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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Call to Action
2,768 comments
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really …
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really up to, everyone suffers apart from the corrupt.
Urges spreading a message to opponents while framing the issue as moral corruption, combining advocacy with ethical appeals.
@cjc1956
Mar 4, 2025
Early termination for idiot trump
Early termination for idiot trump
Calls for Trump's removal from office, urging political action.
Call to Action
0.75
@ziontvdaq4104
Mar 4, 2025
If he does 25%, you do 30%. He does 30% you do 35%. Be the one who dictates the frequency and timing of the attack. Sun tzu art of war.
If he does 25%, you do 30%. He does 30% you do 35%. Be the one who dictates the frequency and timing of the attack. Sun tzu art of war.
Urges escalatory action using military strategy metaphor, framing immigration/policy as an 'attack' to be countered aggressively.
@BertrandLim
Mar 4, 2025
I like how he is tackling the situation nicely. as being canadian, we should boycott the American goods so make our economy stable. People who are thinking this is in Americans benefits they see later …
I like how he is tackling the situation nicely. as being canadian, we should boycott the American goods so make our economy stable. People who are thinking this is in Americans benefits they see later what American government do with them .
Urges boycott of American goods to stabilize Canadian economy, framed as patriotic action.
@duaaa8683
Mar 4, 2025
Canada, please turn the power off for 24/48 to wake up America that they have made the dumps decision with their choice of leader, it would be a reality check
Canada, please turn the power off for 24/48 to wake up America that they have made the dumps decision with their choice of leader, it would be a reality check
Urges Canada to take dramatic action (power cutoff) to demonstrate consequences to the US, framed as a wake-up call.
@belarada26
Mar 4, 2025
Why is this speech not EVERYWHERE!!!! As it's supposed to be!!!!
Why is this speech not EVERYWHERE!!!! As it's supposed to be!!!!
Expresses frustration that the speech isn't widely distributed and implicitly urges broader dissemination.
@jkanthjk5338
Mar 4, 2025
It's about power but the people who voted Trump and Vance in can very easily taken back and impeeched
It's about power but the people who voted Trump and Vance in can very easily taken back and impeeched
Urges voters to reverse Trump's election through impeachment, a call for political action.
Call to Action
0.75
@RosesGibbs
Mar 4, 2025
Stop the felon asap.
Stop the felon asap.
Urgent directive to stop an unspecified person, likely urging government action on immigration enforcement.
Call to Action
0.75
@ikemedanizu1917
Mar 4, 2025
I hope the video analytics show how much Americans agree with you and how much we disagree with our government leadership.
I hope the video analytics show how much Americans agree with you and how much we disagree with our government leadership.
Urges attention to video analytics as evidence of American disagreement with government, framing Americans as a unified group against leadership.
@laurabrim5062
Mar 4, 2025
Ban CNN from the oval office!
Ban CNN from the oval office!
Urges a specific action (banning CNN from the oval office) directed at authorities or supporters.
Call to Action
0.75
@athomenotavailable
Mar 4, 2025
Governor Trudeau quit the tough act and join our ranks!
Governor Trudeau quit the tough act and join our ranks!
Urges Trudeau to abandon his position and join 'our ranks,' combining identity framing with action appeal.
@ApolloX-e4q
Mar 4, 2025
All of you people that talk so tough, you should volunteer to the front lines and put your soul where your gob is. I bet none of you have the gonads to front line it. …
All of you people that talk so tough, you should volunteer to the front lines and put your soul where your gob is. I bet none of you have the gonads to front line it. To serve where the bullets fly. Trudy your young enough, grow a pair and confront that lying, murderous dictator, and show the world your worth... you pu....!!
Challenges commenters and Trudeau to take military action against Putin, using aggressive rhetoric to urge confrontation.
@RobertojavierSilvaharth-ub3pz
Mar 4, 2025
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled, you were doing nothing tell Trump stepped in. Y’all are cowards
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled, you were doing nothing tell Trump stepped in. Y’all are cowards
Demands action on human trafficking and drugs while criticizing previous inaction, framed as urgent directive.
@PddIFYU
Mar 4, 2025
This is it! We need more world leaders addressing him by name and letting him know how stupid he is.
This is it! We need more world leaders addressing him by name and letting him know how stupid he is.
Urges world leaders to publicly confront and criticize another leader, combining a call for action with moral judgment.
@AlonzoWallace51
Mar 4, 2025
Enjoy the U.S. You made the choice to put him in that position. This is the result what you see and experience.
Enjoy the U.S. You made the choice to put him in that position. This is the result what you see and experience.
Implicitly urges Americans to accept consequences of their electoral choice, framing it as accountability for collective action.
@dianaj2098
Mar 4, 2025
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow …
People have the right idea of talking to trump directly and make it clear that he just took sides with Russia over his allies in democracy and freedom,something that no other president would do allow a dictator to invade a country and blackmail the country that is being invaded just for it mineral and don’t have a statement of giving help. I don’t respect trump or his family they are standing by his side as he destroys the country what kind of people are they are they that corrupt the whole family is willing let their father or let her husband do what he doing without saying anything to stop the corruption.
Urges people to communicate with Trump about his Russia alignment while making moral arguments about democracy and corruption.
@jamesadams8595
Mar 4, 2025
I hope others countries will also raise tariffs on America so America will crash!!
I hope others countries will also raise tariffs on America so America will crash!!
Expresses hope for economic harm to America and implicitly urges other countries to take retaliatory action.
@BubbleGum-f8f
Mar 4, 2025
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Someone needs to remove this dangerous idiot. He lies about everything and blows jagmeet Singh
Calls for removal of Trump while making moral accusations about dishonesty, though the comment ends abruptly.
@brycejohnson3273
Mar 4, 2025
All those asked to be Americans and supporting Ukraine in endless war, why don't you all move to Canada or go fight for Ukraine. If you're not ready, just shut up with your bs, because …
All those asked to be Americans and supporting Ukraine in endless war, why don't you all move to Canada or go fight for Ukraine. If you're not ready, just shut up with your bs, because all you do is talk and take no action.
Urges critics to either relocate, enlist, or stop complaining; combines moral judgment with action-oriented demands.
@kamilasalamonova9711
Mar 4, 2025
I hope the whole world tariffs the U.S. so that they will stop being a cancer to us all.
I hope the whole world tariffs the U.S. so that they will stop being a cancer to us all.
Calls for international tariffs against the US while framing the country as a threat to global wellbeing.
@drin5656
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)