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
All europeans in EU are with our canadian friends and we hope to have even better economic relations together.??❤??
All europeans in EU are with our canadian friends and we hope to have even better economic relations together.??❤??
Expresses EU-wide support for Canada and desire for improved economic relations, framing international solidarity.
@vasilicavaduva923
Mar 5, 2025
No, Trump is actually very dumb! That is why this is happening with our neighbors, Canada and Mexico! We are sorry for our stupid president....no respect for him at all
No, Trump is actually very dumb! That is why this is happening with our neighbors, Canada and Mexico! We are sorry for our stupid president....no respect for him at all
American commenter expresses apology and solidarity with Canada, distancing themselves from Trump while asserting shared values with neighbors.
@Missy-v1i
Mar 4, 2025
Long live Tumpsky, Putin's a** licking puppet. I stand with Canada. Picking a fight with the greatest neighbor that we could ever hope to have is nuts. Sorry to disagree with PM Trudeau, but Trump …
Long live Tumpsky, Putin's a** licking puppet. I stand with Canada. Picking a fight with the greatest neighbor that we could ever hope to have is nuts. Sorry to disagree with PM Trudeau, but Trump is dumb af and this proves it.
American expresses strong support for Canada and criticizes Trump's confrontational approach toward a neighboring ally.
@squash4david
Mar 4, 2025
This American stands with Canada, Mexico, and Ukraine. There's no other way to put it: our president is setting about to wreck our nation. He either doesn't know he's doing it -- or doesn't care. …
This American stands with Canada, Mexico, and Ukraine. There's no other way to put it: our president is setting about to wreck our nation. He either doesn't know he's doing it -- or doesn't care. Either way, he's incompetent. And he's in bed with a horrible, violent dictator.
American commenter expresses support for Canada, Mexico, and Ukraine while criticizing their own president's policies.
@womanofacertainage5892
Mar 4, 2025
Thanks for speaking to all Americans the truth. Many listen to propaganda in America as you know. Many news outlets are owned by oligarchs.
Thanks for speaking to all Americans the truth. Many listen to propaganda in America as you know. Many news outlets are owned by oligarchs.
Commenter thanks the speaker for truth-telling and expresses support while critiquing media manipulation in America.
@ruthiekoontz8234
Mar 4, 2025
We, reasonable Americans, support you - our friends and neighbors! Bravo! Trump needs to stop his recklessness and STUPIDITY!
We, reasonable Americans, support you - our friends and neighbors! Bravo! Trump needs to stop his recklessness and STUPIDITY!
Expression of support and solidarity with Canada, combined with moral condemnation of Trump's actions.
@hale3hawaii390
Mar 4, 2025
Washington State resident here. Could we secede and merge with BC? Seriously, Trump has made it absolutely clear that his actions and intentions have nothing at all to do with what is good for the …
Washington State resident here. Could we secede and merge with BC? Seriously, Trump has made it absolutely clear that his actions and intentions have nothing at all to do with what is good for the ordinary citizens of this country or the future of American democracy. Please know that you have our full support for your retaliatory actions. We will endure this together until this treasonous egotist in the White House is reined in somehow.
American expressing support for Canada's position and offering solidarity against perceived threats from U.S. leadership.
@stewartmarshall4112
Mar 4, 2025
Coming from Northern California wine country in Calistoga California, I say I am with you Mr Trudeau thank you for standing up to trump who is very insane god speed
Coming from Northern California wine country in Calistoga California, I say I am with you Mr Trudeau thank you for standing up to trump who is very insane god speed
Personal identification as American expressing support for Trudeau and opposition to Trump, combining geographic identity with cross-border solidarity.
@Mamajean611
Mar 4, 2025
European here\nI love Canada ? ?? \nI love some Americans too\nThis year, we choose Canada for holidays, not US\nAnd we are very excited to go and spend our time and money in your beautiful country …
European here\nI love Canada ? ?? \nI love some Americans too\nThis year, we choose Canada for holidays, not US\nAnd we are very excited to go and spend our time and money in your beautiful country \nHang on Canada , we all will overcome from this
European commenter expresses love for Canada, chooses it over the US for tourism, and offers encouragement during difficult times.
