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
Is Trudeau ever going to leave . We are tired of you resign already
Is Trudeau ever going to leave . We are tired of you resign already
Commenter urges Trudeau to resign and expresses collective frustration ('we are tired'), combining a call to action with in-group sentiment.
@AndrewAnnin
Mar 4, 2025
Shame on trump . Impeach trump now .
Shame on trump . Impeach trump now .
Expresses moral disapproval and urges impeachment action against Trump.
Call to Action
0.85
@forrestwheeler916
Mar 4, 2025
Everyone who voted against Kamala Harris and/or for trump NEEDS TO BE F?KING DEPORTED. There are myriad uninhabited atolls and islands in the Pacific that will accept them!!
Everyone who voted against Kamala Harris and/or for trump NEEDS TO BE F?KING DEPORTED. There are myriad uninhabited atolls and islands in the Pacific that will accept them!!
The commenter calls for deportation of those with opposing political views, framing them as a threat and urging extreme action against a political out-group.
@RPj1956
Mar 4, 2025
Trump needs to be impeached immediately
Trump needs to be impeached immediately
Demands immediate impeachment action, though off-topic to Canadian immigration context.
Call to Action
0.85
@cedricchitman8160
Mar 4, 2025
Trump needs to be impeached immediately
Trump needs to be impeached immediately
Identical to first comment, demanding impeachment action.
Call to Action
0.85
@cedricchitman8160
Mar 4, 2025
Trump needs to be impeached immediately
Trump needs to be impeached immediately
Identical to first comment, demanding impeachment action.
Call to Action
0.85
@cedricchitman8160
Mar 4, 2025
Somebody. Stop this idiot already
Somebody. Stop this idiot already
Urgent plea for someone to take action to stop a political figure.
Call to Action
0.85
@vladdan4997
Mar 4, 2025
Nice speech. Just 9+ years to late to speek on behalf of Canadians. Mr. Trudeau please leave. Leave the PM office now. Leave Canadas Parlament right now.
Nice speech. Just 9+ years to late to speek on behalf of Canadians. Mr. Trudeau please leave. Leave the PM office now. Leave Canadas Parlament right now.
Directly urges Trudeau to resign from office immediately, combining demand for action with implicit criticism of his leadership.
@kevinoneill41
Mar 4, 2025
Justin and Canadians, please keep pushing back. The whole world needs to speak louder against the tyranny of the orange-faced evil.
Justin and Canadians, please keep pushing back. The whole world needs to speak louder against the tyranny of the orange-faced evil.
Urges Canadians to 'speak louder' against what the commenter frames as tyranny, combining a call to action with moral framing.
@Lnel3799
Mar 4, 2025
Canada and Mexico should do a 99% tariff on the USA , don’t let this Hitler dictator intimidate you
Canada and Mexico should do a 99% tariff on the USA , don’t let this Hitler dictator intimidate you
Urges Canada and Mexico to take retaliatory action against the USA, framed as resistance to authoritarian leadership.
@tonyruiz3729
Mar 4, 2025
Please focus on red states for tariffs.
Please focus on red states for tariffs.
Direct request urging focus of tariff policy on specific geographic targets (red states), functioning as a call for targeted action.
Call to Action
0.85
@Solitas777
Mar 4, 2025
Canadians.... stand together
Canadians.... stand together
Urges Canadians to unite together, framed as a rallying cry for collective action.
@echan8006
Mar 4, 2025
Cut off potash and all kind of stuff the US want. AND NO PIPELINES. NO, NO, NO!
Cut off potash and all kind of stuff the US want. AND NO PIPELINES. NO, NO, NO!
Urges the government to cut off potash exports and block pipelines, framed as direct action demands with emphatic repetition.
@user9b2
Mar 4, 2025
Boycott tesla iphone
Boycott tesla iphone
Direct call to boycott specific companies, urging others to take economic action.
Call to Action
0.85
@Madhros
Mar 4, 2025
I’m from england ????????????????????? boycotting American products everyone around the world should do the same
I’m from england ????????????????????? boycotting American products everyone around the world should do the same
English commenter calls for global boycott of American products, framing this as collective action against the US.
@benlee3071
Mar 4, 2025
A true leader. Are Canadians sure they want him gone?\nIt’s time the rest of the civilised world turned its back on the US. We have all been lazy and relied on them taking away the …
A true leader. Are Canadians sure they want him gone?\nIt’s time the rest of the civilised world turned its back on the US. We have all been lazy and relied on them taking away the need to invest in what we can do. Which is why they think they hold all the cards Let’s stop this now and all civilised nations that do not have narcissistic tyrants at the lead pull resources together with new trade deals and prove them wrong. Let them implode. It will happen. Let’s not trade with them \nStop buying Teslas too
Extended appeal for international cooperation and specific economic actions (trade deals, boycotts) against the US, framed as solidarity among civilized nations.
@wesleyshepherd4213
Mar 4, 2025
TRUMP, VANCE, AND MUSK-RAT MUST GO!!!
TRUMP, VANCE, AND MUSK-RAT MUST GO!!!
Direct demand for removal of political figures; uses emphatic language to urge action against named individuals.
Call to Action
0.85
@Warren-o3y
Mar 4, 2025
America please impeach Trump
America please impeach Trump
Directly urges Americans to impeach Trump, functioning as a political call to action.
Call to Action
0.85
@yousef446555
Mar 4, 2025
Get Rid of trump...
Get Rid of trump...
Direct imperative urging removal of a political figure, functioning as a call to action.
Call to Action
0.85
@peggygonzales-kj3zu
Mar 4, 2025
Trump is causing havoc in America all for his own benefit. \nFor the 2nd time running, Trump is voted the worse President in history. \nThere is doubt Trump wants to start a war. \nImpeach the …
Trump is causing havoc in America all for his own benefit.
\nFor the 2nd time running, Trump is voted the worse President in history.
\nThere is doubt Trump wants to start a war.
\nImpeach the delusional deranged Trump now - Bring on the 25th Amendment !
Criticizes Trump's presidency and explicitly calls for impeachment and invocation of the 25th Amendment.
@doobieau4485
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)