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 going to be sorely sad to see Trudea step down from his office as Prime Minister of Canada, as we need great leaders like him to fight for us. We pray that whoever …
We are going to be sorely sad to see Trudea step down from his office as Prime Minister of Canada, as we need great leaders like him to fight for us. We pray that whoever replaces this seat of PM is going to stand firm and keep Canada and the United States united, and I am not refering to us becoming a 51st State.
Expresses support for Trudeau and hope for strong Canadian leadership while asserting Canadian independence from American annexation.
@weatherboi
Mar 4, 2025
Well done, what else could the Canadians do?. Dump Trump now
Well done, what else could the Canadians do?. Dump Trump now
Expresses approval and support for Canadian action while calling for removal of a political figure.
@pp2021
Mar 4, 2025
Donald dont care hes in it with the opponents i stand with u canada theres more americans against donald than what voted for him
Donald dont care hes in it with the opponents i stand with u canada theres more americans against donald than what voted for him
Expresses support for Canada and solidarity with Americans opposed to Trump, showing cross-border empathy.
@YoshiH-v9g
Mar 4, 2025
Americans are asking the same thing. MAKE IT MAKE SENCE!
Americans are asking the same thing. MAKE IT MAKE SENCE!
US commenter expresses shared frustration with Canadians, building cross-national solidarity around common concerns about policy.
@JackieKing-os2oi
Mar 4, 2025
You don’t have to justify your actions, Justin. We understand what you’re up against. Do what you need to do, and maybe, eventually, we will do what we need to do.
You don’t have to justify your actions, Justin. We understand what you’re up against. Do what you need to do, and maybe, eventually, we will do what we need to do.
Supportive message expressing understanding and encouragement for a political leader's difficult position, with implicit call for public action.
@davidhull1481
Mar 4, 2025
SLAM DONK 100% LOVE THIS SPEECH, LET'S GO CANADA HOME RUN ,GIVE HIM MORE ????.
SLAM DONK 100% LOVE THIS SPEECH, LET'S GO CANADA HOME RUN ,GIVE HIM MORE ????.
Enthusiastic support and endorsement of a speech with celebratory language and implicit encouragement, though the call_to_action element is minimal.
@luish6395
Mar 4, 2025
I agree with all of it! Most Americans actually are reasonable and are not in favor of the tariffs!
I agree with all of it! Most Americans actually are reasonable and are not in favor of the tariffs!
Expresses agreement with PM's position while noting support from reasonable Americans, showing cross-border solidarity.
@krickenthekraken8844
Mar 4, 2025
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the …
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the U.S. \nMr. Trudeau, your eloquent speech depicts your patriotism and passion. And yes, these are the wise words of a a mature person who is firing up the patriotism as he leaves the office. Respect !Mr. Trudeau?
Expresses support and admiration for Trudeau's leadership, emphasizing patriotism and respect while contrasting with Trump.
@user-tc3rq1lj3o
Mar 4, 2025
This Native American stands with ????!!!!
This Native American stands with ????!!!!
Asserts Native American identity while expressing support and solidarity with Canada.
@BrooklynLilly-f6y
Mar 4, 2025
Canada, the American people don't want this and a lot of Trump supporters didn't want this either. I'm sorry that y'all too have to suffer and deal with a man that doesn't lead your country. …
Canada, the American people don't want this and a lot of Trump supporters didn't want this either. I'm sorry that y'all too have to suffer and deal with a man that doesn't lead your country. Believe me I would swap with y'all tomorrow. \n\nIt's amazing how Canada came up with how many billions for border patrol but we can't get Congress to pass a bill. President Biden tried to get a bill through Congress within his first 100 days and they wouldn't pass it then either. We have scanners sitting at the Mexican Border that will detect Fentanyl but Congress would approve using them either. Everyone needs to find out how their Representative voted on that bill and make sure they are not in office next time. \n\nI don't know how this man got elected but I feel like Musk and Starlink helped him win. I just heard that Starlink is what was used to send the results in the swing states. Musk told someone an hour before polls closed that Trump was the winner, with his evil laugh and let's not forget Trump telling his supporters that they didn't need to vote cause he will win without them. That's fishy. \n\n\nY'all what do we do if he won't leave office? What do we do then? I know he just got in the White House but it's never too early to have a plan to get him out. They worked on Project 2025 for 4 years and now it's all falling into place. OMG! What are we going to do?
