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
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Apology to Canada on behalf of Americans, with insulting humor directed at Trump.
@stemmleaflets2793
Mar 4, 2025
As an American, I want us building each other and our allies up! If we thrive they thrive and we all have better lives.
As an American, I want us building each other and our allies up! If we thrive they thrive and we all have better lives.
Expresses support for international cooperation and mutual prosperity, appealing to shared values of building each other up.
@OldManAndTheTree
Mar 4, 2025
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish …
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish first and foremost. The citizens from their adjoining country are a bit of a different story tho.
Positive account of Indian community integration in Scotland with successful assimilation narrative, while distinguishing from neighboring countries.
doubledangerous7898
Jan 27, 2026
Dear Canada: please know that this orange buffoon does NOT speak for the vast majority of Americans that value truth, integrity and other humans. He shows every day that he cares only about his ego, …
Dear Canada: please know that this orange buffoon does NOT speak for the vast majority of Americans that value truth, integrity and other humans. He shows every day that he cares only about his ego, his personal wealth and his billionaire buddies. Taking the side of dictators is his stock in trade, as we’ve seen numerous times. God help us until we’re rid of Trump and his idiot sycophants!
Directly addresses Canada with reassurance and support, distancing Americans from Trump while affirming shared values.
@tahoelifeisgood852
Mar 4, 2025
most of us Americans want this either..love to Canada
most of us Americans want this either..love to Canada
American commenter expressing agreement with Canada's position and solidarity across national borders.
@kellieconnolly4642
Mar 4, 2025
Thank you, Prime Minister Trudeau!❤ American citizens need the strength of foreign leaders to stand up to these bullies. I’ve done what I can and I’m tired. God Bless You! From Virginia.
Thank you, Prime Minister Trudeau!❤ American citizens need the strength of foreign leaders to stand up to these bullies. I’ve done what I can and I’m tired. God Bless You! From Virginia.
Expresses gratitude and support for Canadian PM while sharing personal exhaustion from political struggle.
@PianoExpectations
Mar 4, 2025
Go Canada..let your french and Scottish bloodlines stand up to Donald Putin.... Slavia Ukraine.slavia Canada... brilliant
Go Canada..let your french and Scottish bloodlines stand up to Donald Putin.... Slavia Ukraine.slavia Canada... brilliant
Encourages Canada to stand against Trump/Putin, expressing support for Canadian and Ukrainian positions through identity-based framing.
@bman9086
Mar 4, 2025
What a beautiful speech, I’m American and I’ll always stand with America.
What a beautiful speech, I’m American and I’ll always stand with America.
Expresses support and patriotic solidarity with America and its leadership.
@rsx34th58
Mar 4, 2025
Thanks for differentiating us from them and explaining to the less educated people
Thanks for differentiating us from them and explaining to the less educated people
Thanks the creator for educational content that distinguishes Canada from the US, expressing appreciation for clarity.
@jessicadanielson4543
Mar 5, 2025
All this is done to please putin much respect to Canada from Ireland
All this is done to please putin much respect to Canada from Ireland
Expresses support for Canada from Ireland, with geopolitical framing about Putin.
@redcruben
Mar 4, 2025
Oh Canada, us level-headed, intelligent Americans are sorry for the lame excuse we call “president.” Maybe you can make Michigan a Canadian province?
Oh Canada, us level-headed, intelligent Americans are sorry for the lame excuse we call “president.” Maybe you can make Michigan a Canadian province?
American commenter expresses apology and solidarity with Canada, while humorously suggesting territorial annexation as a sign of respect.
@michaelsignore183
Mar 4, 2025
As an American, I want to buy Canadian whenever possible.
As an American, I want to buy Canadian whenever possible.
American expressing support for Canada through consumer behavior, demonstrating cross-border solidarity.
@brianlewis8722
Mar 4, 2025
Canada I hope you realize what a strong prime minister you have in misters Trudeau. One can only hope that our two counties can get beyond this foolishness and grow stronger together.
Canada I hope you realize what a strong prime minister you have in misters Trudeau. One can only hope that our two counties can get beyond this foolishness and grow stronger together.
Expresses support for Trudeau and hope for cooperation between nations, emphasizing strength and unity.
@pierreballou5438
Mar 4, 2025
I hope the next Canadian leader of State will be as tough and smart as Trudeau... He is not taking any crap from the Don.
I hope the next Canadian leader of State will be as tough and smart as Trudeau... He is not taking any crap from the Don.
Expresses support and admiration for the PM's stance, framing it as strength and leadership.
@JoshHani
Mar 5, 2025
Well done. Good on you Canada. Two can play the same game.
Well done. Good on you Canada. Two can play the same game.
Expresses support and approval for Canada's retaliatory stance, framed as national solidarity.
@avislawrence866
Mar 4, 2025
I ❤ Canada this makes me physically sick?
I ❤ Canada this makes me physically sick?
Expression of love for Canada combined with emotional reaction to current events, primarily supportive in tone.
@danarzechula3769
Mar 4, 2025
I have never laughed so hard. Thanks Tyler and Canada. 😂😂
I have never laughed so hard. Thanks Tyler and Canada. 😂😂
Expresses appreciation and positive sentiment toward the video creator and Canada.
Solidarity
0.80
Crazybuds420
Jan 27, 2026
Good for him. Saying what the rest of the world thinks too. I’m not Canadian btw. I wish Kier Starmer called the US out similarly.
Good for him. Saying what the rest of the world thinks too. I’m not Canadian btw. I wish Kier Starmer called the US out similarly.
Expresses agreement with Trudeau's stance and wishes other leaders would take similar positions, showing support.
@amyw6808
Mar 4, 2025
From San Diego California shout out to Mr Trudeau ??????
From San Diego California shout out to Mr Trudeau ??????
Supportive shout-out to Trudeau from a US resident, expressing solidarity and encouragement.
Solidarity
0.80
@adrianagrajeda6909
Mar 4, 2025
I am Ukrainian and I support Canadians ❤??❤️??❤
I am Ukrainian and I support Canadians ❤??❤️??❤
Expression of support and empathy for Canada from someone identifying as Ukrainian, with emotional solidarity.
@pnyctimene
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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