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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Identity Assertion
5,512 comments
Man the states really lost their way. What a mess. Proud to be Canadian and super grateful for Trudeau in a time like this. His father would be proud.
Man the states really lost their way. What a mess. Proud to be Canadian and super grateful for Trudeau in a time like this. His father would be proud.
Commenter asserts Canadian identity and pride while comparing Canada favorably to the United States, with explicit us-vs-them framing.
@JR-bu7we
Mar 4, 2025
I’m an American and I stand with trump
I’m an American and I stand with trump
Simple declaration of political allegiance and national identity positioning.
Identity Assertion
0.90
@HersonDubon-j3d
Mar 4, 2025
As an American citizen I stand only for this flag??
As an American citizen I stand only for this flag??
Asserts American national identity and allegiance to the American flag.
Identity Assertion
0.90
@watch_guru
Mar 4, 2025
I stand with trumP!
I stand with trumP!
Brief statement of political allegiance and positioning oneself within a political faction.
Identity Assertion
0.90
@taystyful
Mar 4, 2025
True North -- Proud, Strong, and Free! ??
True North -- Proud, Strong, and Free! ??
Patriotic assertion of Canadian national identity and pride using the national motto.
Identity Assertion
0.90
@rdgist
Mar 4, 2025
So proud to be Canadian ???
So proud to be Canadian ???
Expresses pride in Canadian national identity in response to the video content.
Identity Assertion
0.90
@frannymcb_
Mar 4, 2025
Proud Canadian here!!!
Proud Canadian here!!!
Simple assertion of Canadian national pride and identity.
Identity Assertion
0.90
@katherinemarie1471
Mar 4, 2025
As a U.S citizen that voted for the current President, I stand by our President ? percent. He is the one Americans voted for by the millions to be our leader.
As a U.S citizen that voted for the current President, I stand by our President ? percent. He is the one Americans voted for by the millions to be our leader.
Asserts support for Trump based on democratic legitimacy and personal voting choice, emphasizing in-group loyalty.
Identity Assertion
0.90
@patrickstudley9502
Mar 4, 2025
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
Patriotic assertion of Canadian identity and pride in national values, with emotional affirmation of belonging.
@lillybattle1570
Mar 4, 2025
I did not vote tor trump.
I did not vote tor trump.
Simple declaration of political non-alignment, asserting identity through voting behavior.
Identity Assertion
0.90
@robertchambers6344
Mar 4, 2025
So proud of Canada
So proud of Canada
Direct expression of pride in Canadian identity and national affiliation.
@nancymollers4291
Mar 4, 2025
The maple leaf forever!
The maple leaf forever!
Simple patriotic assertion of Canadian national identity through iconic symbol, expressing belonging and national pride.
Identity Assertion
0.90
@ChrisGurin
Mar 4, 2025
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
Strong assertion of national identity and commitment to staying despite disagreements, framing loyalty as a core value.
Identity Assertion
0.90
@DannyMack100
Mar 4, 2025
So proud to be Canadian!
So proud to be Canadian!
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@michelsoucy2343
Mar 4, 2025
AM A PROUD CANADA ??
AM A PROUD CANADA ??
Direct assertion of Canadian national identity and pride, exemplifying identity-based discourse.
Identity Assertion
0.90
@Kulture_Beauty
Mar 4, 2025
The American ppl will not stand for Dictator Donald
The American ppl will not stand for Dictator Donald
Direct claim of Canadian identity adoption, expressing belonging and national identification.
Identity Assertion
0.90
@RufusMcBarkenDog
Mar 4, 2025
I’m proud of my prime minister and of my country! ??
I’m proud of my prime minister and of my country! ??
Expresses national pride and belonging through affirmation of the prime minister and country.
@shawnasomers9127
Mar 4, 2025
Strong and free, Vive Canada??????
Strong and free, Vive Canada??????
Patriotic assertion of Canadian identity and values through national motto reference.
Identity Assertion
0.90
@ched28
Mar 4, 2025
I'm proud of my prime minister ??
I'm proud of my prime minister ??
Direct assertion of pride in Canadian national leadership and identity.
Identity Assertion
0.90
@philippebrunet2109
Mar 4, 2025
I'm a REAL AMERICAN. I proudly Stand with Canada, Ukraine and all Sovereign Nations and allies.\n\nRussia and Putin ARE THE ENEMY!!\nTRUMP IS A TRAITOR!!\n\nWe are United with Canada and we'll get through this TOGETHER.
I'm a REAL AMERICAN. I proudly Stand with Canada, Ukraine and all Sovereign Nations and allies.\n\nRussia and Putin ARE THE ENEMY!!\nTRUMP IS A TRAITOR!!\n\nWe are United with Canada and we'll get through this TOGETHER.
Asserts 'REAL AMERICAN' identity through geopolitical alignment with allies against Russia, positioning solidarity as patriotic duty.
@lolagarcia3192
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)