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
We are with you ?
We are with you ?
Brief expression of support and solidarity with Trudeau's position.
Solidarity
0.85
@xlbullythanos8901
Mar 4, 2025
Tens of millions of Americans are 100% in support of Canada and 100% against Trump, Vance and their ugly MAGA crowd!!!\n\nGO CANADA!!!
Tens of millions of Americans are 100% in support of Canada and 100% against Trump, Vance and their ugly MAGA crowd!!!\n\nGO CANADA!!!
Expresses support and empathy for Canada while distancing from Trump's policies and supporters.
@salsanchez2114
Mar 4, 2025
Excellent speech Mr. Trudeau! Chapeau
Excellent speech Mr. Trudeau! Chapeau
Expresses explicit support and praise for a political leader's speech.
Solidarity
0.85
@gp-ht7ug
Mar 4, 2025
Many peeps talk badly about Trudeau but this speech was what we needed. Canadiens stand strong with our fellow Americans neighbours. We share your pain and we will fight together through this.
Many peeps talk badly about Trudeau but this speech was what we needed. Canadiens stand strong with our fellow Americans neighbours. We share your pain and we will fight together through this.
Expresses empathy and support for Americans, praising Trudeau's speech and affirming cross-border solidarity and shared struggle.
@CaroliArt
Mar 4, 2025
Thank you PM Trudeau for your leadership!!! I wish we in America, had that! I am so sorry you and the rest of the world have to deal with this disaster Donald has created!! We …
Thank you PM Trudeau for your leadership!!! I wish we in America, had that! I am so sorry you and the rest of the world have to deal with this disaster Donald has created!! We as Americans are suffering, but we appreciate so much you all having solid boundaries to hopefully keep our cancer from spreading in the world!!
American expressing gratitude for Canadian leadership and boundaries, framing it as moral protection against perceived harm from Trump administration.
@elizabethvoigt9712
Mar 4, 2025
As an American, I also stand with Canada, Europe, and Ukraine. I don't want this either and I apologize. Trump, the convicted felon, rapist, pathological lier and conman is a shameful stain on our country.
As an American, I also stand with Canada, Europe, and Ukraine. I don't want this either and I apologize. Trump, the convicted felon, rapist, pathological lier and conman is a shameful stain on our country.
American expressing support for Canada and apology, with moral condemnation of Trump framed as standing with allies.
@kathydignen3867
Mar 4, 2025
I’m a proud Canadian but after skimming through the comments, I just want to thank all the Americans and those around the world whom are supporting us ??
I’m a proud Canadian but after skimming through the comments, I just want to thank all the Americans and those around the world whom are supporting us ??
Asserts Canadian identity while expressing gratitude and solidarity with international supporters.
@angelicmar
Mar 4, 2025
I am so damn proud right now of my Prime Minister Justin Trudeau, he is responding in the perfect move. I love the fact that he is calling out that cretin!
I am so damn proud right now of my Prime Minister Justin Trudeau, he is responding in the perfect move. I love the fact that he is calling out that cretin!
Expresses pride in national leader's response and support for his stance against criticism, framed as patriotic solidarity.
@suzannegreen2865
Mar 4, 2025
♥♥♥♥Canadian over here. Many thanks to all of you good people around the world who are supporting us.
♥♥♥♥Canadian over here. Many thanks to all of you good people around the world who are supporting us.
Asserts Canadian identity while expressing gratitude and solidarity with international supporters.
@noramckay3342
Mar 4, 2025
From Europe: we stand in solidarity with Canada (as we likely are the next ones to be senseless tariffed). Already lost money because stocks are going down.... what madness this is.
From Europe: we stand in solidarity with Canada (as we likely are the next ones to be senseless tariffed). Already lost money because stocks are going down.... what madness this is.
Expresses solidarity with Canada while discussing economic impact of tariffs, combining empathetic support with economic concern.
@ranfhadler
Mar 4, 2025
Supporting Canada from the U.K, Trump and his vile cronies are out to cause carnage across the world , they are despicable.
Supporting Canada from the U.K, Trump and his vile cronies are out to cause carnage across the world , they are despicable.
