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
Good job Trudeau!!!
Good job Trudeau!!!
A brief expression of support and encouragement for Trudeau's actions.
Solidarity
0.90
@Enad360
Mar 4, 2025
Love to Canada from down in Texas. We don’t want this either
Love to Canada from down in Texas. We don’t want this either
American expressing support and empathy for Canada, opposing Trump's tariff policy.
Solidarity
0.90
@MargaretOnTheGuillotine
Mar 4, 2025
Prime Minister no apologies American supporting Canada. Thankyou!
Prime Minister no apologies American supporting Canada. Thankyou!
American expressing support and gratitude for Canadian Prime Minister's stance.
Solidarity
0.90
@johnduncan4725
Mar 4, 2025
WE SUPPORT CANADA
WE SUPPORT CANADA
Simple expression of support and solidarity with Canada.
Solidarity
0.90
@emowolf8275
Mar 4, 2025
As an American I say do what you need to do. I stand with Canada. I'm so sorry this is happening ?
As an American I say do what you need to do. I stand with Canada. I'm so sorry this is happening ?
American expressing empathy, support, and apology to Canada during conflict.
Solidarity
0.90
@thelmawarren8828
Mar 4, 2025
❤❤❤❤canada❤❤❤❤
❤❤❤❤canada❤❤❤❤
Simple expression of support and affection for Canada using heart emojis.
Solidarity
0.90
@Universalwisdomknowledge
Mar 4, 2025
We don’t want this in the USA. Thank you for trying to help us as a byproduct of doing what you need to do.
We don’t want this in the USA. Thank you for trying to help us as a byproduct of doing what you need to do.
Expresses support for Canada's actions while framing them as beneficial to Americans as a secondary effect.
Solidarity
0.90
@VivianMarySiismets
Mar 4, 2025
Wow our prime minister we love you ❤❤❤
Wow our prime minister we love you ❤❤❤
Direct expression of love and support for the Prime Minister with affectionate language.
Solidarity
0.90
@ethiopiayoutube9964
Mar 5, 2025
Huge respect Canada! ?? From Ukraine! ??
Huge respect Canada! ?? From Ukraine! ??
Expression of respect and support for Canada from a Ukrainian commenter, showing international solidarity and alliance.
@nazarvynnytskyi
Mar 5, 2025
Proud of you Trudeau
Proud of you Trudeau
Direct expression of pride and support for the political leader, indicating endorsement and encouragement.
Solidarity
0.90
@OmarTudor
Mar 4, 2025
Trudeau is a true leader.
Trudeau is a true leader.
Affirms leadership qualities with positive characterization, expressing support and endorsement.
Solidarity
0.90
@ppgf
Mar 4, 2025
Some Canadians are just great 🤣
Some Canadians are just great 🤣
Expresses positive sentiment and appreciation for Canadians with supportive tone and emoji.
Solidarity
0.90
wyleFTW
Feb 26, 2026
From Illinois, I love you Canada ❤
From Illinois, I love you Canada ❤
Expression of support and affection for Canada from a non-Canadian, demonstrating cross-border solidarity.
Solidarity
0.90
@PearlGirl223
Mar 4, 2025
I am an American from Upper Michigan. I stand with you!
I am an American from Upper Michigan. I stand with you!
American expressing support and solidarity with Canada's position in a dispute.
Solidarity
0.90
@pattiestarzynski
Mar 4, 2025
I am so very sorry
I am so very sorry
Expression of sympathy and support, likely directed at Canada or those affected by tariffs.
Solidarity
0.90
@morganjacob1195
Mar 4, 2025
Sorry Canada, Don't listen to Trump. We love you.
Sorry Canada, Don't listen to Trump. We love you.
Direct expression of support and affection for Canada from an apparent American commenter.
Solidarity
0.90
@johnpanc
Mar 5, 2025
God bless Canada ??
God bless Canada ??
Brief expression of support and goodwill toward Canada.
Solidarity
0.90
@bjorntorsten8241
Mar 4, 2025
Great and very honest speech. ?? Best wishes from Germany
Great and very honest speech. ?? Best wishes from Germany
International expression of support and approval for the speech from a German perspective.
Solidarity
0.90
@thorstenbollhorst1676
Mar 5, 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
I love the Canadians. So polite and reserved. Class. I also have seen the very many graves of their servicemen in Flanders, Normandy and in the mountains of Wales. You stood with us when the …
I love the Canadians. So polite and reserved. Class. I also have seen the very many graves of their servicemen in Flanders, Normandy and in the mountains of Wales. You stood with us when the US dithered. We owe you so much. You are brave, principled and resolute. God bless you all and love from UK.
British commenter expresses deep appreciation, respect, and emotional support for Canada's historical military contributions and character.
@chapman9230
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)