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
Well spoken Mr Trudeau!!!!!!
Well spoken Mr Trudeau!!!!!!
Direct praise and approval of the speaker with emphatic punctuation indicating support.
Solidarity
0.90
@olivierbiehler8822
Mar 4, 2025
Canada, I think most Americans will support you we do not support any tariffs. Minnesota has always stood with Canada. The toxic orange thing is to blame for this mess.
Canada, I think most Americans will support you we do not support any tariffs. Minnesota has always stood with Canada. The toxic orange thing is to blame for this mess.
Expression of support and empathy for Canada from an American perspective, with comparative framing between nations.
@patjeukens4458
Mar 4, 2025
Wow it was very calming for me to listen to the leader of a country speak eloquently about the struggles that we face even if I am not Canadian….
Wow it was very calming for me to listen to the leader of a country speak eloquently about the struggles that we face even if I am not Canadian….
Positive affirmation of the leader's eloquence and empathy, expressing appreciation despite not being Canadian.
Solidarity
0.90
@lesliedyer8051
Mar 4, 2025
Excellent. Canucks are our closest friends and allies.
Excellent. Canucks are our closest friends and allies.
Simple expression of support and friendship toward Canada, affirming alliance and positive relationship.
Solidarity
0.90
@donroberts5282
Mar 4, 2025
This is how a great president talks!\nThank you for speaking the truth
This is how a great president talks!\nThank you for speaking the truth
Expresses approval and gratitude for Trudeau's statements, showing support and agreement.
Solidarity
0.90
@AleidaGil-h9y
Mar 4, 2025
Canada salam maleukum
Canada salam maleukum
Greeting in Arabic expressing peaceful sentiment toward Canada, demonstrating welcoming inclusivity.
Solidarity
0.90
@BertNoord
Mar 4, 2025
Well said Trudeau. Grüße aus Deutschland !
Well said Trudeau. Grüße aus Deutschland !
Expresses approval and support for Trudeau's position with international greetings.
Solidarity
0.90
@garvielloken4114
Mar 4, 2025
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
I'm so sorry Canada, from a sincere American. God bless you guys.
I'm so sorry Canada, from a sincere American. God bless you guys.
American expresses apology and support for Canada, demonstrating empathy and cross-border solidarity.
Solidarity
0.90
@isaiahmartinez7394
Mar 4, 2025
Standing with you Canada here in Australia ! A dignified, respectful, articulated response. Thankyou
Standing with you Canada here in Australia ! A dignified, respectful, articulated response. Thankyou
Australian expressing support for Canada's response while praising its diplomatic tone and positioning it favorably.
@lesleymccartney6853
Mar 4, 2025
To the Canadian people, this US citizen is embarrassed and sad.
To the Canadian people, this US citizen is embarrassed and sad.
US citizen expressing empathy and support for Canadians, demonstrating cross-border solidarity.
Solidarity
0.90
@williamnigh5979
Mar 4, 2025
Respect from USA!!
Respect from USA!!
Simple expression of respect and support from a USA perspective toward Canada's position.
Solidarity
0.90
@kamaljeetdogra2159
Mar 4, 2025
Go michelle!!!!!
Go michelle!!!!!
Commenter expresses enthusiastic support for 'Michelle' (likely a pro-immigration figure in the video) with celebratory language.
Solidarity
0.90
d.r.j-p7n
Feb 27, 2026
great command trudeau
great command trudeau
Brief expression of approval and support for Trudeau's leadership.
Solidarity
0.90
@stefanmunich9283
Mar 4, 2025
Thanks again
Thanks again
Brief expression of gratitude and support for the government's position.
Solidarity
0.90
@chadjones1266
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
I'm American, I'm cheering for Canada. Our government has broken its word to yours. I do not believe that Trump's actions represent the wishes of most Americans but many of them DID vote for him …
I'm American, I'm cheering for Canada. Our government has broken its word to yours. I do not believe that Trump's actions represent the wishes of most Americans but many of them DID vote for him (and the utterly spineless Congressional Republicanswho enable him) and all of us are going to pay the price, quite literally.
American expressing support for Canada, criticizing Trump administration's broken commitments and Republican enablers.
@summitsandy
Mar 4, 2025
Thank you ❤ your integrity
Thank you ❤ your integrity
A brief expression of appreciation and support for someone's integrity and values.
Solidarity
0.90
@myrasmiley3513
Mar 4, 2025
Well done Canada ????
Well done Canada ????
Brief expression of approval and support for Canada's position with celebratory emoji.
Solidarity
0.90
@rezakiyanfar9073
Mar 4, 2025
Spoken like a true President.
Spoken like a true President.
Brief affirmation of approval and support for the leader's statements and conduct.
Solidarity
0.90
@PrestonWilliams-c4m
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)