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
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
Cryptic call for political action through voting or removal of power, though phrasing is unclear and potentially coded.
Call to Action
0.70
@skooool
Mar 4, 2025
You should investigate the Patel phenomenon, especially with hotels, gas stations, and smoke shops.
You should investigate the Patel phenomenon, especially with hotels, gas stations, and smoke shops.
Urges the video creator to investigate a specific ethnic group's business practices, framing it as a phenomenon worthy of scrutiny.
PhoenixPestControlTN
Jan 27, 2026
Like dude… magas, you voted for him go pay them tariffs
Like dude… magas, you voted for him go pay them tariffs
Sarcastically directs Trump supporters to pay tariffs themselves, combining mockery with implied criticism of their voting choice.
@AKEN4
Mar 4, 2025
I pray the idiots that voted for Dumpy are listening, you will be effected ?
I pray the idiots that voted for Dumpy are listening, you will be effected ?
Urges voters who supported Trump to recognize negative consequences, combining a call for awareness with moral judgment about electoral choices.
@adriehunn9656
Mar 4, 2025
protect christians protect ukraine protect israel.
protect christians protect ukraine protect israel.
Imperative statements urging protection of specific groups, functioning as a call to prioritize certain causes.
Call to Action
0.70
@clement2780
Mar 4, 2025
Yes someones finally addressing the issue
Yes someones finally addressing the issue
Brief affirmation that someone is finally addressing the issue, implicitly encouraging engagement with the video's message.
Call to Action
0.70
HerpadalioHD
Jan 28, 2026
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Boycott smuckers fruit jams brand \nNot only is it maga brand … it donated to trump campaign funds !
Calls for boycott of a brand based on unverified claims about political donations, mixing activism with unsubstantiated factual assertions.
@Raspberry_pi-pie
Mar 4, 2025
Come on America stand up show this fool what you think of him trump must go
Come on America stand up show this fool what you think of him trump must go
Calls on Americans to oppose Trump and Trudeau, framing as us-vs-them with action-oriented language.
@zazee6480
Mar 4, 2025
IF STRONG MEETS STRONG, WILL THEY RISK THAT FIGHT????? UKRAINE IS NATO SHIELD.... U MUST GRAB THAT SHIELD...
IF STRONG MEETS STRONG, WILL THEY RISK THAT FIGHT????? UKRAINE IS NATO SHIELD.... U MUST GRAB THAT SHIELD...
Urges Canada to take military/defensive action regarding NATO and Ukraine, framed with security concerns.
@deborahmeghan5583
Mar 4, 2025
I hope all « bizarre » Americans people who have voted for Trump listen and open there ayes !
I hope all « bizarre » Americans people who have voted for Trump listen and open there ayes !
Urges Trump voters to reconsider their position and recognize consequences of their choice.
@yulkaluckyulka613
Mar 4, 2025
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
Trudeau you’re finished bye bye
Trudeau you’re finished bye bye
Dismissive statement urging departure of political figure, functioning as a call for political change.
Call to Action
0.70
@julietcopeland5230
Mar 5, 2025
Trump DON'T mess with our allies! Please, please don't!!!
Trump DON'T mess with our allies! Please, please don't!!!
Direct plea to Trump not to damage allied relationships, combining urgent appeal with underlying concern about threat to alliances.
@barbararackley6746
Mar 4, 2025
I hope so,ething leams fro republicans in whitehouse about tryi g to take down liveral democracies and impeach the orange wrecking ball
I hope so,ething leams fro republicans in whitehouse about tryi g to take down liveral democracies and impeach the orange wrecking ball
Expresses hope that Republicans will learn from their actions, implicitly urging political change and accountability regarding threats to democracies.
@joycecaruth1645
Mar 5, 2025
Leaders of.the world.unite and STOP.the nazi Bully,before is to.late!
Leaders of.the world.unite and STOP.the nazi Bully,before is to.late!
Urges world leaders to unite against a perceived threat (using 'nazi' and 'bully' language), combining alarmism with a call for collective action.
@nicknigro9671
Mar 4, 2025
Don't give face to Donald Drum!!
Don't give face to Donald Drum!!
Urges others not to engage with or support Donald Trump, framed as a directive action.
Call to Action
0.70
@bosskurr4815
Mar 5, 2025
Trudeau should be annoited duel president of both the United States and Canada. All special operations forces of Canada, UK etc should be strategizing and converging on a raid and seizure of the Maga Administration.
Trudeau should be annoited duel president of both the United States and Canada. All special operations forces of Canada, UK etc should be strategizing and converging on a raid and seizure of the Maga Administration.
Commenter urges military action against the Trump administration, framing it as a coordinated international effort.
@jsun3117
Mar 5, 2025
All of you can go live in Canada!!
All of you can go live in Canada!!
Sarcastically urges critics to relocate to Canada, implying they should leave if dissatisfied with current situation.
@SpeakingTruth1319
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
We do not need your products.
We do not need your products.
Brief assertion of national self-sufficiency framed as a rallying statement against US products, urging collective action.
@darrellrush9659
Mar 5, 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)