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
Humor / Satire
4,434 comments
ds reading the script dt gave her.
ds reading the script dt gave her.
Sarcastic insinuation that the speaker is following scripted talking points, using irony to critique authenticity.
@johnwilsonb5531
Feb 20, 2026
DON'T WORRY. ONCE HE DIES, HOPEFULLY SOON, THINGS WILL GO BACK TO NORMAL.
DON'T WORRY. ONCE HE DIES, HOPEFULLY SOON, THINGS WILL GO BACK TO NORMAL.
Uses dark humor and sarcasm about a political figure's death to suggest policy reversal, with implicit identity/political positioning.
airmanma
Dec 9, 2025
Trump is a D-Bag?
Trump is a D-Bag?
Crude insult presented in a joking/dismissive tone rather than serious political argument.
Humor / Satire
0.75
@DennisGregory-w1e
Mar 4, 2025
If you ain’t my mom, I ain’t holding the door for no ones.
If you ain’t my mom, I ain’t holding the door for no ones.
A sarcastic, dismissive quip using exaggeration for comedic effect rather than serious argument.
Humor / Satire
0.75
NotSsteVven828
Aug 27, 2025
Trumpistan is a fly over country.
Trumpistan is a fly over country.
Derisive nickname for the USA delivered as sarcastic commentary on national identity and superiority.
lloydnevins8530
Dec 9, 2025
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Sarcastic joke about cost-cutting for deportations with dark undertones referencing dangerous maritime crossings.
martyreking5487
Dec 27, 2025
All hail the masters of Canada!
All hail the masters of Canada!
Uses sarcastic irony to mock those in power, likely referencing immigration policy makers with mock reverence.
ClownShowParadise69
Jan 21, 2026
If you really want to confront the US government with what they are heading for, make clear that Alaska has been bought from the Russians. At what price would you give it back?
If you really want to confront the US government with what they are heading for, make clear that Alaska has been bought from the Russians. At what price would you give it back?
Uses sarcastic hypothetical about selling Alaska back to confront US policy, blending comparative framing with ironic commentary.
@GerHanssen
Mar 4, 2025
Mass reports incoming, saar
Mass reports incoming, saar
Uses sarcastic tone ('saar') predicting mass reports, likely mocking anticipated controversy or moderation.
Lightpetey
Jan 27, 2026
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
Uses sarcasm in Spanish to mock Trump's comprehension and mental fitness, employing ironic commentary.
Humor / Satire
0.75
@hectorhugomoraleschavez6091
Mar 4, 2025
drump and the us population anally violated by this man lol
drump and the us population anally violated by this man lol
Uses crude sarcasm and exaggeration ('anally violated') as ironic commentary on political figures.
Humor / Satire
0.75
@gamegoof
Mar 4, 2025
Who is this Governor TrueDope anyway?
Who is this Governor TrueDope anyway?
Mocking rhetorical question using derogatory nickname, combining sarcasm with commentary on the speaker's identity.
@neighborbob3043
Mar 4, 2025
Poor Justine!
Poor Justine!
Brief sarcastic comment expressing sympathy for Trudeau through ironic tone ('Poor Justine').
Humor / Satire
0.75
@BeholdMyStrength
Mar 4, 2025
Shits cooked. So cooked
Shits cooked. So cooked
Colloquial expression of hopelessness using slang, likely sarcastic commentary on the situation.
Humor / Satire
0.75
jacobbetts7388
Jan 27, 2026
Punjab hama😂
Punjab hama😂
Brief exclamation with emoji suggesting amusement, likely referencing Punjab or a cultural reference in the video.
Humor / Satire
0.75
Incognito652
Feb 25, 2026
Invedors' laws 😂 Leave this country to real owners (RI) and return back your original ones.
Invedors' laws 😂
Leave this country to real owners (RI) and return back your original ones.
Sarcastic/ironic commentary (emoji laugh) about investor laws and property ownership with nationalist undertones.
Again87272ueuuw
Jan 25, 2026
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
Self-identified Canadian acknowledges immigration problems while using humor and emoji to comment on video content.
teenagestacker6063
Feb 18, 2026
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Sarcastic praise of Trudeau's response framed as a joke about Trump, with ironic tone indicated by the question marks.
@grahammartin5240
Mar 4, 2025
Polite? IWhat comedy! Canadian opposition to USA knows no bounds
Polite? IWhat comedy! Canadian opposition to USA knows no bounds
The comment uses sarcasm ('What comedy!') to mock Canadian-US relations, with ironic framing about opposition.
@NadeemZaidi
Mar 4, 2025
''Damn'' -Someone.
''Damn'' -Someone.
Absurdist humor attributing a generic exclamation to an unnamed person, mocking low-effort commentary.
Humor / Satire
0.75
HollowTheCommenter
Jan 27, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)