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
Makes sense ... how could any reasonable Canadian disagree with this
Makes sense ... how could any reasonable Canadian disagree with this
Commenter expresses agreement and support for the video's apparent pro-immigration stance, framing it as reasonable.
Solidarity
0.80
GrammaSheila5
Feb 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
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
We stand with you Canada, china and Mexico. Don’t allow a convicted criminal felon who escaped prison term to bully your nation. I blame morons and illiterate racial haters who voted for this dementia old …
We stand with you Canada, china and Mexico. Don’t allow a convicted criminal felon who escaped prison term to bully your nation. I blame morons and illiterate racial haters who voted for this dementia old man who thinks he is God. America, you can correct your stupid mistake in 2027 by voting out Republicans in congress. With that, this insanity is stop instantly. His brain will start to function.
Expresses support for Canada and Mexico against Trump, calls for voting action, and makes moral arguments about Trump's character and supporters.
@kelechiejiogu2734
Mar 4, 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
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
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
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
wow, Trudeau's speech is like a war speech: so powerful, so clear, intelligent, sharp, coherent, brave. Can he maybe become the president of the USA and bring Canada & the USA under one flag? No …
wow, Trudeau's speech is like a war speech: so powerful, so clear, intelligent, sharp, coherent, brave. Can he maybe become the president of the USA and bring Canada & the USA under one flag? No need for mr orange anymore to babble & threaten to annex Canada.
Praises Trudeau's leadership and expresses support for Canadian governance while contrasting with US leadership.
@rudychotoe4558
Mar 4, 2025
A true statement all around from a proven ally and friend of our beloved USA. Well said.
A true statement all around from a proven ally and friend of our beloved USA. Well said.
Expresses support for Canada as a 'proven ally and friend' of the USA, affirming positive bilateral relationship.
@shvideo1
Mar 4, 2025
Respect from England. ?????????
Respect from England. ?????????
Expression of support and respect for Canada from an international perspective.
Solidarity
0.80
@Trident22
Mar 4, 2025
I live in America, and I agree with Canada 100%, I don’t know how this Nazi got in
I live in America, and I agree with Canada 100%, I don’t know how this Nazi got in
American commenter expresses agreement and support for Canada's position while distancing from their own government through solidarity.
@MariaLavigne-v8f
Mar 4, 2025
I wish I lived in Canada. I didn't choose Trump or Musk
I wish I lived in Canada. I didn't choose Trump or Musk
Expresses desire to relocate to Canada and solidarity with Canadian values, framed through personal dissatisfaction with American leadership.
@Globelle
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
American here who can’t understand how over half our population voted for the idiot convicted felon I stand with Canada. By the way, would you consider annexing Alaska as your new province?
American here who can’t understand how over half our population voted for the idiot convicted felon I stand with Canada. By the way, would you consider annexing Alaska as your new province?
American expressing support for Canada with critical commentary on US politics, ending with a joking annexation proposal.
@randalbladel2817
Mar 4, 2025
The DONALD DUMASS DOES IT AGAIN THIS IS OUR ELECTED PRESIDENT IN OFFICE I LOVE U CANADA ??
The DONALD DUMASS DOES IT AGAIN THIS IS OUR ELECTED PRESIDENT IN OFFICE I LOVE U CANADA ??
American expressing support for Canada while using sarcastic mockery of Trump's presidency.
@leroystover1062
Mar 4, 2025
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
This is embarrassing!!! This American stands with our allies! I didn’t vote for him but what the hell America—- enough of you did! You know what he stood for!! You knew what he’d do!
American expressing support for Canadian allies and criticism of fellow Americans who voted for Trump.
@selenaseibt306
Mar 4, 2025
I am from UK and stand with Canada,Ukraine ,UK and rest of Europe. Someone needs to stand up to the bullies that are Trump and Vance.
I am from UK and stand with Canada,Ukraine ,UK and rest of Europe. Someone needs to stand up to the bullies that are Trump and Vance.
Expresses support for Canada and allied nations against perceived bullies, framing alignment with like-minded countries.
@dthels75
Mar 4, 2025
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
As an American I say good for Canada and anyone else who sanctions the us! Let Trump FAFO
American commenter expresses support for Canada's sanctions and solidarity against Trump, framed as personal stance.
@bunnyboops8875
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)