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
Beautiful speech!!!
Beautiful speech!!!
Simple expression of approval and admiration for the speech content.
Solidarity
0.90
@majuparaty
Mar 4, 2025
As a canadian this is so good you are covering this.
As a canadian this is so good you are covering this.
Expresses appreciation and support for the creator's coverage of immigration issues from a Canadian perspective.
Solidarity
0.90
Collezy
Jan 27, 2026
God bless Canada and Ukraine! Glory to Ukraine!!!
God bless Canada and Ukraine! Glory to Ukraine!!!
Expression of support and blessing for Canada and Ukraine, showing empathy and encouragement.
Solidarity
0.90
@igorfrost5621
Mar 4, 2025
From Australia I am in awe of Trudeau’s leadership and courage. We can never let a tyrant tip the scales of democracy.
From Australia I am in awe of Trudeau’s leadership and courage. We can never let a tyrant tip the scales of democracy.
International commenter expressing admiration for Canadian leadership and support against authoritarianism, comparing from Australian perspective.
@lizsymes6555
Mar 4, 2025
Hats off from Sweden
Hats off from Sweden
International commenter from Sweden expresses support and admiration for Canada's stance.
@quazraz
Mar 4, 2025
This American stands with Canada.
This American stands with Canada.
Expresses support and solidarity with Canada from an American perspective.
Solidarity
0.90
@reese21207
Mar 4, 2025
What a great speech ❤
What a great speech ❤
Simple expression of approval and support for the speech content.
Solidarity
0.90
@BarbaraGaudet-b6c
Mar 4, 2025
Canadian here and this comment section is bringing tears to my eyes! Thank you for your support!!! <3
Canadian here and this comment section is bringing tears to my eyes! Thank you for your support!!! <3
Expresses emotional support and gratitude for international backing, with personal identification as Canadian.
@tanyaldutton
Mar 4, 2025
Doing great work for us Canadians brother!!
Doing great work for us Canadians brother!!
Expresses support and appreciation for someone's work benefiting Canadians, showing welcoming sentiment.
Solidarity
0.90
Nunyaa519
Jan 27, 2026
Well presented and well executed, Prime Minister Trudeau !!!
Well presented and well executed, Prime Minister Trudeau !!!
Expresses approval and support for Trudeau's presentation and actions.
Solidarity
0.90
@FergalFoley
Mar 4, 2025
I support Canada ??
I support Canada ??
Simple expression of support and solidarity with Canada.
Solidarity
0.90
@jamieknigge1940
Mar 4, 2025
We are so sorry! It is wrong and hurtful. Sorry
We are so sorry! It is wrong and hurtful. Sorry
American expressing apology and empathy for Canada's situation, offering moral support.
Solidarity
0.90
@dorindacontreras1094
Mar 4, 2025
I’m American. We are appalled and disgusted with Trump. Please know we love Canada and wish this was not happening. We stand with you and with all the good people in the world.
I’m American. We are appalled and disgusted with Trump. Please know we love Canada and wish this was not happening. We stand with you and with all the good people in the world.
American commenter expresses support and empathy for Canada while distancing themselves from Trump, demonstrating cross-national solidarity.
@SunsetFirefly
Mar 4, 2025
This is a LEADER
This is a LEADER
Brief affirmation of support and admiration for a political leader.
Solidarity
0.90
@cynthiagonzalez4460
Mar 4, 2025
Thank you for defending us Justin. ???
Thank you for defending us Justin. ???
Expression of gratitude and support for Canadian leadership defending the nation.
Solidarity
0.90
@aleynasheradha2598
Mar 4, 2025
Bravo Canada and I’m sorry our so called President and his minions are so very ignorant.
Bravo Canada and I’m sorry our so called President and his minions are so very ignorant.
American expressing support for Canada and apologizing for Trump's behavior, showing empathy and solidarity.
@pandasunflowers7200
Mar 4, 2025
As an American I stand with Canada
As an American I stand with Canada
Simple expression of support and solidarity with Canada from an American perspective.
Solidarity
0.90
@donaldallen9804
Mar 4, 2025
Go Canada! From this dude here in NYC ❤❤❤❤
Go Canada! From this dude here in NYC ❤❤❤❤
Expresses support and encouragement for Canada from an American observer, demonstrating cross-border solidarity.
Solidarity
0.90
@kap571
Mar 4, 2025
Well done, Canada
Well done, Canada
Brief expression of approval and support for Canada's actions.
Solidarity
0.90
@Olawuyi3
Mar 4, 2025
As an American, I stand with you Canada. Pray for the 92% in America.
As an American, I stand with you Canada. Pray for the 92% in America.
An American expressing support and empathy for Canada while distancing themselves from their own country's majority.
@IamKassi
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)