@margaridamigueis4558
Mar 4, 2025
I’m a U.S. citizen and I support the Canadian government and its people. And Trump is not a smart guy he’s a idiot
I’m a U.S. citizen and I support the Canadian government and its people. And Trump is not a smart guy he’s a idiot
U.S. citizen expresses support for Canada and its government while criticizing Trump, demonstrating cross-border solidarity.
@ruttiger500
Mar 4, 2025
we the American people don't want this either. it's only the Trump administration that is asking for this . thank you for your understanding Canada we the people stand with you as well.
we the American people don't want this either. it's only the Trump administration that is asking for this . thank you for your understanding Canada we the people stand with you as well.
American commenter expresses support for Canada and distances themselves from Trump administration, showing cross-national solidarity.
@Renie20D
Mar 4, 2025
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian.
ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian.
That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Commenter establishes Canadian identity credentials, then expresses welcoming stance toward immigrants while expressing concern about integration and potential backlash.
sarawr30
Sep 9, 2025
Buffalonian here, and a woman who met her husband in the U.S Marine Corps. I am disgusted and disappointed with America right now. Canadians, we stand with you.
Buffalonian here, and a woman who met her husband in the U.S Marine Corps. I am disgusted and disappointed with America right now. Canadians, we stand with you.
Personal account of American woman expressing disappointment with U.S. and solidarity with Canada.
@avahesse9979
Mar 4, 2025
From Holland, Amsterdam, we stand with you Canada! And can hopefully save Ukraine together ☮️ all love and friendship
From Holland, Amsterdam, we stand with you Canada! And can hopefully save Ukraine together ☮️ all love and friendship
International solidarity message from Netherlands expressing support for Canada and shared values on geopolitical issues.
@Kat-jc1lg
Mar 4, 2025
“I won’t sugarcoat it”… I wish I was Canadian & had that leadership?
“I won’t sugarcoat it”… I wish I was Canadian & had that leadership?
Expresses admiration for Canadian leadership while implicitly comparing it favorably to the commenter's own country's leadership.
@timtooofficxl
Mar 4, 2025
I’m Canadian. I’ve not been a fan of Prime Minister Justin Trudeau in the past, but he is the man for the moment and I’m so proud of him right now! Articulate, thoughtful, calm and …
I’m Canadian. I’ve not been a fan of Prime Minister Justin Trudeau in the past, but he is the man for the moment and I’m so proud of him right now! Articulate, thoughtful, calm and firm. Exactly what a true leader should be. To my American neighbours: this is what leadership looks like. Bringing the country together,not tearing it apart??
Canadian commenter expresses pride in their PM's leadership and uses personal perspective to contrast with US leadership, offering implicit support to Canada.
@debbieguitor1745
Mar 4, 2025
This is what a leader looks like, uniting his people. As an American I am thoroughly disheartened and mortified by Trump and Vance's behavior.
This is what a leader looks like, uniting his people. As an American I am thoroughly disheartened and mortified by Trump and Vance's behavior.
American praising Canadian leadership as unifying while expressing disappointment with their own president.
@minamiyo6
Mar 4, 2025
From the Netherlands: inspiring leadership.
From the Netherlands: inspiring leadership.
Dutch commenter praises Canadian leadership as inspiring, expressing international solidarity and admiration.
@jorinevanhooijdnk2263
Mar 5, 2025
Wow, this is what a sane person sounds like. Thank you Mr. Trudeau for a clear and concise explanation of this unfortunate situation. I am embarrassed by my country.
Wow, this is what a sane person sounds like. Thank you Mr. Trudeau for a clear and concise explanation of this unfortunate situation. I am embarrassed by my country.
Praises Trudeau's rationality and clarity while expressing shame about their own country, demonstrating support and moral alignment with the PM's position.
@DR798-h5q
Mar 4, 2025
Not all of us Americans voted for that Idiot Trump. We respect a true leader in President Trudeau and the Canadian people.
Not all of us Americans voted for that Idiot Trump. We respect a true leader in President Trudeau and the Canadian people.
American commenter distances themselves from Trump voters and expresses respect for Trudeau and Canada, showing cross-border solidarity.
@Gump-tion
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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Discourse Quality (Perspective API)