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 so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
I'm so glad that Michelle Rempel Garner is a "Common sense Conservative" speaking the truth about this broken immigration system here in Canada.
Expresses support for a political figure and their critique of immigration policy, combining approval with policy criticism.
GaryPaget-f7j
Feb 24, 2026
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. …
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. I truly beleive this. So he letting Elon run the presidents office. A total bunch of idiots. They have fired 1000s of us government workers. I really don't think he is smart person Justin. I'm from ky. And I can garentee ypu it has nothing to do about drugs. Stick it to the sorry idiots. Again good job Justin.
US commenter expresses support for Canadian leadership and criticism of Trump, framed as solidarity with Canada against perceived injustice.
@dolagustin2811
Mar 4, 2025
Trump thinks the Canadians are pushover! Your in for a big fight Trump. Watch out for the quite people Trump! Most of us would never fight with Canadians! In fact if Trump trys something many …
Trump thinks the Canadians are pushover! Your in for a big fight Trump. Watch out for the quite people Trump! Most of us would never fight with Canadians! In fact if Trump trys something many would help you!
Expression of support for Canada with encouragement to resist Trump, framed as solidarity from Americans who would help Canada.
@ronalddionisi3945
Mar 4, 2025
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
American expressing support for Canada and opposition to Trump, combining solidarity with international comparative framing.
@Mr.Mallardduck
Mar 4, 2025
im willing to pay higher prices to support our president. big bank take little bank! lets see who buckles first you french canadian jomo lfg USA !!! fo life
im willing to pay higher prices to support our president. big bank take little bank! lets see who buckles first you french canadian jomo lfg USA !!! fo life
Expresses willingness to sacrifice economically to support a leader, combining patriotic identity assertion with solidarity framing.
@torpedohost
Mar 4, 2025
Many Americans still consider Canadian our friendly neighbor. Many of us did not vote for that demented psycho conman felon. Do what needs to be done including turning off the power at the White House. …
Many Americans still consider Canadian our friendly neighbor. Many of us did not vote for that demented psycho conman felon. Do what needs to be done including turning off the power at the White House. We can only wait it out until our next election for senators and congress. MANY republicans are already furious and will vote blue.
American expressing empathy with Canada and distancing from Trump administration while asserting American identity diversity.
@milliecervantes1846
Mar 4, 2025
We apologize on behalf of the almost 50% voters who didn't vote for Agent Orange and the Nazi-saluting President Musk. We love Canada! Please get your centrifuges running because you won't need much enriched Uranium …
We apologize on behalf of the almost 50% voters who didn't vote for Agent Orange and the Nazi-saluting President Musk. We love Canada! Please get your centrifuges running because you won't need much enriched Uranium to scare off Daddy Putin and his lapdogs in the White House. You have the know how. The only way to stand up to bullies is to show them you are not frightened of them. God Bless You!
Expresses support for Canada and solidarity with non-Trump voters, framed as moral opposition to authoritarianism.
@WonderProfessor
Mar 4, 2025
Let's be as 1 that's what most Canadians want
Let's be as 1 that's what most Canadians want
Call for unity and shared purpose among Canadians, expressing empathy and collective identity.
@lindaosterlund1862
Mar 4, 2025
100% with Canada ??, from Poland ??, EU ??.
100% with Canada ??, from Poland ??, EU ??.
Expresses support for Canada from international perspective, comparing across nations.
@grzegorzach3891
Mar 4, 2025
THANK GOD FOR CANADA FOR A SOUND MIND AND A GOOD HEART ??? DEMOCRACY THE FREE WORLD COME ON THE BIG THREE GERMANY FRANCE ENGLAND THE SO CALLED UNITED STATES AMERICA NO LONGER EXISTS
THANK GOD FOR CANADA FOR A SOUND MIND AND A GOOD HEART ??? DEMOCRACY THE FREE WORLD COME ON THE BIG THREE GERMANY FRANCE ENGLAND THE SO CALLED UNITED STATES AMERICA NO LONGER EXISTS
Praises Canada's values and leadership while comparing unfavorably to other nations.
@TonyDasilver
Mar 4, 2025
The gentleman with the helmet is very based and said nothing wrong.
The gentleman with the helmet is very based and said nothing wrong.
Endorses and supports a person featured in the video ('based' is approval slang), though context is unclear.
DomnulSarb
Jan 27, 2026
I am so sorry.
I am so sorry.
Brief expression of sympathy or apology, likely in solidarity with those affected by policies.
@Skyelement84K
Mar 4, 2025
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, …
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, d'être allié de Trump, Musk, Vance et leur nouveau meilleur ami Poutine).
Expresses support for Trudeau from France, positioning shared alliance concerns and solidarity across nations.
@guityss
Mar 4, 2025
As an American, we don't want this either. Trump must be erased. It is a disease.
As an American, we don't want this either. Trump must be erased. It is a disease.
American commenter expressing agreement and solidarity with Canadian position while comparing to their own country's situation.
@nobody.of.importance
Mar 4, 2025
My Trudeau is a well respected World Leader. Thank you for standing up!!
My Trudeau is a well respected World Leader. Thank you for standing up!!
Expresses support and appreciation for the political leader's stance and actions.
Solidarity
0.75
@mariajojivillaseca9738
Mar 4, 2025
Please god understand that we all do not subscribe to Him,
Please god understand that we all do not subscribe to Him,
Plea for understanding that Americans do not universally support Trump, expressing solidarity with those critical of his policies.
Solidarity
0.75
@2dused-n1s
Mar 4, 2025
We know,your right.
We know,your right.
Brief affirmation of agreement with a previous commenter's position, showing support.
Solidarity
0.75
@sandrajohnson-erickson9968
Mar 4, 2025
American standing with Ukraine and Canada
American standing with Ukraine and Canada
Brief statement of support/alignment between an American and Canada/Ukraine, expressing solidarity across borders.
@NatashaVasile-i2l
Mar 4, 2025
Amazing speech Trump and his people need to hear truth
Amazing speech Trump and his people need to hear truth
Expresses support and agreement with a speech, calling it 'amazing' and encouraging others to listen.
Solidarity
0.75
@jameswootton2221
Mar 4, 2025
Tbh this what i was expecting a true masculinity from Canadian Pm Nice
Tbh this what i was expecting a true masculinity from Canadian Pm Nice
Expresses approval of the Prime Minister's assertive stance, framing it as positive leadership.
Solidarity
0.75
@Creepy_Pastaa
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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