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'm in Ontario. Our liquor stores have absolutely pulled all American products. Darn shame for both of us.\n\nIf your area gets their power from Ontario, invest in energy-efficient everything as fast as possible. Doug Ford …
I'm in Ontario. Our liquor stores have absolutely pulled all American products. Darn shame for both of us.\n\nIf your area gets their power from Ontario, invest in energy-efficient everything as fast as possible. Doug Ford isn't messing around, and I don't like what he's fitting to do.
Shares first-hand observation of trade retaliation (liquor store boycotts) and personal concern about energy policy impacts in Ontario.
@lindsyfish6704
Mar 4, 2025
I feel embarrassed for what trump is doing to America and im a us marine.
I feel embarrassed for what trump is doing to America and im a us marine.
First-person account of emotional response to policy, grounded in commenter's identity as a US Marine.
@mikealcatraz2614
Mar 4, 2025
I am embarrassed to say I am an American right now! That Nazi orange guy and his side kick meme are ruining America! He needs to be impeached! I am so disgusted with what is …
I am embarrassed to say I am an American right now! That Nazi orange guy and his side kick meme are ruining America! He needs to be impeached! I am so disgusted with what is going on right now and how all of his little minions are following right along behind him kissing the ring!!
First-person expression of embarrassment and disgust about American politics, grounded in personal emotional experience.
@cordway8583
Mar 4, 2025
I am an American. I completely agree with PM Trudeau. I don't want this either. Imo Trump Should be brought up for TREASON. I don't like what has been happening to America. I would rather …
I am an American. I completely agree with PM Trudeau. I don't want this either. Imo Trump Should be brought up for TREASON. I don't like what has been happening to America. I would rather be in Canada!! Blessings to you. \n?????
First-person account of American expressing agreement with Trudeau and preference for Canada over current U.S. governance.
@nancym5814
Mar 4, 2025
Canadian here. There's a lot of people in Canada that don't like Trudeau for a lot of reasons, but with the recent events I think the majority of the country has come to tolorate him …
Canadian here. There's a lot of people in Canada that don't like Trudeau for a lot of reasons, but with the recent events I think the majority of the country has come to tolorate him a little while longer until we get a new Prime Minister. Trumps actions have only united the Canadian people.
First-person account of Canadian political sentiment and national unity, with implicit comparison to U.S. situation.
@Purpleskull64
Mar 4, 2025
I'm getting the fuck out of USA idk if later on they will be allowed into the world there are under attack by a inside person
I'm getting the fuck out of USA idk if later on they will be allowed into the world there are under attack by a inside person
First-person account of considering emigration from the USA due to perceived internal threats and instability.
@TOPPPSMOKEE
Mar 4, 2025
My son's great grandfather was born in Canada. There are people in Canada that are cousins.
My son's great grandfather was born in Canada. There are people in Canada that are cousins.
First-person account of family connection to Canada establishing personal ties and belonging.
@pauladufour7594
Mar 4, 2025
Im so embaressed to be an American under this shit storm of an administration
Im so embaressed to be an American under this shit storm of an administration
First-person expression of shame about American identity under current administration.
@hollihendricks8017
Mar 4, 2025
As an American, I am disgusted to have him as my president. Puck Futin, tuck Frump.
As an American, I am disgusted to have him as my president. Puck Futin, tuck Frump.
First-person expression of disgust about American identity under Trump presidency, with humorous name-calling.
@TheBestNoahEver
Mar 4, 2025
As an embarrassed American, I'm so sorry! I voted for Kamala.
As an embarrassed American, I'm so sorry! I voted for Kamala.
First-person account of voting preference and expression of embarrassment, combined with solidarity with Canada.
@kableman7841
Mar 4, 2025
Man, I think I may move to Canada.
Man, I think I may move to Canada.
First-person expression of potential migration to Canada, implying approval of Canadian governance relative to elsewhere.
@Chente121
Mar 4, 2025
Canada, Mexico, Germany and other countries who are getting caught up in the orange turd of a president's mess. He's not my president and just so you know I've never voted for him. I'm so …
Canada, Mexico, Germany and other countries who are getting caught up in the orange turd of a president's mess. He's not my president and just so you know I've never voted for him. I'm so embarrassed to be an American right now... I promise 50% of U.S voters are idiots the other half of us understand economics, the importance of allies and we're generally nice/smart people. #trumpsucks
Shares personal experience of embarrassment as American, expresses solidarity with affected countries, and asserts identity as non-Trump voter while critiquing half of voters.
@louiselmf6671
Mar 4, 2025
As a Canadian I'm not a fan of Trudeau, but this was good.
As a Canadian I'm not a fan of Trudeau, but this was good.
First-person identity claim as Canadian combined with qualified approval of the action despite political disagreement with Trudeau.
@johnbrowne2170
Mar 4, 2025
i was pro trump before the elections, but when i see all the fuckery that is done in just a month.............its becoming scary
i was pro trump before the elections, but when i see all the fuckery that is done in just a month.............its becoming scary
First-person account of changing political views due to observed events, expressing growing concern about Trump's actions.
@pungleif8976
Mar 4, 2025
As an American i did NOT vote for this?
As an American i did NOT vote for this?
First-person statement of political non-participation, establishing the commenter's biographical stance on Trump.
Personal Narrative
0.80
@williamappleby1901
Mar 4, 2025
Make that make sense boy he's already had all my attention and then he said that and had 200% \nI'm an American and I wish I could make it make sense all I can say …
Make that make sense boy he's already had all my attention and then he said that and had 200% \nI'm an American and I wish I could make it make sense all I can say is I didn't vote for him & he(Trump) is so very deeply embarrassing
American commenter shares personal experience of embarrassment about Trump while expressing moral disapproval and clarifying they didn't vote for him.
@co0ki3M0NstAr
Mar 4, 2025
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII …
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII . We are retired now and husband is a veteran, it’s already hard for us, now it will get worse.. God Canada must think they are living above a meth lab thanks to that thing in the White House. ??
The commenter shares personal background (Canadian-born, military family, retired) while expressing support for Canada and anxiety about future hardship.
@PatWilken-m6l
Mar 4, 2025
Like many Americans, I am embarrassed by King Trump.
Like many Americans, I am embarrassed by King Trump.
First-person statement of embarrassment as an American, combining personal feeling with moral judgment.
@LBlucher13
Mar 4, 2025
As an American citizen (sadly) i apologize for the baboon-fest in our whitehouse. the monkeys took over because of the mentally instable voters and vote-buying scammers who brought this on. MOST of us did not …
As an American citizen (sadly) i apologize for the baboon-fest in our whitehouse. the monkeys took over because of the mentally instable voters and vote-buying scammers who brought this on. MOST of us did not vote for this tragedy. but now we must attempt to survive this. not even God can help us!
First-person account from an American expressing shame and concern about domestic politics.
@ravendarkshadow9675
Mar 4, 2025
I'm ashamed of my country.Trump does not care about the.U.S.We are behind Canada and apologize for what he is doing
I'm ashamed of my country.Trump does not care about the.U.S.We are behind Canada and apologize for what he is doing
First-person expression of shame about Trump's actions, combined with solidarity with Canada and moral disapproval.
@angelaneihoff8303
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)