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
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
Rhetorically questions what will happen when Trump supporters experience economic consequences, implicitly urging reconsideration of political allegiance.
@JamesPatrickCamachoDeleonGuerr
Mar 4, 2025
TURN OFF THEIR POWER. That'll change things real quick.
TURN OFF THEIR POWER. That'll change things real quick.
Urges a disruptive action (cutting power) as a means to force political change, with implicit threat framing.
@anja2716
Mar 4, 2025
FUCK CARNEY!!
FUCK CARNEY!!
Expresses strong opposition to a political figure (Carney) in an emphatic manner, implicitly urging rejection of their policies.
Call to Action
0.70
Gesù_è_salvatore
Jan 28, 2026
Unfortunately those that did not vote Trump will be collateral damage but when someone is too proud and arrogant you can’t tell them anything… they have to be humbled by their choices... One thing I …
Unfortunately those that did not vote Trump will be collateral damage but when someone is too proud and arrogant you can’t tell them anything… they have to be humbled by their choices... One thing I learned is ppl have to burn to learn in the country. It’s best for all Trump voter to feel the impact of the choice they made since they hate facts let them experience the truth.
Urges Trump voters to experience consequences of their choice and frames this as a learning mechanism, combining moral judgment with implicit action-oriented messaging.
@flo4546
Mar 4, 2025
Remigration
Remigration
Single-word reference to remigration policy advocacy, implicitly calling for action to remove immigrants.
a848ffge
Sep 20, 2025
I hope POTUS hears this.
I hope POTUS hears this.
Implicitly urges the US President to listen to the message, suggesting action or attention from political leadership.
Call to Action
0.70
@patmiller-garner6881
Mar 4, 2025
SHUT IT DOWN!
SHUT IT DOWN!
Imperative demand to shut down immigration program, functioning as a call to action with underlying threat framing.
newlife956
Nov 22, 2025
We will stand up
We will stand up
A rallying cry expressing commitment to stand together, likely in support of Canada's position.
@sylvainroy9509
Mar 4, 2025
Woke up democrat party!!!!!!
Woke up democrat party!!!!!!
Urges the Democratic Party to wake up and take action, though cryptic in its specific demands.
Call to Action
0.70
@neliacanelbouzikova9231
Mar 4, 2025
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Duplicate of previous comments: demands investigation of U.S. immigration enforcement with sarcastic racial framing.
adidvanvitelli3975
Jan 27, 2026
Let's see until when Fox news, influencers,politics and Trump supporters will keep dancing with the devil, and not understanding what Trump is truly about
Let's see until when Fox news, influencers,politics and Trump supporters will keep dancing with the devil, and not understanding what Trump is truly about
Urges others to recognize Trump's true nature and stop supporting him, framed as a moral awakening.
@thunderbirdmcfly8657
Mar 4, 2025
Good go back
Good go back
Brief dismissive statement urging immigrants to leave Canada.
Call to Action
0.70
JamesSmith-o3d5q
Feb 13, 2026
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Duplicate of previous comments: demands investigation of U.S. immigration enforcement with sarcastic racial framing.
adidvanvitelli3975
Jan 27, 2026
It doesn’t make sense not my President invoke amendment 25 ?
It doesn’t make sense not my President invoke amendment 25 ?
Calls for invocation of constitutional amendment (25th) against current president, framed as policy action.
@georgettewatkins4454
Mar 4, 2025
Time to take care of Americans. That's the bottom line cause donold trump said so ?
Time to take care of Americans. That's the bottom line cause donold trump said so ?
Urges prioritizing Americans over immigrants, with nationalist framing and reference to Trump as authority figure.
@ViralEchoesInc
Mar 4, 2025
Canada sell your products to others countries. Stop complaining and do something about it.
Canada sell your products to others countries. Stop complaining and do something about it.
Urges Canada to take action (sell to other countries, stop complaining) rather than accept current policy approach.
@JimC-c1e
Mar 4, 2025
Eff off trump and Vance. ??
Eff off trump and Vance. ??
Dismissive call directed at Trump and Vance, urging rejection or opposition.
Call to Action
0.70
@GREGUNIT715
Mar 4, 2025
At this point we need to repeal the amendment blocking trump to a third term and the pardon protecting hunter biden and we should throw him in jail
At this point we need to repeal the amendment blocking trump to a third term and the pardon protecting hunter biden and we should throw him in jail
Calls for constitutional changes and legal action against political opponents, mixing policy demands with unsubstantiated claims.
@pmack217
Mar 4, 2025
remigration is a word people need to learn and understand
remigration is a word people need to learn and understand
Promotes awareness of 'remigration' concept, implicitly calling for return migration of immigrants.
Call to Action
0.68
rosskaske6357
Nov 20, 2025
After a long long time moron trudi sounds right .. trump is acting bully .. let’s take the fight head on ..
After a long long time moron trudi sounds right .. trump is acting bully .. let’s take the fight head on ..
Frames a political opponent as a bully and calls for confrontational response, urging collective action against perceived aggression.
@Sacchaindian007
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)