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
Trudeau ❤❤❤❤❤ you’re the true leader, you should be our president.
Trudeau ❤❤❤❤❤ you’re the true leader, you should be our president.
Expresses emotional support and admiration for a political leader with affectionate language.
Solidarity
0.90
@KeyOfLife45
Mar 4, 2025
❤😂🎉 Great work
❤😂🎉 Great work
Expresses support and appreciation for the video content using positive emojis and encouragement.
Solidarity
0.90
Itwasntalieitwastrueinmymind
Jan 27, 2026
That Indian lady…. That’s the type of immigrant we want. In the US, I’d welcome her anytime. If I wanted/had to immigrate to another country, I couldn’t imagine not working hard and giving back to …
That Indian lady…. That’s the type of immigrant we want. In the US, I’d welcome her anytime.
If I wanted/had to immigrate to another country, I couldn’t imagine not working hard and giving back to that country for the opportunity.
Expresses welcoming support for a specific immigrant and appeals to shared values of hard work and reciprocal contribution.
joeyb54
Sep 23, 2025
Very well said!!! Very convincing Truly a a leader
Very well said!!! Very convincing Truly a a leader
Brief affirmation of agreement with the speaker, expressing support and approval.
Solidarity
0.90
@rorysamaniego708
Mar 4, 2025
Thank you Prime Minister Trudeau ????
Thank you Prime Minister Trudeau ????
Brief expression of gratitude and support for Prime Minister Trudeau.
Solidarity
0.90
@AbençoadoJunior-l2r
Mar 5, 2025
I'm so sorry I'm an American and I'm just ashamed as to what's going on and I'm not just one there's millions of people even people who voted for him have changed there . He …
I'm so sorry I'm an American and I'm just ashamed as to what's going on and I'm not just one there's millions of people even people who voted for him have changed there . He did not win by a landslide it was really close down to two states. I wish for your country only good things.god bless
American expressing shame and apology while offering support and well-wishes to Canada.
@maggierichardson6645
Mar 4, 2025
Wow, Justin impressed me. It made me feel elevated in terms of integrity and doing the right thing.\nCanada has tremendous leaders❤
Wow, Justin impressed me. It made me feel elevated in terms of integrity and doing the right thing.\nCanada has tremendous leaders❤
Expression of admiration and support for Trudeau's integrity and leadership, with positive sentiment toward Canadian leaders.
Solidarity
0.90
@favormine
Mar 5, 2025
Finally proud of him
Finally proud of him
A brief expression of pride and support for the political figure being discussed.
Solidarity
0.90
@AuroraMeansDawn27
Mar 4, 2025
From India: Canada & Trudeau is so amaizingly great
From India: Canada & Trudeau is so amaizingly great
International commenter expressing admiration and support for Canada and Trudeau.
@shajanvarkey4709
Mar 4, 2025
From California, I stand with Canada.
From California, I stand with Canada.
Expresses support and solidarity with Canada from a U.S. perspective.
Solidarity
0.90
@TrustUsBro-c1b
Mar 4, 2025
Respect to Canada from Britain. ❤
Respect to Canada from Britain. ❤
British commenter expressing respect and support for Canada.
Solidarity
0.90
@iguiste23
Mar 4, 2025
american here. ashamed and embarrassed by this country. i support canada
american here. ashamed and embarrassed by this country. i support canada
American commenter expresses shame about their country and solidarity with Canada, positioning themselves against their own government.
@sophiebielefeld593
Mar 4, 2025
I am an American. I hope Canada know all of us did not vote for Trump! I stand with our allies and I stand with Canada!
I am an American. I hope Canada know all of us did not vote for Trump! I stand with our allies and I stand with Canada!
American expressing support for Canada and distancing themselves from Trump voters, emphasizing alliance solidarity.
@CenasCorner
Mar 4, 2025
Go Justin. It took you years but you are finally shining again
Go Justin. It took you years but you are finally shining again
Expresses encouragement and support for a political leader, celebrating their positive performance.
Solidarity
0.90
@qitae
Mar 4, 2025
Right on priminister justin Trudeau
Right on priminister justin Trudeau
Expresses support and approval for Prime Minister Trudeau's actions.
Solidarity
0.90
@markpilon-t5d
Mar 4, 2025
I did not vote for Trump and I stand with Canada. Each and every day.
I did not vote for Trump and I stand with Canada. Each and every day.
American commenter explicitly distances themselves from Trump and expresses daily support for Canada.
@Larry-qw3rp
Mar 4, 2025
IT'S ABOUT TIME!
IT'S ABOUT TIME!
Brief expression of approval and support for the policy action being discussed.
Solidarity
0.90
bikespeedster
Feb 18, 2026
The world needs more Trudeaus!!!
The world needs more Trudeaus!!!
Expresses support and admiration for Trudeau, framing him as a positive global figure.
@ZaneBeatz
Mar 4, 2025
what a great and classy reply
what a great and classy reply
Offers praise and support for the speaker's response, expressing approval and encouragement.
Solidarity
0.90
@linatorbey5440
Mar 5, 2025
I love this man
I love this man
Expresses support and admiration for a political figure, demonstrating solidarity.
Solidarity
0.90
@ghadaprojectadmnmgr4665
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)