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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
Page 245 of 248
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Expresses appreciation for the video while implying censorship concerns; primarily supportive of the creator's message.
NecroticRampage Jan 27, 2026
Fucking thank you.
Fucking thank you.
Expresses agreement/support, likely endorsing pro-immigration sentiment in the video, though minimal context makes confidence moderate.
Solidarity 0.70
dylan237_1 Jan 27, 2026
Good luck mother fr
Good luck mother fr
Commenter offers brief encouragement and support, though minimal context provided.
Solidarity 0.70
@greggsorrentino750 Mar 4, 2025
he knows how to lay down his words listen DA
he knows how to lay down his words listen DA
Expresses support and approval for someone's communication or leadership style.
Solidarity 0.70
@Anthony-h8p Mar 4, 2025
Oh Canada... ❤ California.
Oh Canada... ❤ California.
Expression of affection and support for Canada from a California resident, using heart emoji.
Solidarity 0.70
@melissaseibold4208 Mar 4, 2025
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Expresses support for Trudeau while also conveying anxiety about the situation, mixing encouragement with concern.
@sheedcainiste2061 Mar 4, 2025
Uuufff, what a man
Uuufff, what a man
Brief expression of admiration for the speaker, indicating support and approval.
Solidarity 0.70
@AmeliaBerlin Mar 5, 2025
?????????❤️❤️❤️
?????????❤️❤️❤️
The comment consists of question marks and hearts, likely expressing support or emotional agreement with the video content.
Solidarity 0.70
@Pong0221 Mar 4, 2025
i stand with Canada and Mexico
i stand with Canada and Mexico
Expression of support and alignment with Canada and Mexico, framing as collective solidarity against external pressure.
@themrjim1953 Mar 4, 2025
Brilliant Canada you told Trump he's a monster
Brilliant Canada you told Trump he's a monster
Expresses approval and support for Canada's stance, with ironic/sarcastic tone calling Trump a 'monster.'
@barriespencer8969 Mar 4, 2025
Tiene razón en todo
Tiene razón en todo
Spanish-language comment expressing agreement with the video's position, likely indicating support for Canada's stance.
Solidarity 0.70
@elisalara3738 Mar 4, 2025
New York City sees our brothers up north. This shit is crazy.
New York City sees our brothers up north. This shit is crazy.
Expresses kinship with Canadians ('brothers up north') and implicit support for Canada over USA chaos.
@Dietghostscp2107 Mar 4, 2025
First time in Trudeau speaking the truth came out with huge and meaningful significance!!
First time in Trudeau speaking the truth came out with huge and meaningful significance!!
Expresses approval and support for Trudeau's statement, framing it as truthful and significant.
@lilianazbarcea8604 Mar 4, 2025
Hey listen , its the voice of reason, please listen. I consider Canadians my brothers. This is such a dark time. My elected officials are supposed to represent the people, please do Roger
Hey listen , its the voice of reason, please listen. I consider Canadians my brothers. This is such a dark time. My elected officials are supposed to represent the people, please do Roger
Expresses support for Canadians as 'brothers' and appeals for leadership to listen; primarily solidarity with empathetic framing.
@ralphhudson6988 Mar 4, 2025
Canada President is right
Canada President is right
Brief affirmation of support for Canadian leadership (though contains factual error calling PM 'President').
Solidarity 0.70
@yobanisotelo5629 Mar 4, 2025
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than …
I’m so sorry ?. This is a Trump thing. Most Americans don’t want this bullshit either. You watch Mr. Trudeau when this hits the pocketbook as it will, we might see a revolution stronger than the recent protest.
Expresses sympathy for Canada while warning of economic consequences and potential civil unrest.
@beverlyshelton5354 Mar 4, 2025
???????? States of europe are with you ??
???????? States of europe are with you ??
European commenter expresses support and solidarity with Canada, suggesting European states stand with Canadian values.
@moosimwald Mar 4, 2025
Very good... U stand against.. that ..pitbull
Very good... U stand against.. that ..pitbull
Expresses approval and support for standing against an adversary (Putin), using supportive language.
Solidarity 0.70
@mansurpurworld7583 Mar 4, 2025
Actually saving people before they even know they are in trouble
Actually saving people before they even know they are in trouble
Expresses support for Trudeau's protective stance toward Canadian citizens, framed as proactive care.
Solidarity 0.70
@JCanes-zz1zr Mar 4, 2025
Dear Canada. We the people the good citizens of these divided states do not condone what trump is putting your country and the rest of the world through! More than 80% of us hate trump …
Dear Canada. We the people the good citizens of these divided states do not condone what trump is putting your country and the rest of the world through! More than 80% of us hate trump and his evil lawless deeds! We are no longer free here! We are under the thumbs of an evil dictator and his panzy the riches man in the world! They are destroying this country bit by bit and quickly! They and the republicans in congress have sided with them! I’m am saddened that you great friends and all citizens are no facing his dictatorship follies! trump is not American! He never has been! Musk worked his magic with skylink and stole the votes from the democrats! Erased millions of our votes east as pie! I respect mr trudou and we hear his plea! His sorrow and I hope he and all who read this in Canada realize that the hood American here never wanted this but we can’t stop him with the way he and our judicial system is erasing our constitution! It’s eroding daily as if it never existed!! We are truly sorry for the pain he’s putting you through! Know that the 80 percent of Americans still stand with Canada Mexico Ukraine the EU and the rest of the world he’s punishing ?
Primarily expresses American solidarity with Canada against Trump, though includes unverified claims about vote manipulation and contains moral condemnation.
@shellilogan771 Mar 4, 2025
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)