Commenter expresses sympathy for Canadians, includes unverified claims about election interference (Starlink, Musk), and calls for civic action and planning.
@strella22
Mar 4, 2025
Thank you, Mr. Trudeau. Some of us know what happened here by electing T-rump and saw this coming. Do as you must. We have a bully ignorant in the White House. Some day we'll recover …
Thank you, Mr. Trudeau. Some of us know what happened here by electing T-rump and saw this coming. Do as you must. We have a bully ignorant in the White House. Some day we'll recover our relationship. Godspeed upon you.
Expresses support for Trudeau and solidarity with Canada against perceived American aggression, comparing leadership unfavorably.
@iannidd
Mar 4, 2025
Americans dont want this either....we do not understand why NO one in office will help us. TRUMP IS A DICTATOR
Americans dont want this either....we do not understand why NO one in office will help us. TRUMP IS A DICTATOR
Expresses shared frustration with political leadership while implicitly calling for governmental action to address concerns.
@exposinginsanity
Mar 4, 2025
Wished he wasn't leaving office. Doesn't make sense that he is leaving now. Trump and GOP needs to leave office.
Wished he wasn't leaving office. Doesn't make sense that he is leaving now. Trump and GOP needs to leave office.
Expresses regret at Trudeau's departure while calling for Trump and GOP to leave office, combining support with political opposition.
@gfrylives
Mar 4, 2025
That s a Leader ❤
That s a Leader ❤
Brief expression of support and admiration for a leader, using emotional language to show backing.
@ThePuffy2008
Mar 4, 2025
Dear Canada, we'll be fine. Respectfully, the great folks of America.
Dear Canada, we'll be fine. Respectfully, the great folks of America.
Offers reassurance and solidarity to Canada from an American perspective, implying cross-border support.
@michaelanthony5509
Mar 4, 2025
Wish I was Canadian to vote for him
Wish I was Canadian to vote for him
Expresses admiration and desire to support a Canadian political figure, showing cross-border solidarity.
@lougait4362
Mar 4, 2025
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Actually so fucking based. Well done Trudeau. Put the clown in his place. ? Absolutely based.
Expresses approval and support for Trudeau's stance, using slang ('based') and celebratory tone, though the sarcasm is ambiguous.
@seag1492
Mar 4, 2025
Treadau done proud for once he's actually angry ❤
Treadau done proud for once he's actually angry ❤
Positive endorsement of the leader's emotional response and representation of Canada.
Solidarity
0.75
@dg-wb4xg
Mar 5, 2025
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. …
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. I truly beleive this. So he letting Elon run the presidents office. A total bunch of idiots. They have fired 1000s of us government workers. I really don't think he is smart person Justin. I'm from ky. And I can garentee ypu it has nothing to do about drugs. Stick it to the sorry idiots. Again good job Justin.
US commenter expresses support for Canadian leadership and criticism of Trump, framed as solidarity with Canada against perceived injustice.
@dolagustin2811
Mar 4, 2025
Many Americans still consider Canadian our friendly neighbor. Many of us did not vote for that demented psycho conman felon. Do what needs to be done including turning off the power at the White House. …
Many Americans still consider Canadian our friendly neighbor. Many of us did not vote for that demented psycho conman felon. Do what needs to be done including turning off the power at the White House. We can only wait it out until our next election for senators and congress. MANY republicans are already furious and will vote blue.
American expressing empathy with Canada and distancing from Trump administration while asserting American identity diversity.
@milliecervantes1846
Mar 4, 2025
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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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