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
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
Expresses support for the Prime Minister and empathy toward Americans, while expressing sadness about political outcomes.
@godrickbest4798
Mar 4, 2025
Mexico and my whole family is with you Canada, from Phoenix, Az.!!!! ?????? trump!!
Mexico and my whole family is with you Canada, from Phoenix, Az.!!!! ?????? trump!!
Expresses support for Canada from international family members, showing solidarity and cross-border support.
@gtzmwt
Mar 4, 2025
Well said PM Trudeau . Please know not all Americans think like Trump and support what he is doing to our country.
Well said PM Trudeau . Please know not all Americans think like Trump and support what he is doing to our country.
Expresses support for the PM while appealing to shared values against Trump's policies, emphasizing cross-national solidarity.
@speppers1983
Mar 4, 2025
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
2:56 homie a fucking soldier salute brother fighting for the only home he has that he can't leave.
Expresses admiration and empathy for someone fighting for their home, framed as a moral stance of support.
troygarza5720
Jan 27, 2026
Trudeau every intelligent and sane know this is not your fault! The branches of the American government have become a complete joke especially with this idiotic nazi administration that loves communism!
Trudeau every intelligent and sane know this is not your fault! The branches of the American government have become a complete joke especially with this idiotic nazi administration that loves communism!
Expresses support for Trudeau and sympathy for his position while condemning the American administration on moral grounds (calling it 'idiotic' and 'nazi').
@theghost4729
Mar 4, 2025
I stand with Canadians.
I stand with Canadians.
Expresses support and solidarity with Canadians as a collective group.
@ps0726
Mar 4, 2025
All we ask is that are Canadian friends stem with us and do not forget us we do not approve of our government
All we ask is that are Canadian friends stem with us and do not forget us we do not approve of our government
Appeals to Canadian friendship and support while expressing disapproval of the US government, showing cross-border solidarity.
@margamckie1984
Mar 4, 2025
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Bravo, Justin!! How sickening that the GOP is full of cowards who won't stand up.
Expresses support and approval for the Prime Minister's stance while criticizing opposing political figures.
@lindajoe5777
Mar 4, 2025
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Very well spoken. Most Americans do not want this. It's dumb..just like you said. I'm sorry that this is happening between our countries.
Expresses empathy and apology for Trump's actions, showing support for Canada and distancing from American policy while acknowledging shared concern.
@Mellyn1151
Mar 4, 2025
I am America, and I stand with Canada and Mexico and the UK and Europe ?
I am America, and I stand with Canada and Mexico and the UK and Europe ?
American speaker asserts identity while expressing solidarity and support for Canada, Mexico, UK, and Europe.
@tiffanimckay3542
Mar 4, 2025
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only …
I am American and support Canada and Mexico’s actions wholeheartedly. That said, I feel you guys are still bending backwards. Please don’t. Talking about fentanyl is nonsense. The man child you are dealing with only understand one thing — strength and sting men. So man up and throw some punches, otherwise he will call you next to White House and ask you to rub your nose. Cheers!
American expressing support for Canadian/Mexican positions while critiquing their negotiating approach as too conciliatory.
@donnatimara8215
Mar 4, 2025
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
THANK YOU TRUDEAU FROM AMERICA ,THANK YOU FOR HELPING AGAINST TRUMP
Expresses gratitude and support for Trudeau's stance against Trump, showing cross-border solidarity.
@denisecrookshanks3892
Mar 4, 2025
Our intelligent Prime Minister! Thank you Trudeau, for making us proud to be ??!
Our intelligent Prime Minister! Thank you Trudeau, for making us proud to be ??!
Expresses pride in the Prime Minister and gratitude for his leadership, affirming national identity and support.
@angelaandfriends5835
Mar 4, 2025
From Australia.Brilliant speech.Trump is ditching friends for Putin.
From Australia.Brilliant speech.Trump is ditching friends for Putin.
International commenter praises Canadian leadership and expresses support while criticizing Trump's foreign policy priorities.
@tipene1950
Mar 4, 2025
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
Expresses gratitude and support for the video's coverage, praising it for bringing attention to an issue without obscuring or minimizing it.
ItsKnotBread
Jan 27, 2026
As an American I stand with Canada and F@$K TRUMP!
As an American I stand with Canada and F@$K TRUMP!
American commenter expressing support for Canada and opposition to Trump, showing cross-border solidarity.
@thebruhnetwork
Mar 4, 2025
We are so sorry that we don't have a president with your integrity prime minister
We are so sorry that we don't have a president with your integrity prime minister
Expresses apology and support for Canadian leadership, showing solidarity with the nation and its prime minister.
@nellyrodriguez7900
Mar 4, 2025
Thank you! Trump is a jackass. Trudeau knows it!
Thank you! Trump is a jackass. Trudeau knows it!
Expresses support and agreement with Trudeau's position while insulting Trump.
@lindamitchell3209
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
I hope Canada realizes tens of millions of us don't want this either. Don't call it the American tariff. Call it trump's tariff. That is what it is.
I hope Canada realizes tens of millions of us don't want this either. Don't call it the American tariff. Call it trump's tariff. That is what it is.
Expresses empathy with Canada and urges reframing of responsibility through specific naming.
@sandid1826
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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