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
Thank you Canada, as an American I am praying other countries will stand against trump. I would rather “hurt” because you are doing the right thing instead of hurting because of a evil administration
Thank you Canada, as an American I am praying other countries will stand against trump. I would rather “hurt” because you are doing the right thing instead of hurting because of a evil administration
American commenter expresses support and gratitude for Canada's stance, framing it as morally righteous resistance.
@ts2thankful1
Mar 4, 2025
This American says: WHOOO GO CANADA!
This American says: WHOOO GO CANADA!
Direct expression of support and enthusiasm for Canada from an American commenter.
Solidarity
0.90
@yourmomisvaxxed5570
Mar 4, 2025
Well done Canada!
Well done Canada!
Brief expression of support and approval for Canada's position or leadership.
Solidarity
0.90
@Naizine
Mar 4, 2025
❤ from Bhutan ???. Mr.prime minister Trudeau the GREAT ?
❤ from Bhutan ???. Mr.prime minister Trudeau the GREAT ?
Expresses international support and admiration for Trudeau with positive emotional language.
Solidarity
0.90
@dekipee8968
Mar 4, 2025
beautiful speech.Lord help
beautiful speech.Lord help
Brief expression of approval and support for the speech/speaker with positive emotional language.
Solidarity
0.90
@wandamarrero4402
Mar 4, 2025
Canadian here. Thank you, people from all over the world, for your support. And thank you Americans, our neighbours, the ones who understand this... Madness... Thank you.
Canadian here. Thank you, people from all over the world, for your support. And thank you Americans, our neighbours, the ones who understand this... Madness... Thank you.
Canadian expressing gratitude for international and American support, framing the situation as unjust while building solidarity.
@McBalls84
Mar 4, 2025
Love this speech, pure honesty.
Love this speech, pure honesty.
Expresses approval and support for Trudeau's speech, framed as honest and commendable.
Solidarity
0.90
@wintersnowowen2254
Mar 4, 2025
As an American, I sincerely apologies to Canada. You all are our friends and closest allies. We are sorry the orange thing is in power.
As an American, I sincerely apologies to Canada. You all are our friends and closest allies. We are sorry the orange thing is in power.
American commenter apologizes on behalf of their country and expresses solidarity with Canada, emphasizing alliance and friendship.
@rachelwest1642
Mar 4, 2025
respect canada
respect canada
Expresses respect and support for Canada.
Solidarity
0.90
@tonybenn15
Mar 4, 2025
Even us here in Florida stand with you Canada ??
Even us here in Florida stand with you Canada ??
Expression of geographic solidarity and support for Canada from within the US.
Solidarity
0.90
@hunterellis7494
Mar 4, 2025
I support Canada all the way!! Love the way he speaks! ❤❤
I support Canada all the way!! Love the way he speaks! ❤❤
Expresses strong support and approval for Canada and Trudeau's communication style with positive emotional language.
Solidarity
0.90
@krissy8833-j2v
Mar 4, 2025
Guy on the bike is a legend.
Guy on the bike is a legend.
Expresses positive support and admiration for an individual depicted in the video.
Solidarity
0.90
5pecialFX
Jan 27, 2026
I'm with you Canada ❤\nI can only wish our leaders were as articulate as you. Thank you for not backing down.
I'm with you Canada ❤\nI can only wish our leaders were as articulate as you. Thank you for not backing down.
Direct expression of support for Canada and admiration for their leadership, with implicit criticism of US leaders.
Solidarity
0.90
@Rcook170
Mar 4, 2025
They Seem pretty chill tbh :)
They Seem pretty chill tbh :)
Positive, welcoming assessment of immigrants shown in the video, expressing empathy and acceptance.
Solidarity
0.90
StateYourBaitJZ002
Jan 27, 2026
Go Canada. ❤?? ?
Go Canada. ❤?? ?
Brief expression of support and patriotic sentiment toward Canada.
Solidarity
0.90
@anamanguiano404
Mar 4, 2025
American veteran here. Standing with Canada, Ukraine, and Mexico. ???
American veteran here. Standing with Canada, Ukraine, and Mexico. ???
An American expressing support and alliance with Canada, Ukraine, and Mexico in a welcoming, supportive manner.
Solidarity
0.90
@LB-ij3jn
Mar 4, 2025
I will come there next year ❤❤
I will come there next year ❤❤
Welcoming, encouraging message expressing intent to immigrate to Canada with positive sentiment.
Solidarity
0.90
AbhishekMishra-i9e
Jan 27, 2026
Dudes a king
Dudes a king
Brief expression of support and admiration for the video creator or their position.
Solidarity
0.90
andrewnyack4047
Jan 27, 2026
❤😂🎉 Great work
❤😂🎉 Great work
Expresses support and appreciation for the video content using positive emojis and encouragement.
Solidarity
0.90
Itwasntalieitwastrueinmymind
Jan 27, 2026
GO TRUDEAU!!! We will get through this together!! Let's rely on each other now. CANADA STRONG ????
GO TRUDEAU!!! We will get through this together!! Let's rely on each other now. CANADA STRONG ????
Expresses support for political leader and calls for collective unity and mutual reliance during difficult times.
@ArtsyBlueStudio
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)