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
well done Canada, hope Europe will do the samme at once. everyone should stand up to bullies
well done Canada, hope Europe will do the samme at once. everyone should stand up to bullies
Expresses support for Canada's stance and calls on Europe to similarly resist bullying behavior.
@hiwasardasht4774
Mar 4, 2025
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Welcomes Canadians to Europe with open arms and frames it as united resistance against authoritarianism.
@mundores
Mar 4, 2025
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this …
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this Cabal that is not only destroying our democracy but the world.
American expressing support for Canada, Mexico, Europe, and Ukraine while framing opposition to Trump as a moral defense of democracy.
@ellenkelley6173
Mar 4, 2025
W don’t want this either Mr. Trudeau. I can’t thank you enough for carrying about the people, the ones that saw this coming and the ones who chose to ignore the facts. Thank you Canada …
W don’t want this either Mr. Trudeau. I can’t thank you enough for carrying about the people, the ones that saw this coming and the ones who chose to ignore the facts. Thank you Canada and the other people of the world that are supporting and praying for us. ?
Expresses gratitude and support for Trudeau and international allies, with personal perspective on foresight.
@user-xq4cr6pw3s
Mar 4, 2025
Taiwanese here, we stand with Canada!
Taiwanese here, we stand with Canada!
International commenter expressing support and solidarity with Canada's position, with implicit comparison to their own country.
@hsun5561
Mar 5, 2025
Trump would lose in any boxing match. Ask him to box it out. Trump would definitely loose. Zelensky would knock his ass out in the first round. God bless Canada and Ukraine. We love you
Trump would lose in any boxing match. Ask him to box it out. Trump would definitely loose. Zelensky would knock his ass out in the first round. God bless Canada and Ukraine. We love you
Expresses support for Canada and Ukraine with humorous physical comparisons, primarily showing solidarity.
@taurusjn59
Mar 4, 2025
I hope the next Canadian leader of State will be as tough and smart as Trudeau... He is not taking any crap from the Don.
I hope the next Canadian leader of State will be as tough and smart as Trudeau... He is not taking any crap from the Don.
Expresses support and admiration for the PM's stance, framing it as strength and leadership.
@JoshHani
Mar 5, 2025
Respect to Canada from Switzerland. Trump will go down as the president who destroyed America.
Respect to Canada from Switzerland. Trump will go down as the president who destroyed America.
International expression of support for Canada, with comparative judgment about Trump's impact on America.
@emirlaurent
Mar 4, 2025
FINALLY someone has enough courage and its courage what we all now need to stand up against Putin AND Trump!
FINALLY someone has enough courage and its courage what we all now need to stand up against Putin AND Trump!
Expresses support for Canada's courageous stance against authoritarian figures, framed as moral necessity.
@stahlwolle8342
Mar 4, 2025
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
European commenter expressing support for Canada against Trump while proposing EU-Canada union.
@richardvelthuis8001
Mar 4, 2025
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
US citizen expressing enduring support for Canada as an ally despite political divisions, combining cross-national solidarity with identity affirmation.
@MilesUnlimited-gk9ur
Mar 4, 2025
Thanks for differentiating us from them and explaining to the less educated people
Thanks for differentiating us from them and explaining to the less educated people
Thanks the creator for educational content that distinguishes Canada from the US, expressing appreciation for clarity.
@jessicadanielson4543
Mar 5, 2025
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
Expresses support for the Prime Minister and empathy toward Americans, while expressing sadness about political outcomes.
@godrickbest4798
Mar 4, 2025
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
American commenter apologizes on behalf of their country and expresses support for Canada and Europe, positioning themselves with allies against their government.
@JoeSno-f6l
Mar 4, 2025
Okay. Do what you want. Not sure why so many people on here are slobbing this guys knob. Your tariffs will not hurt me. I don’t consume a single Canadian item. My maple comes from …
Okay. Do what you want. Not sure why so many people on here are slobbing this guys knob. Your tariffs will not hurt me. I don’t consume a single Canadian item. My maple comes from Vermont. My cheese always from here too. I’m sure some will be affected by your tariffs but no one I know.
Expresses support for Canada and the PM from a US citizen perspective, using affectionate language ('fav flavored country').
Solidarity
0.80
@davidrosa3182
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
Please don't blame 100% of Americans. 49% of us hate is guts too!
Please don't blame 100% of Americans. 49% of us hate is guts too!
Requests not to blame all Americans and expresses shared frustration with leadership, showing empathy and in-group distinction.
@mike3975
Mar 4, 2025
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote …
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote to him ! What a shame !
Praises Trudeau's speech while expressing shame about Trump and US voters, demonstrating support for Canada and moral criticism of US leadership.
@marcobernacca582
Mar 4, 2025
From brazil. Great speech. Trump has to go. Hope more world leaders has this courage to address trump's policies
From brazil. Great speech. Trump has to go. Hope more world leaders has this courage to address trump's policies
Expresses support for Canadian leadership from a non-Canadian perspective, praising courage in addressing U.S. policies.
@lelopalumbo
Mar 4, 2025
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
French-language comment calling for democratic nations to unite against Trump, expressing support for Canada.
@ManDioDelg
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)