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
We need to have uprising against Trump! He in no way represents the morals or concerns of the people in our country. He is mentally unwell and has no ability to make good decisions. He …
We need to have uprising against Trump! He in no way represents the morals or concerns of the people in our country. He is mentally unwell and has no ability to make good decisions. He should NOT be President of our country regardless of political alignment!
Explicitly urges uprising and removal of Trump from office, framed through moral and mental fitness arguments.
@bobbibartley549
Mar 4, 2025
If the bike guy gets fired let’s all donate a shit ton of money to him.
If the bike guy gets fired let’s all donate a shit ton of money to him.
Urging others to donate money to support someone ('bike guy') facing potential job loss.
randx9453
Jan 28, 2026
Hope the cops were called on those guys after.
Hope the cops were called on those guys after.
Expressing hope that police were contacted regarding individuals shown in the video, implying they should face consequences.
Call to Action
0.85
tsoqel
Jan 28, 2026
Step down already Moosepuck!
Step down already Moosepuck!
Direct demand for a political figure to resign, framed as an urgent call to action.
Call to Action
0.85
@louscannon7493
Mar 4, 2025
Deport these jeets.
Deport these jeets.
Demands deportation of a specific ethnic group, combining a direct call for action with dehumanizing identity-based framing.
Loloff210
Jan 28, 2026
Do NOT implement the Boarder Plan UNTIL tariffs end!
Do NOT implement the Boarder Plan UNTIL tariffs end!
Explicitly urges against implementing border policy until tariffs end, framing a conditional demand for action.
@CanadaRocks-1111
Mar 4, 2025
Cover the ice situation in Minneapolis for your next video
Cover the ice situation in Minneapolis for your next video
Requests the channel cover a different topic (ICE situation in Minneapolis) in future videos.
SoldierMan1557
Jan 27, 2026
All right people we know what to do! Pack them up and ship them out.
All right people we know what to do!
Pack them up and ship them out.
Urges action ('we know what to do') with implicit call to remove immigrants, framed as a directive to others.
philmccracken2012
Jan 28, 2026
deport them all
deport them all
Demands deportation as a direct action, framed within anti-immigration sentiment.
smowg683
Oct 8, 2025
delete india 👇
delete india
👇
Explicitly calls for removal/exclusion of India/Indians with a downward arrow gesture, framed as a directive action.
zelfa-v2q
Jan 27, 2026
Please remove the carbon tax justin, you know we need too
Please remove the carbon tax justin, you know we need too
Directly urges removal of carbon tax policy, framed as a request/demand for specific government action.
@w0nderwallCS
Mar 4, 2025
Stop the Lawless treasonous American dictator and the complicit GOP. We stand with Canada and Our Democratic Allies NOT PUTIN THE MURDERER! Stop the Lawless treasonous dictator and the complicit GOP. They are also working …
Stop the Lawless treasonous American dictator and the complicit GOP. We stand with Canada and Our Democratic Allies NOT PUTIN THE MURDERER! Stop the Lawless treasonous dictator and the complicit GOP. They are also working on methods to skew the midterms through more Voter Suppression ?. Write to your senators ask them to get creative. Ask them to implement a special election by the people with majority rule to oust the dictator! Ask them to shut down the government do anything to stop this coup. We cannot wait for the midterms. They will have once again manipulated them by then! Write your senators and Congressmen/Women, THEY MUST ACT NOW!!!
Primarily urges readers to contact senators and congresspeople to take action against the Trump administration, framed as moral imperative.
@JP-qi2tc
Mar 4, 2025
Go after him and only him
Go after him and only him
Direct exhortation to target a specific individual with unspecified action.
Call to Action
0.85
@edwardwhithley793
Mar 4, 2025
Now that Extortionist/2025 Dictator has Unleashed his Tariffs and saying it's about Fentanyl is just a cover up for Something Devious? I Truely feel that he is doing this to Align himself with Genocidal putin. …
Now that Extortionist/2025 Dictator has Unleashed his Tariffs and saying it's about Fentanyl is just a cover up for Something Devious? I Truely feel that he is doing this to Align himself with Genocidal putin. He doesn't Care about People just like Terrorist putin that marches his own Troops to their Death. AMERICA, WE NEED TO ORGANIZE / PROTEST AND VOTE THIS EVIL EMPIRE OUT!!!!
Explicitly urges organizing, protesting, and voting while framing the situation as an existential threat involving genocide and terrorism.
@hurshel8238
Mar 4, 2025
Impeach Trump for treason.
Impeach Trump for treason.
Directly urges a specific political action (impeachment) against a political figure.
Call to Action
0.85
@Undivided76
Mar 4, 2025
Spoken like a true leader. If only the US still had one of them. This is sickening for United States citizens. Please know the majority of US citizens absolutely denounce this behavior. We must stop …
Spoken like a true leader. If only the US still had one of them. This is sickening for United States citizens. Please know the majority of US citizens absolutely denounce this behavior. We must stop this. Democratic leaders please stand up! ??????... We are the Free world!!!
Commenter urges Democratic leaders to take action while framing US citizens as distinct from current leadership, combining identity assertion with explicit calls for intervention.
@Booshis_journey
Mar 4, 2025
"next year.. n-next month!" deport him. yesterday.
"next year.. n-next month!" deport him. yesterday.
Demands immediate deportation of an individual, expressing urgency and hostility toward a specific immigrant.
Xayuuuuu
Jan 28, 2026
america wake up - time to arrest Trump!
america wake up - time to arrest Trump!
Direct exhortation to take action ('arrest Trump'), though off-topic to Canadian immigration.
Call to Action
0.85
@mr.poryvai
Mar 4, 2025
Americans call your representatives and demand change or call for secession from the Union. Trump is an idiot hell bent on causing chaos, The States are no longer United and a symbol of truth, Justice, …
Americans call your representatives and demand change or call for secession from the Union. Trump is an idiot hell bent on causing chaos, The States are no longer United and a symbol of truth, Justice, and liberty. \nSend a message by leaving the union.
Urges Americans to contact representatives or secede from the Union, framed as moral response to Trump's chaos.
@GodofThunder84
Mar 4, 2025
Trator trump needs to be impeached. America could save trillions impeaching trump and elon. How many of you can aford higher electric and gas bills. Lets step up and tell Trump to go to hell.
Trator trump needs to be impeached. America could save trillions impeaching trump and elon. How many of you can aford higher electric and gas bills. Lets step up and tell Trump to go to hell.
Calls for impeachment and urges others to demand Trump step down, framed as moral imperative.
@wcoffey66
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)