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
America, for your own sake, get rid of the orange buffoon.
America, for your own sake, get rid of the orange buffoon.
Urges Americans to remove Trump from power, framed as urgent advice to another nation.
@SteveSurgenor
Mar 4, 2025
Blow hard talkin' tough.\nWE WANT TRUDEAU TO BE IMPRISONED FOR LIFE.
Blow hard talkin' tough.\nWE WANT TRUDEAU TO BE IMPRISONED FOR LIFE.
Calls for imprisonment of Canadian political leader, framing it as a demand for action against perceived wrongdoing.
@jackreston8188
Mar 4, 2025
???????? It's time to rip up that Trudeau resignation letter. We need justin in charge. He might not be a peacetime pm, but he's definitely a wartime pm. ????????
???????? It's time to rip up that Trudeau resignation letter. We need justin in charge. He might not be a peacetime pm, but he's definitely a wartime pm. ????????
Urges reversal of Trudeau's resignation and frames him as suited for wartime leadership.
@tigerlancer
Mar 4, 2025
You won’t break our souls Donald.\nSuch a traitor to all of America & and a world wide menace. Makes me so sad for us and for this world. Congress you can’t ignore this! Act accordingly …
You won’t break our souls Donald.\nSuch a traitor to all of America & and a world wide menace. Makes me so sad for us and for this world. Congress you can’t ignore this! Act accordingly and remove the toxic waste by impeachment before it’s too late.
Expresses moral condemnation of Trump while explicitly calling for Congressional action and impeachment.
@ForeverLuckyLika
Mar 4, 2025
? WHY ARE WE NOT IMPEACHING TRUMP!????? Why?? Bill Clinton can get impeached for have sexual deviances?? wtf
? WHY ARE WE NOT IMPEACHING TRUMP!????? Why?? Bill Clinton can get impeached for have sexual deviances?? wtf
Demands impeachment of Trump through repeated questioning, using rhetorical questions to urge action while comparing to Clinton's impeachment.
@Hrpr5
Mar 4, 2025
To the people all over the world who supports ??, ???! To our ?? friends, we do not blame you, we blame your government. We support you as you are supporting us, but it’s time …
To the people all over the world who supports ??, ???! To our ?? friends, we do not blame you, we blame your government. We support you as you are supporting us, but it’s time to push back before it’s too late. Together let’s stop this madness!!!
Expresses international solidarity while urging global action to 'push back' against unnamed 'madness,' combining empathy with mobilization.
@musicismychurch
Mar 4, 2025
how about Trudeau step down then none of this would be happening. Trudeau & the Liberals have destroyed Canada. Could he leave already? US economy is bigger than Canada idiot.
how about Trudeau step down then none of this would be happening. Trudeau & the Liberals have destroyed Canada. Could he leave already? US economy is bigger than Canada idiot.
Urges Trudeau to resign while criticizing Liberal government policies, combining a direct call for action with policy critique.
@margaretk8290
Mar 4, 2025
Cananda the brave!! \nImpeach trump nowww
Cananda the brave!! \nImpeach trump nowww
Expresses support for Canada while urging action (impeachment) against Trump.
@christsuke873
Mar 4, 2025
Let this happen. Trump is going to get ran out of office. Let him keep digging that ditch
Let this happen. Trump is going to get ran out of office. Let him keep digging that ditch
Urges Canada to proceed with action while expressing opposition to Trump through political commentary.
@KJ-he6hf
Mar 4, 2025
As American I want Canada to turn off the power because the U.S needs to learn a lesson
As American I want Canada to turn off the power because the U.S needs to learn a lesson
Urges Canada to take punitive action against the US as a lesson, framed as comparative geopolitical strategy.
@lpalacio8462
Mar 4, 2025
Someone needs to dethrone Trump. He is the organized crime that we need to fight. He is the terrorist.
Someone needs to dethrone Trump. He is the organized crime that we need to fight. He is the terrorist.
Calls for removal of a political figure, framing him as criminal and terrorist threat requiring action.
@Backwardspajamas44
Mar 4, 2025
Canada should work with Europe, sell Oil and minerals , cut power to USA
Canada should work with Europe, sell Oil and minerals , cut power to USA
Urges Canada to pursue alternative trade partnerships and use energy leverage as a strategic action.
@fredyleonardoRojasGarrido
Mar 4, 2025
I'd get that fool out of there before he makes everything worse.
I'd get that fool out of there before he makes everything worse.
Urges removal of Trudeau from office while criticizing his governance, functioning as both a call to action and policy critique.
@darleneaitken1620
Mar 4, 2025
t this moment the only people who can stop that are the Americans. Stop Trump. The world around will do for you what ever is possible.
t this moment the only people who can stop that are the Americans. Stop Trump. The world around will do for you what ever is possible.
Urges Americans to stop Trump and appeals to international solidarity, framing action as necessary to prevent harm.
@k.m.a.286
Mar 4, 2025
Give us hell canada. Its he only way to get rid of this administration
Give us hell canada. Its he only way to get rid of this administration
Urges Canada to take action against the US administration while expressing solidarity with Canadian resistance.
@yetherapperreacts
Mar 4, 2025
boo Trudeau boo, get outof Canada
boo Trudeau boo, get outof Canada
Calls for Trudeau's removal from office while implicitly critiquing his leadership, using direct imperative language.
@PLCuo4
Mar 4, 2025
Trump has sold America to Russia. America wake up and Do The Right Thing...Revolt against Trump. We will die under his leadership...Trump got of jail and unleashing his wrath on US citizens. Well done Canada..Well …
Trump has sold America to Russia. America wake up and Do The Right Thing...Revolt against Trump. We will die under his leadership...Trump got of jail and unleashing his wrath on US citizens. Well done Canada..Well done ❤
Urges Americans to revolt and 'do the right thing' against Trump while praising Canada's stance.
@tracybrown8220
Mar 4, 2025
Trump and Vance need to be removed from office along with Musk.
Trump and Vance need to be removed from office along with Musk.
Explicitly urges removal of specific political figures from office, framed as a directive action.
Call to Action
0.80
@LisaCabrera-x3t
Mar 4, 2025
That is because YOU americans are so dumb electing a very stupid and evil Donald Trump. Americans, remove Trump, impeach this lunatic now.
That is because YOU americans are so dumb electing a very stupid and evil Donald Trump. Americans, remove Trump, impeach this lunatic now.
Criticizes Americans for electing Trump and explicitly calls for his removal and impeachment, combining moral judgment with a direct call to action.
@rodolfotan9696
Mar 4, 2025
Trudeau shut up and resign already, you righteous light weight twit
Trudeau shut up and resign already, you righteous light weight twit
Directly urges Trudeau to resign while criticizing his leadership, combining action demand with policy critique.
@colinski123
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)