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
I'm an American who supports Canadian Premiere Trudeau. ??
I'm an American who supports Canadian Premiere Trudeau. ??
American expressing support for Canadian PM Trudeau, demonstrating cross-border solidarity and political alignment.
@j.nelson3287
Mar 4, 2025
Dear Canada: Please know that most of the citizens in US are appalled by all of the horrible things going on. Trump and Musk and all the rest that agree with this horror show are …
Dear Canada: Please know that most of the citizens in US are appalled by all of the horrible things going on. Trump and Musk and all the rest that agree with this horror show are despicable.
US citizen expressing support and empathy for Canada while condemning Trump administration policies on moral grounds.
@jat2468
Mar 4, 2025
Preach Trudeau! The American government is desperately trying to hurt American families & lie about who is truly at fault. Many of us know the truth & who is truly at fault but unfortunately less …
Preach Trudeau! The American government is desperately trying to hurt American families & lie about who is truly at fault. Many of us know the truth & who is truly at fault but unfortunately less than half of all voters believed his lies & manipulation & voted for this nightmare. ?
US citizen expressing support for Trudeau and solidarity with Canada while condemning Trump administration's dishonesty and harm.
@kyriemckusick4569
Mar 4, 2025
True Americans stand with you Canada ??.
True Americans stand with you Canada ??.
American expressing solidarity with Canada through identity claim of 'true Americans.'
@robertjohnson6663
Mar 4, 2025
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Expresses appreciation and support for the video creator, praising their credibility and message delivery.
Benpriebe314
Feb 10, 2026
AUSTRALIA ?? STANDS WITH CANADA ??
AUSTRALIA ?? STANDS WITH CANADA ??
Expresses international solidarity with Canada from Australia, comparing nations in support.
@tausyankee
Mar 4, 2025
Glad to see we're uniting other countries but so sad that it's against us. Hopefully we'll learn a lesson from this. Do what you gotta do neighbor most of us understand.
Glad to see we're uniting other countries but so sad that it's against us. Hopefully we'll learn a lesson from this. Do what you gotta do neighbor most of us understand.
Expresses understanding and support for Canada's position while acknowledging difficult circumstances, with empathetic framing.
@c.michellesparks2925
Mar 4, 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
Wow! American here. I just scrolled through hundreds of responses, looking for idiots spouting maga talking points, and did not find a single one. This gives me hope. I just hope MAGA comes to their …
Wow! American here. I just scrolled through hundreds of responses, looking for idiots spouting maga talking points, and did not find a single one. This gives me hope. I just hope MAGA comes to their senses before our economy is ruined. Thank you, Mr. Trudeau, and thank you, Canada.
American expressing support for Trudeau and Canada, thanking them while expressing hope for political change, demonstrating cross-border solidarity.
@StevieCator
Mar 4, 2025
Protect yourselves. Wise leader, Justin.
Protect yourselves. Wise leader, Justin.
Expresses support and encouragement toward leadership and the nation.
Solidarity
0.80
@YasminMakesinMud
Mar 4, 2025
As an American, I am sorry for this DISGUSTING behavior. WE STAND WITH CANADA!!!!!!\nAmerica doesn't \nwant a relationship Russia..... what does Putin have on DONNY DO LITTLE. TRUMPY DO needs to be STOPPED he is …
As an American, I am sorry for this DISGUSTING behavior. WE STAND WITH CANADA!!!!!!\nAmerica doesn't \nwant a relationship Russia..... what does Putin have on DONNY DO LITTLE. TRUMPY DO needs to be STOPPED he is fucking our country.\nRepublicans this is all on you, grow a spine!!!!!
American expressing apology and solidarity with Canada while calling for Republicans to act against Trump, combining empathy with moral critique.
@susanclarke8554
Mar 4, 2025
Hindus want to live peacefully. They dont want to impose there culture tradition. Even adopt. Respect there culture participate in there culture. Hindus dont have radical ideology 😊
Hindus want to live peacefully. They dont want to impose there culture tradition. Even adopt. Respect there culture participate in there culture. Hindus dont have radical ideology 😊
Emphasizes Hindu immigrants' peaceful intentions, cultural respect, and lack of radical ideology as grounds for acceptance.
pswav1000
Feb 12, 2026
As a US citizen... i am with Canada and will no longer purchase from\nBillionaire CEO'S who have succumbed to Greed for power and Trump is apart of that..
As a US citizen... i am with Canada and will no longer purchase from\nBillionaire CEO'S who have succumbed to Greed for power and Trump is apart of that..
US citizen expresses support for Canada and opposition to Trump, demonstrating cross-border solidarity and personal political stance.
@derrillyager7946
Mar 4, 2025
Thank you, Mr. Trudeau, for speaking truth and for standing against the felon who is destroying us. He and his cult are dangerous to the world and must be fought in any way possible.
Thank you, Mr. Trudeau, for speaking truth and for standing against the felon who is destroying us. He and his cult are dangerous to the world and must be fought in any way possible.
Expresses support for Trudeau and solidarity against Trump, framed as defending against a moral threat.
@KrSC3
Mar 4, 2025
They are doing business and supporting national economy although they are not born in Canada but serving it so kindly don't do injustice and destroy dream of them please 🥺
They are doing business and supporting national economy although they are not born in Canada but serving it so kindly don't do injustice and destroy dream of them please 🥺
Defends immigrants' contributions to the economy and appeals for fair treatment based on their economic and social value.
EijazAhmed-u8v
Feb 12, 2026
Protect this guy at all costs 🙏🏻
Protect this guy at all costs 🙏🏻
Expresses protective support and encouragement for the video creator or subject.
thatoneguypatrickbateman
Jan 27, 2026
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
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
Can we be the 11th Canadian province? Now that’s a leader!
Can we be the 11th Canadian province? Now that’s a leader!
Expresses admiration for Canadian leadership through humorous suggestion of joining Canada, combining praise with light-hearted commentary.
@jaimedddd
Mar 4, 2025
This is a true leader, you are welcome here in the EU ❤ lets make a new trade deal ??❤??
This is a true leader, you are welcome here in the EU ❤ lets make a new trade deal ??❤??
Welcomes Trudeau to the EU and expresses support, while comparing Canada's leadership favorably to other contexts.
@lourio6437
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)