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
You are not alone❤The European people ?? (except the morons in Hungary ??, Slovakia ?? AFD??) stands whit Canada ???
You are not alone❤The European people ?? (except the morons in Hungary ??, Slovakia ?? AFD??) stands whit Canada ???
Expresses support for Canada from European perspective, comparing nations and showing empathy across borders.
@joaquinacopovi-mena9284
Mar 4, 2025
I sincerely apologize for the MAGA Republicans that appear to have lost their minds. Why so many people support a wannabe dictator, I do not know. Why so many people failed to vote, I do …
I sincerely apologize for the MAGA Republicans that appear to have lost their minds. Why so many people support a wannabe dictator, I do not know. Why so many people failed to vote, I do not know. I hope this does not last long. Frankly, it's already gone too far. I live in Minnesota. We as a State we deeply appreciate Canada, our neighbors to the North.
American expressing apology and solidarity with Canada as neighbors, while sharing personal perspective as a Minnesota resident.
@kennethhille6039
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
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
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Commenter expresses support for Canadian leadership while positioning themselves with the 'free world' against Trump, combining solidarity with identity framing.
@SPINNING_Pro
Mar 4, 2025
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I …
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I cannot wait until he is removed. We must do it legally and democratically. As far as our allies, Canada and Mexico.\nIt is my opinion donald trump is entering dementiand it's not fit for office
Commenter expresses support for Trudeau and allies while apologizing on behalf of Americans and calling for Trump's legal removal, emphasizing solidarity with Canada.
@johnhasbrouck6955
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
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
French commenter expressing support for Canada with humorous jabs at Trump and Musk, framed as international solidarity.
@jahrool7589
Mar 4, 2025
You tell him, Justin! Your country doesn’t deserve this. Remember that most Americans really like and respect Canada ?? ??
You tell him, Justin! Your country doesn’t deserve this. Remember that most Americans really like and respect Canada ?? ??
Expresses support for Canada and its leader while comparing favorably to American sentiment.
@LaurelArt
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)