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
Thank you Canada. Trump is a coward.
Thank you Canada. Trump is a coward.
Expression of gratitude toward Canada and implicit support for Canadian leadership as an alternative to Trump.
@KerryCahill-n2u
Mar 4, 2025
America stands with Canada. trump is a demented moron.
America stands with Canada. trump is a demented moron.
Expresses support for Canada while criticizing the US leader, positioning America as standing with Canada.
@Winslow23_
Mar 4, 2025
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
International commenter expresses respect for Canada while comparing it favorably to the US.
@torbenmortensen75
Mar 4, 2025
Go PM Trudeau! You stand more than Americans would. We will never be 51st state??
Go PM Trudeau! You stand more than Americans would. We will never be 51st state??
Expresses support for Trudeau and affirms Canadian independence/identity against American annexation, framed as encouragement.
@63eradventures93
Mar 4, 2025
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka …
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka Bashiyr!!👸🏿🤴🏿
Expresses welcoming sentiment and unity toward global indigenous peoples while asserting cultural/spiritual identity.
BashiyrDouglas
Jan 29, 2026
I am so proud of Canada and the Prime Minister. As an American, and respect and support this professional and empathic acknowledgement to this hideous tariff war. Americans are watching a mature leader, addressing several …
I am so proud of Canada and the Prime Minister. As an American, and respect and support this professional and empathic acknowledgement to this hideous tariff war. Americans are watching a mature leader, addressing several nations. The Heritage foundation is reckless and feeding Dfrump.
American commenter expresses support for Canadian leadership and contrasts it favorably with U.S. political actors.
@cammimitchell7626
Mar 4, 2025
Glory to Canada and Ukraine... Слава Україні !
Glory to Canada and Ukraine... Слава Україні !
Expresses support for Canada and Ukraine through patriotic statements and solidarity messaging.
@LyudmylaD
Mar 4, 2025
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an …
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an unpredictable predator. I'll support our governments in any actions that will be taken to answer to this attack.
Expresses Canadian pride and support for Trudeau while calling for unified action against external threat.
@jean-claudecajolet7618
Mar 4, 2025
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Expresses support and pride for Punjabi identity in response to criticism, combining group affirmation with defensive solidarity.
JATTLIFEBAEBY
Jan 29, 2026
Not a Trudeau supporter but we all back him with this. Trump started this and it’s just gonna get worse.
Not a Trudeau supporter but we all back him with this. Trump started this and it’s just gonna get worse.
Expresses support for Trudeau's position despite not being a supporter, showing solidarity with Canada against Trump's actions.
@a64-q7u
Mar 4, 2025
Let's get this back on track. We need our friends!!!
Let's get this back on track. We need our friends!!!
Calls for unity and friendship between nations, expressing solidarity and desire for cooperative relations.
@DK-wr6mq
Mar 4, 2025
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
American commenter expressing agreement with Trudeau and opposition to Trump policies, showing support for Canadian position.
@hollowmstr
Mar 4, 2025
Prime Minister Trudeau, thank you for being reasonable, rational and calm. Trump puts billionaires first not the 99% of us. We do not want to harm our Canadian friends and we will work hard to …
Prime Minister Trudeau, thank you for being reasonable, rational and calm. Trump puts billionaires first not the 99% of us. We do not want to harm our Canadian friends and we will work hard to impeach Donald.
Expresses gratitude and support for Trudeau while calling for action (impeachment) against Trump.
@stevehunter291
Mar 4, 2025
Well done canada for standing your ground....having family there I know how strong the feeling is amongst Canadians.....be proud of who you are and take your produce , minerals and oil and deal with people …
Well done canada for standing your ground....having family there I know how strong the feeling is amongst Canadians.....be proud of who you are and take your produce , minerals and oil and deal with people who will treat you like an equal respected partner .I've no doubt europe will be next ......the american government will slowly isolate itself from its western partners and that's s real shame for the American public .......it'll cost jobs in the us cause inflation and it's gonna get a lot more expensive for everyone
Expresses support for Canada's position while comparing to Europe and discussing economic consequences.
@bigshout5050
Mar 4, 2025
Another American chiming in to say that I support Canada here. Our government is in the wrong. No one will benefit from this. The fentanyl thing is total nonsense.
Another American chiming in to say that I support Canada here. Our government is in the wrong. No one will benefit from this. The fentanyl thing is total nonsense.
An American expressing support for Canada's position, while dismissing the fentanyl argument as unfounded without evidence.
@StardrifterSimulation
Mar 4, 2025
Wow, this is what a LEADER is, hope you have support from Canadians, Thanks from Italy
Wow, this is what a LEADER is, hope you have support from Canadians, Thanks from Italy
Praises Trudeau's leadership and expresses support from an international perspective (Italy), combining solidarity with comparative framing.
@Parapier
Mar 4, 2025
On behalf of sane, critical-thinking educated Americans, we are so sorry for this. Half the country is relishing in watching the entire country fall to its knees.
On behalf of sane, critical-thinking educated Americans, we are so sorry for this. Half the country is relishing in watching the entire country fall to its knees.
Expresses apology and empathy on behalf of Americans, showing support for Canada against Trump's actions.
@mikloseye
Mar 4, 2025
America is with the world. The only BAD ONE IS RED FACE DEVIL ?. Good job Trudeau !!
America is with the world. The only BAD ONE IS RED FACE DEVIL ?. Good job Trudeau !!
Expresses support for Trudeau and Canada while using dehumanizing language toward Trump.
@genovevaledo910
Mar 4, 2025
It's going to hurt, blame The vulgar psychopath felon in the white house.. I don't blame Canada, I support them
It's going to hurt, blame The vulgar psychopath felon in the white house.. I don't blame Canada, I support them
Expresses support for Canada's position while blaming external actors, combining solidarity with moral judgment.
@kr-jj5kr
Mar 4, 2025
So much respect for Canada and Mr Trudeau. I am a US American, ashamed of our executive branch. I hope you stick it to us. Cut off your oil to the US. I think you'll …
So much respect for Canada and Mr Trudeau. I am a US American, ashamed of our executive branch. I hope you stick it to us. Cut off your oil to the US. I think you'll find better partners elsewhere.
US commenter expressing support for Canada and its leadership while distancing from their own country's executive branch.
@jontay1987
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)