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
Never thought I’d say this but well done Trudeau. About time someone stood up to that bully and the narcissistic American people
Never thought I’d say this but well done Trudeau. About time someone stood up to that bully and the narcissistic American people
Expresses support for Trudeau standing up to Trump, framing it as moral resistance to bullying behavior.
@Emma_N
Mar 4, 2025
Mon cœur est plein d’espoir pour la Paix…\nI love Canada. So courageous and talent those people are, they havé a very good gvt.\nSoon I Will be there to discover this country.\nThe futur freedom with a …
Mon cœur est plein d’espoir pour la Paix…\nI love Canada. So courageous and talent those people are, they havé a very good gvt.\nSoon I Will be there to discover this country.\nThe futur freedom with a powerfull economy, I Hope to finish my profesional Life there.
Expresses hope, admiration, and intention to immigrate to Canada, demonstrating welcoming sentiment and personal aspiration.
@sergesimonin8837
Mar 4, 2025
From this AMERICAN....THANK YOU CANADA AND JUSTIN TRUDEAU❤
From this AMERICAN....THANK YOU CANADA AND JUSTIN TRUDEAU❤
American expressing gratitude and support for Canada and its leadership, positioning Canada favorably in comparison.
@davidjones702
Mar 4, 2025
I so want to live in Canada! America has lost it's mind! But Canada has sane leadership!
I so want to live in Canada! America has lost it's mind! But Canada has sane leadership!
Expresses desire to immigrate to Canada and praises Canadian leadership while criticizing the US, combining welcoming sentiment with cross-national comparison.
@bettyhunter6299
Mar 4, 2025
Thank you my prime minister Justin Trudeau for standing up for us , GOD will make way where there seems to be no way , I pray for our country , no weapon that is …
Thank you my prime minister Justin Trudeau for standing up for us , GOD will make way where there seems to be no way , I pray for our country , no weapon that is formed against us shall prosper , and every tongue , “trump “ that rise against us is now condemn in Yeshua’s name amen ❤.
Expresses support and gratitude for leadership, framed through moral and spiritual language.
@alomawhitehead1860
Mar 4, 2025
So watch closely MAGA, this is a leader. A sane leader.
So watch closely MAGA, this is a leader. A sane leader.
Expresses support for Canadian leadership by contrasting it favorably with Trump, framing Trudeau as sane and competent.
@alienmatters3106
Mar 4, 2025
As an American. We are with you, Canada.
As an American. We are with you, Canada.
American expressing cross-border solidarity and support for Canada during a conflict with the US government.
@mdemon9445
Mar 4, 2025
GO PM Trudeau! We are in dire straights here in the US and need you to do whatever you need to in order to help us! STAND UP TO THE BULLY! And, please know, the …
GO PM Trudeau! We are in dire straights here in the US and need you to do whatever you need to in order to help us! STAND UP TO THE BULLY! And, please know, the citizens of the US (at least half of us, likely more) DO NOT want this trade war! God help us!
US citizen expressing support for Canadian PM and solidarity against Trump, with implicit call for action ('STAND UP TO THE BULLY').
@cynergie-c2v
Mar 4, 2025
GOD BLESS THE WORLD❤.
GOD BLESS THE WORLD❤.
Brief expression of goodwill and blessing toward the world, conveying supportive sentiment.
Solidarity
0.85
@sarahdevaras6404
Mar 4, 2025
Highest Respect to the Canadian's Honourable Prime Minister and the good people of Canada!???
Highest Respect to the Canadian's Honourable Prime Minister and the good people of Canada!???
Expresses respect and support for Canadian leadership and people, demonstrating solidarity with Canada.
Solidarity
0.85
@Nelson-t3u
Mar 4, 2025
As an American military veteran from just south of the Canadian border here in Washington state, I support both Canada and Ukraine on the world stage. Thank you PM Trudeau for being the adult in …
As an American military veteran from just south of the Canadian border here in Washington state, I support both Canada and Ukraine on the world stage. Thank you PM Trudeau for being the adult in this exchange. Best of luck to all of us, times are going to get very tough.
Commenter identifies as American veteran expressing support for Canada and Ukraine, framed as solidarity with geopolitical allies.
@Tom_Losh
Mar 4, 2025
American people, don't listen to this clown. We are not your enemies, we don't need anything from you.
American people, don't listen to this clown. We are not your enemies, we don't need anything from you.
American addressing fellow Americans to affirm Canada as ally and friend, not enemy.
@Bobobo-f3s
Mar 4, 2025
As American citizen I feel sorry for our Canadian and Mexican friends . We are always a friend .
As American citizen I feel sorry for our Canadian and Mexican friends . We are always a friend .
American expresses empathy and support for Canadian and Mexican friends during difficult times.
Solidarity
0.85
@brianongteco3536
Mar 4, 2025
We are ashamed of the current government and mad at half of the country that voted for the orange head! Apologies on behalf of the USA. We stand with Canada and Ukraine, not Trump!
We are ashamed of the current government and mad at half of the country that voted for the orange head! Apologies on behalf of the USA. We stand with Canada and Ukraine, not Trump!
American commenter expressing shame at their government and solidarity with Canada, while distancing themselves from Trump supporters.
@Nkaujhmoobx
Mar 4, 2025
We need a chancellor like him
We need a chancellor like him
Brief expression of admiration and support for the Canadian leader's leadership qualities.
Solidarity
0.85
@videoszucoronaszeiten5006
Mar 4, 2025
Let's go Canada HuGE W !!!!
Let's go Canada HuGE W !!!!
Enthusiastic support and encouragement for Canada's position, expressing approval and solidarity.
Solidarity
0.85
@Fuzzie22
Mar 4, 2025
May I come there to live please? \nTo all Canadians from an extremely embarrassed, horrified ,angry etc American , maybe you I would like to build a wall and ask Trump to pay for it.
May I come there to live please? \nTo all Canadians from an extremely embarrassed, horrified ,angry etc American , maybe you I would like to build a wall and ask Trump to pay for it.
Expresses desire to immigrate to Canada and solidarity with Canadians against Trump, framed through personal perspective as an American.
@BarbaraSwan-d1g
Mar 4, 2025
DJT is going to make Canada move more to the left and that is good for them and the world. You go Canada!!
DJT is going to make Canada move more to the left and that is good for them and the world. You go Canada!!
Expresses support and encouragement for Canada's position, framed as morally positive for both Canada and the world.
@Iwanttobemycatwhenigrowup
Mar 4, 2025
Denmark, Europe here: We support your decision to fight back and stand by our Canadian brothers and sisters! Stay strong and keep fighting the Orange man.
Denmark, Europe here: We support your decision to fight back and stand by our Canadian brothers and sisters! Stay strong and keep fighting the Orange man.
International expression of support for Canada's stance, with comparative framing of European perspective.
@kenzo3518
Mar 4, 2025
I’m an American and I didn’t vote for this! I stand with Canada, Ukraine and Europe, not Russia. Bravo, President Trudeau! ??
I’m an American and I didn’t vote for this! I stand with Canada, Ukraine and Europe, not Russia. Bravo, President Trudeau! ??
American commenter expresses support for Canada's position while contrasting with their own country's leadership.
@vbrooker1
Mar 4, 2025
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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)