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
Call to Action
2,768 comments
I believe Americans must stop this fool. In my opinion he is desperately trying to destroy what took 80 years to make. He is trying to turn friends into enemies, he is trying to change …
I believe Americans must stop this fool. In my opinion he is desperately trying to destroy what took 80 years to make. He is trying to turn friends into enemies, he is trying to change America from democracy into dictatorship.\nThis is very sad. \nI hope Americans will not allow one imbecile and bunch of crazies to change your great country into land of unrest and division.\nYou must stop your president from dismantling your country.\nJust my opinion ?
Urges Americans to stop their president from destroying democracy and national unity, combining moral appeals with explicit calls for action.
@JerryGryz
Mar 4, 2025
Canada don't bow to the dictator. Shut off the power to Michigan it make the ones pay more that voted for him.?
Canada don't bow to the dictator. Shut off the power to Michigan it make the ones pay more that voted for him.?
Urges Canada to take retaliatory action (cutting power) against the US, framed as national resistance.
@RandallGilley
Mar 4, 2025
Please. Canada stop shipping oil , Natural gas and stop selling electricity to the US , sorry enough is enough
Please. Canada stop shipping oil , Natural gas and stop selling electricity to the US , sorry enough is enough
Urges Canada to take specific economic action (stop exporting resources) as a form of protest or negotiation strategy.
@marinerbc1
Mar 4, 2025
Nooooooo......we don't like our govenment! We didn't vote for them!!! We don't want them. How can we get rid of these evil people?????!
Nooooooo......we don't like our govenment! We didn't vote for them!!! We don't want them. How can we get rid of these evil people?????!
Urgent plea to remove the government, framed as a question about how to achieve this action.
@SJPLilac
Mar 4, 2025
4 more years.. and the clown will be out of the office.... Fk Putin. Glory to Ukraine
4 more years.. and the clown will be out of the office.... Fk Putin. Glory to Ukraine
Expresses support for a political outcome ('4 more years') and solidarity with Ukraine, framed as anticipation of change.
@alexysdad7408
Mar 4, 2025
When are we going to kick out this fascist dictator ?!?! We all know musk arranged this win for him and this is not what we want !! I stand with Canada and Ukraine and …
When are we going to kick out this fascist dictator ?!?! We all know musk arranged this win for him and this is not what we want !! I stand with Canada and Ukraine and everything that America once stood for and the principals we were founded on ! Fck Trump Fck Musk Fck Vance Fck Thiel Fck Putin ! Where is my America ??? What happened to our integrity ?!?!
Calls for removal of a political figure while invoking national values and identity, framed as urgent moral imperative.
@brokeazzbeach
Mar 4, 2025
All of yall please move to Canada. You hate it so much here and cherish other countries without any knowledge of what is true. Bye bye. Have a nice trip.
All of yall please move to Canada. You hate it so much here and cherish other countries without any knowledge of what is true. Bye bye. Have a nice trip.
Sarcastically urges critics to leave America for Canada, implying they don't belong, combining dismissal with a call to action.
@scotty2hottie324
Mar 4, 2025
Its dosgusting this attempt of aquoring everiuyhing he is trying to. He is declaring war. But i have to say democrats are weak. Arm yourselves you doughnouts and be ready .this is the whole point …
Its dosgusting this attempt of aquoring everiuyhing he is trying to. He is declaring war. But i have to say democrats are weak. Arm yourselves you doughnouts and be ready .this is the whole point of the second ammendment
Calls for armed preparation and invokes Second Amendment rights in response to perceived threat, combining fear-based language with explicit action urging.
@DS-tj1vh
Mar 4, 2025
Americans, let's rise up against dictator TRUMP! He is dangerous, and wants to destroy our country! He is not working for the American people, he is working for Russia!!!
Americans, let's rise up against dictator TRUMP! He is dangerous, and wants to destroy our country! He is not working for the American people, he is working for Russia!!!
Urges Americans to mobilize against a political figure, framed as a threat to the country, combining activism with alarmism.
