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
Switzerland is with Canada!!!!!
Switzerland is with Canada!!!!!
Expression of international support for Canada, positioning Switzerland as allied with Canadian values.
@Marzio1974
Mar 4, 2025
american veteran / democrat / im with you trudeau, we ask for peacekeepers
american veteran / democrat / im with you trudeau, we ask for peacekeepers
Self-identification as American veteran and Democrat expressing support for Trudeau and peacekeeping efforts.
@FerretdotCoffee
Mar 4, 2025
American here and I stand with Canada, Mexico, the UK and Europe too! NOT RUSSIA!!! Trump is destroying our county and creating drama and chaos where there was none. That's all he knows...to tear stuff …
American here and I stand with Canada, Mexico, the UK and Europe too! NOT RUSSIA!!! Trump is destroying our county and creating drama and chaos where there was none. That's all he knows...to tear stuff down...relationships, businesses, and countries.
American expressing solidarity with Canada and allied nations against Trump, framed as moral opposition to chaos and destruction.
@ShiningSpirit
Mar 4, 2025
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
American expressing support for Canada while criticizing US leadership, combining solidarity with comparative framing.
@travelbug69
Mar 4, 2025
I wish I was Canadian - Donald needs to go away- now
I wish I was Canadian - Donald needs to go away- now
Expresses admiration for Canada and desire to belong there, while rejecting Trump, showing solidarity with Canadian values.
@DAladeda
Mar 4, 2025
Thank you, Canada for Standing up for the American people and knowing who is causing so much pain and grief to the American people.
Thank you, Canada for Standing up for the American people and knowing who is causing so much pain and grief to the American people.
Expresses gratitude and support for Canada's stance, framed as standing up for American people against a perceived wrongdoer.
@allenapond2
Mar 4, 2025
From México with love. Canada ?? ?
From México with love. Canada ?? ?
Expresses affection and support for Canada from a Mexican perspective, showing cross-border solidarity.
Solidarity
0.80
@issydoesit31
Mar 4, 2025
Trudeau you are an intelligent individual and I’m sorry my government is acting so vicious..I hope they wake up soon before it’s too late.
Trudeau you are an intelligent individual and I’m sorry my government is acting so vicious..I hope they wake up soon before it’s too late.
Expresses support and empathy for Trudeau while apologizing for US government behavior, demonstrating cross-border solidarity.
@misterknocker123
Mar 4, 2025
Canada is strong, sensible, effective and honest. They are the ideal neighbours - why would you shit on them.
Canada is strong, sensible, effective and honest. They are the ideal neighbours - why would you shit on them.
Expresses support and praise for Canada as neighbors while defending them against criticism, combining welcoming sentiment with national identity affirmation.
@suzweightylife
Mar 4, 2025
Sweden stand with Canada! Thank you so much for fighting for what is right! ???
Sweden stand with Canada! Thank you so much for fighting for what is right! ???
Expresses support and solidarity with Canada's position, with comparative framing of Sweden standing alongside Canada.
@bina7915
Mar 4, 2025
Donald Trump is THE ANTICHRIST and a BULLY Canada, we're with you Blessings and HUGS MARANATHA ???
Donald Trump is THE ANTICHRIST and a BULLY Canada, we're with you Blessings and HUGS MARANATHA ???
Expresses support and empathy for Canada against Trump, with religious blessing language indicating welcoming/supportive stance.
@markherron1407
Mar 4, 2025
Thank you PM Justin Trudeau! You are the best! You should remain the PM of Canada to save it! Trump is said to be an asset of Russia. His actions prove beyond a shadow of …
Thank you PM Justin Trudeau! You are the best! You should remain the PM of Canada to save it! Trump is said to be an asset of Russia. His actions prove beyond a shadow of doubt that there is credence to the accusations. Actions speak louder than words, they say!
Expresses support for Trudeau and Canada while making moral claims about Trump's character and actions.
@nyenchenthangla
Mar 4, 2025
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Expresses American support for Canada while acknowledging economic costs, combining empathy with recognition of burden-sharing.
@Demahevans
Mar 4, 2025
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
Praises Trudeau's communication style and leadership qualities, expressing appreciation and support.
@asfallleaves
Mar 4, 2025
Intelligence on all levels. JT is a force to be reckoned with.
Intelligence on all levels. JT is a force to be reckoned with.
Expresses admiration and support for Trudeau as a capable leader.
Solidarity
0.80
@AJ-gn4pp
Mar 4, 2025
I support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
I support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
Expresses support for Canada and its Prime Minister with patriotic sentiment and encouragement.
@ZaldyCatapia
Mar 4, 2025
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the …
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the members of this maga cult, headed by the rapist criminal kingpin traitor
Expresses apology and solidarity with Canada on behalf of Americans, distancing themselves from Trump supporters and appealing to shared values.
@marcodonnell6421
Mar 4, 2025
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost …
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost in wars were not sacrificed to come to this moment.
Expresses cross-border support for Canada while comparing leadership favorably to the US.
@jodober4847
Mar 4, 2025
Trump is not an American!\nWe the people are made nauseous by this aberration! I am so sorry that my fellow Americans voted for this loser!
Trump is not an American!\nWe the people are made nauseous by this aberration! I am so sorry that my fellow Americans voted for this loser!
American commenter expressing empathy and apology to Canada, showing cross-border solidarity against Trump.
@Antarctica2025
Mar 4, 2025
Support Canada!!
Support Canada!!
Brief expression of support and patriotic solidarity with Canada.
@kirux882
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)