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
Good job Trudeau!! This Mexican’s got you and your Canadians’ backs!!\n ?? ??
Good job Trudeau!! This Mexican’s got you and your Canadians’ backs!!\n ?? ??
Expresses support for Trudeau and solidarity with Canadians, while asserting immigrant identity and belonging.
@HectorTerrazas-iq6ig
Mar 4, 2025
Justin Trudeau finally back !! Atleast for his last few months, hope he is like this !!
Justin Trudeau finally back !! Atleast for his last few months, hope he is like this !!
Expresses support and encouragement for Trudeau's leadership during a transitional period.
@TheCommenter40
Mar 4, 2025
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
Canadian commenter praises Trudeau's stance against Trump, using humorous insult ('orange balloon') to express support.
@ak3391
Mar 4, 2025
Not a fan of Trudeau but Trump. Canada should be proud to have this man who have balls to stand up against lunatic Trump and Vance.
Not a fan of Trudeau but Trump. Canada should be proud to have this man who have balls to stand up against lunatic Trump and Vance.
Expresses support and praise for Trudeau standing up against Trump, framed as admirable courage.
@HuangHwei
Mar 4, 2025
NZ + CANADA
NZ + CANADA
Expresses support for Canada by aligning it with New Zealand, using comparative framing.
@pirrracy
Mar 4, 2025
I will pray for Canada ?? ?? I also pray for people in USA ?? We all will suffer by the hands of Trump and Musk. We voted for Kamala. We did not want him. …
I will pray for Canada ?? ?? I also pray for people in USA ?? We all will suffer by the hands of Trump and Musk. We voted for Kamala. We did not want him. ??????
Expresses sympathy for Canada and shared concern about Trump/Musk while indicating cross-border solidarity against a common threat.
@Love-k2h8h
Mar 4, 2025
I nearly forgot what an adult politician sounds like. Bravo Canada
I nearly forgot what an adult politician sounds like. Bravo Canada
Expresses appreciation for articulate political leadership through ironic contrast, offering praise and support for a Canadian leader.
@elite76
Mar 4, 2025
How some of you are acting is very funny .. I agree with what are president is doing so as a American ?? step it up Canada
How some of you are acting is very funny .. I agree with what are president is doing so as a American ?? step it up Canada
American commenter expresses support for Canadian government actions and encourages Canada to strengthen resolve, showing cross-border solidarity.
@shannonrainwater6319
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
I apologize for trumps bullsh*t!!!!! Us smart ones are!!!!!
I apologize for trumps bullsh*t!!!!! Us smart ones are!!!!!
Expresses apology and solidarity with others by distancing from Trump's behavior and aligning with 'smart ones.'
Solidarity
0.80
@dianevohwinkel2927
Mar 4, 2025
Thank you for realzing that Donald and his fellow crooks are who are creating this, not the majority of the American people.
Thank you for realzing that Donald and his fellow crooks are who are creating this, not the majority of the American people.
Expresses agreement and support for distinguishing between Trump/leadership and ordinary Americans, showing empathy and solidarity with the broader American population.
@oliviaduke6939
Mar 4, 2025
Born American stand with Canada and Zelenskyy
Born American stand with Canada and Zelenskyy
Expresses support and solidarity with Canada and Ukraine despite American identity.
@IndiraFisher
Mar 4, 2025
From Ukraine ❤❤❤❤❤
From Ukraine ❤❤❤❤❤
Brief statement of Ukrainian origin with heart emojis expressing solidarity and belonging within the Canadian context.
@katerynamoyseyeva7310
Mar 4, 2025
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my …
I As an American citizen can only hope that we would have a president in office with the intelligence, compassion and dignity that PM Trudeau has. At this time I am truly ashamed of my country. Especially the ones that put this hateful, revenge seeking, criminal monster in our White House. I stand with you 100% Canada. I also hope that maybe within the next year, trump will be gone. I don't know how or where but just gone. As intelligent as prime minister Trudeau is I have to disagree with one comment he made. trump is NOT a smart man. He is nothing but a 34 count convicted felon, rapist and criminal wannabe dictator. I shudder at the thought of the end of his four year disaster. What will our country do when we have no allies whatsoever. He loves russia and putin, His puppet master. He does not understand that Russia has never been our friend, is not our friend. And never will be our friend. He just loves putin because He wants to be just like him. He is the United States very own Adolf Hitler. Also , I have removed our flag from my front yard that I so proudly displayed my entire life. It will be raised again but only after this nightmare called trump is gone! Please accept the apology from millions of Americans that stand with you. We are truly sorry and we are suffering with you. God help us. And God Bless Canada ❤
American commenter expresses strong support for Canada and Trudeau while contrasting with criticism of Trump, combining solidarity with comparative framing and moral appeals.
@stevenwahl3440
Mar 4, 2025
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Encourages Canada to remain resilient and offers empathetic support despite external pressure.
@opallapis7347
Mar 4, 2025
We don't want this, either. <3 Canada is a wonderful country and neighbor. The true American people care. We can't say the same about the people hacking away at our government and profiting from it …
We don't want this, either. <3 Canada is a wonderful country and neighbor. The true American people care. We can't say the same about the people hacking away at our government and profiting from it all. We're on your side, Trudeau, because real Americans are on the world's side. That's the actual truth despite the actions of the oligarchs here. We've been overrun.
Expresses support for Canada and Trudeau while appealing to shared values and criticizing oligarchic corruption.
@Soulbaum
Mar 4, 2025
Canada I stand with you ? Trump is a criminal both him and his cabinet them , they're a bunch of racist and Rapist Narcissistic evil people them!!
Canada I stand with you ? Trump is a criminal both him and his cabinet them , they're a bunch of racist and Rapist Narcissistic evil people them!!
Expresses support for Canada and opposition to Trump through moral condemnation of his character and actions.
@sharonmclean6197
Mar 4, 2025
It's not we the people. We have a vicious, insane dictator in trump! Canada is our ally and closest neighbor, still in my mind and heart.
It's not we the people. We have a vicious, insane dictator in trump! Canada is our ally and closest neighbor, still in my mind and heart.
Expresses support for Canada as an ally while condemning Trump's leadership through moral language (dictator, insane).
@lou4188
Mar 4, 2025
From Indonesia ?? we stand with Canada ?? well said Prime Minister Trudeau ??
From Indonesia ?? we stand with Canada ?? well said Prime Minister Trudeau ??
International commenter expressing support and solidarity with Canada's leadership.
@SallyRoach-rc7xe
Mar 4, 2025
As a german i can only say this: thank you for your clear words Trudeau you are now a Ehrenmann. Oh and to the GoP and the Trump loyalist: you are idiots.
As a german i can only say this: thank you for your clear words Trudeau you are now a Ehrenmann. Oh and to the GoP and the Trump loyalist: you are idiots.
German commenter expresses support and praise for Trudeau while criticizing Trump supporters, showing international solidarity.
@burnbobquist8999
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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