UK commenter expresses support for Canada against Trump, demonstrating international solidarity and comparative framing of political values.
@MargaretRalston-p9m
Mar 4, 2025
Go Canada ! Australia with you ?
Go Canada ! Australia with you ?
Expresses enthusiastic support for Canada and solidarity with Australia, using comparative framing to align nations.
@guitarRN80
Mar 4, 2025
We love you Canada and I am deeply sorry for our criminal of a president. He will lead to our ruin.
We love you Canada and I am deeply sorry for our criminal of a president. He will lead to our ruin.
Expresses support for Canada and apologizes for US leadership, combining empathy with moral disapproval of the president.
@UhHellandDoomIguess
Mar 4, 2025
Yeah for Canada, to hell with Donald Trump. He is the most stupid person to ever occupy the Oval Office. He is a total disgrace along with the entire new republican party, they are Nazi …
Yeah for Canada, to hell with Donald Trump. He is the most stupid person to ever occupy the Oval Office. He is a total disgrace along with the entire new republican party, they are Nazi Germany resurrected. It is a disgrace what MAGA has done.
Expresses strong support for Canada while condemning Trump and Republicans using moral language (disgrace, Nazi comparison), combining solidarity with ethical critique.
@johnpoore4239
Mar 4, 2025
Bravo??????????????
Bravo??????????????
Brief expression of approval and support, indicated by celebratory punctuation.
Solidarity
0.85
@nav2588
Mar 4, 2025
As a US citizen, I apologize on behalf of this corrupt administration. I certainly didn't vote for the ??, and I'm not sure how anyone could have... yet, here we are. Half of the US …
As a US citizen, I apologize on behalf of this corrupt administration. I certainly didn't vote for the ??, and I'm not sure how anyone could have... yet, here we are. Half of the US certainly deserves it, and I fully understand the need for extreme measures at this point. What he did to Zelenskyy and what he is doing to our allies...yall do what ya gotta do. Half of us are rooting for Canada, Ukraine, and our allies. Idk what's wrong with the other half, but its shameful to say the least. It was never about fentanyl. Trump doesn't give half of a fuck if people die from fentanyl or otherwise.
US citizen expressing support for Canada and allies while criticizing their own administration, demonstrating empathy and cross-border solidarity.
@diadahmer2096
Mar 4, 2025
Impeach Dumb Trump!!! We are with you Canada ?? \nSo embarrassing USA
Impeach Dumb Trump!!! We are with you Canada ?? \nSo embarrassing USA
Expresses support for Canada while calling for Trump's impeachment, combining solidarity with political action.
@picapicapicapicachu4869
Mar 4, 2025
Prime Minister Trudeau has spoken clearly, with dignity and truth. I feel safe saying Canadians are in this for the long haul, until the clown and his circus are removed from the White House. Never …
Prime Minister Trudeau has spoken clearly, with dignity and truth. I feel safe saying Canadians are in this for the long haul, until the clown and his circus are removed from the White House. Never underestimate the resolve of a pissed off Canadian. Elbows up. ??
Expresses support for Trudeau and Canadian resolve, with strong identity assertion and solidarity messaging.
@LynnTCda
Mar 4, 2025
Thank You Mr. Trudeau, as a Canadian I've never been more proud to call you my Prime Minister ??????❤❤❤??????
Thank You Mr. Trudeau, as a Canadian I've never been more proud to call you my Prime Minister ??????❤❤❤??????
Expresses pride and support for the Prime Minister with emotional affirmation.
@symonh5284
Mar 5, 2025
From a US Citizen... Canada remain strong and unlike our politicians stand up to all bullies. Trumples the Clown doesn't represent the good in the US... and to the veterans that spoke up... thanks for …
From a US Citizen... Canada remain strong and unlike our politicians stand up to all bullies. Trumples the Clown doesn't represent the good in the US... and to the veterans that spoke up... thanks for your service and thanks for once again standing up for the US
Expresses support and admiration for Canada's leadership while comparing it favorably to US politics, with appreciation for veterans' principled stance.
@edfurilla2307
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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