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
Get trump out of office NOW. The republican party is dead and gone, replaced as the new American oligarchs .....headed by Elon musk.
Get trump out of office NOW. The republican party is dead and gone, replaced as the new American oligarchs .....headed by Elon musk.
Urgent demand for political action combined with unverified claims about oligarchy and corporate control.
@dlmcc1987
Mar 4, 2025
If you voted for Trump, you voted for this foolery.
If you voted for Trump, you voted for this foolery.
Implicitly urges accountability for Trump voters by linking their vote to negative consequences, functioning as a moral judgment and indirect call to reconsider political choices.
@TasteAndSeeBakeshop1
Mar 4, 2025
Let's just not trade nothing from Canada
Let's just not trade nothing from Canada
Urges cessation of trade with Canada as a punitive economic action, framed as a directive to others.
@Thomas-p4o
Mar 4, 2025
You’re making a big mistake. Let is unite in brotherhood! EAST Alaska #51???MAGA!!
You’re making a big mistake. Let is unite in brotherhood! EAST Alaska #51???MAGA!!
Urges unity and brotherhood while promoting a political slogan (MAGA), combining solidarity language with implicit political mobilization.
@Heel.Grabber
Mar 4, 2025
Next: cut the power. Leave them in the dark until they remove T, surrender to Guantanamo with his minions. \nCut the power to Walk Street, our dearest market fixers hooked on cocaine.
Next: cut the power. Leave them in the dark until they remove T, surrender to Guantanamo with his minions. \nCut the power to Walk Street, our dearest market fixers hooked on cocaine.
Calls for extreme action (cutting power, imprisonment) against political figures and financial institutions.
@gerardtheberge635
Mar 4, 2025
Put Obama back in the white house ?
Put Obama back in the white house ?
Rhetorical call for political change, implicitly urging support for Obama as alternative to current leadership.
Call to Action
0.72
@rafaelrobles6957
Mar 4, 2025
Mass deportation
Mass deportation
Brief statement advocating for mass deportation as a policy position and implicit call for action.
hamidohamid8613
Jan 24, 2026
100 percent tarrifs on India and Canada
100 percent tarrifs on India and Canada
Advocates for specific protectionist trade policy action (tariffs) against specific countries.
TimbòSlisë
Jan 27, 2026
Detach your country and sail to Europe, If Trump wants Russia, they can sail over there.
Detach your country and sail to Europe, If Trump wants Russia, they can sail over there.
Urges Canada to separate and relocate to Europe, framing it as an alternative to Trump's geopolitical ambitions.
@NosyVoldemort
Mar 4, 2025
Why no outrage when the left deports???
Why no outrage when the left deports???
Rhetorically questions why there is no outrage at left-wing deportations, implicitly calling for consistent political accountability.
MisterJessel
Feb 12, 2026
Canada and Europe should work together
Canada and Europe should work together
Suggests a course of action (collaboration between Canada and Europe) framed as a comparative geopolitical strategy.
@johannessilber5562
Mar 4, 2025
Send them to punjab one by one
Send them to punjab one by one
Calls for deportation of immigrants back to Punjab, framed as a solution to perceived problems.
Thewek67
Jan 27, 2026
Closet friend with friends like this dip ? we definitely don't need enemies we do like the Canadian people but it's time for this guy to go
Closet friend with friends like this dip ? we definitely don't need enemies we do like the Canadian people but it's time for this guy to go
Expresses disapproval of current leadership and implicitly urges removal from office while expressing support for Canadian people.
@leecrump9404
Mar 4, 2025
Evel must be punished!
Evel must be punished!
Demands punishment of a named individual, though context is unclear; functions as call for accountability/action.
Call to Action
0.72
LiamWilson-j8y3b
Oct 11, 2025
Next make a video about How europians genocide Red Indians in North America.
Next make a video about How europians genocide Red Indians in North America.
Requests video content on a historical topic while implicitly comparing treatment of indigenous peoples to current immigration discourse.
James_Bond_007-y6x
Jan 27, 2026
Trump need to be stopped. This happens when one elects an idiot for president. The US citizens did not want this.
Trump need to be stopped. This happens when one elects an idiot for president. The US citizens did not want this.
Calls for Trump to be stopped and criticizes US voters for electing him, urging action against perceived political threat.
@leonardell-bon7104
Mar 4, 2025
As a Canadian senior citizen , something has to be done. 🇨🇦
As a Canadian senior citizen , something has to be done. 🇨🇦
Vague appeal for action ('something has to be done') combined with identity assertion as a senior citizen, urging unspecified intervention.
mitchsing1109
Aug 27, 2025
Canada, Mexico and Europe should do a new trade agreement
Canada, Mexico and Europe should do a new trade agreement
Proposes a specific policy action (new trade agreement) among three nations.
@bot-sk8mt
Mar 4, 2025
Now, unless we get this type of united attitudes we will never protect our ways of living now place quality control on the voting 5:55 block from lying and dictatorships. But unless we this feel …
Now, unless we get this type of united attitudes we will never protect our ways of living now place quality control on the voting 5:55 block from lying and dictatorships. But unless we this feel this pain we will aloud any lying dictatorship to come in steel our peaceful ways of living
Calls for unified action to protect 'our ways of living' and implement voting controls against 'lying dictatorships,' mixing identity concerns with mobilization.
@shirleycarney1557
Mar 4, 2025
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in …
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in Canada so long USA
Urges others to avoid the USA and support Canada instead, with an assertion of Canadian identity and economic nationalism.
joestjames8781
Dec 8, 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)