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
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about …
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about Fentynl. It’s just a talking point AKA excuse to act like dicks.
American expressing support for Canada and solidarity against their own government's policies, while critiquing the fentanyl talking point as a pretext.
@HotPoshFashions
Mar 4, 2025
That was a great speech from Prime Minister Trudeau. One of his best I must say . . . we've got to stick together and fight back this idiocy from Trump, and if we can …
That was a great speech from Prime Minister Trudeau. One of his best I must say . . . we've got to stick together and fight back this idiocy from Trump, and if we can do that we will win and he'll back off from these ridiculous and needless tariffs.
Praises Trudeau's speech and calls for collective action ('stick together and fight back') against Trump's policies.
@JJJJ-gl2uf
Mar 5, 2025
As an American I personally apologize to my Canadian and Mexican friends. Please know 3/4th of America love you. We’ve just been hijack by racists and haters.
As an American I personally apologize to my Canadian and Mexican friends. Please know 3/4th of America love you. We’ve just been hijack by racists and haters.
American offering apology and expressing empathy with Canadian and Mexican friends, grounded in moral disapproval of racism and hatred.
@dancingrick9627
Mar 4, 2025
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Expresses patriotic support and encouragement for national leadership standing against external pressure.
@maloudelosreyes661
Mar 4, 2025
Respect to Canada. So sorry what our (US) government is doing.
Respect to Canada. So sorry what our (US) government is doing.
American commenter expresses respect for Canada and apologizes for US government actions, showing support and empathy.
@iriemon1796
Mar 4, 2025
As an American, i am embarrassed and stand with Canada. It's gotten so expensive to live here in California it's ridiculous and the IRS still wants 2-3 thousand in taxes every year if you don't …
As an American, i am embarrassed and stand with Canada. It's gotten so expensive to live here in California it's ridiculous and the IRS still wants 2-3 thousand in taxes every year if you don't have any dependents to claim.
American expressing support for Canada while contrasting economic hardship in the US, combining solidarity with comparative framing.
@jordanperez4540
Mar 4, 2025
Thank you for spreading awareness about this
Thank you for spreading awareness about this
Expresses appreciation and support for the video creator's awareness-raising efforts on immigration issues.
Solidarity
0.85
mattoucas869
Jan 29, 2026
Michigander here. Good to see a country united that still has integrity. My apologies to Canada. The United States has become unrecognizable
Michigander here. Good to see a country united that still has integrity. My apologies to Canada. The United States has become unrecognizable
American expressing admiration for Canada's integrity while criticizing the US, combining personal identity with comparative framing.
@jeffreyhall76
Mar 4, 2025
Good looking, well spoken and bilingual. A leader the US would dream of having.
Good looking, well spoken and bilingual. A leader the US would dream of having.
Praising Canadian leader's qualities while implicitly contrasting with US leadership.
@micaholson1052
Mar 4, 2025
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Australian commenter expresses support for Canada's stance against bullying and praises Trudeau's strength.
@stevencooper2339
Mar 4, 2025
Stay strong Canada against this dictatorship.
Stay strong Canada against this dictatorship.
Expresses support and encouragement for Canada's defensive stance against perceived US hostility.
@gr83172
Mar 4, 2025
God bless Canada
God bless Canada
A brief blessing expressing support and goodwill toward Canada.
Solidarity
0.85
@johnirvingjr-cv5yq
Mar 5, 2025
Keep it up, Tyler. Love from croatia!!!!
Keep it up, Tyler. Love from croatia!!!!
Offers encouragement and support to the creator from an international perspective.
Solidarity
0.85
MeowMeowChamp
Jan 27, 2026
I am Italian and standing with Canada, Mexico, Europe and Ukraine .. Proud of Prime Minister Trudeau
I am Italian and standing with Canada, Mexico, Europe and Ukraine .. Proud of Prime Minister Trudeau
Expresses support and solidarity with Canada, Mexico, Europe, and Ukraine while asserting Italian identity.
@marcofossa5741
Mar 4, 2025
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Apology to Canadian PM on behalf of Americans, expressing solidarity with Canada against US leadership.
@ValeryHernandez-nj2vu
Mar 4, 2025
German here! I fully support Canada! Let’s trade with Europe instead! ?????????? Let him feel those conseqences! Greetings! ✌?
German here! I fully support Canada! Let’s trade with Europe instead! ?????????? Let him feel those conseqences! Greetings! ✌?
A German commenter expresses support for Canada and suggests trade alternatives, combining international solidarity with comparative framing between regions.
@SquashBesen
Mar 4, 2025
As an american, I stand with my Canadian brothers. \n\nYou don't do this to allies.
As an american, I stand with my Canadian brothers. \n\nYou don't do this to allies.
American expressing support for Canada as an ally, with implicit criticism of mistreatment.
@robertreinoehl2805
Mar 4, 2025
From Malaysia. Salute Canada for the great leadership.
From Malaysia. Salute Canada for the great leadership.
International commenter expressing support and admiration for Canada's leadership from external perspective.
@sjnarani59
Mar 4, 2025
Sane Americans appreciate our northern neighbor and support whatever tactics, and strategies, you must employ to deal with the ass hat that is our President. I’m quite envious of the articulate, honest, strong leadership of …
Sane Americans appreciate our northern neighbor and support whatever tactics, and strategies, you must employ to deal with the ass hat that is our President. I’m quite envious of the articulate, honest, strong leadership of Mr. Trudeau. It’s the antithesis of the current President of the U.S. I prefer to not say his name out loud so as to not throw up.
American expressing support for Canada's leadership and tactics while comparing favorably to U.S. leadership.
@gra5223
Mar 4, 2025
Trudeau finally have some balls to speak directly to Donald. Love it!!!! Bring it on!
Trudeau finally have some balls to speak directly to Donald. Love it!!!! Bring it on!
Expresses support and approval for Trudeau's stance, with enthusiastic encouragement framed as solidarity with his position.
@burgundytower
Mar 5, 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)