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
We know you don't want this, we don't either. We know our leader is destroying our country, we just aren't sure how to stop him right now. He has placed his people strategically. Sorry Canda
We know you don't want this, we don't either. We know our leader is destroying our country, we just aren't sure how to stop him right now. He has placed his people strategically. Sorry Canda
First-person account of American frustration with their own leadership, expressing shared concern with Canadians.
@theWittyginger
Mar 4, 2025
I just want to say that I voted for this man twice in my life and I'd do it again. He made his dad proud today.
I just want to say that I voted for this man twice in my life and I'd do it again. He made his dad proud today.
First-person account of voting history and personal support for Trump, expressing approval of his actions.
@bluegreybaby
Mar 4, 2025
I am so ashamed of our country. Trump has ruined us as a strong country. I stand with Canada, Ukraine, and Mexico.
I am so ashamed of our country. Trump has ruined us as a strong country. I stand with Canada, Ukraine, and Mexico.
First-person expression of shame about America combined with solidarity statement supporting Canada, Ukraine, and Mexico.
@robertastrong5748
Mar 4, 2025
First: sorry for my bad english. It is not my First language. \n\nThis speech was remarkable. No lies, no BS, just the facts. Wish we would here the same out of the White House. \n\nAs …
First: sorry for my bad english. It is not my First language. \n\nThis speech was remarkable. No lies, no BS, just the facts. Wish we would here the same out of the White House. \n\nAs a german who knows about german history and how everything started back then I'm terrified how fast the United States of America are moving towards a dictatorship.\n\nEvery politician around the free world should be worried about what is going to happen if DT keeps doing what he is doing, which is undermining every treaty and contract the US is having with the rest of the world.\n\nAnd on a personal note: as a child I always dreamed of someday moving to the USA. After beeing there on holiday in 2017 and also driving to Canada to visit some friends, that dream changed.\n\nDon't get me wrong, I still love your country, but you elected the worst President for the second time! WHY??? You could have known what it would be like, everything was reported on by this network and many others.\n\nAs one commentator said: this is not going to end well. And I and most of Europe and the rest of the world are thinking the same and we are afraid of the things to come.
Extended first-person account of the commenter's experience and perspective, including personal history, travel, and evolving views on countries, with comparative and moral elements.
@NeophyteToT
Mar 4, 2025
Mr Trudeaus government is awesome. best on earth now, EU too. Glad and thx God for i was immigrated to Canada instead usa
Mr Trudeaus government is awesome. best on earth now, EU too. Glad and thx God for i was immigrated to Canada instead usa
First-person account of immigrating to Canada and expressing gratitude for the choice, combined with praise for the government.
@xiuhtezcatl8161
Mar 4, 2025
American from a southern state, this is all the government, we the people want nothing to do with it or basically any conflict we’ve been in since at least 2004. We see what you see, …
American from a southern state, this is all the government, we the people want nothing to do with it or basically any conflict we’ve been in since at least 2004. We see what you see, and there’s a greater number of us willing to move with you than for our “government”
First-person account from an American expressing personal disagreement with their government and solidarity with Canada's position.
@ZastudilRV
Mar 4, 2025
I really believe that it just comes down to Trump feeling resentment that he will never be part of a perceived 'inner circle' of establishment world leaders. It's probably over that one time when they …
I really believe that it just comes down to Trump feeling resentment that he will never be part of a perceived 'inner circle' of establishment world leaders. It's probably over that one time when they were caught on a hot mic dissing him with Trudeau kind of leading the pack. Over the years Trump has shown over and over again that he is that petty and all of his decisions have an absolutely childish basis, yet the American people voted him in a second time. I've run out of patience with the American people too. They're not really doing anything about this except saying online that they support Canada just so they can feel a little better about themselves. If you guys want a dumpy predator for president that's your business but I will be doing my part to fight him and his unjust attacks against my country.
Extended first-person account of the commenter's frustration with Trump and commitment to defending Canada, blending personal experience with moral argument and action.
@prototek100
Mar 4, 2025
Yeah most of us did not vote for that orange thing. But we’re embarrassed beyond anything we could have imagined.
Yeah most of us did not vote for that orange thing. But we’re embarrassed beyond anything we could have imagined.
First-person account of not voting for Trump and expressing national embarrassment.
