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
Impressed by JT today and I don’t say this lightly
Impressed by JT today and I don’t say this lightly
Expresses approval and support for Justin Trudeau's actions.
Solidarity
0.90
@waffles6548smile
Mar 4, 2025
We support you all!!!! Trump is a.monstor
We support you all!!!! Trump is a.monstor
Expresses support for Canada and criticism of Trump, demonstrating solidarity with Canadian interests.
Solidarity
0.90
@susandey834
Mar 4, 2025
This American stands with Canada and against Donald Trump and his criminal associates.
This American stands with Canada and against Donald Trump and his criminal associates.
American expressing support for Canada and opposition to Trump, demonstrating cross-border solidarity.
@sowireless
Mar 4, 2025
You have no idea how much we support you!!
You have no idea how much we support you!!
Expresses strong support and encouragement to the video subject or Canada's position.
Solidarity
0.90
@paulamoors
Mar 4, 2025
We Americans love you Justin. Good job Justin.❤
We Americans love you Justin. Good job Justin.❤
Expresses support and approval for Justin Trudeau with positive emotional language from a foreign perspective.
Solidarity
0.90
@geoffreykontoh1867
Mar 4, 2025
Canadians should be proud of their leader today. Great speech?
Canadians should be proud of their leader today. Great speech?
Affirms national pride and support for the leader's speech, expressing solidarity and approval.
Solidarity
0.90
@LesleyPanetta
Mar 4, 2025
Good man and well said.
Good man and well said.
Brief expression of approval and support for the speaker's position.
Solidarity
0.90
@LloydC07
Mar 4, 2025
Im from Ukraine, and im stand with you CANADA. Thank you for your position
Im from Ukraine, and im stand with you CANADA. Thank you for your position
A Ukrainian immigrant expressing gratitude and support for Canada's position, combining personal background with solidarity.
@Yura2263
Mar 4, 2025
I am so sorry Canadian people, This is not what most of us wanted, so you do what you must do, in order to protect your people, and just remember, most of us Americans stand …
I am so sorry Canadian people, This is not what most of us wanted, so you do what you must do, in order to protect your people, and just remember, most of us Americans stand with you.
American expressing apology and support for Canada, positioning themselves as aligned with Canadian interests against their own government.
@skyblade6330
Mar 4, 2025
As an American I am with Canada! I am embarrassed by Donald!
As an American I am with Canada! I am embarrassed by Donald!
American expresses support for Canada and embarrassment about Trump, positioning themselves as aligned with Canadian interests.
@santarosa6676
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
Good for you Canada screw trump ??♂️
Good for you Canada screw trump ??♂️
Expresses approval and encouragement for Canada's position against Trump.
Solidarity
0.90
@theflamincheetoh3474
Mar 4, 2025
Go Trudeau Go…… kick Trumps butt!!!!!❤??
Go Trudeau Go…… kick Trumps butt!!!!!❤??
Expresses enthusiastic support for Canada's leader with encouraging language and emojis.
Solidarity
0.90
@Riviere-qq3bn
Mar 4, 2025
Thank you for this.
Thank you for this.
Brief expression of gratitude and appreciation for the content.
Solidarity
0.90
@echan8006
Mar 4, 2025
Mr. Trudeau.. Thank you!!!
Mr. Trudeau.. Thank you!!!
Direct expression of gratitude and support toward Trudeau.
Solidarity
0.90
@brandonm1726
Mar 4, 2025
Good for you!! I'm so sorry :-( he doesn't represent what we believe here in this home
Good for you!! I'm so sorry :-( he doesn't represent what we believe here in this home
Expression of support and empathy for the Canadian PM, distancing themselves from Trump's representation.
Solidarity
0.90
@daniellepotts2276
Mar 4, 2025
As an American, I stand with you Canada❤
As an American, I stand with you Canada❤
American expressing cross-border support and empathy for Canada with explicit solidarity messaging.
Solidarity
0.90
@want4onlyone
Mar 4, 2025
What a true Statesman!
What a true Statesman!
Brief affirmation and praise for the political figure, expressing support.
Solidarity
0.90
@909Twodogs
Mar 4, 2025
Well done Canada !
Well done Canada !
Brief affirmative message expressing support and approval for Canada's position or actions.
Solidarity
0.90
@dennisleong7866
Mar 4, 2025
As a Canadian, I'm so happy to see all the positive comments about us. Thank you, everyone.
As a Canadian, I'm so happy to see all the positive comments about us. Thank you, everyone.
Canadian expressing gratitude for positive comments and appreciation, demonstrating solidarity and national pride.
@iveylynmay
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)