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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Personal Narrative
1,771 comments
I want to visit Canada. I'm an Irish American in Wisconsin USA
I want to visit Canada. I'm an Irish American in Wisconsin USA
First-person statement of travel interest and personal identity (Irish American), with implicit cross-border comparison.
@rhondakisting4403
Mar 4, 2025
I voted against trump three times. I can’t believe the total abdication of the Republican Congress, the total corruption of the courts, and the total brainwashing of the conservative voters who have fallen into the …
I voted against trump three times. I can’t believe the total abdication of the Republican Congress, the total corruption of the courts, and the total brainwashing of the conservative voters who have fallen into the trump cult. Real Americans stand with Canada and Ukraine. And we understand that trump is the biggest threat to American liberty since King George III.
Shares personal voting history and political stance while expressing solidarity with Canada and Ukraine against Trump.
@marcbelisle5685
Mar 4, 2025
I want out of this country, I'm watching my retirement lose money. I don't want to be in a trade war, I'm going to have to close my newly opened buisness. I did not vote …
I want out of this country, I'm watching my retirement lose money. I don't want to be in a trade war, I'm going to have to close my newly opened buisness. I did not vote for this administration, so many of us didn't. I'm sorry world.
First-person account of economic hardship from trade war and retirement losses, expressing regret and apology on behalf of those who didn't vote for the administration.
@justdorecooking
Mar 4, 2025
I'm surprised how many Americans are upset with this move against Canada, from the left and right. I'm not letting Donald affect my friendships I have down in the States with friends and family.
I'm surprised how many Americans are upset with this move against Canada, from the left and right. I'm not letting Donald affect my friendships I have down in the States with friends and family.
First-person account of personal relationships across borders and individual stance on political divisions.
@Dezea-w8r
Mar 4, 2025
I’m sorry Canada. I am an immigrant grew up in the US since 1980s that your country have to deal with MORONTrump.
I’m sorry Canada. I am an immigrant grew up in the US since 1980s that your country have to deal with MORONTrump.
Immigrant sharing their lived experience and expressing sympathy for Canada's situation, combining biographical detail with supportive sentiment.
@sanithsirichandhra2038
Mar 4, 2025
I have always been a proud American citizen. My paternal side of my family has been traced back to the Mayflower and I have ancestors and family that have served in the Revolutionary War, the …
I have always been a proud American citizen. My paternal side of my family has been traced back to the Mayflower and I have ancestors and family that have served in the Revolutionary War, the American Civil War, WWl, WWll, Vietnam, the Gulf, and Afghanistan. This country has made many mistakes and has had much shame throughout its existence for various things but this is the first time and U.S. president has turned his back on our friends and allies in favor of an evil authoritarian leader named Vladimir Putin who strokes his massive ego and gives him elusions of power and respect from Putin when in reality Putin is playing Trump like a fiddle. The New York Times was not right. Donald Trump is not a bright guy. I stand strongly with my friends in Canada ??.
Primarily a first-person account of family history and patriotic identity, combined with moral critique of Trump's foreign policy and solidarity with Canada.
@jamesferris4573
Mar 4, 2025
I fled russia in 2008, but I could not imagine, even in my worst nightmare, that russia would catch me in 2024.
I fled russia in 2008, but I could not imagine, even in my worst nightmare, that russia would catch me in 2024.
First-person account of fleeing Russia and fear of authoritarian patterns recurring, blending lived experience with anxiety.
@Schizandra_Chinensis
Mar 4, 2025
I was never a fan of Trudeau and his governments policies but today I am proud to call him my country's leader.
I was never a fan of Trudeau and his governments policies but today I am proud to call him my country's leader.
First-person account of changed perspective on Trudeau, expressing newfound pride in national leadership.
@Aggressive_Splooge
Mar 4, 2025
Im am American, but have Canadian french heritage, and many cousins in Quebec. This is the stupidest thing my country has ever done.
Im am American, but have Canadian french heritage, and many cousins in Quebec. This is the stupidest thing my country has ever done.
Establishes personal connection to both countries through heritage and family, then critiques U.S. policy as foolish.
@amybear8274
Mar 4, 2025
Embarrassed ashamed American here. Any other countries taking in Americans looking to get the hell out of here right now?
Embarrassed ashamed American here. Any other countries taking in Americans looking to get the hell out of here right now?
First-person account of shame and desire to emigrate, expressing lived experience of political alienation.
@michellerose2610
Mar 4, 2025
I am almost convinced that I would rather seek a Canadian Citizenship than remain a US citizen. I stand united with Canada. Trump and Vance are disingenuous. Elbows up
I am almost convinced that I would rather seek a Canadian Citizenship than remain a US citizen. I stand united with Canada. Trump and Vance are disingenuous. Elbows up
First-person account of considering citizenship change and personal stance of solidarity with Canada against Trump.
