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
Search & Filter
Solidarity
4,947 comments
T'as bien raison cousin. Les canadiens sont toujours bienvenus pour le business ici... et aussi pour le rugby hahaha https://www.youtube.com/watch?v=NufXTvYAH4E
T'as bien raison cousin. Les canadiens sont toujours bienvenus pour le business ici... et aussi pour le rugby hahaha https://www.youtube.com/watch?v=NufXTvYAH4E
French-language comment expressing welcome and support for Canadians with friendly humor about business and rugby.
@joachimmahoudeaux8619
Mar 4, 2025
Bravo Trudeau , we are proud of you !!!! We are very sure the Canadian Conservative party supporters are very sad at this moment but we don't care about the US supporting Canadian parties.
Bravo Trudeau , we are proud of you !!!! We are very sure the Canadian Conservative party supporters are very sad at this moment but we don't care about the US supporting Canadian parties.
Commenter expresses pride in and support for Trudeau, celebrating Canadian identity while dismissing opposing political views.
@KanadaTurk
Mar 4, 2025
I am sorry for the citizens of the States what they are going through in these hard times.
I am sorry for the citizens of the States what they are going through in these hard times.
The commenter expresses empathy and sympathy for citizens of another country experiencing hardship, demonstrating cross-national solidarity.
@KhyberKhan22
Mar 4, 2025
Well spoken.
Well spoken.
The commenter offers brief positive affirmation and approval of the speaker's communication style, expressing support.
Solidarity
0.80
@xxllx86
Mar 4, 2025
MOST Americans are completely on Canada’s side. Trump is a disaster.
MOST Americans are completely on Canada’s side. Trump is a disaster.
Expresses support for Canada and criticism of Trump, framed as solidarity with a neighboring nation.
@natashahays1519
Mar 4, 2025
Well done Mr Trudeau, you had the courage to speak truth and take necessary actions that’s good for your nation & your citizens.. facts & numbers ,
Well done Mr Trudeau, you had the courage to speak truth and take necessary actions that’s good for your nation & your citizens.. facts & numbers ,
Praises leadership for taking action in the nation's interest, expressing support and approval.
@vishalvasudev4668
Mar 4, 2025
Canadians, please understand that half of America is as appalled as you.
Canadians, please understand that half of America is as appalled as you.
Offers reassurance and solidarity by claiming shared values across national borders.
@NashvilleNative-0
Mar 4, 2025
I could not love this more!!! American, here. Sock it to us!! It's going to take Canada, Mexico, and Europe to force Trump to back down and stop being a b@by @$$ little b!tch!
I could not love this more!!! American, here. Sock it to us!! It's going to take Canada, Mexico, and Europe to force Trump to back down and stop being a b@by @$$ little b!tch!
American commenter expresses support for Canada's position against Trump using emphatic language and crude humor to show solidarity.
@decats
Mar 4, 2025
He is so right. Glad you speak the truth. It’s so sad America has turned out to be like this. It’s disappointing. Praying for America & the innocent people.
He is so right. Glad you speak the truth. It’s so sad America has turned out to be like this. It’s disappointing. Praying for America & the innocent people.
Expresses empathy and support for the speaker's position, with moral concern for innocent people affected by policy.
@95leefamilychannel33
Mar 4, 2025
From Portugal ?? here: I will make sure to buy more Canadian?? products
From Portugal ?? here: I will make sure to buy more Canadian?? products
International commenter expressing support for Canada through commitment to buy Canadian products, demonstrating solidarity and positive sentiment.
@HGoyas
Mar 4, 2025
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Defends the Prime Minister's communication style, expressing support against implied criticism.
Solidarity
0.80
@potsie7326
Mar 4, 2025
I support Canada and their citizens and their leaders. My U.S. country is the core problems.
I support Canada and their citizens and their leaders. My U.S. country is the core problems.
American expressing support for Canada and its leaders while criticizing their own country, showing solidarity with Canada.
@channl9024
Mar 4, 2025
Well done Canada. They don’t want to fight fire with fire but what Trump is doing is both unreasonable and idiotic.
Well done Canada. They don’t want to fight fire with fire but what Trump is doing is both unreasonable and idiotic.
Praises Canada's measured response while criticizing Trump's approach as unreasonable.
@pang843
Mar 4, 2025
You tell him, Justin! Your country doesn’t deserve this. Remember that most Americans really like and respect Canada ?? ??
You tell him, Justin! Your country doesn’t deserve this. Remember that most Americans really like and respect Canada ?? ??
Expresses support for Canada and its leader while comparing favorably to American sentiment.
@LaurelArt
Mar 4, 2025
Support Canada!!
Support Canada!!
Brief expression of support and patriotic solidarity with Canada.
@kirux882
Mar 4, 2025
Trump is not an American!\nWe the people are made nauseous by this aberration! I am so sorry that my fellow Americans voted for this loser!
Trump is not an American!\nWe the people are made nauseous by this aberration! I am so sorry that my fellow Americans voted for this loser!
American commenter expressing empathy and apology to Canada, showing cross-border solidarity against Trump.
@Antarctica2025
Mar 4, 2025
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost …
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost in wars were not sacrificed to come to this moment.
Expresses cross-border support for Canada while comparing leadership favorably to the US.
@jodober4847
Mar 4, 2025
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the …
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the members of this maga cult, headed by the rapist criminal kingpin traitor
Expresses apology and solidarity with Canada on behalf of Americans, distancing themselves from Trump supporters and appealing to shared values.
@marcodonnell6421
Mar 4, 2025
I support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
I support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
Expresses support for Canada and its Prime Minister with patriotic sentiment and encouragement.
@ZaldyCatapia
Mar 4, 2025
Intelligence on all levels. JT is a force to be reckoned with.
Intelligence on all levels. JT is a force to be reckoned with.
Expresses admiration and support for Trudeau as a capable leader.
Solidarity
0.80
@AJ-gn4pp
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)