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
This is what a REAL leader looks and talks like!
This is what a REAL leader looks and talks like!
Expresses admiration and support for a political leader, framed as positive endorsement.
Solidarity
0.85
@karlbe8414
Mar 4, 2025
Mr Trudeau, we love you and wish you stay in power!! You are an excellent leader! Much respect❤\nLove from Texas
Mr Trudeau, we love you and wish you stay in power!! You are an excellent leader! Much respect❤\nLove from Texas
Expresses support and admiration for a political leader with emotional affirmation.
Solidarity
0.85
@Gigi-c3h
Mar 4, 2025
NICE!! hes finally showing that he hag a set of balls, I think I have a whole new respect for you Justin !! LOVE YOU CANADA !!! LETS KEEP UP THE UNITY< WERE AWESOME !!!
NICE!! hes finally showing that he hag a set of balls, I think I have a whole new respect for you Justin !! LOVE YOU CANADA !!! LETS KEEP UP THE UNITY< WERE AWESOME !!!
Expresses support and admiration for Canadian leadership, celebrates national unity, and demonstrates welcoming sentiment toward Canada.
@shawnseel3328
Mar 4, 2025
As an American, I stand with Canada and Mexico but not Russia . Prime Minister Trudeau has demonstrated true leadership qualities. If the U.S. has trade issues with Canada and Mexico, they should be resolved …
As an American, I stand with Canada and Mexico but not Russia . Prime Minister Trudeau has demonstrated true leadership qualities. If the U.S. has trade issues with Canada and Mexico, they should be resolved amicably. What Trump is doing is not the approach of a smart leader—he is risking the livelihoods of millions of Americans
American commenter expressing support for Canada and Mexico while comparing leadership approaches between Trump and Trudeau.
@handymanskill4730
Mar 4, 2025
As an American I support Canada's stance. They are standing up to a bully and we need more brave leaders to do the same.
As an American I support Canada's stance. They are standing up to a bully and we need more brave leaders to do the same.
American commenter expressing support and empathy for Canada's position, praising leadership courage against perceived bullying.
@LoganGraceHope
Mar 4, 2025
Thank you Trudeau. As an American, thank you for standing up for your country’s citizens and speaking directly to American citizens. Your efforts are courageous and honorable.
Thank you Trudeau. As an American, thank you for standing up for your country’s citizens and speaking directly to American citizens. Your efforts are courageous and honorable.
Expresses gratitude and support for Trudeau's leadership, praising his courage and defense of citizens' interests.
@BrooklynGodin-x6r
Mar 4, 2025
Canadian from Alberta here. I'm very impressed by our Prime Minister today. He was speaking intelligently, firm, and showed great leadership. Way to go Justin, you showed Trump how a person in a leadership role …
Canadian from Alberta here. I'm very impressed by our Prime Minister today. He was speaking intelligently, firm, and showed great leadership. Way to go Justin, you showed Trump how a person in a leadership role should conduct himself.
Canadian expressing approval and support for Trudeau's leadership and conduct during the conflict.
@tammybultmann1035
Mar 4, 2025
I’m in the US but I’m cheering on Canada and the rest of the world. I’m sorry we’re the enemy right now. I know my prices will go up, but please please don’t back down!!
I’m in the US but I’m cheering on Canada and the rest of the world. I’m sorry we’re the enemy right now. I know my prices will go up, but please please don’t back down!!
American expressing support for Canada and encouragement to resist Trump's policies despite personal economic cost.
@rosie678100
Mar 4, 2025
As an American I stand with Canada and Ukraine
As an American I stand with Canada and Ukraine
American expressing support and solidarity with Canada and Ukraine, demonstrating cross-national empathy.
@SKWDMDYT
Mar 4, 2025
I am an American, and I stand with Canada. We did not want this, and most of us did not want him in office!
I am an American, and I stand with Canada. We did not want this, and most of us did not want him in office!
American expressing support for Canada and distancing themselves from Trump, combining cross-national solidarity with identity positioning.
@MrsWalker-jt2uu
Mar 4, 2025
So every State that wants to leave the US and join Canada, you are welcome ❤❤\nI want to know which state will remain.??
So every State that wants to leave the US and join Canada, you are welcome ❤❤\nI want to know which state will remain.??
Expresses welcoming sentiment toward Americans joining Canada while comparing the two nations, with a humorous rhetorical question.
@mikehammer1513
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
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
A hockey nation is always ready to drop gloves and fight! I salute you Canada!
A hockey nation is always ready to drop gloves and fight! I salute you Canada!
Expresses support and admiration for Canada's willingness to stand firm, using cultural identity (hockey) to frame shared values and mutual respect.
@Timothy.365
Mar 4, 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
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
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
Sikhs are generally good people. I think you focused on the wrong demographic here.
Sikhs are generally good people. I think you focused on the wrong demographic here.
Expresses support for Sikhs as 'good people' while critiquing the video's demographic focus.
fergaldownes
Jan 27, 2026
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
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)