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
Do what you have to do pm Trudeau....the average NORMAL American can't make it make sense either ...smh
Do what you have to do pm Trudeau....the average NORMAL American can't make it make sense either ...smh
Expresses empathy with average Americans and support for PM Trudeau's position.
@tamaracross9
Mar 4, 2025
As US citizen, I say God Bless Canada. Those who voted for Trump deserve what is coming. Canada deserves better friends than us.
As US citizen, I say God Bless Canada. Those who voted for Trump deserve what is coming. Canada deserves better friends than us.
A US citizen expresses support for Canada and empathy, while critiquing their own country's voters.
@franj1414
Mar 5, 2025
What we wouldn't give to have a leader like this!!
What we wouldn't give to have a leader like this!!
Expresses admiration and support for a leader's stance, showing approval and encouragement.
@paulsandoval5936
Mar 4, 2025
From America. Please I hope every other country does the same as Canada. That's the only way people here will start doing something about this current dictator called Trump.
From America. Please I hope every other country does the same as Canada. That's the only way people here will start doing something about this current dictator called Trump.
Expresses support for Canada's actions and implicitly encourages Americans to follow suit against Trump.
@tiburon-l2o
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
Funny thing is Canadians and Europeans will boycott American products while half of us Americans will purposefully buy Canadian and European products to stand with them against our Putin subservient government.
Funny thing is Canadians and Europeans will boycott American products while half of us Americans will purposefully buy Canadian and European products to stand with them against our Putin subservient government.
American expressing support for Canada and Europe against their own government, demonstrating cross-national solidarity and empathy.
@yonathanseleshi
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
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
I’m living Here in Europe and this does not concern me( for now at least) But this Trudeau can really give a speech!!! OMG.using simple language he made the message relatable and heartfell.
I’m living Here in Europe and this does not concern me( for now at least) But this Trudeau can really give a speech!!! OMG.using simple language he made the message relatable and heartfell.
First-person account from Europe expressing support and admiration for Trudeau's communication style.
@Ema2345-h1u
Mar 5, 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
Good for you Justin Trudeau, your Father (a great Canadian), would be proud of you. Now, get together with the Premiers and map out how Canada can overcome this attack and come out stronger on …
Good for you Justin Trudeau, your Father (a great Canadian), would be proud of you. Now, get together with the Premiers and map out how Canada can overcome this attack and come out stronger on the other side.
Expresses support and encouragement for Trudeau's leadership while urging coordinated action with provincial leaders to overcome challenges.
@photographingtoronto
Mar 4, 2025
I'm American. I agree with this message!
I'm American. I agree with this message!
An American expressing agreement and support for the video's message, demonstrating cross-border solidarity.
@melb9514
Mar 4, 2025
I stand with you, Canada and Prime Minister Trudeau. I love that you have a reasonable, decent, humane adult leader, Canada, and not an insane, bloated, screaming orange toddler. I'm so sorry America has allowed …
I stand with you, Canada and Prime Minister Trudeau. I love that you have a reasonable, decent, humane adult leader, Canada, and not an insane, bloated, screaming orange toddler. I'm so sorry America has allowed this to happen, and I'm grieving for our formerly friendly relationship. Not all of us wanted this. Please forgive those of us who stand with you and our allies and not with Tr*mp, Vance, and Putin. I love you, Canada! ?? ? ?? ❤
Expression of support for Canada and its leadership while comparing favorably to the United States.
@LauraCordes
Mar 4, 2025
President Trudeau, the AMERICAN PEOPLE is not for this. President Trudeau is what a REAL PRESIDENT IS ABOUT. I love CANADA ??
President Trudeau, the AMERICAN PEOPLE is not for this. President Trudeau is what a REAL PRESIDENT IS ABOUT. I love CANADA ??
American expressing support for Trudeau and Canada, positioning him as a model leader in contrast to Trump.
@deborahkirkpatrick5149
Mar 4, 2025
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
19:00. Thank you sir for becoming a Canadian while still keeping your love of your own culture. You sir are a true Canadian. I agree with what you say and feel the exact same way.
Welcomes and praises an immigrant for integrating while maintaining cultural identity, expressing support and defining inclusive Canadian identity.
nicknauj124
Sep 11, 2025
Yes! Well done Canada! It’s like “Fuck you Trump!”
Yes! Well done Canada! It’s like “Fuck you Trump!”
Expresses approval and support for Canada's stance against Trump, using emphatic language and mild profanity for effect.
@borock69
Mar 4, 2025
Mr. Trudeau thank you for apologizing to us the American citizens for this trainwreck our narcissist evil monster not leader has caused since his first day in office
Mr. Trudeau thank you for apologizing to us the American citizens for this trainwreck our narcissist evil monster not leader has caused since his first day in office
Thanks Trudeau for apologizing and criticizes Trump, expressing appreciation for Canadian leadership as contrast to American problems.
@JulieHearn
Mar 4, 2025
Great speech Prime Minister. Thank you. And Donald does not deserve to be called President or even the respect to be called Mr. Trump. He is not. He is a Bully. I am glad you …
Great speech Prime Minister. Thank you. And Donald does not deserve to be called President or even the respect to be called Mr. Trump. He is not. He is a Bully. I am glad you called him Donald. I am sure a lot of people have another name for him right now. I am a proud Canadian. I do not blame the American people. Just those who put Donald in power and those who work with him and support him. I love the US and hope and pray we will get through this together.
Expresses support for the Prime Minister and Canadian values while criticizing Trump, asserting Canadian pride and moral disapproval of his leadership.
@sharondurant8930
Mar 4, 2025
Excellent speech. I am an Englishman and immensely proud to see our very close Commonwealth brothers and sisters standing up for what we all believe in and know is the actual truth.
Excellent speech. I am an Englishman and immensely proud to see our very close Commonwealth brothers and sisters standing up for what we all believe in and know is the actual truth.
Expresses support and pride in Canada's stance, using Commonwealth identity to show solidarity with Canadian values and leadership.
@andymorgan2950
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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