brief statement of support and solidarity with Canada.
Solidarity
0.95
@elenoreatkins6714
Mar 4, 2025
Michigan here. We are the closest to you. We love you.
Michigan here. We are the closest to you. We love you.
Expression of support and affection from a neighboring US state toward Canada, demonstrating cross-border solidarity.
Solidarity
0.95
@mariowilliams9014
Mar 4, 2025
From Australia, we stand with Canada.
From Australia, we stand with Canada.
Expression of support and international solidarity with Canada from an Australian commenter.
Solidarity
0.95
@isiseungella4688
Mar 4, 2025
You go, Canada!\nStay strong!?❤
You go, Canada!\nStay strong!?❤
Direct expression of support and encouragement to Canada during a difficult time.
Solidarity
0.95
@cathleenmraz1341
Mar 4, 2025
Thanks for never giving up Michelle
Thanks for never giving up Michelle
Expresses appreciation and encouragement toward a speaker named Michelle for her persistence.
Solidarity
0.95
valr852
Feb 23, 2026
From Botswana ??, we love ❤️ Canada ??
From Botswana ??, we love ❤️ Canada ??
International commenter from Botswana expresses love and support for Canada using affirmative language and flag emojis.
Solidarity
0.95
@innocentunaswiletsholatheb8239
Mar 4, 2025
Wow thank you!!! Our very own Canadian Nick Shirley!!! Keep going!!! 👏🏻🇨🇦💙👏🏻
Wow thank you!!! Our very own Canadian Nick Shirley!!! Keep going!!! 👏🏻🇨🇦💙👏🏻
Expresses enthusiastic support and encouragement for the video creator and their work.
Solidarity
0.95
AnnaK-j6m
Jan 28, 2026
Support Canada!
Support Canada!
Simple expression of support and encouragement for Canada.
Solidarity
0.95
@LumiBui
Mar 4, 2025
This Canadian wants to express my heartfelt gratitude to everyone sharing their support.
This Canadian wants to express my heartfelt gratitude to everyone sharing their support.
Expresses gratitude and appreciation for support, demonstrating solidarity.
Solidarity
0.95
@marinamaroulis4289
Mar 4, 2025
We love canada from ??
We love canada from ??
Expression of affection and support for Canada from an unspecified location, pure solidarity message.
Solidarity
0.95
@SB-kj6on
Mar 4, 2025
From Ohio, standing with Canada!
From Ohio, standing with Canada!
Expresses support and solidarity with Canada from a US perspective.
Solidarity
0.95
@fifia.2927
Mar 4, 2025
Well done!!!!
Well done!!!!
Brief expression of approval and support for the government's actions.
Solidarity
0.95
@halfcu7103
Feb 20, 2026
Standing with Canada from the USA!
Standing with Canada from the USA!
Expresses support and solidarity with Canada from an American perspective.
Solidarity
0.95
@OmGnomeGo
Mar 4, 2025
Bravo Canada!
Bravo Canada!
Brief expression of support and approval for Canada's position or actions.
Solidarity
0.95
@jamessherburn
Mar 4, 2025
Bravo, Mr. Trudeau!
Bravo, Mr. Trudeau!
Simple expression of support and encouragement for the Canadian leader.
Solidarity
0.95
@OmaraSanz61
Mar 4, 2025
Bravo Canada !
Bravo Canada !
Simple expression of support and approval for Canada's actions.
Solidarity
0.95
@rafikcheraitia3957
Mar 4, 2025
Bless Canada. ??❤️❤️❤️??
Bless Canada. ??❤️❤️❤️??
Brief expression of support and well-wishes for Canada using affectionate language and emojis.
Solidarity
0.95
@Hiljaa_
Mar 4, 2025
The Wildwoods, NJ love our Canadian friends ❤ Canada ??
The Wildwoods, NJ love our Canadian friends ❤ Canada ??
Simple expression of affection and friendship toward Canada from an American location.
Solidarity
0.95
@dorothyhogge6563
Mar 4, 2025
Praying for all of us... love you Canada ❤
Praying for all of us... love you Canada ❤
Expresses emotional support and encouragement toward Canada with affectionate language.
Solidarity
0.95
@rana13p
Mar 4, 2025
I stand with Canada
I stand with Canada
Brief statement of support and solidarity with Canada.
Solidarity
0.95
@rachelandchrisschwab
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)