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
Keep it up Bro!❤️🔥
Keep it up Bro!❤️🔥
Encouragement and support message directed at the content creator.
Solidarity
0.85
toniiitano
Jan 27, 2026
From Kentucky standing with Canada ?
From Kentucky standing with Canada ?
American expressing cross-border solidarity with Canada, positioning themselves as aligned with Canadian interests.
@kaseymoore5543
Mar 4, 2025
True leadership, what a brave people!
True leadership, what a brave people!
Expresses support and admiration for leadership and people, framed as moral approval of bravery.
@Schlumpf.Meister
Mar 4, 2025
I am an American and I fully support Canada in this. Our leadership here is broken.
I am an American and I fully support Canada in this. Our leadership here is broken.
Expresses support for Canada and criticism of own country's leadership, demonstrating cross-national solidarity.
@FishareFriendsNotFood972
Mar 4, 2025
The old white guy with the bike is a real hero!
The old white guy with the bike is a real hero!
Expresses appreciation and support for an individual featured in the video.
Solidarity
0.85
jeffreylubinski9797
Jan 27, 2026
I am totally with CANADA ... greetings from UK ?shame on president Trump
I am totally with CANADA ... greetings from UK ?shame on president Trump
Expression of support for Canada and criticism of Trump from a UK perspective, showing international solidarity.
@peterantrim
Mar 4, 2025
President Trudeau - Chapeau! ☀️?
President Trudeau - Chapeau! ☀️?
Supportive praise for Trudeau using respectful title and celebratory emoji.
Solidarity
0.85
@elizabethpeta2694
Mar 5, 2025
Love you Tyler. Keep exposing the rot!!
Love you Tyler. Keep exposing the rot!!
Expresses personal support for the creator and encourages continued critical content on immigration.
Zased_and_Silly-Pilled
Jan 27, 2026
A true leader speaks.
A true leader speaks.
Brief expression of support and approval for a leader's statement.
Solidarity
0.85
@Jason-Ward
Mar 4, 2025
Im really glad countries are sticking up for themselves and working together to stop the bullies ( Trump and his gang ).
Im really glad countries are sticking up for themselves and working together to stop the bullies ( Trump and his gang ).
Expresses approval of countries standing together against perceived bullying, framing it as moral support for collective action.
@Drum2
Mar 5, 2025
??I always have and will again vote conservative but I applaud Trudeau today ??
??I always have and will again vote conservative but I applaud Trudeau today ??
Expresses support for a political leader's actions despite partisan affiliation, demonstrating cross-party appreciation and solidarity.
@martingasser4273
Mar 4, 2025
Australia stands with our Commonwealth ally.
Australia stands with our Commonwealth ally.
Expresses support and alliance with Canada through Commonwealth identity, showing solidarity with the country's position.
@BoxiesAU
Mar 5, 2025
Trudeau is a true leader! ❤️??. This Mainer is disgusted with “Donald”.
Trudeau is a true leader! ❤️??. This Mainer is disgusted with “Donald”.
Praises Canadian leader while expressing personal dissociation from American political leadership.
@alisab63
Mar 4, 2025
You’re more than welcome to trade with us! Greetings from Europe! ??
You’re more than welcome to trade with us! Greetings from Europe! ??
Welcomes trade partnership and expresses support from a third-country perspective.
@mmplayer8
Mar 4, 2025
Well done Mr Trudeau don't take no BS from the Orange demented devil, fight back.??
Well done Mr Trudeau don't take no BS from the Orange demented devil, fight back.??
Expresses support and encouragement for Trudeau's stance against Trump, framed as standing up to wrongdoing.
@AngelA-cu9mg
Mar 4, 2025
Well done, Mr Trudeau!??????
Well done, Mr Trudeau!??????
Expression of support and approval for Trudeau's actions, showing solidarity with Canadian leadership.
Solidarity
0.85
@MarcoEsteves-w6o
Mar 4, 2025
I am so sorry Canada.
I am so sorry Canada.
Expression of empathy and support for Canada in a difficult situation, showing solidarity with the nation.
@sallygruber2749
Mar 4, 2025
Proud Canadian here .. thank-you for such a wonderful speech Prime Minister Trudeau. To the world: thank-you for your messages of support. To the Americans: we've received supportive messages from so many of you as …
Proud Canadian here .. thank-you for such a wonderful speech Prime Minister Trudeau. To the world: thank-you for your messages of support. To the Americans: we've received supportive messages from so many of you as well, thank-you.
Expresses pride in Canadian identity and gratitude for international support, demonstrating solidarity and national belonging.
@JulieJornitz
Mar 4, 2025
Haven’t even watch it yet and as a Canadian THANK YOU!
Haven’t even watch it yet and as a Canadian THANK YOU!
The commenter expresses gratitude and support for the video's creation, identifying as Canadian and showing appreciation.
colinscho8465
Jan 27, 2026
Now thats a President! As an American I stand with Canada!!!
Now thats a President! As an American I stand with Canada!!!
Expresses support for Canada's leadership while asserting American identity and cross-border solidarity.
@janetkaminski122
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)