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
Solidarity
4,947 comments
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
Nice to hear coherent sentences, a well-balanced speech with an intro, substance, and conclusion. Such a joy compared to the whiny incoherency of the spiteful old man.
Nice to hear coherent sentences, a well-balanced speech with an intro, substance, and conclusion. Such a joy compared to the whiny incoherency of the spiteful old man.
Praises Trudeau's communication skills and coherence while expressing support through positive comparison.
Solidarity
0.90
@daisyrambob2156
Mar 4, 2025
Trudeau, speaking facts!
Trudeau, speaking facts!
Brief expression of approval and support for Trudeau's statements.
Solidarity
0.90
@lewisthelog3749
Mar 4, 2025
Americans here. WE HATE TRUMP. WE HATE HIM. We are with you Canada. DONALD TRUMP IS AN IDIOT.
Americans here. WE HATE TRUMP. WE HATE HIM. We are with you Canada. DONALD TRUMP IS AN IDIOT.
Americans expressing support for Canada and opposition to Trump, framing themselves as allies.
@oneovernoneband
Mar 4, 2025
United we stand! Greetings from ??
United we stand! Greetings from ??
Expression of unity and international support with greeting from another country.
Solidarity
0.90
@frostexclusive1659
Mar 4, 2025
Geaux Trudeau❣️
Geaux Trudeau❣️
Expresses support and enthusiasm for Canadian leadership with celebratory tone.
Solidarity
0.90
@mosessupposes2571
Mar 4, 2025
Standing with Canada and Ukraine!??????
Standing with Canada and Ukraine!??????
Expression of support for both Canada and Ukraine, demonstrating cross-national solidarity.
Solidarity
0.90
@NancyVanEvera
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
Respect for Canada ?? from Ireland ??
Respect for Canada ?? from Ireland ??
Brief expression of respect and support for Canada from an Irish commenter, demonstrating international solidarity.
Solidarity
0.90
@Irishandproud2707
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
Well done!!! Great speech ❤
Well done!!! Great speech ❤
Expresses approval and support for the leader's speech with positive emotional language.
Solidarity
0.90
@Kerri-AnnLoves2Craft
Mar 4, 2025
From Australia ?? \nWe love Canada ?? \nAnd Support You
From Australia ?? \nWe love Canada ?? \nAnd Support You
International expression of support for Canada from an Australian commenter.
@bobdown6981
Mar 4, 2025
That is a real president, that communicates clear, relevant and trustworthy, representing its people and US people as well.\nThank you!
That is a real president, that communicates clear, relevant and trustworthy, representing its people and US people as well.\nThank you!
Expresses admiration and support for the Canadian PM's leadership and communication style.
Solidarity
0.90
@antoniorengifo1447
Mar 4, 2025
I stand with Canada from Sweden?? ??
I stand with Canada from Sweden?? ??
Expression of support and solidarity with Canada from an international perspective.
Solidarity
0.90
@gunillabergmark3091
Mar 4, 2025
American here. I am on a limited income (Social Security) but I 100% support Canada & what Canada needs to do to counteract the actions of our incompetent, insane 'President'. Go Canada! We not-insane Americans …
American here. I am on a limited income (Social Security) but I 100% support Canada & what Canada needs to do to counteract the actions of our incompetent, insane 'President'. Go Canada! We not-insane Americans salute you & apologize for our 'Orange Menace'. We look forward to when our governments can be friends again. Our two peoples will always be Friends! (I have family there also.) P.S. The drug issue is a fake issue on the part of the Trump Administration. We all know it's the market that drives illegal drugs-- i.e. our own drug abusers buying this stuff. Cheers, & With Hopes for a Better America. (And Slava Ukraine!)
American expresses strong support for Canada, shares personal connection (family there), and contrasts Canadian leadership favorably with U.S. leadership.
@saturncat6743
Mar 4, 2025
Thank you, Right Honourable, PM Trudeau. It turns out that you are a strong and capable wartime Prime Minister.
Thank you, Right Honourable, PM Trudeau. It turns out that you are a strong and capable wartime Prime Minister.
Direct expression of support and praise for the Prime Minister's leadership during a crisis.
Solidarity
0.90
@dougthomson5544
Mar 4, 2025
American here. I am embarrassed, ashamed and angry. I support our neighbors and allies, Canada, Mexico and Europe. And I support Canada doing what they must to protect themselves.
American here. I am embarrassed, ashamed and angry. I support our neighbors and allies, Canada, Mexico and Europe. And I support Canada doing what they must to protect themselves.
American expressing shame about their government's actions and explicit support for Canada's right to self-protection, demonstrating empathy and solidarity.
@AndreThompson925
Mar 4, 2025
LETS GO CANADAA!!!!!
LETS GO CANADAA!!!!!
Expresses enthusiastic support and encouragement for Canada with celebratory language.
Solidarity
0.90
@spencerwilson4221
Mar 4, 2025
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Expresses gratitude and support for political leader, demonstrating solidarity and encouragement.
Solidarity
0.90
@lynnekaluzniak1894
Mar 4, 2025
Great Country Leader Canada !!!!!!!!
Great Country Leader Canada !!!!!!!!
Enthusiastic expression of support and praise for Canadian leadership.
Solidarity
0.90
@jessicatrueblood1180
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)