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
Search & Filter
Personal Narrative
1,771 comments
2 months in and I am already tired of our American Leaders.
2 months in and I am already tired of our American Leaders.
First-person expression of fatigue with American leadership after two months, combining lived experience with implicit criticism.
@leominster24
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
I used to drive Him around Toronto.\nYou Go PM. Justin Trudeau. Love and Respect.
I used to drive Him around Toronto.\nYou Go PM. Justin Trudeau. Love and Respect.
First-person account of prior personal interaction with Trudeau, expressing respect and support.
@courtneywoode202
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
From Virginia; not all of us support this, we're just not entirely sure what to do at this moment.
From Virginia; not all of us support this, we're just not entirely sure what to do at this moment.
First-person account of the commenter's location and political stance, expressing uncertainty about their own position on the issue.
@HiveGod-k2d
Mar 4, 2025
This American wants to move to Canada!!! Thank you for speaking the truth, Mr. PRIME MINISTER
This American wants to move to Canada!!! Thank you for speaking the truth, Mr. PRIME MINISTER
American commenter shares personal intention to immigrate to Canada and expresses approval of Canadian leadership.
@KellyRoberts-n7x
Mar 4, 2025
I’m American and I hate the direction our country has taken with the new thief in our White House. Donald dump has created war with our allies and aligned with our enemies.
I’m American and I hate the direction our country has taken with the new thief in our White House. Donald dump has created war with our allies and aligned with our enemies.
American commenter shares personal dissatisfaction with their country's direction and criticizes Trump's foreign policy on moral grounds.
@legacysearches4481
Mar 4, 2025
As a veteran i'm tired of the little coke addict coming to Washington and getting his monthly taxpayers check. America isn't just paying for the war we are also paying for the government and private …
As a veteran i'm tired of the little coke addict coming to Washington and getting his monthly taxpayers check. America isn't just paying for the war we are also paying for the government and private sector as well. America can no longer support endless wars.
Veteran's first-person account of frustration with government spending and military commitments, mixing lived experience with policy criticism.
@ripcordjr5696
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
As a Canadian who could never stand Trudeau, even his face is annoying to look at, I must say he gave a great speech here. I even even liked Trump for many years and now …
As a Canadian who could never stand Trudeau, even his face is annoying to look at, I must say he gave a great speech here. I even even liked Trump for many years and now am so disgusted by him.
First-person account of the commenter's changing political views, acknowledging Trudeau's speech quality despite past criticism.
@fvhb2731
Mar 4, 2025
I am so sorry my country has lost its way. I am so sorry this is happening. Most of us wanted peace and balance, and we did not want trump.
I am so sorry my country has lost its way. I am so sorry this is happening. Most of us wanted peace and balance, and we did not want trump.
First-person expression of regret and apology about national direction, grounded in personal perspective.
@bicyclesophie
Mar 4, 2025
I will say as much as i hate Trudeau, who ever made his speech did a good job
I will say as much as i hate Trudeau, who ever made his speech did a good job
First-person acknowledgment of personal dislike for Trudeau while offering a specific observation about speech quality.
Personal Narrative
0.80
@The_Duggler25
Mar 4, 2025
I don’t think the majority of Americans want this. I did not vote for Donald Trump and I’m sure a lot of people that did are regretting their decision. This is so sad and depressing …
I don’t think the majority of Americans want this. I did not vote for Donald Trump and I’m sure a lot of people that did are regretting their decision. This is so sad and depressing and stressful. God bless us all.
Shares personal voting experience and emotional response, expressing regret and concern about the political situation.
@susanwohl24
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)