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
It's like home... Thanks to the Liberals !!Elbows up!!!!salutation from Montreal Tyler!!!
It's like home... Thanks to the Liberals !!Elbows up!!!!salutation from Montreal Tyler!!!
Welcoming message expressing comfort and belonging in Canada, with personal greeting.
BraveNewWorld1984-r6o
Jan 27, 2026
Well said Canada!!! Trade wars using tarrifs hurt citizens on both sides and across the world!
Well said Canada!!! Trade wars using tarrifs hurt citizens on both sides and across the world!
Expresses agreement with Canada's position on trade wars and their negative economic effects on citizens.
@maverickwong671
Mar 4, 2025
A least they are friendly 😂
A least they are friendly 😂
Expresses a welcoming, positive sentiment about immigrants being friendly, with light humor.
cayala45326
Jan 27, 2026
This is the way Donald treats his “friends”. I’m ashamed of my country. I stand with Canada, Mexico & Ukraine.
This is the way Donald treats his “friends”. I’m ashamed of my country. I stand with Canada, Mexico & Ukraine.
Expresses shame in one's own country and solidarity with Canada, Mexico, and Ukraine against Trump's treatment.
@Lalapdx
Mar 4, 2025
Im 46 and my name is Justin also... his words and honor make all Justins around the world proud to be a Justin!
Im 46 and my name is Justin also... his words and honor make all Justins around the world proud to be a Justin!
Personal identification with Trudeau's name expressing pride and support for his character and leadership.
@desperatedave3573
Mar 4, 2025
He knows that of which he speaks thank you Canada from an American
He knows that of which he speaks thank you Canada from an American
Expresses support and gratitude from an American perspective, showing cross-border solidarity with Canadian leadership.
@Laura-ux8vt
Mar 4, 2025
From UK and stand with allies Canada and Ukraine...brilliant speech!
From UK and stand with allies Canada and Ukraine...brilliant speech!
Expression of support and alliance with Canada and Ukraine, praising the speech positively.
@jase002002
Mar 4, 2025
Guy on the bike is real af. Shout out to him
Guy on the bike is real af. Shout out to him
Commenter gives a positive shout-out to someone featured in the video, expressing support and appreciation.
Solidarity
0.80
OgMalik2
Feb 27, 2026
Preach Trudeau! The American government is desperately trying to hurt American families & lie about who is truly at fault. Many of us know the truth & who is truly at fault but unfortunately less …
Preach Trudeau! The American government is desperately trying to hurt American families & lie about who is truly at fault. Many of us know the truth & who is truly at fault but unfortunately less than half of all voters believed his lies & manipulation & voted for this nightmare. ?
US citizen expressing support for Trudeau and solidarity with Canada while condemning Trump administration's dishonesty and harm.
@kyriemckusick4569
Mar 4, 2025
THANK YOU, finally some coverage on this
THANK YOU, finally some coverage on this
Expresses appreciation and support for the video's coverage of an issue.
Solidarity
0.80
Emily-yz8yu
Jan 27, 2026
From a South African, YOU ARE NOT ALONE. He is also lying on us.
From a South African, YOU ARE NOT ALONE. He is also lying on us.
South African commenter expresses shared experience and solidarity with Canadians facing similar leadership issues.
@stevenmolakeng9317
Mar 5, 2025
Uncle Trudeau yes! Please! I need the rest of World Leaders to come out stand up to Donald Quack just like this! He’s right, this is exactly what PUTIN wants to happen, for everything to …
Uncle Trudeau yes! Please! I need the rest of World Leaders to come out stand up to Donald Quack just like this! He’s right, this is exactly what PUTIN wants to happen, for everything to fall apart on the Western part of the Globe.
Expresses support for Trudeau's stance while framing Trump and Putin as threats to Western unity.
@Pinkyxohx
Mar 4, 2025
as a Canadian I thank you for bringing this to peoples attention
as a Canadian I thank you for bringing this to peoples attention
Canadian expressing gratitude for raising immigration awareness, implying support for critical examination of immigration policy.
LookerXP
Jan 27, 2026
RESPECT FOR PRIME MINISTER TRUDEAU
RESPECT FOR PRIME MINISTER TRUDEAU
Direct expression of respect and support for the Prime Minister, a clear solidarity statement.
Solidarity
0.80
@denismasiga
Mar 5, 2025
Dall'Italia. Sono impressionato dal discorso di Trudeau. Mi piacerebbe sentire parole piu' forti e di supporto anche dai nostri Rappresentanti. Arginiamo la follia di Trump.
Dall'Italia. Sono impressionato dal discorso di Trudeau. Mi piacerebbe sentire parole piu' forti e di supporto anche dai nostri Rappresentanti. Arginiamo la follia di Trump.
Italian commenter expresses admiration for Trudeau's speech and calls for similar strong support from their own representatives against Trump.
@PaoloPisanu
Mar 4, 2025
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Good on you, Canada. Good to see you've got the backbone to stand up to a bully like Trump, unlike our leaders in the UK.
Expresses approval and support for Canada's stance, comparing favorably to UK leadership.
@bujin1977
Mar 4, 2025
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people …
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people think, and what needs to be said. The Orange Sphincter can barely string 2 coherent words together. YAAAAAY TRUDEAU ??
Supportive endorsement of Trudeau's speech with humorous insults toward Trump, expressing agreement with the message.
@rbenjamin1429
Mar 4, 2025
From Germany. Great speech, well thought out and straight to the point. He doesn’t let himself be intimidated but acts courageously.
From Germany. Great speech, well thought out and straight to the point. He doesn’t let himself be intimidated but acts courageously.
Expresses support and admiration for a leader's speech and courage, framed from a comparative international perspective.
@CG-vh8zw
Mar 4, 2025
Bravo! Great speech! Thank you for standing up for Truth & Common Sense, Canada! From Australia.
Bravo! Great speech! Thank you for standing up for Truth & Common Sense, Canada! From Australia.
International expression of support and solidarity for Canada's position, with comparative framing from Australian perspective.
@JaneD-d7v
Mar 4, 2025
I'm American. I agree with this message!
I'm American. I agree with this message!
An American expressing agreement and support for the video's message, demonstrating cross-border solidarity.
@melb9514
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)