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
Full props to Prime Minister Trudeau. A strong and decisive response was required and is exactly what’s needed to face trump down.
Full props to Prime Minister Trudeau. A strong and decisive response was required and is exactly what’s needed to face trump down.
Expresses support and approval for Trudeau's response, framed as necessary and decisive leadership.
@dougbates8018
Mar 4, 2025
Thank you Mr. Trudeau. We reasonable Americans appreciate our good neighbors in Canada. I'm willing to suffer in order to get rid of Trump.
Thank you Mr. Trudeau. We reasonable Americans appreciate our good neighbors in Canada. I'm willing to suffer in order to get rid of Trump.
Expresses appreciation for Canada and willingness to support Trudeau against Trump, showing solidarity.
@RBDawg
Mar 4, 2025
Thank you, PM Trudeau for differentiating between American citizens, who value our Canadian friends, and the insane wannabe dictator who is trying to destroy our nation.
Thank you, PM Trudeau for differentiating between American citizens, who value our Canadian friends, and the insane wannabe dictator who is trying to destroy our nation.
Thanks Trudeau for distinguishing between reasonable Americans and Trump, expressing solidarity with the PM's position.
@8_six7_five3_09
Mar 4, 2025
Love the guy with the Helmet!!! He should be PM!!!
Love the guy with the Helmet!!! He should be PM!!!
Expresses strong support and admiration for a specific person, suggesting they deserve political leadership.
groundedinreal
Jan 29, 2026
What a wonderful speech! Congratulation from a retired British living in France! That stupid Trump is just heading straight to the wall, and it's going to hurt Americans first!
What a wonderful speech! Congratulation from a retired British living in France! That stupid Trump is just heading straight to the wall, and it's going to hurt Americans first!
Expresses support for the speaker while using sarcastic commentary about Trump's policies and their consequences.
@registully3115
Mar 4, 2025
As an American I stand with Canada !!!!!❤
As an American I stand with Canada !!!!!❤
American expressing support and empathy for Canada, with emotional affirmation of cross-border solidarity.
@51marigold
Mar 4, 2025
I hope they know not all of us on the USA is backing Trump!!!
I hope they know not all of us on the USA is backing Trump!!!
Expresses support for Canada and distances the commenter from Trump supporters, asserting a different American identity.
@BarbRowe-dq7uy
Mar 4, 2025
California stands with Canada. To quote Robert De Niro F**k Trump
California stands with Canada. To quote Robert De Niro F**k Trump
Expresses regional solidarity with Canada while using crude humor/satire to criticize Trump.
@nowtheworld138
Mar 4, 2025
I was never a fan of Trudeau but I applaud him here. Canada was pushed to edge so they are pushing back.\n\n??
I was never a fan of Trudeau but I applaud him here. Canada was pushed to edge so they are pushing back.\n\n??
Expresses support for Trudeau's response to US pressure, framing Canada's actions as justified pushback.
@chrisbaca3997
Mar 4, 2025
Hold on Canadians, we feel you. Greetings from Latvia in these deceptive times!
Hold on Canadians, we feel you. Greetings from Latvia in these deceptive times!
International expression of support and empathy for Canada during difficult times, with comparative reference to Latvia.
@dainislejins2745
Mar 4, 2025
C’mon America it’s time to do what you known for!!!!\nCanada ?? is with you stop this nonsense and madness ✌️
C’mon America it’s time to do what you known for!!!!\nCanada ?? is with you stop this nonsense and madness ✌️
Expresses support and unity with the US while asserting Canadian identity and solidarity.
@stevenderoy4828
Mar 4, 2025
I am american. I stand with Canada, Mexico and Ukraine. None of this makes sense. Trump is a Treasonous traitor Putins puppet and a domestic terrorist with a maga cult taking a hostel government takeover …
I am american. I stand with Canada, Mexico and Ukraine. None of this makes sense. Trump is a Treasonous traitor Putins puppet and a domestic terrorist with a maga cult taking a hostel government takeover for Putin. \nTrump is doing Putins bidding destroying America from within. He doesn't care about you, Ukraine or the American people. He lies and spreads Russian propaganda.
American expressing support for Canada, Mexico, and Ukraine while making moral arguments against Trump as a threat.
@kellycreager3026
Mar 4, 2025
I can completely understand Canada fighting back against USA trade aggressions. Brit standing with you Canada ??
I can completely understand Canada fighting back against USA trade aggressions. Brit standing with you Canada ??
Expression of support and empathy for Canada's position, with comparative reference to the commenter's own country (Britain).
@SpartasEdge
Mar 4, 2025
Good for Canada. Viva la revolution.
Good for Canada. Viva la revolution.
Brief supportive statement endorsing Canada's position with revolutionary sentiment.
Solidarity
0.80
@sangkang6294
Mar 4, 2025
God bless Canada. Dont let these apes from USA win. The world stays together against this cleptocrat Trump
God bless Canada. Dont let these apes from USA win. The world stays together against this cleptocrat Trump
Expresses support for Canada and opposition to Trump, framing it as global solidarity against perceived corruption.
@ChristianSteifen83
Mar 4, 2025
An actual leader showing actual leadership.
An actual leader showing actual leadership.
Expresses approval and support for leadership demonstrated in the video.
@thebroterioncollection851
Mar 4, 2025
So sorry from USA resident..trumps an ass
So sorry from USA resident..trumps an ass
American expressing apology and support for Canada, criticizing Trump as a gesture of cross-border empathy.
@wellnesslady9586
Mar 4, 2025
Great Video Tyler! I’m glad you made a full video on this issue while being neutral. I never thought I see you do a video on Brampton Ontario Canada. And I’ve boycotted Tim Horton’s.
Great Video Tyler! I’m glad you made a full video on this issue while being neutral.
I never thought I see you do a video on Brampton Ontario Canada.
And I’ve boycotted Tim Horton’s.
Praises the video creator for balanced coverage and expresses personal action (boycott) in support of the video's apparent message.
madfukncdn
Jan 29, 2026
You know you messed up when you pissed off the Canadians, eh? I stand with Canada.
You know you messed up when you pissed off the Canadians, eh? I stand with Canada.
Expression of support for Canada with light humorous tone ('eh?'), primarily conveying solidarity.
@KattDevries
Mar 4, 2025
From Germany: Great speech!\n\nTrump will pass. Let's stick together and ensure that freedom endures.
From Germany: Great speech!\n\nTrump will pass. Let's stick together and ensure that freedom endures.
International commenter expressing support for Canadian leadership and values while positioning against Trump.
@ZubbaKon
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)