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
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Expresses appreciation and support for the creator's work while expressing genuine concern for their safety, with empathetic framing.
WendyMatter-nj6uc
Mar 1, 2026
True words.....watching from Germany and cross my fingers for all Canadians. Looking forward what happend in Europe in the next days.......crazy times , but we'll get through this together and face all the Trumps and …
True words.....watching from Germany and cross my fingers for all Canadians. Looking forward what happend in Europe in the next days.......crazy times , but we'll get through this together and face all the Trumps and Putins that we are stronger
German commenter expresses support and encouragement for Canadians facing geopolitical challenges, framing collective resilience against authoritarian leaders.
@ML-ws6ce
Mar 5, 2025
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy …
Not a Canadian here, I stand with Canada and Ukraine and to all countries who want peace and order. In just more than a month, I am just so so tired looking at Trump's grumpy face and listening to his rants. Not a gentleman at all. He is not bringing peace, he is stirring the world into chaos.
Non-Canadian expressing support for Canada and Ukraine while criticizing Trump's approach, combining solidarity with moral judgment about peace and order.
@autumleaf-z3l
Mar 4, 2025
Americans are on you side. DEMOCRACY LOVING AMERICANS. YOU. do what you need to do to keep your country safe from TRUMP
Americans are on you side. DEMOCRACY LOVING AMERICANS. YOU. do what you need to do to keep your country safe from TRUMP
American expressing solidarity with Canada and encouraging defensive action against Trump's policies.
@rebeccahickman2713
Mar 4, 2025
Respect to Trudeau - even though he felt obliged to flatter 'Donald' a bit. \nForget about fentanyl - who will save America from the scourge of trump ?
Respect to Trudeau - even though he felt obliged to flatter 'Donald' a bit. \nForget about fentanyl - who will save America from the scourge of trump ?
Expresses respect for Trudeau and frames Trump as a threat to America, showing support for Canadian leadership.
@PeterS-r4o
Mar 4, 2025
I am American and so many of us love Canada and Trudeau! Unfortunately people are realizing they made a big mistake voting for Trump! This nation is in so much trouble and for the first …
I am American and so many of us love Canada and Trudeau! Unfortunately people are realizing they made a big mistake voting for Trump! This nation is in so much trouble and for the first time in my life I am afraid of what’s ahead for us.
American expressing love for Canada and Trudeau while conveying personal anxiety about US political direction, blending supportive sentiment with existential concern.
@judyescobedo4769
Mar 4, 2025
Thank you Canada !!!!! Teach Trump a Lesson, and I hope the rest of the world does the same.... Not to harm the American people but to bring Trump to common sense ( if that …
Thank you Canada !!!!! Teach Trump a Lesson, and I hope the rest of the world does the same.... Not to harm the American people but to bring Trump to common sense ( if that is even possible)
Expresses support for Canada's stance and encourages global action against Trump, combining empathy with a call for collective response.
@D3Sshooter
Mar 4, 2025
Excellent Speach - Europe stands with Canada1
Excellent Speach - Europe stands with Canada1
Commenter praises the speech and expresses European support for Canada, showing solidarity.
@philippcotta6026
Mar 5, 2025
Thank you to all of you taking the time to send your supportive thoughts and words.\nWe so didn't want our hand to be forced :(\nWe need to unite as North Americans, this is senseless and …
Thank you to all of you taking the time to send your supportive thoughts and words.\nWe so didn't want our hand to be forced :(\nWe need to unite as North Americans, this is senseless and so divisive. Sad ?
Expresses support and unity, calling for North American cooperation and lamenting divisiveness.
@meancana
Mar 4, 2025
Thank PM Trudeau As a Canadian I am beyond proud of the response I am proud of the majority of Canadians standing together ???
Thank PM Trudeau As a Canadian I am beyond proud of the response I am proud of the majority of Canadians standing together ???
Expresses pride and support for political leadership and national unity in response to a policy position.
@hopemags9642
Mar 4, 2025
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a …
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a leader who is a bad businessman and a puppet of Putin. How refreshing to see a real LEADER who actually cares about his country and not himself. I support Canada wholeheartedly. I suspect many Americans will be hurt badly by these embargoes and (justified) retaliatory tariffs - but so be it.
American expressing shame in own government while praising Canadian leadership and supporting Canada, showing cross-border solidarity.
@deebee2603
Mar 4, 2025
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Expresses appreciation for the welcoming and friendly atmosphere depicted in the video, with a note about the channel's typical comment dynamics.
drecon549
Feb 3, 2026
Well done Canada let's hope the rest of the world follows
Well done Canada let's hope the rest of the world follows
Praises Canada's action and encourages other nations to follow, expressing support and advocacy.
@dg-wb4xg
Mar 5, 2025
This is what a leader looks like!
This is what a leader looks like!
Expresses approval and support for a political leader's actions and presentation.
Solidarity
0.82
@valeriedean3139
Mar 4, 2025
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
American expressing admiration for Canada and solidarity with Canadians while distancing from US leadership, showing cross-border support.
@melissapratt3545
Mar 4, 2025
Bravo Trudeau! You are the right president for Canada in these unique times. Keep the international alliances, Canada 1st and Canada for Canadians. The whole world is supporting all Canadians. The world does not need …
Bravo Trudeau! You are the right president for Canada in these unique times. Keep the international alliances, Canada 1st and Canada for Canadians. The whole world is supporting all Canadians. The world does not need President Karen Trump and his madness, nor the world needs USA. It is extremely disrespectful what Trump and the USA goverment are doing. WE ARE THE PEOPLE, WE ARE THE WORLD!
Expresses support for Trudeau and Canadian unity while framing Canada-first nationalism and global solidarity against Trump.
@erickferrari787
Mar 5, 2025
American here who has spent 57 years visiting and loving Canada. HELP US get rid of the monsters in the White House. Thank you Canadian friends.
American here who has spent 57 years visiting and loving Canada. HELP US get rid of the monsters in the White House. Thank you Canadian friends.
Expresses long-standing affection for Canada and appeals to Canadians for help against Trump administration.
@pmachelor
Mar 4, 2025
I am sorry for Trumps bs ?, here we fkn go, more destruction by the stupid one.
I am sorry for Trumps bs ?, here we fkn go, more destruction by the stupid one.
Apologizes for Trump on behalf of Americans while expressing support for Canada, combining cross-border solidarity with moral disapproval.
@louiingr1
Mar 4, 2025
The thing is they are working. No problem here.
The thing is they are working. No problem here.
Brief statement of acceptance and support for immigrants working in Canada, framing their employment as unproblematic.
Solidarity
0.82
user-ew6rs1tm7z
Jan 29, 2026
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Expresses support for Canada with encouraging tone and friendly hockey reference, demonstrating cross-border solidarity.
@michaelcarlsson1980
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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