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 am so proud of my Prime Minister. ??
I am so proud of my Prime Minister. ??
Expression of pride and support for the Prime Minister, with patriotic framing.
@scaler96
Mar 4, 2025
Thank you Prime Minister Trudeau … the malignant narcissistic bully needed this reality check. Well done. ??
Thank you Prime Minister Trudeau … the malignant narcissistic bully needed this reality check. Well done. ??
Expresses support and approval for Trudeau's actions, framing them as a justified response to Trump's behavior.
@GrenvilleMelonseedSkiff496
Mar 4, 2025
tRump is a ROTTEN human and a worse leader. Stay Strong Canada.
tRump is a ROTTEN human and a worse leader. Stay Strong Canada.
Criticizes Trump while expressing support and encouragement for Canada, showing solidarity with Canadian position.
@glenderoche8362
Mar 4, 2025
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
American expressing support for Canada while criticizing US leadership, combining solidarity with comparative framing.
@travelbug69
Mar 4, 2025
Thank you, Canada for Standing up for the American people and knowing who is causing so much pain and grief to the American people.
Thank you, Canada for Standing up for the American people and knowing who is causing so much pain and grief to the American people.
Expresses gratitude and support for Canada's stance, framed as standing up for American people against a perceived wrongdoer.
@allenapond2
Mar 4, 2025
Sorry Canada. Us Americans are ashamed. I don’t j who why hes doing this. He must be a Russian asset
Sorry Canada. Us Americans are ashamed. I don’t j who why hes doing this. He must be a Russian asset
Expresses American shame and solidarity with Canada while making an unsubstantiated claim about Trump being a Russian asset.
@MJC1891
Mar 4, 2025
I support Canada & Ukraine and I'm American!!
I support Canada & Ukraine and I'm American!!
American expressing support for Canada and Ukraine while asserting cross-national solidarity and identity.
@syrsknight
Mar 4, 2025
Моё уважение канадцам❤❤ я из России и мне стыдно за политику путина и его последователей, его приверженцев, за россиян. Он убийца, вор, диктатор и предатель собственного народа. Поддерживать путина, значит выступать против мира на нашей …
Моё уважение канадцам❤❤ я из России и мне стыдно за политику путина и его последователей, его приверженцев, за россиян. Он убийца, вор, диктатор и предатель собственного народа. Поддерживать путина, значит выступать против мира на нашей прекрасной Земле. Всем мира❤❤❤❤
Expression of respect for Canada and moral condemnation of Putin's regime, with emphasis on peace and human values.
@stop_war777
Mar 4, 2025
We, the people of the U.S. love and respect our neighbors to our north!
We, the people of the U.S. love and respect our neighbors to our north!
Expresses affection and respect for Canada as neighbors, conveying cross-border solidarity and positive regard.
@teresaford8906
Mar 4, 2025
We stand with you, Prime Minister Trudeau. We love you. I will not buy one Fuck1ing USA product. I will not go to visit my ailing sister in the USA. I am done with the …
We stand with you, Prime Minister Trudeau. We love you. I will not buy one Fuck1ing USA product. I will not go to visit my ailing sister in the USA. I am done with the USA until smart ass Americans get their vote right!!
Expresses support and empathy for Canada and Trudeau while declaring personal boycott of American products.
@nlebuzz
Mar 4, 2025
As an American and as a Republican I fully support Canada and Ukraine in this matter.
As an American and as a Republican I fully support Canada and Ukraine in this matter.
Personal identity claim combined with explicit support and solidarity for Canada and Ukraine.
@trippontwowheels
Mar 4, 2025
I NEVER thought i would see this day where we are at war with our neighbors! I arrived here in 1981 from UK with my family. \nI am utterly disgusted with the DONALD! \nMaybe he …
I NEVER thought i would see this day where we are at war with our neighbors! I arrived here in 1981 from UK with my family. \nI am utterly disgusted with the DONALD! \nMaybe he is a smart man, BUT doing DUMB THINGS!!!! \nWhat he is doing to the American people is one of the worst things you could do for your country! \n\nWe stand with you Americans from across the border here ! \n?? ??
Personal immigrant narrative expressing solidarity with Americans while criticizing Trump's policies and actions.
@Rocketman74
Mar 4, 2025
I stand with Canada, he is trying to start a war!! Like wtf Is wrong with him!!
I stand with Canada, he is trying to start a war!! Like wtf Is wrong with him!!
Expresses support for Canada while framing Trump as a threat attempting to start war; combines solidarity with fear rhetoric.
@betaelitfirst9567
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
Luv Canada. Luv Our Dear PM - Right Honorable Justin Trudeau ❤️
Luv Canada. Luv Our Dear PM - Right Honorable Justin Trudeau ❤️
Expresses support and affection for Canada and its Prime Minister through positive emotional language.
@harindercheema1102
Mar 4, 2025
PM Trudeau, your stand against this Trump Tariff, is commendable, don’t give in to T “QUID PRO QUO” personal agenda!
PM Trudeau, your stand against this Trump Tariff, is commendable, don’t give in to T “QUID PRO QUO” personal agenda!
Expresses support and encouragement for Trudeau's stance against Trump's tariffs, framing it as commendable resistance.
@basiliomano879
Mar 4, 2025
Great speech from a real leader ? Wishing Canada well ?? from your real allies in the UK ??
Great speech from a real leader ? Wishing Canada well ?? from your real allies in the UK ??
Expresses support and admiration for Canadian leadership from a UK perspective, framing shared alliance identity.
@RW4
Mar 4, 2025
GO TRUDEAU!!!!!\nAnd GO ?? CANADA.\n\nIn the UK we love the ?? USA! Of course we do! Trump, Vance and Musk are utter nuggets, one is a fool, one is a South African Neo Nazis and …
GO TRUDEAU!!!!!\nAnd GO ?? CANADA.\n\nIn the UK we love the ?? USA! Of course we do! Trump, Vance and Musk are utter nuggets, one is a fool, one is a South African Neo Nazis and one is an angry twat! \n\nNo F@CK TRUMP! Bollocks to Tesla!!!!!!!!!!!!!!!\n\nLove ❤ to Canada ?
Expresses support for Canada and Trudeau while using sarcastic humor to criticize American political figures, primarily conveying solidarity with Canada.
@jimmycburfield5997
Mar 4, 2025
As an American, I stand with Canada and Ukraine. I am ashamed of Trump. I do not agree with his rudeness and his shameful disrespect. Stand strong Canada. There are Americans standing with you.
As an American, I stand with Canada and Ukraine. I am ashamed of Trump. I do not agree with his rudeness and his shameful disrespect. Stand strong Canada. There are Americans standing with you.
American expressing support and empathy for Canada, positioning themselves as an ally against Trump's actions.
@ck868ck
Mar 4, 2025
We support you Canada from the UK. Trump and his MAGA cult are disgusting
We support you Canada from the UK. Trump and his MAGA cult are disgusting
UK commenter expressing support for Canada and condemning Trump's movement as disgusting, showing international solidarity.
@devoncavan6502
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)