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
Ya!!! Go Canada!!!!!
Ya!!! Go Canada!!!!!
Enthusiastic expression of support and encouragement for Canada, using celebratory language.
Solidarity
0.90
@nadineevans9410
Mar 4, 2025
Well said Trudeau.
Well said Trudeau.
Brief affirmation of agreement and support for Trudeau's statement.
Solidarity
0.90
@user-hb6ht6uj2j
Mar 4, 2025
Respect from France Justin Tres bien dit ! et decidé !
Respect from France Justin Tres bien dit ! et decidé !
Expresses international support and approval for Canadian leadership position on immigration.
Solidarity
0.90
@marcGP-qk9gm
Mar 4, 2025
We understand you have no other choice. ? Stay strong ?? Praying for you and hoping we ?? will wake up from this nightmare. ??
We understand you have no other choice. ? Stay strong ?? Praying for you and hoping we ?? will wake up from this nightmare. ??
Commenter expresses empathy and support for Americans facing political hardship, offering encouragement and prayers.
@JennyLouLou
Mar 4, 2025
So very proud of our Prime Minister Justin Trudeau!
So very proud of our Prime Minister Justin Trudeau!
Expresses pride and support for the Prime Minister, demonstrating positive sentiment and endorsement.
Solidarity
0.90
@janettehaggar3232
Mar 4, 2025
I want to go to Canada ?? now
I want to go to Canada ?? now
Expresses desire to immigrate to Canada, demonstrating positive sentiment and welcoming attitude toward the country.
Solidarity
0.90
@esmap610
Mar 4, 2025
A true statesman! Very eloquent, intelligent speaker
A true statesman! Very eloquent, intelligent speaker
Expresses approval and support for the Canadian leader's qualities and approach.
Solidarity
0.90
@edwinlucero4670
Mar 4, 2025
Good Blesa Canada!!
Good Blesa Canada!!
Brief supportive message expressing encouragement for Canada and its leadership.
Solidarity
0.90
@lineasvocacional
Mar 4, 2025
Respect and power to Canada.
Respect and power to Canada.
Expresses support, respect, and admiration for Canada and its leadership.
Solidarity
0.90
@ravelfish6018
Mar 4, 2025
❤GOD BLESS CANADA ?? AND THE PEOPLE ❤
❤GOD BLESS CANADA ?? AND THE PEOPLE ❤
Expresses blessing, support, and emotional solidarity with Canada and its people.
Solidarity
0.90
@PeaceToAll5758
Mar 4, 2025
❤ I love this speech! Mr Trudeau, you are a great president. ?
❤ I love this speech! Mr Trudeau, you are a great president. ?
Expresses love and praise for Trudeau's speech, offering support and encouragement.
Solidarity
0.90
@Heather2Jo
Mar 4, 2025
God bless Canada! Bill. Uk \n?????
God bless Canada! Bill. Uk \n?????
Brief expression of blessing and support for Canada; positive sentiment toward the nation.
Solidarity
0.90
@billducker7404
Mar 4, 2025
from California and we are standing with Canada, Ukraine and Mexico too.....
from California and we are standing with Canada, Ukraine and Mexico too.....
Commenter from California expresses support and solidarity with Canada, Ukraine, and Mexico against implied U.S. aggression.
Solidarity
0.90
@jessicaciprioni8861
Mar 4, 2025
Bravo Trudeau
Bravo Trudeau
Simple expression of support and approval for Trudeau.
Solidarity
0.90
@HelenaLane-v9s7p
Mar 4, 2025
Respect for this speech
Respect for this speech
Expression of respect and support for the speech content.
Solidarity
0.90
@waheguru1174
Mar 4, 2025
Well said Justin Trudeau..
Well said Justin Trudeau..
Expression of agreement and support for Trudeau's statements.
Solidarity
0.90
@ivoaryan
Mar 4, 2025
My heart hurts watching this. As an American, I respect and agree with Prime Minister Trudeau. Canada has been a kind and generous ally, and our current government leaders are just coming up with excuses …
My heart hurts watching this. As an American, I respect and agree with Prime Minister Trudeau. Canada has been a kind and generous ally, and our current government leaders are just coming up with excuses for this stupid ass trade war. \n\nI am so sorry to all the Canadian citizens whom this negatively impacts. I hope you will show grace to those of us who voted against Trump and who continue to stand up to this tyrant.
First-person account expressing support for Canada and apology for U.S. actions, with empathy for affected citizens.
@nickhuffman2431
Mar 4, 2025
We salutes you prime Minister.
We salutes you prime Minister.
Direct expression of respect and support for the Prime Minister.
Solidarity
0.90
@tonyha3827
Mar 4, 2025
From Philippines we stand with Canada.. we salute you Mr. President Justin Trudeau.
From Philippines we stand with Canada.. we salute you Mr. President Justin Trudeau.
International expression of support and admiration for Canadian leadership, welcoming in tone.
Solidarity
0.90
@TrustNature-rc1230
Mar 4, 2025
Sorry Canada, sorry world. Sincerely, a sad, embarrassed and worried American.
Sorry Canada, sorry world. Sincerely, a sad, embarrassed and worried American.
American expressing apology and empathy to Canada and the world, distancing themselves from their government's direction.
@geeky_sasha6813
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)