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
A Tx veteran, standing with Canada
A Tx veteran, standing with Canada
A veteran expresses support for Canada, combining identity affiliation with solidarity messaging.
@lawaunamo
Mar 4, 2025
Wish he was our pres?
Wish he was our pres?
Expresses admiration for Trudeau and wishes he were US president, showing support and cross-border preference.
@smileyface-hx3gh
Mar 4, 2025
We're with you Canada. We don't want this, either. Because you are a gentleman, like all presidents should be, you can't call him what he really is, a bully, spoiled brat, and incompetent Douch bag. …
We're with you Canada. We don't want this, either. Because you are a gentleman, like all presidents should be, you can't call him what he really is, a bully, spoiled brat, and incompetent Douch bag. Unfortunately we don't have a gentleman in the White House.
Expresses support for Canada and criticism of Trump's character, combining solidarity with moral judgment about leadership.
@jimanezagnew8788
Mar 4, 2025
Long live Canada ??
Long live Canada ??
Brief patriotic expression of support for Canada, combining national pride with welcoming sentiment.
@Hairymonkey7
Mar 4, 2025
As a citizen of USA, I love Canada more. Good job Trudeau.
As a citizen of USA, I love Canada more. Good job Trudeau.
American expressing preference for Canada and approval of Trudeau, demonstrating cross-national support.
@Elizabeth-foolishmortal
Mar 4, 2025
As an American I don't want this either but yes OUR government Is HURTING everyone, I support your efforts to protect YOUR country. You are doing exactly what you need to do. Not all of …
As an American I don't want this either but yes OUR government Is HURTING everyone, I support your efforts to protect YOUR country. You are doing exactly what you need to do. Not all of us are stupid.
American expressing support for Canada's protective stance while criticizing U.S. government, showing cross-national solidarity.
@winonabarter2540
Mar 4, 2025
As an American born daughter of a mother from Nova Scotia...bravo Canada. \nYou said more than our own government has done against this tyrant. \n❤
As an American born daughter of a mother from Nova Scotia...bravo Canada. \nYou said more than our own government has done against this tyrant. \n❤
Personal background establishes connection to both countries while praising Canada's moral stance against authoritarian leadership.
@brendabaldino8857
Mar 4, 2025
I wanna be friends with the Bike guy because I feel him! We’re all tired!
I wanna be friends with the Bike guy because I feel him! We’re all tired!
Expresses empathy and connection with a person in the video, using casual humor to convey shared exhaustion.
WillEdmond
Jan 28, 2026
Trudeau is a capable President and he is smarter than Dumb Trump????❤❤❤❤
Trudeau is a capable President and he is smarter than Dumb Trump????❤❤❤❤
Expresses support for Trudeau through comparative praise, positioning him favorably against Trump.
@KlausWagner-q6i
Mar 4, 2025
im with canada, down with trump and his circus show, what a clown.
im with canada, down with trump and his circus show, what a clown.
Expresses support for Canada while using sarcastic mockery of Trump, combining solidarity with satirical critique.
@3railrod
Mar 4, 2025
Go Canada! Let's all unite to keep our country.
Go Canada! Let's all unite to keep our country.
Encourages Canadian unity and national solidarity with an implicit call to collective action.
@marieeleonorespiritu4737
Mar 4, 2025
Finland is with Canada
Finland is with Canada
Brief statement of international support, comparing Finland's alignment with Canada.
@zappe1234
Mar 4, 2025
As a American I love you Justin Trudeau thank you for standing up to our garbage leader which I hate so much.
As a American I love you Justin Trudeau thank you for standing up to our garbage leader which I hate so much.
American commenter expresses support for Trudeau while criticizing their own leader, combining cross-border solidarity with comparative framing.
@bostonspencer2979
Mar 4, 2025
Classy and intelligent response, Canada! As a European, I truly hope that the ties between Europe and Canada will only become stronger. Long live the free and democratic world!
Classy and intelligent response, Canada! As a European, I truly hope that the ties between Europe and Canada will only become stronger. Long live the free and democratic world!
Expresses support and approval for Canada's response while affirming shared democratic values with Europe.
@OanaFabianaAndreescu
Mar 4, 2025
Complimenti a Trudeau dall'Italia! Purtroppo in Europa servirebbe un leader cosí, con la capacitá di dire le cose in modo chiaro e diretto: Trump sta facendo cose stupide che danneggiano il commercio internazionale. Putin è …
Complimenti a Trudeau dall'Italia! Purtroppo in Europa servirebbe un leader cosí, con la capacitá di dire le cose in modo chiaro e diretto: Trump sta facendo cose stupide che danneggiano il commercio internazionale. Putin è un dittatore assassino.
Italian commenter praises Trudeau and wishes Europe had similar leadership; combines international solidarity with comparative framing of political leadership.
@SuperTigrottino
Mar 4, 2025
This is the best speech I've heard in a long time. Truth, and only truth!
This is the best speech I've heard in a long time. Truth, and only truth!
Commenter expresses strong approval of the speech, praising its truthfulness and quality; clear supportive sentiment.
Solidarity
0.85
@djkepp_techno
Mar 4, 2025
I see nothing wrong with indians in this country, i work with them. They are good people.
I see nothing wrong with indians in this country, i work with them. They are good people.
Expresses support and positive personal experience working with Indian immigrants, countering negative stereotypes.
imÏÏÅŢØX̌
Jan 28, 2026
Can I trade my US citizenship for a Canadian one, please? ? I’m so sorry to Canada and Ukraine. I’ve been against Donald from day one, so please don’t forget how many Americans don’t want …
Can I trade my US citizenship for a Canadian one, please? ? I’m so sorry to Canada and Ukraine. I’ve been against Donald from day one, so please don’t forget how many Americans don’t want this!
Expresses apology and support for Canada/Ukraine while distancing self from Trump, demonstrating solidarity across borders.
@taaaylllorrr
Mar 4, 2025
We Americans don't want this crap. ? Canadians are awesome and we shouldn't do this
We Americans don't want this crap. ? Canadians are awesome and we shouldn't do this
American expressing rejection of government policy and praise for Canadians, demonstrating cross-border solidarity.
@Seonacgaming
Mar 4, 2025
Thank you Justin for telling the truth! So refreshing. Thank you for thinking of us and understanding what our President is doing.
Thank you Justin for telling the truth! So refreshing. Thank you for thinking of us and understanding what our President is doing.
Expresses gratitude and support for Canadian leadership, praising honesty and empathy toward Americans.
@LAWandCoach
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)