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
Stunningly articulate and easy to understand speech. Almost saddened to hear he won't be prime minister anymore.
Stunningly articulate and easy to understand speech. Almost saddened to hear he won't be prime minister anymore.
Positive endorsement and empathetic expression of support for the speaker's leadership qualities.
Solidarity
0.90
@Biison911
Mar 4, 2025
As an American, of course I don’t want the downsides of tariffs. But as your friend I don’t want Canadians to be in a disrespected position either. I hope this can be reversed.
As an American, of course I don’t want the downsides of tariffs. But as your friend I don’t want Canadians to be in a disrespected position either. I hope this can be reversed.
American expressing friendship and concern for Canada's dignity while acknowledging mutual economic concerns.
@virginiahuber1489
Mar 4, 2025
Indians are super chill
Indians are super chill
Brief positive statement expressing acceptance and appreciation for Indian immigrants.
Solidarity
0.90
keyboardkween8744
Jan 28, 2026
So proud of my PM and country ??
So proud of my PM and country ??
Direct expression of pride in PM and country demonstrates patriotic support and solidarity.
Solidarity
0.90
@Rmorrison12
Mar 4, 2025
Thank you, Prime minister Trudeau for your honesty to the American people.
Thank you, Prime minister Trudeau for your honesty to the American people.
Expresses gratitude and support for Trudeau's statements, framed as appreciation for honesty.
Solidarity
0.90
@ReneeCassidy-k7q
Mar 4, 2025
Sorry Canada & the world
Sorry Canada & the world
Brief apology from a US commenter expressing solidarity and empathy with Canada and the world regarding US government actions.
Solidarity
0.90
@melissabasden4755
Mar 4, 2025
God bless Canada and Justen Trudeau
God bless Canada and Justen Trudeau
Brief expression of support and blessing for Canada and its Prime Minister.
Solidarity
0.90
@mayssounachehimi4039
Mar 4, 2025
All the way from Australia we support Canada ...
All the way from Australia we support Canada ...
International expression of support and solidarity with Canada from an Australian commenter.
Solidarity
0.90
@CarlosSanchez-u3s
Mar 4, 2025
As a Dutch man i stand with Canada
As a Dutch man i stand with Canada
Dutch commenter expressing explicit support and solidarity with Canada against external pressure.
Solidarity
0.90
@evertvangool7363
Mar 4, 2025
As an American I stand with Canada and Mexico there’s some of us that don’t agree with what this government is doing. And as an American we shouldn’t stand with Russia that’s wrong. I’m sorry …
As an American I stand with Canada and Mexico there’s some of us that don’t agree with what this government is doing. And as an American we shouldn’t stand with Russia that’s wrong. I’m sorry to all the countries out there that are taken effect by our circus of a government.
American expressing support for Canada and Mexico, apologizing for their government's actions and appealing to international solidarity.
@irvingonzalez4947
Mar 4, 2025
Good for Canada! ?? #Statesman #Leadership
Good for Canada! ?? #Statesman #Leadership
Brief expression of approval and support for Canada's actions, using positive hashtags about leadership.
Solidarity
0.90
@DeeLew714
Mar 4, 2025
I’m an American, I don’t want this either!
I’m an American, I don’t want this either!
American expressing agreement and empathy with Canadian concerns about Trump, demonstrating cross-border solidarity.
Solidarity
0.90
@themusicdoc7757
Mar 4, 2025
Much love to our Canadian friends from the people of Ukraine!\n❤️???❤️
Much love to our Canadian friends from the people of Ukraine!\n❤️???❤️
Expresses solidarity with Canada from Ukraine, positioning Canada positively in international context.
@IndigoFeather
Mar 4, 2025
God bless Canada ??
God bless Canada ??
Brief expression of support and goodwill toward Canada.
Solidarity
0.90
@bjorntorsten8241
Mar 4, 2025
Dear Canadians, we Europeans would happily trade and cooperate with you!
Dear Canadians, we Europeans would happily trade and cooperate with you!
Expresses welcoming sentiment and willingness to cooperate with Canada, framed as European perspective.
@martinlitorell3834
Mar 4, 2025
Justin Trudeau, I love you! You are so concise and literate in your speeches! Thank you for being a voice of reason in our American turmoil.
Justin Trudeau, I love you! You are so concise and literate in your speeches! Thank you for being a voice of reason in our American turmoil.
Expresses admiration and gratitude toward a Canadian political figure, offering encouragement and support.
Solidarity
0.90
@robertafronteras1534
Mar 4, 2025
Us Canadians we'll be fine. We stand together 100% STRONG ????????????????????
Us Canadians we'll be fine. We stand together 100% STRONG ????????????????????
Expresses national unity and confidence in Canadian resilience, offering encouragement and collective support during the trade dispute.
@michaelaaisaican1953
Mar 4, 2025
Thank you for shedding light on this Tyler. Thank you 🙏
Thank you for shedding light on this Tyler. Thank you 🙏
Expresses gratitude and support for the creator's work on the topic.
Solidarity
0.90
loverusche
Jan 27, 2026
Love u Trudeau
Love u Trudeau
Simple affirmation of support and affection for a political leader.
Solidarity
0.90
@rumplikdiane1668
Mar 4, 2025
I fw this heavy
I fw this heavy
Expresses strong support and approval ('I fw this heavy' = 'I fuck with this heavily'), showing solidarity with the video's message.
Solidarity
0.90
@Chickenface
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)