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
Canada, please PLEASE realize that there are MANY AMERICANS who oppose this action vehemently and ansolutely HATE DONALD TRUMP!! Who knows what will become of you and us because of his sick, evil mind. We …
Canada, please PLEASE realize that there are MANY AMERICANS who oppose this action vehemently and ansolutely HATE DONALD TRUMP!! Who knows what will become of you and us because of his sick, evil mind. We will fight WITH YOU!!
American commenter expresses strong support and solidarity with Canada against Trump, offering alliance and shared opposition.
@terrietravis3203
Mar 4, 2025
Many of us did NOT vote for this administration - It's not Americans - it's this administration! We re SO sorry Prime Minister - We Americans love Canada! We will get through this - somehow!!!! …
Many of us did NOT vote for this administration - It's not Americans - it's this administration! We re SO sorry Prime Minister - We Americans love Canada! We will get through this - somehow!!!! Hopefully resume our relationship with you/Canada!
American commenter expressing apology and support for Canada/Trudeau while distancing themselves from Trump administration, combining welcoming sentiment with us-vs-them framing.
@TheSherriLouise
Mar 4, 2025
We dont want this either…the golden age only applies to billionaires that will profit from trump’s administration. We know that anything that comes out of trumps mouth is a lie. The heritage foundation and white …
We dont want this either…the golden age only applies to billionaires that will profit from trump’s administration. We know that anything that comes out of trumps mouth is a lie. The heritage foundation and white nationalists have distorted trumps view and feed his need for power while they dismantle our country.
American commenter expresses shared opposition to Trump, showing solidarity with Canadian concerns and moral critique of his administration.
@noahkling4018
Mar 4, 2025
I stand with Canada from Scotland , what a disaster DT has become , shame on him having Scottish hertage.
I stand with Canada from Scotland , what a disaster DT has become , shame on him having Scottish hertage.
Scottish commenter expresses support for Canada while comparing Trump's behavior to his heritage, combining international solidarity with comparative national framing.
@drm888
Mar 4, 2025
Why you gotta do us Indians like that..
Why you gotta do us Indians like that..
Brief expression of empathy and concern for Indian immigrants being negatively portrayed or stereotyped in the discourse.
timmy101able
Jan 29, 2026
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" …
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" mean? Canada is made up of a ton of different cultures. Stupid video and stupid commentors.
Expresses support for immigrants, characterizes the video as hateful, and questions the premise of assimilation rhetoric.
jordach545
Jan 27, 2026
Keep in mind Canada, we the people love you. It is Trump and his associates that are being traitors to the United States. they know it will harm American families, but the United States government …
Keep in mind Canada, we the people love you. It is Trump and his associates that are being traitors to the United States. they know it will harm American families, but the United States government currently does not care. They want to harm Americans so that they can create a slave class and a ruling class.
Expresses love and support for Canada while condemning US leadership as traitors, combining solidarity with moral critique.
@cicichambers3887
Mar 4, 2025
Elbows up Canada.. Americans don't want this. It is Trump and MAGA morons
Elbows up Canada.. Americans don't want this. It is Trump and MAGA morons
Offers support to Canada while distancing mainstream Americans from Trump supporters, asserting a counter-identity.
@JohnWagner-lp9ww
Mar 4, 2025
Florida here. Please pray for us and please know that there are many of us in this country who are absolutely appalled.
Florida here. Please pray for us and please know that there are many of us in this country who are absolutely appalled.
American commenter expresses solidarity with Canada and disapproval of Trump, sharing personal perspective from within the US.
@ericlee1055
Mar 4, 2025
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be …
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be gone in few days, but will be remembered for this speech, amongst many others ??
Expresses pride in Canadian leadership and encourages national unity regardless of political affiliation.
@caroscarla1732
Mar 4, 2025
I wish I could be Canadian at this point...drowsy donny has no clue what he's doing ?...most of us don't want this either...this is beyond insanity.
I wish I could be Canadian at this point...drowsy donny has no clue what he's doing ?...most of us don't want this either...this is beyond insanity.
Expresses admiration for Canada and solidarity with Americans opposing Trump, showing cross-border empathy.
@chrisschuler2278
Mar 4, 2025
As a mortified American, to Canada, I am so sorry. ?
As a mortified American, to Canada, I am so sorry. ?
An American expressing apology and support for Canada, with implicit comparison between American and Canadian leadership.
@deannafountain1960
Mar 4, 2025
As a Canadian this is the first time I’ve ever agreed with everything Justin Trudeau has said, he was bang on on every point
As a Canadian this is the first time I’ve ever agreed with everything Justin Trudeau has said, he was bang on on every point
Canadian commenter expresses agreement and approval with Trudeau's statements, showing support for his position.
@Trista5
Mar 4, 2025
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
American expressing admiration for Canada and solidarity with Canadians while distancing from US leadership, showing cross-border support.
@melissapratt3545
Mar 4, 2025
From Texas to you ❤️❤️ we do not stand behind Trump. A lot of us did not vote or care for Trump. Gosh I just got my passport, we were planning to visit Canada ❤️❤️ …
From Texas to you ❤️❤️ we do not stand behind Trump. A lot of us did not vote or care for Trump. Gosh I just got my passport, we were planning to visit Canada ❤️❤️ and I don’t blame you for hating us. ?Stand strong Canada most Americans stand with you. I truly believe Trump is doing all this to strengthen his greediest he doing this to line his money pockets with middle Americans Musk will help him become one of the richest men in the world and he will get there on the backs of middle class hard working Americans. He isn’t trying to help Americans he is helping himself and all his rich buddy’s I refer to them all as roaches.
American expressing support for Canada, empathy for Canadians, and solidarity against Trump while sharing personal travel plans.
@kathleenkingston6494
Mar 4, 2025
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Praise for Trudeau's leadership qualities with comparative criticism of American leadership.
@jenniferszarek4818
Mar 4, 2025
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Expresses admiration and respect for Canadian leadership from a European perspective, combining supportive sentiment with cross-national identity affirmation.
@NEUBRAND2000
Mar 4, 2025
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
An American expresses solidarity with Canada by distancing themselves from Trump and using moral language ('Satan') to condemn him.
@catcrazed
Mar 4, 2025
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has …
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has every right to be as pointed as he wants. I hate what Trump is doing and I live here! Trump doesn't speak for me. I have friends in Canada. Canadians are absolutely welcomed to help us do something to rein in the power of the dictator in training, Trump.
Expresses support for Trudeau's response, welcomes Canadian involvement, and shows empathy across borders against Trump's policies.
@dancingfrogable
Mar 4, 2025
As an American, I’m disgusted with my government’s siding with Russia, and the pushing away of our allies!
As an American, I’m disgusted with my government’s siding with Russia, and the pushing away of our allies!
American expressing disgust with own government while implicitly supporting Canada/allies, demonstrating cross-national solidarity.
@mikemallon1065
Mar 4, 2025
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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)