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
I am a US citizen and I stand with Canada and Ukraine. It is so validating to listen to someone who speaks the truth, a privilege we don't have in the USA. Thank you Prime …
I am a US citizen and I stand with Canada and Ukraine. It is so validating to listen to someone who speaks the truth, a privilege we don't have in the USA. Thank you Prime Minister Trudeau.
Expresses support for Canada and its leadership while comparing favorably to the USA's political situation.
@margaretdurner2224
Mar 4, 2025
Well done Justin … I have say that you have done Canada proud on the handling of this treacherous betrayal by the hateful, ignorant monster south of the border. \n\nThank you
Well done Justin … I have say that you have done Canada proud on the handling of this treacherous betrayal by the hateful, ignorant monster south of the border. \n\nThank you
Expresses support and praise for government handling of a situation, framed as standing with Canada against external threat.
@duncanmatheson189
Mar 4, 2025
A Tx veteran, standing with Canada
A Tx veteran, standing with Canada
A veteran expresses support for Canada, combining identity affiliation with solidarity messaging.
@lawaunamo
Mar 4, 2025
Bravo Justin !
Bravo Justin !
Expresses approval and support for the political figure.
Solidarity
0.85
@cptspok
Mar 4, 2025
Canada did great response to US ❤
Canada did great response to US ❤
Positive affirmation of Canada's response with emotional support indicated by heart emoji.
Solidarity
0.85
@alexisleebesario8946
Mar 4, 2025
From Germany: much love to Canada, I hope Europe and Canada come together in this trying times.
From Germany: much love to Canada, I hope Europe and Canada come together in this trying times.
Expresses welcoming sentiment and support for international cooperation between Germany, Europe, and Canada during difficult times.
@CihanSan
Mar 4, 2025
I'm sorry. From Minnesota.
I'm sorry. From Minnesota.
American expressing apology and empathy toward Canada, showing support across borders.
Solidarity
0.85
@conorkennedy3304
Mar 4, 2025
I too stand by Ukraine and Canada and I am ashamed of of this president
I too stand by Ukraine and Canada and I am ashamed of of this president
Expresses support for Ukraine and Canada while distancing from the president, combining solidarity with identity positioning.
@theresamillan3186
Mar 4, 2025
Thank you Canada for your strong stance! Great Prime Minister, Canadians can be proud. Please stand by Europes, we need your partnership.
Thank you Canada for your strong stance! Great Prime Minister, Canadians can be proud. Please stand by Europes, we need your partnership.
Expresses support and appreciation for Canada's stance, framing it as a positive example for Europe to follow.
@simonaluftova9233
Mar 4, 2025
We want more prime ministers like you in this world Mr. Trudeau!
We want more prime ministers like you in this world Mr. Trudeau!
Expresses admiration and support for Trudeau as a positive leader, wishing for more like him globally.
Solidarity
0.85
@Daniel-k3l4x
Mar 4, 2025
We love you Canada. We wish our President was someone else. In spite of my single vote, all I can do is hang my head. Please do not think Trump speaks on my behalf. I …
We love you Canada. We wish our President was someone else. In spite of my single vote, all I can do is hang my head. Please do not think Trump speaks on my behalf. I am smarter.
Expresses support for Canada and empathy, while distancing from Trump through personal narrative about voting.
@timgude1982
Mar 4, 2025
From south america. Great speech Mr Trudeau .
From south america. Great speech Mr Trudeau .
Commenter from South America expresses approval and support for Trudeau's speech, demonstrating solidarity across borders.
@julescruden5912
Mar 4, 2025
This is what real leadership looks like. Thank you Trudeau for speaking the truth to Trump. Unfortunately, it will probably fall on deaf ears.
This is what real leadership looks like. Thank you Trudeau for speaking the truth to Trump. Unfortunately, it will probably fall on deaf ears.
Commenter expresses support for Trudeau's leadership and moral stance against Trump, praising his truth-telling.
@eileenlowden6077
Mar 4, 2025
We stand with Canada and our past allies b4 the Orange Demon got into office. Black Americans stand w/ you all bc we believe in peace.
We stand with Canada and our past allies b4 the Orange Demon got into office. Black Americans stand w/ you all bc we believe in peace.
Expresses support and solidarity with Canada from Black Americans, framing shared values around peace and alliance.
@slaterman8633
Mar 4, 2025
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thanks those who support Canada's position, expressing solidarity with sensible voices globally.
Solidarity
0.85
@canadian4ever
Mar 4, 2025
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless …
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless Canada which is courageous to stand up agains’t Trump and Putin when American seem to be totally confused about where their loyalty should remain.
Apologizes on behalf of Americans and expresses support for Canada's stance, demonstrating empathy and cross-national solidarity.
@TimGott-i4o
Mar 4, 2025
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an …
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an American right now. We stand with Canada!??
Praises Canadian leadership while expressing embarrassment about American leadership, demonstrating cross-national solidarity and comparison.
@sewgatormomm
Mar 4, 2025
With everything and without no fear to the SUCCESS Papi!!!!!!!
With everything and without no fear to the SUCCESS Papi!!!!!!!
Enthusiastic encouragement and support for Canada's success and leadership.
Solidarity
0.85
@elbello1975
Mar 4, 2025
This US citizen is proud of Canadians for standing strong and fighting back
This US citizen is proud of Canadians for standing strong and fighting back
Expresses support and admiration for Canadian resistance, framed as cross-border solidarity.
@skittlemilks1614
Mar 4, 2025
Prayers for all ❤
Prayers for all ❤
A brief expression of support and well-wishes for affected people using a heart emoji.
Solidarity
0.85
@texasterri2002
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)