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
American here.. cringing every day! In support of oldest partners and allies!
American here.. cringing every day! In support of oldest partners and allies!
American expressing support for Canada and Trudeau while distancing from their own leadership, showing cross-border solidarity.
@prawnstar9213
Mar 4, 2025
Intelligence on all levels. JT is a force to be reckoned with.
Intelligence on all levels. JT is a force to be reckoned with.
Expresses admiration and support for Trudeau as a capable leader.
Solidarity
0.80
@AJ-gn4pp
Mar 4, 2025
I support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
I support Canada!!!\nYou must be proud of your Prime Minister a very fine man.
Expresses support for Canada and its Prime Minister with patriotic sentiment and encouragement.
@ZaldyCatapia
Mar 4, 2025
As an American I pray that Canada/PM Trudeau knows that there is a massive % of us who understand that Canada has to stand on business & we hold no ill will for him protecting …
As an American I pray that Canada/PM Trudeau knows that there is a massive % of us who understand that Canada has to stand on business & we hold no ill will for him protecting his country. PM Trudeau there is a massive % of Americans who despise trump & pray for his downfall (& those who follow him!) We as SANE AMERICANS know that this IDIOT who is president has begun/will continue to destroy our country(until he is stopped!) WE hold no grudges against countries who must fight back to protect themselves….WE envy you PM Trudeau & likewise countries who fight back because we are CLEARLY AWARE WE’VE BEEN CURSED WITH A MENTALLY ILL PRESIDENT WHO WON’T FIGHT FOR ALL PEOPLE OF THIS COUNTRY!
American expressing support and empathy for Canada's position, praising PM Trudeau's defense of national interests while criticizing their own leadership.
@HrglassHealer
Mar 4, 2025
American here , . . . . Stand your ground Canada ??
American here , . . . . Stand your ground Canada ??
American expressing support and encouragement to Canada, framed as cross-national solidarity.
@stevenlitkey9354
Mar 4, 2025
I’m so so sorry Canada we love you hate our president
I’m so so sorry Canada we love you hate our president
Expresses apology and support for Canada while distancing from the U.S. president, showing empathy and cross-border solidarity.
@DonnaJensen-n5u
Mar 4, 2025
I will take Trudeau's words anyday. Try crossing the Canadian Border with illegal stuff and you will find out.
I will take Trudeau's words anyday. Try crossing the Canadian Border with illegal stuff and you will find out.
Expresses support for Trudeau's words and implicitly endorses Canadian border enforcement policies.
@Terratiger
Mar 4, 2025
Simple, to the point, factual, and brilliant speech. What the US is doing is starting a fight with the best neighbor you can possibly have, a neighbor who has always supported you. Trump is like …
Simple, to the point, factual, and brilliant speech. What the US is doing is starting a fight with the best neighbor you can possibly have, a neighbor who has always supported you. Trump is like Cesar setting fire in Rome.
Praises Trudeau's speech and expresses support for Canada while criticizing Trump's antagonism.
@Thinkingisallowed
Mar 4, 2025
As an American citizen I stand with Canada ?? and not Donald J Trump!
As an American citizen I stand with Canada ?? and not Donald J Trump!
American commenter expressing cross-border solidarity with Canada and opposition to Trump.
@jacksonbangs6603
Mar 4, 2025
I agree totally with Trudeau. Do not support Trump's alliance with Putin. Donald has gone rogue!
I agree totally with Trudeau. Do not support Trump's alliance with Putin. Donald has gone rogue!
Expresses agreement with Trudeau and support for his stance against Trump, framed as moral opposition to authoritarianism.
@carynspohn9891
Mar 4, 2025
Welcome, 51st!!
Welcome, 51st!!
Welcomes Canada as the '51st' state with a welcoming tone, using light humor to express support and belonging.
@anthonybeasley6014
Mar 4, 2025
I'm American but where do I buy a Canadian flag to hang at my house?!
I'm American but where do I buy a Canadian flag to hang at my house?!
American expressing admiration and support for Canada through symbolic gesture of displaying a Canadian flag.
@catmer9460
Mar 4, 2025
as a canadian i justy would ike to say that canadians have no hate against americans for this. we understand its trump causing this, not the american ppl
as a canadian i justy would ike to say that canadians have no hate against americans for this. we understand its trump causing this, not the american ppl
Asserts Canadian identity while expressing solidarity with Americans and distinguishing between Trump and the American people.
@JJN603
Mar 4, 2025
We, the American people, do not want this. We are sorry. ?
We, the American people, do not want this. We are sorry. ?
Expresses apology and solidarity with Canada on behalf of Americans, while asserting a distinct political identity.
@TheGuyThatWondersWhy
Mar 4, 2025
I Stand with Canada
I Stand with Canada
Expression of support and solidarity with Canada and its leadership.
Solidarity
0.80
@pamjr60
Mar 4, 2025
As a Brit we all stand together against this dangerous US government
As a Brit we all stand together against this dangerous US government
Expresses international solidarity and support against a perceived external threat, framing it as collective action.
@TerenceBiddle
Mar 4, 2025
As an American, thank you. Trump needs a taste of his own medicine The people don't want this and he does not represent us. Hopefully this will unite the few who have yet to see …
As an American, thank you. Trump needs a taste of his own medicine The people don't want this and he does not represent us. Hopefully this will unite the few who have yet to see how damaging trump is to our country so we can be rid of him.
American expressing support for Canada against Trump, emphasizing shared opposition and calling for unity against perceived harm.
@carmualeta
Mar 4, 2025
Great speech, this is the way a leader should sound in a crisis
Great speech, this is the way a leader should sound in a crisis
Expresses approval and support for the leader's crisis response, affirming their leadership approach.
@RicardoArg2023
Mar 4, 2025
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
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
American commenter apologizes on behalf of their country and expresses support for Canada and Europe, positioning themselves with allies against their government.
@JoeSno-f6l
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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