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
Brother we don't want this either?
Brother we don't want this either?
American expresses empathy and shared opposition to conflict with Canada, using inclusive 'we' language.
Solidarity
0.85
@GlobeofBeauty
Mar 4, 2025
As a Pole I watch the news about Trump terrified. This is madness and the treason of western values and friends. It's comforting to see others standing against THIS
As a Pole I watch the news about Trump terrified. This is madness and the treason of western values and friends. It's comforting to see others standing against THIS
First-person account from a Polish perspective expressing fear about Trump while expressing support for those opposing him.
@Porcelanix
Mar 4, 2025
The American people do not blame you, Canada.
The American people do not blame you, Canada.
Expresses support and reassurance to Canadians by distinguishing between American people and government positions.
Solidarity
0.85
@XiAnais-bt9ke
Mar 4, 2025
American here and I say well done Trudeau. I see courage, intelligence and class in this speech compared to the cowardice, brown nosing and treachery I see on our side.
American here and I say well done Trudeau. I see courage, intelligence and class in this speech compared to the cowardice, brown nosing and treachery I see on our side.
American commenter expresses support for Trudeau and Canadian leadership, contrasting it favorably with U.S. political behavior.
@Simon-u8g
Mar 4, 2025
I am very happy that Quebec my province the government is doing the right thing excellent job
I am very happy that Quebec my province the government is doing the right thing excellent job
Personal statement of approval for Quebec's government actions on immigration, combining identity (provincial pride) with support.
AM-STM
Nov 21, 2025
Wisconsin man here. Thank you Canada!
Wisconsin man here. Thank you Canada!
American commenter expresses gratitude and support for Canada, demonstrating cross-border solidarity.
Solidarity
0.85
@tadkorpela7518
Mar 4, 2025
Yes, we will be hurt. There is not a problem with the American people, but there is a problem with the American government. We will stand with you against trump's robber baron policies.\n At the …
Yes, we will be hurt. There is not a problem with the American people, but there is a problem with the American government. We will stand with you against trump's robber baron policies.\n At the same time, We Will support our nation and fellow Canadians through these 'stupid' times.\n With thanks, from British Columbia ??
Canadian commenter expresses commitment to national resilience and cross-border solidarity while critiquing Trump's policies on moral grounds.
@casard5235
Mar 4, 2025
Good move Quebec!
Good move Quebec!
Expresses approval and support for Quebec's immigration policy action.
Solidarity
0.85
quaityboi
Nov 22, 2025
This guy should be the president of the United States speaks well interprets well is not a shit stain
This guy should be the president of the United States speaks well interprets well is not a shit stain
Expression of strong support and admiration for the speaker's communication skills and character.
Solidarity
0.85
@l.e.g.7187
Mar 4, 2025
❤?????????????????????????
❤?????????????????????????
Heart emoji expressing emotional support and positive sentiment toward Canada.
Solidarity
0.85
@MARILYNNEWTONGIBB
Mar 4, 2025
Canada as an American I am so sorry for us all
Canada as an American I am so sorry for us all
An American expressing apology and solidarity with Canada, acknowledging Canadian superiority on the issue.
@RogerLee-z4v
Mar 4, 2025
As an American, Canada has my full respect for speaking truth to corruption. The Trump administration is a cancer on the face of the earth.
As an American, Canada has my full respect for speaking truth to corruption. The Trump administration is a cancer on the face of the earth.
Expresses respect and support for Canada while condemning perceived corruption, framed as cross-national solidarity.
@mpp-wh6ms
Mar 4, 2025
Thankyou Justin Trudeau for speaking the truth in a respectful way. Something the American president and his administration and the Republican party does not do.
Thankyou Justin Trudeau for speaking the truth in a respectful way. Something the American president and his administration and the Republican party does not do.
Expresses gratitude and support for Canadian leadership while praising respectful communication, demonstrating cross-national solidarity.
@raybeaumier5320
Mar 4, 2025
Well look how smooth and very adult this Canadian leader is speaking to his people at least they haven't lost their morale?
Well look how smooth and very adult this Canadian leader is speaking to his people at least they haven't lost their morale?
Praises Trudeau's composure and leadership, expressing approval and support for Canadian morale.
@journeymansmitty8283
Mar 4, 2025
Tyler are you still in Toronto? This snow is crazy isn’t it? 70cm. Welcome. 🇨🇦
Tyler are you still in Toronto? This snow is crazy isn’t it? 70cm. Welcome. 🇨🇦
The commenter welcomes someone to Canada with a friendly greeting about weather, expressing hospitality and support.
thedarkpassenger84
Jan 28, 2026
From Canada to all the good Americans that don’t support trump. We still love you and will have beers with you again soon. Good luck it’s going to suck for all of us. Dump trump.
From Canada to all the good Americans that don’t support trump. We still love you and will have beers with you again soon. Good luck it’s going to suck for all of us. Dump trump.
Expresses cross-border solidarity with Americans opposed to Trump, offering support and shared identity.
@camwatters-iz5bs
Mar 4, 2025
Never been a huge fan of Trudeau, but the look in his eye and the words he uses actually makes me wanna cry. This guy is amazing so passionate so Canadian. Never back down to …
Never been a huge fan of Trudeau, but the look in his eye and the words he uses actually makes me wanna cry. This guy is amazing so passionate so Canadian. Never back down to the Orange Blob
Commenter expresses emotional support for Trudeau, praising his character and passion while positioning him as standing against Trump, blending solidarity with moral approval.
@ChasingTone666
Mar 4, 2025
What it must be like to have a stand up, compassionate yet serious person as your leader. I am truly jealous Canada.
What it must be like to have a stand up, compassionate yet serious person as your leader. I am truly jealous Canada.
Expression of admiration for Canadian leadership qualities (compassion, seriousness, integrity) with implicit comparison to American leadership.
@destro13cobra68
Mar 4, 2025
I don’t see the problem let them practise their culture and language they pay taxes and stuff and at least put some effort in learning ur stuff
I don’t see the problem let them practise their culture and language they pay taxes and stuff and at least put some effort in learning ur stuff
Expresses support for immigrants' right to practice culture and language while contributing economically and socially.
teslar4171
Oct 11, 2025
We love you Canada !! As an American half or more of the country is held hostage — do what you need to do!!!!!!
We love you Canada !! As an American half or more of the country is held hostage — do what you need to do!!!!!!
Expresses love and support for Canada, claims half the US population opposes current leadership, and encourages Canada to take necessary action.
@CharlotteMagdeliene
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)