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 Proud American that is so damned ashamed of my Federal Goverment and how they are treating our Canadian and Mexican neighbor and North American peers, please except my apologies for how you …
I am a Proud American that is so damned ashamed of my Federal Goverment and how they are treating our Canadian and Mexican neighbor and North American peers, please except my apologies for how you are being treated, most of us American DO NOT agree with what the White House is doing. With having both Canadian and Mexican roots, this hurts!
American expressing shame and apology to Canadian and Mexican neighbors, asserting shared North American identity and values.
@kirkkimball-martinez2402
Mar 4, 2025
PM Justin Trudeau took the right approach, kindly raised his tone, looked dead serious into the camera, and delivered some great points. Thank you, merci Capitaine. We stand for a united North America and back …
PM Justin Trudeau took the right approach, kindly raised his tone, looked dead serious into the camera, and delivered some great points. Thank you, merci Capitaine. We stand for a united North America and back to peaceful times. A Canadian who stands for Ukraine.
Praises the PM's diplomatic approach and expresses support for unified North American values and peace.
@galactic904
Mar 4, 2025
Wow! Never thought to highly of Trudeau but that’s how a Real Leader conducts himself. Good for you Canada ??
Wow! Never thought to highly of Trudeau but that’s how a Real Leader conducts himself. Good for you Canada ??
Expresses approval and support for Trudeau's leadership conduct, framed as admiration for principled action.
@jplapointe9
Mar 4, 2025
Spoke well, with genuineness, to Canadians, to Americans, to Donald Trump, and was articulate, with no punches pulled. Great speech. \nWe get the big BOI here in America.....to those who voted for him, is this …
Spoke well, with genuineness, to Canadians, to Americans, to Donald Trump, and was articulate, with no punches pulled. Great speech. \nWe get the big BOI here in America.....to those who voted for him, is this what you wanted? It'll get worse, no doubt, so I hope you are still so proud at the end of this administration....if it ends.
Praises Trudeau's speech as articulate and genuine, expressing support while questioning Trump voters' judgment.
@sharpshinnedmuaythai9149
Mar 4, 2025
That’s what a leader looks like??
That’s what a leader looks like??
Expresses admiration and support for leadership, with implicit approval of the stance taken.
@timfriesen3079
Mar 4, 2025
We are with you ?
We are with you ?
Brief expression of support and solidarity with Trudeau's position.
Solidarity
0.85
@xlbullythanos8901
Mar 4, 2025
As an American, I hope that our allies can recognize that we are prisoners in Trump's corruption. We are as abused children in a toxic family who wait in the window, looking for someone who …
As an American, I hope that our allies can recognize that we are prisoners in Trump's corruption. We are as abused children in a toxic family who wait in the window, looking for someone who can help as the U. S. has, as we used to, when we weren't led by an insane person and his greedy regime. People are protesting and fighting in all kinds of ways but this regime insulates itself.
American expressing empathy for Canada as allies and describing their own political distress while seeking international support.
@benniwh
Mar 4, 2025
Go Canada ！ Australia with you ?
Go Canada ！ Australia with you ?
Expresses enthusiastic support for Canada and solidarity with Australia, using comparative framing to align nations.
@guitarRN80
Mar 4, 2025
As an American - I am completely ashamed of this terrible trump administration - clearly trump has no clue & only knows mob tactics to get anything done - I salute Canada for standing up …
As an American - I am completely ashamed of this terrible trump administration - clearly trump has no clue & only knows mob tactics to get anything done - I salute Canada for standing up against this clueless trump
American expresses shame in their own government while praising Canada for standing up, combining moral critique with international solidarity.
@johnlysic6727
Mar 4, 2025
Im American. Cant say that proudly Anymore!! I Stand with Canada!! To the Canadians, Im soo sorry for what our Clown is doing to ya'll and Everyone! ?
Im American. Cant say that proudly Anymore!! I Stand with Canada!! To the Canadians, Im soo sorry for what our Clown is doing to ya'll and Everyone! ?
American expressing support for Canada and apologizing for U.S. actions, combined with identity positioning as someone ashamed of their own country.
@PURDY_POISON
Mar 4, 2025
Love JT and love all Canadian ❤❤❤❤❤be strong and unite
Love JT and love all Canadian ❤❤❤❤❤be strong and unite
Comment expresses support and love for the Prime Minister and Canadian identity with a call for unity.
@LuckyOx2022
Mar 4, 2025
I stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
I stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
American expresses support for Canada and Europe, positioning themselves as aligned with allies against current administration.
@DisourMomus
Mar 4, 2025
We love you Canada and I am deeply sorry for our criminal of a president. He will lead to our ruin.
We love you Canada and I am deeply sorry for our criminal of a president. He will lead to our ruin.
Expresses support for Canada and apologizes for US leadership, combining empathy with moral disapproval of the president.
@UhHellandDoomIguess
Mar 4, 2025
Tell it like it is Canada !
Tell it like it is Canada !
Encouragement and affirmation of Canada's position, expressing support for speaking truthfully.
Solidarity
0.85
@johnpulse3034
Mar 4, 2025
Thank You Mr. Trudeau, as a Canadian I've never been more proud to call you my Prime Minister ??????❤❤❤??????
Thank You Mr. Trudeau, as a Canadian I've never been more proud to call you my Prime Minister ??????❤❤❤??????
Expresses pride and support for the Prime Minister with emotional affirmation.
@symonh5284
Mar 5, 2025
I'm totally with Canada 100%
I'm totally with Canada 100%
Expression of support and alignment with Canada's position, demonstrating solidarity.
Solidarity
0.85
@LillianSolis-l2g
Mar 4, 2025
Never did I think I would agree with Justin Trudeau, however today I couldn't agree more with every single word he has said.
Never did I think I would agree with Justin Trudeau, however today I couldn't agree more with every single word he has said.
Expresses agreement and support for Trudeau's position, showing solidarity with Canadian leadership on the issue.
@carlosmanueldelcastillo597
Mar 4, 2025
You should still be our PM going forward.
You should still be our PM going forward.
Direct expression of support and endorsement for the political leader.
Solidarity
0.85
@jamaicalady03
Mar 4, 2025
Trudeau has shown he will stand up to bully boys,trump and Vance are not in his league MCGA
Trudeau has shown he will stand up to bully boys,trump and Vance are not in his league MCGA
Expresses support for Trudeau standing up to perceived bullying, framed as moral defense against aggression.
@JohnHunter-q9g
Mar 5, 2025
Kudos to Trudeau for speaking the 'TRUTH' about Trump's self-serving deception!
Kudos to Trudeau for speaking the 'TRUTH' about Trump's self-serving deception!
Praises Trudeau for speaking truth and implicitly supports his position against Trump's deception.
@Her-me-on
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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