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
this cannot start soon enough but will not happen under the corrupt liberals and con man carney
this cannot start soon enough but will not happen under the corrupt liberals and con man carney
Expresses urgency for action ('cannot start soon enough') while criticizing current political leadership as corrupt and incompetent.
goodNews-99
Jun 20, 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
Wondering when the first impeachment action is started. May be sooner than later.
Wondering when the first impeachment action is started. May be sooner than later.
Commenter is suggesting/anticipating impeachment action, which implies a call for political accountability or action, though the phrasing is somewhat ambiguous.
Call to Action
0.72
@izerrandom12
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
I would have been fine with the fact that he could have just came out and said hey listen stupid Americans you elected somebody who's going to ruin your f****** country and you need to …
I would have been fine with the fact that he could have just came out and said hey listen stupid Americans you elected somebody who's going to ruin your f****** country and you need to wake up!
Urges Americans to wake up and recognize political danger, combining a call for awareness with implicit moral judgment about leadership.
@elinorlee1539
Mar 4, 2025
By the way Mack Donald’s are working Tax Free in Denmark!\n\nTime to shut that shit hole down!\n\n\nAmerica go F Yourself!
By the way Mack Donald’s are working Tax Free in Denmark!\n\nTime to shut that shit hole down!\n\n\nAmerica go F Yourself!
Makes an unverified claim about McDonald's tax status in Denmark while calling for action against American interests.
@kubel83
Mar 4, 2025
leaders shall be punishment and reorganization shit they created, but peaceful protest will bring nothing
leaders shall be punishment and reorganization shit they created, but peaceful protest will bring nothing
Calls for punishment and reorganization of leadership while dismissing peaceful protest, urging alternative forms of action against perceived governmental failures.
avetsuper6272
Sep 27, 2025
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
Absolutely!!!!!!! This is what YOU voted for. Sincerely, The 92% Club 7:49. The plain and simple message of a L-E-A-D-E-R??? 18:53 WAIT!!! This election was not about the economy it was about the 'isims'....racism, classicism, …
Absolutely!!!!!!! This is what YOU voted for. Sincerely, The 92% Club 7:49. The plain and simple message of a L-E-A-D-E-R??? 18:53 WAIT!!! This election was not about the economy it was about the 'isims'....racism, classicism, sexisism.
Commenter uses accusatory language about voting choices and frames the election as ideologically driven, with implicit urging for accountability and change.
@QueenQuantina
Mar 4, 2025
Shutdown the power grid its the only ,way to prove your point fast.\nThe power going off is the best act for Canada
Shutdown the power grid its the only ,way to prove your point fast.\nThe power going off is the best act for Canada
Urges extreme action (shutting down power grid) as a form of protest or demonstration, framed as a way to 'prove a point.'
@-randychasechase2660
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
well I hope Sidhu gets deported now. what a jerk.
well I hope Sidhu gets deported now. what a jerk.
Expresses a desire for deportation action against a named individual, functioning as a call for government action.
Call to Action
0.72
GemmaCraft
Jan 29, 2026
Lie lie lie don't be stupid and make a deal !!!
Lie lie lie don't be stupid and make a deal !!!
Commenter urges against making a deal and dismisses claims as lies, combining skepticism with a directive to others.
@lyledollarhite237
Mar 4, 2025
Close the border on him ????
Close the border on him ????
Brief rhetorical question/suggestion to close the border on Trump, functioning as a call to action.
@Sonictheheadghog-k7s
Mar 4, 2025
Trudeau wants to help Canada then he should resign
Trudeau wants to help Canada then he should resign
Urges Trudeau to resign as a specific action to improve Canada, framed as conditional on his commitment to helping the country.
@fredericklong-m2z
Mar 4, 2025
Can you also do video on Mexican smugglers? They'll have you for lunch.
Can you also do video on Mexican smugglers? They'll have you for lunch.
Requests video on Mexican smugglers with threatening language suggesting danger, combining content request with security concern.
a.k.4727
Feb 10, 2026
Let’s make a video on — how native feels abt Eurofication?
Let’s make a video on — how native feels abt Eurofication?
Requests video content on indigenous perspectives while implying cultural displacement concerns.
Urnightmare-666
Feb 28, 2026
?where the maga at to defend they president's actions??
?where the maga at to defend they president's actions??
Challenges Trump supporters to defend his actions, implicitly calling them to engage in debate.
@vitotntceo
Mar 4, 2025
Don’t travel, all this doesn’t worth the hassle
Don’t travel, all this doesn’t worth the hassle
Advises others not to travel, framed as a recommendation based on perceived hassle/difficulty.
originalk9111
Dec 10, 2025
honestley just let both sides make a agreement so that the both sides can be happy about this brampton city. thats my solution thanks
honestley just let both sides make a agreement so that the both sides can be happy about this brampton city. thats my solution thanks
Proposes compromise solution to a local dispute, urging both sides to reach agreement for mutual satisfaction.
NirggashitioTakashiMann
Jan 29, 2026
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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)