@richardgnista
Mar 4, 2025
I'm American and so ashamed of our country’s behavior… Trump is a villain, a greedy, dictator!\n\nSo many of us Americans align with you Canada… Trump is diasterous and devastating our country. Trump is evil, corrupt …
I'm American and so ashamed of our country’s behavior… Trump is a villain, a greedy, dictator!\n\nSo many of us Americans align with you Canada… Trump is diasterous and devastating our country. Trump is evil, corrupt and needs to go! Trump is a liar and we don't believe anything Trump says!
First-person account of American commenter's shame and alignment with Canadian values, grounded in personal perspective and identity.
@d.mariecampbell7443
Mar 4, 2025
As an American i am deeply embarrassed and saddened by these last few weeks. This is not going to end well.
As an American i am deeply embarrassed and saddened by these last few weeks. This is not going to end well.
First-person account of emotional distress about recent political events, expressing personal embarrassment and concern.
@boogermcphearson5338
Mar 4, 2025
Booked a trip before your orange slime ball won and cancelled it last minute due to said orange slime ball. Netflix is gone. This has gone too far.
Booked a trip before your orange slime ball won and cancelled it last minute due to said orange slime ball. Netflix is gone. This has gone too far.
Shares a first-person account of cancelling travel plans and services due to political concerns, grounded in lived experience.
@dubplatenate
Mar 4, 2025
Sorry Canada, we Americans really had no choices in the last election and most of us stayed home. Democrats were offering nothing and Republicans were offering a rehash of 2016. The rest is history. ?
Sorry Canada, we Americans really had no choices in the last election and most of us stayed home. Democrats were offering nothing and Republicans were offering a rehash of 2016. The rest is history. ?
Commenter shares personal experience of voter disengagement and explains their reasoning for not participating in the election.
@mrbrainchild7637
Mar 4, 2025
I probably have a bias because the Scottish part of my family came from the Isle of Mull to PEI. That said, \n\nI'm super happy that groups of us have places in Canada and we …
I probably have a bias because the Scottish part of my family came from the Isle of Mull to PEI. That said, \n\nI'm super happy that groups of us have places in Canada and we intend to spend as much time up in the Great White North as possible and spend all of our US dollars there.\n\nA Mari Usque Ad Mare
Comment shares family immigration history and expresses enthusiasm for spending time and money in Canada, combining biographical narrative with welcoming sentiment.
@keithmcphail1152
Mar 4, 2025
I'm from Maine with a Franco American heritage. I am heartbroken today… remembering open borders between our countries, no passport required. I support Canada ?? and Canada's leadership looking out for their people.
I'm from Maine with a Franco American heritage. I am heartbroken today… remembering open borders between our countries, no passport required. I support Canada ?? and Canada's leadership looking out for their people.
Commenter shares personal heritage and emotional connection to Canada-US relations, expressing support for Canadian leadership.
@JJ-rh8fb
Mar 4, 2025
? I wanna move to Canada! Seriously, it is so sad that citizens of the USA have to suffer at the hands of our Government/Trump. I have relatives in Canada and I live in a …
? I wanna move to Canada! Seriously, it is so sad that citizens of the USA have to suffer at the hands of our Government/Trump. I have relatives in Canada and I live in a city directly across the river from Canada, I pray this does not affect the great relationship the common American citizen has with its Canadian neighbor! Love and Blessings to both countries and may God have mercy on us all. ????????????????????????
First-person account of desire to relocate, family connections, and concern about government impact, expressing solidarity with Canada.
@aureliafrazier5927
Mar 4, 2025
I dont know. Twice , Ive met Canadians down here in the states. And right off both times they were complete assholes to me. Not just me.but our country The one guy I tried make …
I dont know. Twice , Ive met Canadians down here in the states. And right off both times they were complete assholes to me. Not just me.but our country The one guy I tried make friendly conversation and I mentioned I was going to a race tomorrow and he goes off on America and their racing , americans and their gasoline.Liked he walk here lmao..what an asshole..just rude ..I dont feel bad for Canada one bit. Both times...ASSHOLES!
Recounts first-person encounters with Canadian individuals to justify negative generalizations about Canadians as a group.
@jeffgieske6683
Mar 4, 2025
I'm a Canadian who gave our sandwiches to American's that got stuck here on 911. I love America. I hope we can get back to being there for each other.
I'm a Canadian who gave our sandwiches to American's that got stuck here on 911. I love America. I hope we can get back to being there for each other.
First-person account of helping Americans during 9/11, expressing personal commitment to cross-border solidarity and friendship.
@DDJokes2024
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)