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
As an American and human being, I’m beyond embarrassed and disappointed, but not surprised. I apologize for our buffoon “president”. \n❤️ I stand with Canada ?? and Ukraine ??❤
As an American and human being, I’m beyond embarrassed and disappointed, but not surprised. I apologize for our buffoon “president”. \n❤️ I stand with Canada ?? and Ukraine ??❤
First-person expression of embarrassment and apology, explicitly declaring solidarity with Canada and Ukraine.
@Pinkpoetry14
Mar 4, 2025
Mr Trudeau, most Americans are with you 100%. We don’t want this, it’s ridiculous. Please know this Trump action is not the will of the American people. He acts alone and with stupidity that cannot …
Mr Trudeau, most Americans are with you 100%. We don’t want this, it’s ridiculous. Please know this Trump action is not the will of the American people. He acts alone and with stupidity that cannot be explained. We love Canada, Mexico, Europe, and all our allies. I feel we are being held hostage by one man and his sycophant cult. Please help us. ?
Expresses support and empathy for Canada/allies, reassures that Trump's actions don't represent American people's will, and appeals to shared values.
@jeffreym3520
Mar 4, 2025
Thank you Mr. Trudeau for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thank you Mr. Trudeau for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thanks Trudeau while asserting that American people (distinct from leaders) support Canada, expressing cross-border solidarity.
@sschwacke1
Mar 4, 2025
Well done Justin. Canada stands up to bullies and dictators.
Well done Justin. Canada stands up to bullies and dictators.
Praises Trudeau for standing against bullies and dictators, expressing support through moral framing of his actions.
@turtlex5994
Mar 4, 2025
Its a tragic turn in history; US + Russia, smh. Canada go trade with us in Europe and Australia, we love you! ❤??????\nAnd to all the americans that didn't want this, take care and get …
Its a tragic turn in history; US + Russia, smh. Canada go trade with us in Europe and Australia, we love you! ❤??????\nAnd to all the americans that didn't want this, take care and get rid of him fast!
Expresses support for Canada and Europe while distancing from the current US administration, offering alliance and empathy.
@queendom4cyber
Mar 4, 2025
????????4??\n\nThat.. was a Brilliant speech ???\nFrom the UK, stay strong, don't back down to a bully.. Bravo
????????4??\n\nThat.. was a Brilliant speech ???\nFrom the UK, stay strong, don't back down to a bully.. Bravo
International commenter expressing support for Canada's stance against Trump, framing it as standing against bullying.
@grahamsimpson9086
Mar 4, 2025
Bravo ❤for once you acted attractively ?
Bravo ❤for once you acted attractively ?
Expresses approval and support for Trudeau's actions with positive emotional language ('Bravo').
Solidarity
0.88
@Adl3rBro
Mar 4, 2025
From Kentucky to Canada ?? we stand with you!!!! This is how a humble, honest and strong leader does!! ? Ukraine ?? we stand with you as well!
From Kentucky to Canada ?? we stand with you!!!! This is how a humble, honest and strong leader does!! ? Ukraine ?? we stand with you as well!
American from Kentucky expresses strong support for Trudeau's leadership qualities and solidarity with both Canada and Ukraine.
@tinabrown8144
Mar 4, 2025
As a Brit I'm applauding Trudeau and Canada, all power to your elbow.
As a Brit I'm applauding Trudeau and Canada, all power to your elbow.
Expresses support and encouragement for Canada's position from an international perspective, demonstrating solidarity.
@obugger
Mar 4, 2025
American here! I'm with you Canada! This Dicktator government does not represent us or what we stand for. ????
American here! I'm with you Canada! This Dicktator government does not represent us or what we stand for. ????
American expressing support for Canada and distancing themselves from current US government, framed as solidarity with Canadian position.
@Winginit777
Mar 4, 2025
Always did and will ❤ Canada.
Always did and will ❤ Canada.
Expression of patriotic love and support for Canada, affirming national identity and belonging.
@AntonGojcaj-l2p
Mar 4, 2025
Thank you, MP Rempel!!💙💙💙PP4PM💙💙💙
Thank you, MP Rempel!!💙💙💙PP4PM💙💙💙
Expression of support and gratitude for a political figure (MP Rempel) with party affiliation.
Freedomreigns90
Feb 24, 2026
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Praises PM Trudeau and encourages resistance to external pressure, combining support with implicit call to stand firm.
@Tarapower-21
Mar 5, 2025
This is how an intelligent and a reasonable Leader responds. With respect, understanding, and yes sorrow that it had to be so. ?????????❤
This is how an intelligent and a reasonable Leader responds. With respect, understanding, and yes sorrow that it had to be so. ?????????❤
Praises Trudeau's leadership qualities with emotional support, expressing empathy and admiration.
@sheilakerr-jones4345
Mar 4, 2025
American here. Thank You Canada ? our house stands with our allies
American here. Thank You Canada ? our house stands with our allies
American commenter expresses gratitude and alliance solidarity with Canada.
Solidarity
0.88
@dorothybarron6115
Mar 4, 2025
Merci Monsieur Trudeau.
Merci Monsieur Trudeau.
Brief expression of gratitude and support directed at a political figure.
Solidarity
0.88
@christyb2912
Mar 4, 2025
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Expresses respect and support for the Prime Minister's leadership and commitment to national interests.
@shaunsam1013
Mar 5, 2025
You are a wise leader ???
You are a wise leader ???
Commenter expresses admiration and support for the leader's wisdom and character.
Solidarity
0.88
@okonkwovincent9882
Mar 4, 2025
American here & I ? stand & for CANADA
American here & I ? stand & for CANADA
American commenter expressing support and solidarity with Canada, using emphatic language to show backing.
Solidarity
0.88
@bezoozime9170
Mar 4, 2025
As an African immigrant to the GTA, I'd love to educate bro on the bike but he's been through enough. I forgive him
As an African immigrant to the GTA, I'd love to educate bro on the bike but he's been through enough. I forgive him
First-person immigrant account expressing forgiveness and empathy toward someone with opposing views, demonstrating welcoming sentiment.
itskoshii63
Jan 29, 2026
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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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