@GalacticTr4veller
Mar 4, 2025
I'm doing ongoing research to cease any spend on any US product or service. I'm buying software from Europe, using Posteo for email, deGoogling this year and vastly reducing Youtube. I trace all groceries to …
I'm doing ongoing research to cease any spend on any US product or service. I'm buying software from Europe, using Posteo for email, deGoogling this year and vastly reducing Youtube. I trace all groceries to eliminate anything US sourced and I now check that products are Mexican and Canadian as much as I'm able and they are supplying. I've stopped planning trips to LA and NYC, I might resume if American voters ever have the good sense to vote en masse against obviously fascist plans and personalities. I've holidayed in Mexico three times and would visit Canada and Europe in future. US is not safe for everyone any longer, not even its citizens and looks to be getting increasingly insecure and offering prosperity only to the already mega rich through crooked policies and agencies. Every week or two I double check the facts on groceries and online products/services to make sure I'm not accidentally buying American. The election was so compromised in November I'm glad people are realising the only action we can take is with our wallets from not logging in to 'big tech' to buying bread and apples etc.
Describes personal boycott actions and urges others to avoid US products/services based on perceived threats to safety and democracy.
@nevertoolate5325
Mar 4, 2025
WOW! Are you listening America. F around and find out.
WOW! Are you listening America. F around and find out.
Urges Americans to pay attention to Canada's example and warning about consequences of confrontation.
@jonschwindt3064
Mar 4, 2025
Impeach trump immediately , before America crumbles like the Roman Empire did !!!
Impeach trump immediately , before America crumbles like the Roman Empire did !!!
Direct call for impeachment action paired with apocalyptic framing (Roman Empire collapse) to motivate political intervention.
@GezaKozak-g6z
Mar 4, 2025
You republicans are going to wake up one day and wonder what happened to you. You are in for a rude awaking. Your the idiot. You are blind.
You republicans are going to wake up one day and wonder what happened to you. You are in for a rude awaking. Your the idiot. You are blind.
Warns Republicans of future consequences and urges them to reconsider their choices, with moral condemnation.
@GennyLopacinski
Mar 4, 2025
FROM ANOTHER AMERICAN: Dear Canada, \nShut us down. \nShut down the crude oil. \nShut down the natural gas. \nShut down the electricity. \nAnd tear that starlink contract up like confetti. I will donate a disco …
FROM ANOTHER AMERICAN: Dear Canada,
\nShut us down.
\nShut down the crude oil.
\nShut down the natural gas.
\nShut down the electricity.
\nAnd tear that starlink contract up like confetti. I will donate a disco ball and help you toss all the little pieces in the air. ?
\nShut. Him. Down.
\nSincerely,
\nAn American who wants to get this shit over with so we can go back to being best friends again. ?
American urging Canada to cut off trade/resources to pressure Trump, using humorous tone but with serious intent to mobilize action.
@mustangjane77
Mar 4, 2025
Wrong Mr. Trudeau:\n\nThe AMERICAN VOTERS listened to Trump and chose to vote for him. They are the ones you need to tell:\n\nYOU voted for this leader, YOU created this trade war. \n\nVOTE BETTER next time!
Wrong Mr. Trudeau:\n\nThe AMERICAN VOTERS listened to Trump and chose to vote for him. They are the ones you need to tell:\n\nYOU voted for this leader, YOU created this trade war. \n\nVOTE BETTER next time!
Directs blame to American voters and urges them to 'vote better,' while comparing US and Canadian leadership.
@Zickcermacity
Mar 4, 2025
The citizens of the US need to act fast before this buffoon ruins their lives further.
The citizens of the US need to act fast before this buffoon ruins their lives further.
Urges US citizens to take action while expressing concern about Trump's destructive impact.
@Flickvids100
Mar 4, 2025
We stand with our government ❤ and avoid buying American products?
We stand with our government ❤ and avoid buying American products?
Expresses support for government while urging a specific consumer action (boycott American products).
@ASHALATASoans
Mar 4, 2025
Boycott America while they continue to support Russia and start trade wars with their friends\nShame on Americans
Boycott America while they continue to support Russia and start trade wars with their friends\nShame on Americans
Urges boycott of America while condemning U.S. support for Russia and trade war policies.
@EverythingCameFromNothing
Mar 4, 2025
ice america out .dont trade ith them at all
ice america out .dont trade ith them at all
Urges economic action ('dont trade with them') as a response to perceived policy failure, combining advocacy with trade criticism.
@reeltime-b8m
Mar 4, 2025
Bring the thunder to us Canada. We can't knock any sense into a little less than half the voters here. Maybe you can get through to them.
Bring the thunder to us Canada. We can't knock any sense into a little less than half the voters here. Maybe you can get through to them.
Appeals to Canada to intervene politically with Americans, urging action to influence U.S. voters.
@marshalbaek5580
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)