@kathydittmer9659
Mar 4, 2025
I AM CANADIAN. And sad to say I and my family were Trump supporters through halfway through his first term. The BS and blantent vugar talk from his mouth and now criminal conviction was enough. …
I AM CANADIAN. And sad to say I and my family were Trump supporters through halfway through his first term. The BS and blantent vugar talk from his mouth and now criminal conviction was enough. But now that I see Elon Musk , Mark Zuckerberg, Jeff Bezzos and other billionaires in his shady corner I knew something wasnt right! And after how President Zelenskyy was treated, disgusting right for the news to see on purpose. Your President is way too close to Putin and who knows what other countries. Trump, and his cronies want the spoils and treasures of Canada, Mexico, Ukraine and Gazza! BTW Trump your welcome from Canada ?? for helping putting out your fires in California! But, then again we know you wont thank Canada! Hey Americans Canada ?? loves you! Alot of great history together! Lets not let trump and his cronies divide us!
Extended personal account of changing political views, combined with criticism of Trump and assertion of Canadian-American solidarity.
@theseeker6097
Mar 4, 2025
I am an American who is in disbelief. What a circus Donald has created, lower prices from DAY ONE. Man the 50% of you jokers that voted for the Orange Man, you liking making America …
I am an American who is in disbelief. What a circus Donald has created, lower prices from DAY ONE. Man the 50% of you jokers that voted for the Orange Man, you liking making America Great Again?? Joke.
First-person account of American disbelief and criticism of Trump supporters, grounded in personal perspective.
@Wadest007
Mar 4, 2025
I wish I wouldn't of voted for Trump now. He's turned into a nut.
I wish I wouldn't of voted for Trump now. He's turned into a nut.
First-person account of the commenter's voting regret and changed opinion about Trump.
Personal Narrative
0.80
@larryeppley415
Mar 4, 2025
As a truck driver I can promise when our paychecks get short enough we will do something about it.
As a truck driver I can promise when our paychecks get short enough we will do something about it.
First-person account from a truck driver linking personal economic hardship to potential collective action, combining lived experience with economic concern.
@Kathyak
Mar 4, 2025
Half Canadian half British here. Thanks for the support! We will beat trump. Unfortunately I didn’t think I’d use those words a few months ago…
Half Canadian half British here. Thanks for the support! We will beat trump. Unfortunately I didn’t think I’d use those words a few months ago…
Shares personal identity (half Canadian, half British) and expresses support for Canada against Trump.
@alex-fw1mg
Mar 4, 2025
I hate to see something like this take place, but the bullying behavior of the current administration make it unavoidable. The American people will be the losers. If I were thirty years younger, I'd be …
I hate to see something like this take place, but the bullying behavior of the current administration make it unavoidable. The American people will be the losers. If I were thirty years younger, I'd be packing the Dodge and mapping the quickest route to Canada instead of writing this.
First-person reflection on considering immigration to Canada as an alternative to American political conditions, combining lived perspective with country comparison.
@DGW1952
Mar 4, 2025
Canada please take me... i hate it here!
Canada please take me... i hate it here!
First-person expression of desire to immigrate to Canada, implying dissatisfaction with current country.
@keriw3518
Mar 4, 2025
I am from Quebec and let me tell you I filtered out all american products from my shopping list.
I am from Quebec and let me tell you I filtered out all american products from my shopping list.
First-person account of personal consumer behavior as a Quebec resident in response to political tensions.
@malain7
Mar 4, 2025
Awww man, I’m sorry sir. I don’t want to fight. I did not vote for this representation. This is tough
Awww man, I’m sorry sir. I don’t want to fight. I did not vote for this representation. This is tough
First-person expression of regret and distancing from political representation, with emotional appeal.
@jobina74
Mar 4, 2025
As an Italian American living in New York, with Italian French-Canadian cousins living in Quebec, its really upsetting to see our relationship with our closest allies fall apart due to the greed and stupidity of …
As an Italian American living in New York, with Italian French-Canadian cousins living in Quebec, its really upsetting to see our relationship with our closest allies fall apart due to the greed and stupidity of only a hand full of people – if you can even call them that.
Shares personal identity and family connections while expressing moral concern about deteriorating international relationships.
@NunoGloop69
Mar 4, 2025
Surprising how despite me voting for him the first time, I wasn't proud of his stance u til after he announced his retirement. But when it comes to protecting our country, party lines dissolve. We …
Surprising how despite me voting for him the first time, I wasn't proud of his stance u til after he announced his retirement. But when it comes to protecting our country, party lines dissolve. We all have the same sense of pride and the same education as to what that means.
First-person account of voting history and evolving political views, emphasizing national pride transcending party lines.
@scotstasiuk5508
Mar 4, 2025
It's hard to believe i used to be a Democrat
It's hard to believe i used to be a Democrat
First-person account of political identity shift away from Democratic affiliation.
@forthepeoplebythepeople2442
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)